MIx_Gaussian.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.stats as stats\n",
    "##Library neural nets\n",
    "from keras import losses\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout,BatchNormalization\n",
    "from keras.optimizers import Adam\n",
    "# Library for Gaussian process\n",
    "import GPy\n",
    "##Library for visualization\n",
    "import matplotlib as mpl\n",
    "mpl.style.use(\"seaborn\")\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "import matplotlib;matplotlib.rcParams['figure.figsize'] = (8,6)\n",
    "import pylab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 50\n",
    "N = 50 * 50\n",
    "np.random.seed(123)\n",
    "s_1 = np.linspace(0,1,50).reshape(-1,1)\n",
    "s_2 = np.linspace(0,1,50).reshape(-1,1)\n",
    "s_x,s_y=np.meshgrid(s_1,s_2)\n",
    "s = np.vstack((s_x.flatten(),s_y.flatten())).T\n",
    "pi = np.random.binomial(1,0.5,size=N)\n",
    "y = 2 * np.sin( (s[:,0]+0.5)*(s[:,1] + 0.5)) * pi + (np.sin(s[:,0]*s[:,1]))*(1 - pi)\n",
    "y = y + np.random.normal(0,0.2, size=N) * pi + (np.random.normal(0,0.2, size=N))*(1 - pi)\n",
    "y = np.exp(y)\n",
    "y = y.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 50\n",
    "N = 50 * 50\n",
    "s_1 = np.linspace(0,1,50).reshape(-1,1)\n",
    "s_2 = np.linspace(0,1,50).reshape(-1,1)\n",
    "s_x,s_y=np.meshgrid(s_1,s_2)\n",
    "s = np.vstack((s_x.flatten(),s_y.flatten())).T\n",
    "kernel1 = GPy.kern.Exponential(2,3,0.2) ##Covariance Function\n",
    "kernel2 = GPy.kern.Matern52(2,1,0.5) ##Covariance Function\n",
    "cov_mat1 = kernel1.K(s)\n",
    "cov_mat2 = kernel2.K(s)\n",
    "# Generate M sample path with mean mu and covariance C\n",
    "np.random.seed(123)\n",
    "y1 = np.random.multivariate_normal(np.zeros(N),cov_mat1).T\n",
    "y2 = np.random.multivariate_normal(np.ones(N),cov_mat2).T\n",
    "pi = np.random.binomial(1,0.5,size=N)\n",
    "y = y1 + y2*0.5\n",
    "y = np.exp(y/3+1)\n",
    "y = np.random.poisson(y)\n",
    "y = y.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"360pt\" version=\"1.1\" viewBox=\"0 0 418 360\" width=\"418pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 360.284219 \n",
       "L 418.209875 360.284219 \n",
       "L 418.209875 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 28.1 336.938906 \n",
       "L 354.26 336.938906 \n",
       "L 354.26 10.778906 \n",
       "L 28.1 10.778906 \n",
       "z\n",
       "\" style=\"fill:#eaeaf2;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p93fea1d9ee)\">\n",
       "    <image height=\"327\" id=\"imagec8adc1ea6b\" transform=\"scale(1 -1)translate(0 -327)\" width=\"327\" x=\"28.1\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-9.938906\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 28.1 336.938906 \n",
       "L 28.1 10.778906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_2\"/>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-30\"/>\n",
       "       <path d=\"M 9.078125 0 \n",
       "L 9.078125 10.015625 \n",
       "L 19.09375 10.015625 \n",
       "L 19.09375 0 \n",
       "z\n",
       "\" id=\"ArialMT-2e\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(21.15 351.096719)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 93.332 336.938906 \n",
       "L 93.332 10.778906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\"/>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0.2 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-32\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(86.382 351.096719)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 158.564 336.938906 \n",
       "L 158.564 10.778906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\"/>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0.4 -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.328125 0 \n",
       "L 32.328125 17.140625 \n",
       "L 1.265625 17.140625 \n",
       "L 1.265625 25.203125 \n",
       "L 33.9375 71.578125 \n",
       "L 41.109375 71.578125 \n",
       "L 41.109375 25.203125 \n",
       "L 50.78125 25.203125 \n",
       "L 50.78125 17.140625 \n",
       "L 41.109375 17.140625 \n",
       "L 41.109375 0 \n",
       "z\n",
       "M 32.328125 25.203125 \n",
       "L 32.328125 57.46875 \n",
       "L 9.90625 25.203125 \n",
       "z\n",
       "\" id=\"ArialMT-34\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(151.614 351.096719)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 223.796 336.938906 \n",
       "L 223.796 10.778906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\"/>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0.6 -->\n",
       "      <defs>\n",
       "       <path d=\"M 49.75 54.046875 \n",
       "L 41.015625 53.375 \n",
       "Q 39.84375 58.546875 37.703125 60.890625 \n",
       "Q 34.125 64.65625 28.90625 64.65625 \n",
       "Q 24.703125 64.65625 21.53125 62.3125 \n",
       "Q 17.390625 59.28125 14.984375 53.46875 \n",
       "Q 12.59375 47.65625 12.5 36.921875 \n",
       "Q 15.671875 41.75 20.265625 44.09375 \n",
       "Q 24.859375 46.4375 29.890625 46.4375 \n",
       "Q 38.671875 46.4375 44.84375 39.96875 \n",
       "Q 51.03125 33.5 51.03125 23.25 \n",
       "Q 51.03125 16.5 48.125 10.71875 \n",
       "Q 45.21875 4.9375 40.140625 1.859375 \n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \n",
       "Q 17.625 -1.21875 10.6875 6.859375 \n",
       "Q 3.765625 14.9375 3.765625 33.5 \n",
       "Q 3.765625 54.25 11.421875 63.671875 \n",
       "Q 18.109375 71.875 29.4375 71.875 \n",
       "Q 37.890625 71.875 43.28125 67.140625 \n",
       "Q 48.6875 62.40625 49.75 54.046875 \n",
       "z\n",
       "M 13.875 23.1875 \n",
       "Q 13.875 18.65625 15.796875 14.5 \n",
       "Q 17.71875 10.359375 21.1875 8.171875 \n",
       "Q 24.65625 6 28.46875 6 \n",
       "Q 34.03125 6 38.03125 10.484375 \n",
       "Q 42.046875 14.984375 42.046875 22.703125 \n",
       "Q 42.046875 30.125 38.078125 34.390625 \n",
       "Q 34.125 38.671875 28.125 38.671875 \n",
       "Q 22.171875 38.671875 18.015625 34.390625 \n",
       "Q 13.875 30.125 13.875 23.1875 \n",
       "z\n",
       "\" id=\"ArialMT-36\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(216.846 351.096719)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 289.028 336.938906 \n",
       "L 289.028 10.778906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\"/>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0.8 -->\n",
       "      <defs>\n",
       "       <path d=\"M 17.671875 38.8125 \n",
       "Q 12.203125 40.828125 9.5625 44.53125 \n",
       "Q 6.9375 48.25 6.9375 53.421875 \n",
       "Q 6.9375 61.234375 12.546875 66.546875 \n",
       "Q 18.171875 71.875 27.484375 71.875 \n",
       "Q 36.859375 71.875 42.578125 66.421875 \n",
       "Q 48.296875 60.984375 48.296875 53.171875 \n",
       "Q 48.296875 48.1875 45.671875 44.5 \n",
       "Q 43.0625 40.828125 37.75 38.8125 \n",
       "Q 44.34375 36.671875 47.78125 31.875 \n",
       "Q 51.21875 27.09375 51.21875 20.453125 \n",
       "Q 51.21875 11.28125 44.71875 5.03125 \n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \n",
       "Q 4.046875 11.328125 4.046875 20.703125 \n",
       "Q 4.046875 27.6875 7.59375 32.390625 \n",
       "Q 11.140625 37.109375 17.671875 38.8125 \n",
       "z\n",
       "M 15.921875 53.71875 \n",
       "Q 15.921875 48.640625 19.1875 45.40625 \n",
       "Q 22.46875 42.1875 27.6875 42.1875 \n",
       "Q 32.765625 42.1875 36.015625 45.375 \n",
       "Q 39.265625 48.578125 39.265625 53.21875 \n",
       "Q 39.265625 58.0625 35.90625 61.359375 \n",
       "Q 32.5625 64.65625 27.59375 64.65625 \n",
       "Q 22.5625 64.65625 19.234375 61.421875 \n",
       "Q 15.921875 58.203125 15.921875 53.71875 \n",
       "z\n",
       "M 13.09375 20.65625 \n",
       "Q 13.09375 16.890625 14.875 13.375 \n",
       "Q 16.65625 9.859375 20.171875 7.921875 \n",
       "Q 23.6875 6 27.734375 6 \n",
       "Q 34.03125 6 38.125 10.046875 \n",
       "Q 42.234375 14.109375 42.234375 20.359375 \n",
       "Q 42.234375 26.703125 38.015625 30.859375 \n",
       "Q 33.796875 35.015625 27.4375 35.015625 \n",
       "Q 21.234375 35.015625 17.15625 30.90625 \n",
       "Q 13.09375 26.8125 13.09375 20.65625 \n",
       "z\n",
       "\" id=\"ArialMT-38\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(282.078 351.096719)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 354.26 336.938906 \n",
       "L 354.26 10.778906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\"/>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-31\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(347.31 351.096719)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 28.1 336.938906 \n",
       "L 354.26 336.938906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\"/>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 340.517812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 28.1 271.706906 \n",
       "L 354.26 271.706906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\"/>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.2 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 275.285812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 28.1 206.474906 \n",
       "L 354.26 206.474906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_18\"/>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.4 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 210.053812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 28.1 141.242906 \n",
       "L 354.26 141.242906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_20\"/>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.6 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 144.821812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 28.1 76.010906 \n",
       "L 354.26 76.010906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_22\"/>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.8 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 79.589812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <path clip-path=\"url(#p93fea1d9ee)\" d=\"M 28.1 10.778906 \n",
       "L 354.26 10.778906 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_24\"/>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 1.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 14.357812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 28.1 336.938906 \n",
       "L 28.1 10.778906 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 354.26 336.938906 \n",
       "L 354.26 10.778906 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 28.1 336.938906 \n",
       "L 354.26 336.938906 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 28.1 10.778906 \n",
       "L 354.26 10.778906 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p251f02fa23)\" d=\"M 376.58 336.938906 \n",
       "L 376.58 335.664844 \n",
       "L 376.58 12.052969 \n",
       "L 376.58 10.778906 \n",
       "L 392.888 10.778906 \n",
       "L 392.888 12.052969 \n",
       "L 392.888 335.664844 \n",
       "L 392.888 336.938906 \n",
       "z\n",
       "\" style=\"fill:#eaeaf2;stroke:#eaeaf2;stroke-linejoin:miter;stroke-width:0.01;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\"/>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_25\"/>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(399.888 340.517812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_26\"/>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 5 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 18.75 \n",
       "L 13.375 19.53125 \n",
       "Q 14.40625 12.796875 18.140625 9.390625 \n",
       "Q 21.875 6 27.15625 6 \n",
       "Q 33.5 6 37.890625 10.78125 \n",
       "Q 42.28125 15.578125 42.28125 23.484375 \n",
       "Q 42.28125 31 38.0625 35.34375 \n",
       "Q 33.84375 39.703125 27 39.703125 \n",
       "Q 22.75 39.703125 19.328125 37.765625 \n",
       "Q 15.921875 35.84375 13.96875 32.765625 \n",
       "L 5.71875 33.84375 \n",
       "L 12.640625 70.609375 \n",
       "L 48.25 70.609375 \n",
       "L 48.25 62.203125 \n",
       "L 19.671875 62.203125 \n",
       "L 15.828125 42.96875 \n",
       "Q 22.265625 47.46875 29.34375 47.46875 \n",
       "Q 38.71875 47.46875 45.15625 40.96875 \n",
       "Q 51.609375 34.46875 51.609375 24.265625 \n",
       "Q 51.609375 14.546875 45.953125 7.46875 \n",
       "Q 39.0625 -1.21875 27.15625 -1.21875 \n",
       "Q 17.390625 -1.21875 11.203125 4.25 \n",
       "Q 5.03125 9.71875 4.15625 18.75 \n",
       "z\n",
       "\" id=\"ArialMT-35\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(399.888 289.555312)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_27\"/>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 10 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(399.888 238.592812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_28\"/>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 15 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(399.888 187.630312)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_29\"/>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 20 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(399.888 136.667812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_30\"/>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 25 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(399.888 85.705312)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"line2d_31\"/>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 30 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.203125 18.890625 \n",
       "L 12.984375 20.0625 \n",
       "Q 14.5 12.59375 18.140625 9.296875 \n",
       "Q 21.78125 6 27 6 \n",
       "Q 33.203125 6 37.46875 10.296875 \n",
       "Q 41.75 14.59375 41.75 20.953125 \n",
       "Q 41.75 27 37.796875 30.921875 \n",
       "Q 33.84375 34.859375 27.734375 34.859375 \n",
       "Q 25.25 34.859375 21.53125 33.890625 \n",
       "L 22.515625 41.609375 \n",
       "Q 23.390625 41.5 23.921875 41.5 \n",
       "Q 29.546875 41.5 34.03125 44.421875 \n",
       "Q 38.53125 47.359375 38.53125 53.46875 \n",
       "Q 38.53125 58.296875 35.25 61.46875 \n",
       "Q 31.984375 64.65625 26.8125 64.65625 \n",
       "Q 21.6875 64.65625 18.265625 61.421875 \n",
       "Q 14.84375 58.203125 13.875 51.765625 \n",
       "L 5.078125 53.328125 \n",
       "Q 6.6875 62.15625 12.390625 67.015625 \n",
       "Q 18.109375 71.875 26.609375 71.875 \n",
       "Q 32.46875 71.875 37.390625 69.359375 \n",
       "Q 42.328125 66.84375 44.9375 62.5 \n",
       "Q 47.5625 58.15625 47.5625 53.265625 \n",
       "Q 47.5625 48.640625 45.0625 44.828125 \n",
       "Q 42.578125 41.015625 37.703125 38.765625 \n",
       "Q 44.046875 37.3125 47.5625 32.6875 \n",
       "Q 51.078125 28.078125 51.078125 21.140625 \n",
       "Q 51.078125 11.765625 44.234375 5.25 \n",
       "Q 37.40625 -1.265625 26.953125 -1.265625 \n",
       "Q 17.53125 -1.265625 11.296875 4.34375 \n",
       "Q 5.078125 9.96875 4.203125 18.890625 \n",
       "z\n",
       "\" id=\"ArialMT-33\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(399.888 34.742812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-33\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <image height=\"327\" id=\"imagee8af33ba31\" transform=\"scale(1 -1)translate(0 -327)\" width=\"16\" x=\"377\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAABAAAAFHCAYAAACoD8yaAAAABHNCSVQICAgIfAhkiAAAAR9JREFUeJztl0EOhDAQw4YV/38y7COmkkNk7liJ22nV633fdxbfb/PzzMy9DLBPUFCBT2CFhAp8goIKfAIeUOCAr8AnKKjAJyiowCfgK+hABxkAJSZU4BPwFQocKDHBQUECvoIOKhIUAHiJJqgAKNF74QhABwkSC1ahoAIP4CXyCe7neVaAgAo4YO9guwq8gwCJ+CwoMUFigAMe4LGuxAhAgAP8RFKiEjMAOoiQ+P1hCpCIV9BBwsWiRB0cASjRaTwC0IESMwBK1MERgBKVeATg2zlCIl6BBwRIxLdywzTiCdxIvhtnOhzwG4mfRt4BnqBBog4CEnikRTjgAQV34/cBARKdxgZAw92IAxp2osd6ACBA4vfHeS3xmplVhHWCPxispmyxIWAdAAAAAElFTkSuQmCC\" y=\"-10\"/>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 376.58 336.938906 \n",
       "L 376.58 335.664844 \n",
       "L 376.58 12.052969 \n",
       "L 376.58 10.778906 \n",
       "L 392.888 10.778906 \n",
       "L 392.888 12.052969 \n",
       "L 392.888 335.664844 \n",
       "L 392.888 336.938906 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p93fea1d9ee\">\n",
       "   <rect height=\"326.16\" width=\"326.16\" x=\"28.1\" y=\"10.778906\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p251f02fa23\">\n",
       "   <rect height=\"326.16\" width=\"16.308\" x=\"376.58\" y=\"10.778906\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14901b898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Visualization of one replicate\n",
    "y_mat = y.reshape(n,n)\n",
    "fig, ax = plt.subplots()\n",
    "im = ax.imshow(y_mat, extent=[0, 1, 0, 1], origin=\"lower\",\n",
    "               vmax=y_mat.max(), vmin=y_mat.min())\n",
    "plt.colorbar(im)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_mlp(feature_dim):\n",
    "    # create model\n",
    "    model = Sequential()\n",
    "    model.add(Dense(200, input_dim = feature_dim,  kernel_initializer='he_uniform', activation='relu'))\n",
    "    model.add(Dropout(rate=0.2))\n",
    "    model.add(Dense(100, activation='relu'))\n",
    "    model.add(Dropout(rate=0.5))\n",
    "    model.add(Dense(100, activation='relu'))\n",
    "    model.add(Dropout(rate=0.5))\n",
    "    model.add(Dense(1, activation='relu'))\n",
    "    # Compile model\n",
    "    model.compile(loss='poisson', optimizer='adam', metrics=['mse','mae'])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_basis = [10**2,19**2,37**2,73**2]\n",
    "knots_1dx = [np.linspace(0,1,np.sqrt(i)) for i in num_basis]\n",
    "knots_1dy = [np.linspace(0,1,np.sqrt(i)) for i in num_basis]\n",
    "##Wendland kernel\n",
    "basis_size = 0\n",
    "phi = np.zeros((N, sum(num_basis)))\n",
    "for res in range(len(num_basis)):\n",
    "    theta = 1/np.sqrt(num_basis[res])*2.5\n",
    "    knots_x, knots_y = np.meshgrid(knots_1dx[res],knots_1dy[res])\n",
    "    knots = np.column_stack((knots_x.flatten(),knots_y.flatten()))\n",
    "    for i in range(num_basis[res]):\n",
    "        d = np.linalg.norm(s-knots[i,:],axis=1)/theta\n",
    "        for j in range(len(d)):\n",
    "            if d[j] >= 0 and d[j] <= 1:\n",
    "                phi[j,i + basis_size] = (1-d[j])**6 * (35 * d[j]**2 + 18 * d[j] + 3)/3\n",
    "            else:\n",
    "                phi[j,i + basis_size] = 0\n",
    "    basis_size = basis_size + num_basis[res]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "indices = np.arange(N)\n",
    "## Split the training and testing sets\n",
    "s_train, s_test, phi_train, phi_test\\\n",
    "    , y_train, y_test, idx_train, idx_test \\\n",
    "    = train_test_split(s, phi, y, indices, test_size=0.2)\n",
    "N_train = s_train.shape[0]\n",
    "N_test = s_test.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] training model ...\n",
      "Train on 1600 samples, validate on 400 samples\n",
      "Epoch 1/200\n",
      "1600/1600 [==============================] - 2s 988us/step - loss: 11.2017 - mean_squared_error: 45.7115 - mean_absolute_error: 5.3425 - val_loss: 0.1841 - val_mean_squared_error: 43.6943 - val_mean_absolute_error: 4.8293\n",
      "Epoch 2/200\n",
      "1600/1600 [==============================] - 0s 275us/step - loss: -2.3002 - mean_squared_error: 28.3436 - mean_absolute_error: 3.7623 - val_loss: -4.4459 - val_mean_squared_error: 22.7539 - val_mean_absolute_error: 3.2600\n",
      "Epoch 3/200\n",
      "1600/1600 [==============================] - 0s 281us/step - loss: -4.4104 - mean_squared_error: 16.2170 - mean_absolute_error: 2.8636 - val_loss: -5.1425 - val_mean_squared_error: 15.0347 - val_mean_absolute_error: 2.8006\n",
      "Epoch 4/200\n",
      "1600/1600 [==============================] - 0s 273us/step - loss: -4.8687 - mean_squared_error: 11.3630 - mean_absolute_error: 2.3916 - val_loss: -5.3317 - val_mean_squared_error: 12.6610 - val_mean_absolute_error: 2.5441\n",
      "Epoch 5/200\n",
      "1600/1600 [==============================] - 0s 274us/step - loss: -5.0186 - mean_squared_error: 9.7816 - mean_absolute_error: 2.1086 - val_loss: -5.3892 - val_mean_squared_error: 11.4387 - val_mean_absolute_error: 2.4545\n",
      "Epoch 6/200\n",
      "1600/1600 [==============================] - 0s 290us/step - loss: -5.1644 - mean_squared_error: 8.0236 - mean_absolute_error: 1.9238 - val_loss: -5.3937 - val_mean_squared_error: 10.8604 - val_mean_absolute_error: 2.4325\n",
      "Epoch 7/200\n",
      "1600/1600 [==============================] - 1s 327us/step - loss: -5.2614 - mean_squared_error: 6.8487 - mean_absolute_error: 1.7632 - val_loss: -5.3758 - val_mean_squared_error: 10.7747 - val_mean_absolute_error: 2.4334\n",
      "Epoch 8/200\n",
      "1600/1600 [==============================] - 0s 278us/step - loss: -5.3293 - mean_squared_error: 5.7245 - mean_absolute_error: 1.6465 - val_loss: -5.3625 - val_mean_squared_error: 10.7969 - val_mean_absolute_error: 2.4579\n",
      "Epoch 9/200\n",
      "1600/1600 [==============================] - 0s 300us/step - loss: -5.3720 - mean_squared_error: 5.2383 - mean_absolute_error: 1.5326 - val_loss: -5.3564 - val_mean_squared_error: 10.6910 - val_mean_absolute_error: 2.4466\n",
      "Epoch 10/200\n",
      "1600/1600 [==============================] - 0s 300us/step - loss: -5.3820 - mean_squared_error: 5.4231 - mean_absolute_error: 1.4964 - val_loss: -5.3343 - val_mean_squared_error: 10.7768 - val_mean_absolute_error: 2.4531\n",
      "Epoch 11/200\n",
      "1600/1600 [==============================] - 0s 302us/step - loss: -5.4304 - mean_squared_error: 4.6283 - mean_absolute_error: 1.4307 - val_loss: -5.3110 - val_mean_squared_error: 10.9699 - val_mean_absolute_error: 2.4724\n",
      "Epoch 12/200\n",
      "1600/1600 [==============================] - 0s 286us/step - loss: -5.4578 - mean_squared_error: 4.1796 - mean_absolute_error: 1.3399 - val_loss: -5.3057 - val_mean_squared_error: 11.0464 - val_mean_absolute_error: 2.4841\n",
      "Epoch 13/200\n",
      "1600/1600 [==============================] - 0s 278us/step - loss: -5.4733 - mean_squared_error: 4.0813 - mean_absolute_error: 1.3346 - val_loss: -5.2941 - val_mean_squared_error: 11.1859 - val_mean_absolute_error: 2.5032\n",
      "Epoch 14/200\n",
      "1600/1600 [==============================] - 0s 280us/step - loss: -5.4915 - mean_squared_error: 3.5855 - mean_absolute_error: 1.2597 - val_loss: -5.2626 - val_mean_squared_error: 11.5469 - val_mean_absolute_error: 2.5612\n",
      "Epoch 15/200\n",
      "1600/1600 [==============================] - 0s 275us/step - loss: -5.4924 - mean_squared_error: 3.7373 - mean_absolute_error: 1.2803 - val_loss: -5.2539 - val_mean_squared_error: 11.6799 - val_mean_absolute_error: 2.5807\n",
      "Epoch 16/200\n",
      "1600/1600 [==============================] - 1s 322us/step - loss: -5.4944 - mean_squared_error: 3.5307 - mean_absolute_error: 1.2503 - val_loss: -5.2204 - val_mean_squared_error: 11.9840 - val_mean_absolute_error: 2.5911\n",
      "Epoch 17/200\n",
      "1600/1600 [==============================] - 0s 295us/step - loss: -5.5059 - mean_squared_error: 3.5705 - mean_absolute_error: 1.2383 - val_loss: -5.1919 - val_mean_squared_error: 12.3857 - val_mean_absolute_error: 2.6257\n",
      "Epoch 18/200\n",
      "1600/1600 [==============================] - 0s 279us/step - loss: -5.5170 - mean_squared_error: 3.4159 - mean_absolute_error: 1.2144 - val_loss: -5.1810 - val_mean_squared_error: 12.6341 - val_mean_absolute_error: 2.6229\n",
      "Epoch 19/200\n",
      "1600/1600 [==============================] - 1s 331us/step - loss: -5.4938 - mean_squared_error: 3.6435 - mean_absolute_error: 1.2716 - val_loss: -5.1905 - val_mean_squared_error: 12.5896 - val_mean_absolute_error: 2.6120\n",
      "Epoch 20/200\n",
      "1600/1600 [==============================] - 0s 279us/step - loss: -5.5304 - mean_squared_error: 3.0189 - mean_absolute_error: 1.1510 - val_loss: -5.1747 - val_mean_squared_error: 12.9471 - val_mean_absolute_error: 2.6393\n",
      "Epoch 21/200\n",
      "1600/1600 [==============================] - 0s 283us/step - loss: -5.5271 - mean_squared_error: 3.1480 - mean_absolute_error: 1.1793 - val_loss: -5.1850 - val_mean_squared_error: 12.9983 - val_mean_absolute_error: 2.6398\n",
      "Epoch 22/200\n",
      "1600/1600 [==============================] - 0s 277us/step - loss: -5.5267 - mean_squared_error: 3.2972 - mean_absolute_error: 1.1874 - val_loss: -5.1547 - val_mean_squared_error: 13.1060 - val_mean_absolute_error: 2.6421\n",
      "Epoch 23/200\n",
      "1600/1600 [==============================] - 0s 306us/step - loss: -5.5385 - mean_squared_error: 2.9043 - mean_absolute_error: 1.1428 - val_loss: -5.1489 - val_mean_squared_error: 13.3589 - val_mean_absolute_error: 2.6936\n",
      "Epoch 24/200\n",
      "1600/1600 [==============================] - 0s 269us/step - loss: -5.5499 - mean_squared_error: 2.8907 - mean_absolute_error: 1.1159 - val_loss: -5.1663 - val_mean_squared_error: 13.1022 - val_mean_absolute_error: 2.6473\n",
      "Epoch 25/200\n",
      "1600/1600 [==============================] - 0s 277us/step - loss: -5.5287 - mean_squared_error: 3.1750 - mean_absolute_error: 1.1956 - val_loss: -5.1299 - val_mean_squared_error: 13.3465 - val_mean_absolute_error: 2.6638\n",
      "Epoch 26/200\n",
      "1600/1600 [==============================] - 0s 302us/step - loss: -5.5358 - mean_squared_error: 2.9840 - mean_absolute_error: 1.1343 - val_loss: -5.1309 - val_mean_squared_error: 13.6196 - val_mean_absolute_error: 2.7049\n",
      "Epoch 27/200\n",
      "1600/1600 [==============================] - 0s 276us/step - loss: -5.5472 - mean_squared_error: 2.7697 - mean_absolute_error: 1.1044 - val_loss: -5.1085 - val_mean_squared_error: 13.6390 - val_mean_absolute_error: 2.6845\n",
      "Epoch 28/200\n",
      "1600/1600 [==============================] - 0s 282us/step - loss: -5.5346 - mean_squared_error: 3.1070 - mean_absolute_error: 1.1426 - val_loss: -5.1335 - val_mean_squared_error: 13.6028 - val_mean_absolute_error: 2.7219\n",
      "Epoch 29/200\n",
      "1600/1600 [==============================] - 0s 272us/step - loss: -5.5434 - mean_squared_error: 2.8051 - mean_absolute_error: 1.1261 - val_loss: -5.1287 - val_mean_squared_error: 13.5946 - val_mean_absolute_error: 2.7258\n",
      "Epoch 30/200\n",
      "1600/1600 [==============================] - 0s 271us/step - loss: -5.5472 - mean_squared_error: 2.8356 - mean_absolute_error: 1.0988 - val_loss: -5.1277 - val_mean_squared_error: 13.6304 - val_mean_absolute_error: 2.7363\n",
      "Epoch 31/200\n",
      "1600/1600 [==============================] - 0s 281us/step - loss: -5.5427 - mean_squared_error: 3.1553 - mean_absolute_error: 1.1353 - val_loss: -5.1447 - val_mean_squared_error: 13.3940 - val_mean_absolute_error: 2.7107\n",
      "Epoch 32/200\n",
      "1600/1600 [==============================] - 0s 284us/step - loss: -5.5518 - mean_squared_error: 2.7991 - mean_absolute_error: 1.1158 - val_loss: -5.1452 - val_mean_squared_error: 13.4370 - val_mean_absolute_error: 2.7006\n",
      "Epoch 33/200\n",
      "1600/1600 [==============================] - 0s 308us/step - loss: -5.5434 - mean_squared_error: 2.9074 - mean_absolute_error: 1.1220 - val_loss: -5.1087 - val_mean_squared_error: 13.6067 - val_mean_absolute_error: 2.6834\n",
      "Epoch 34/200\n",
      "1600/1600 [==============================] - 0s 292us/step - loss: -5.5555 - mean_squared_error: 2.7384 - mean_absolute_error: 1.1059 - val_loss: -5.0955 - val_mean_squared_error: 13.8639 - val_mean_absolute_error: 2.7421\n",
      "Epoch 35/200\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1600/1600 [==============================] - 0s 293us/step - loss: -5.5479 - mean_squared_error: 2.8907 - mean_absolute_error: 1.1008 - val_loss: -5.0693 - val_mean_squared_error: 14.2036 - val_mean_absolute_error: 2.7741\n",
      "Epoch 36/200\n",
      "1600/1600 [==============================] - 1s 316us/step - loss: -5.5537 - mean_squared_error: 2.8637 - mean_absolute_error: 1.0868 - val_loss: -5.0629 - val_mean_squared_error: 14.3162 - val_mean_absolute_error: 2.7541\n",
      "Epoch 37/200\n",
      "1600/1600 [==============================] - 0s 288us/step - loss: -5.5576 - mean_squared_error: 2.6301 - mean_absolute_error: 1.0916 - val_loss: -5.0764 - val_mean_squared_error: 13.8979 - val_mean_absolute_error: 2.6871\n",
      "Epoch 38/200\n",
      "1600/1600 [==============================] - 0s 273us/step - loss: -5.5509 - mean_squared_error: 2.8638 - mean_absolute_error: 1.1090 - val_loss: -5.0808 - val_mean_squared_error: 14.3160 - val_mean_absolute_error: 2.7552\n",
      "Epoch 39/200\n",
      "1600/1600 [==============================] - 0s 275us/step - loss: -5.5611 - mean_squared_error: 2.7093 - mean_absolute_error: 1.0727 - val_loss: -4.9584 - val_mean_squared_error: 14.3126 - val_mean_absolute_error: 2.7512\n",
      "Epoch 40/200\n",
      "1600/1600 [==============================] - 0s 263us/step - loss: -5.5707 - mean_squared_error: 2.3639 - mean_absolute_error: 1.0529 - val_loss: -4.9560 - val_mean_squared_error: 13.9596 - val_mean_absolute_error: 2.7237\n",
      "Epoch 41/200\n",
      "1600/1600 [==============================] - 0s 269us/step - loss: -5.5565 - mean_squared_error: 2.9376 - mean_absolute_error: 1.1022 - val_loss: -4.9794 - val_mean_squared_error: 13.6753 - val_mean_absolute_error: 2.6895\n",
      "Epoch 42/200\n",
      "1600/1600 [==============================] - 0s 265us/step - loss: -5.5597 - mean_squared_error: 2.6457 - mean_absolute_error: 1.0796 - val_loss: -5.0007 - val_mean_squared_error: 13.6749 - val_mean_absolute_error: 2.6978\n",
      "Epoch 43/200\n",
      "1600/1600 [==============================] - 0s 311us/step - loss: -5.5688 - mean_squared_error: 2.5312 - mean_absolute_error: 1.0555 - val_loss: -4.9876 - val_mean_squared_error: 13.7509 - val_mean_absolute_error: 2.6811\n",
      "Epoch 44/200\n",
      "1600/1600 [==============================] - 1s 315us/step - loss: -5.5670 - mean_squared_error: 2.5892 - mean_absolute_error: 1.0741 - val_loss: -4.9802 - val_mean_squared_error: 13.8355 - val_mean_absolute_error: 2.7125\n",
      "Epoch 45/200\n",
      "1600/1600 [==============================] - 1s 319us/step - loss: -5.5742 - mean_squared_error: 2.3650 - mean_absolute_error: 1.0189 - val_loss: -4.9699 - val_mean_squared_error: 13.9936 - val_mean_absolute_error: 2.7350\n",
      "Epoch 46/200\n",
      "1600/1600 [==============================] - 0s 272us/step - loss: -5.5632 - mean_squared_error: 2.5857 - mean_absolute_error: 1.0709 - val_loss: -4.9133 - val_mean_squared_error: 13.9772 - val_mean_absolute_error: 2.7524\n",
      "Epoch 47/200\n",
      "1600/1600 [==============================] - 0s 283us/step - loss: -5.5615 - mean_squared_error: 2.7456 - mean_absolute_error: 1.0841 - val_loss: -4.9309 - val_mean_squared_error: 13.6116 - val_mean_absolute_error: 2.6762\n",
      "Epoch 48/200\n",
      "1600/1600 [==============================] - 0s 278us/step - loss: -5.5747 - mean_squared_error: 2.3556 - mean_absolute_error: 1.0482 - val_loss: -4.9402 - val_mean_squared_error: 13.5620 - val_mean_absolute_error: 2.6707\n",
      "Epoch 49/200\n",
      "1600/1600 [==============================] - 0s 281us/step - loss: -5.5698 - mean_squared_error: 2.4375 - mean_absolute_error: 1.0598 - val_loss: -4.9566 - val_mean_squared_error: 13.2599 - val_mean_absolute_error: 2.6364\n",
      "Epoch 50/200\n",
      "1600/1600 [==============================] - 0s 266us/step - loss: -5.5692 - mean_squared_error: 2.6180 - mean_absolute_error: 1.0457 - val_loss: -4.9899 - val_mean_squared_error: 13.5766 - val_mean_absolute_error: 2.6847\n",
      "Epoch 51/200\n",
      "1600/1600 [==============================] - 0s 263us/step - loss: -5.5696 - mean_squared_error: 2.4972 - mean_absolute_error: 1.0458 - val_loss: -4.9609 - val_mean_squared_error: 13.7151 - val_mean_absolute_error: 2.7177\n",
      "Epoch 52/200\n",
      "1600/1600 [==============================] - 0s 294us/step - loss: -5.5722 - mean_squared_error: 2.5020 - mean_absolute_error: 1.0395 - val_loss: -4.9614 - val_mean_squared_error: 13.6758 - val_mean_absolute_error: 2.6913\n",
      "Epoch 53/200\n",
      "1600/1600 [==============================] - 0s 296us/step - loss: -5.5672 - mean_squared_error: 2.5209 - mean_absolute_error: 1.0599 - val_loss: -4.9196 - val_mean_squared_error: 14.0026 - val_mean_absolute_error: 2.7192\n",
      "Epoch 54/200\n",
      "1600/1600 [==============================] - 1s 321us/step - loss: -5.5752 - mean_squared_error: 2.3726 - mean_absolute_error: 1.0289 - val_loss: -4.9050 - val_mean_squared_error: 14.0733 - val_mean_absolute_error: 2.7041\n",
      "Epoch 55/200\n",
      "1600/1600 [==============================] - 0s 283us/step - loss: -5.5947 - mean_squared_error: 1.9340 - mean_absolute_error: 0.9489 - val_loss: -4.9198 - val_mean_squared_error: 14.0687 - val_mean_absolute_error: 2.7216\n",
      "Epoch 56/200\n",
      "1600/1600 [==============================] - 0s 267us/step - loss: -5.5693 - mean_squared_error: 2.4752 - mean_absolute_error: 1.0656 - val_loss: -4.9237 - val_mean_squared_error: 13.8596 - val_mean_absolute_error: 2.6817\n",
      "Epoch 57/200\n",
      "1600/1600 [==============================] - 0s 278us/step - loss: -5.5784 - mean_squared_error: 2.4125 - mean_absolute_error: 1.0315 - val_loss: -4.9259 - val_mean_squared_error: 14.2554 - val_mean_absolute_error: 2.7494\n",
      "Epoch 58/200\n",
      "1600/1600 [==============================] - 0s 275us/step - loss: -5.5673 - mean_squared_error: 2.6003 - mean_absolute_error: 1.0514 - val_loss: -4.9292 - val_mean_squared_error: 14.0064 - val_mean_absolute_error: 2.7265\n",
      "Epoch 59/200\n",
      "1600/1600 [==============================] - 0s 282us/step - loss: -5.5889 - mean_squared_error: 2.1958 - mean_absolute_error: 0.9908 - val_loss: -4.9349 - val_mean_squared_error: 13.7734 - val_mean_absolute_error: 2.7233\n",
      "Epoch 60/200\n",
      "1600/1600 [==============================] - 0s 275us/step - loss: -5.5757 - mean_squared_error: 2.4388 - mean_absolute_error: 1.0234 - val_loss: -4.9228 - val_mean_squared_error: 13.8545 - val_mean_absolute_error: 2.7481\n",
      "Epoch 61/200\n",
      "1600/1600 [==============================] - 0s 298us/step - loss: -5.5711 - mean_squared_error: 2.5326 - mean_absolute_error: 1.0441 - val_loss: -4.9334 - val_mean_squared_error: 13.5825 - val_mean_absolute_error: 2.6887\n",
      "Epoch 62/200\n",
      "1600/1600 [==============================] - 0s 296us/step - loss: -5.5825 - mean_squared_error: 2.3249 - mean_absolute_error: 1.0217 - val_loss: -4.9330 - val_mean_squared_error: 13.8216 - val_mean_absolute_error: 2.7092\n",
      "Epoch 63/200\n",
      "1600/1600 [==============================] - 0s 270us/step - loss: -5.5860 - mean_squared_error: 2.1383 - mean_absolute_error: 0.9954 - val_loss: -4.9331 - val_mean_squared_error: 13.6985 - val_mean_absolute_error: 2.6908\n",
      "Epoch 64/200\n",
      "1600/1600 [==============================] - 0s 279us/step - loss: -5.5767 - mean_squared_error: 2.3314 - mean_absolute_error: 1.0270 - val_loss: -4.9381 - val_mean_squared_error: 13.8821 - val_mean_absolute_error: 2.7217\n",
      "Epoch 65/200\n",
      "1600/1600 [==============================] - 0s 261us/step - loss: -5.5848 - mean_squared_error: 2.3031 - mean_absolute_error: 1.0148 - val_loss: -4.9165 - val_mean_squared_error: 14.0982 - val_mean_absolute_error: 2.7197\n",
      "Epoch 66/200\n",
      "1600/1600 [==============================] - 0s 263us/step - loss: -5.5815 - mean_squared_error: 2.2454 - mean_absolute_error: 0.9968 - val_loss: -4.9014 - val_mean_squared_error: 14.2506 - val_mean_absolute_error: 2.7209\n",
      "Epoch 67/200\n",
      "1600/1600 [==============================] - 1s 325us/step - loss: -5.5803 - mean_squared_error: 2.4147 - mean_absolute_error: 1.0210 - val_loss: -4.8910 - val_mean_squared_error: 14.0445 - val_mean_absolute_error: 2.6944\n",
      "Epoch 68/200\n",
      "1600/1600 [==============================] - 0s 282us/step - loss: -5.5881 - mean_squared_error: 2.1291 - mean_absolute_error: 0.9901 - val_loss: -4.8874 - val_mean_squared_error: 14.2386 - val_mean_absolute_error: 2.7099\n",
      "Epoch 69/200\n",
      "1600/1600 [==============================] - 1s 315us/step - loss: -5.5770 - mean_squared_error: 2.3964 - mean_absolute_error: 1.0400 - val_loss: -4.8805 - val_mean_squared_error: 14.3637 - val_mean_absolute_error: 2.7180\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 70/200\n",
      "1600/1600 [==============================] - 0s 285us/step - loss: -5.5851 - mean_squared_error: 2.1747 - mean_absolute_error: 1.0078 - val_loss: -4.9035 - val_mean_squared_error: 14.4667 - val_mean_absolute_error: 2.7564\n",
      "Epoch 71/200\n",
      "1600/1600 [==============================] - 0s 282us/step - loss: -5.5819 - mean_squared_error: 2.2911 - mean_absolute_error: 1.0236 - val_loss: -4.8910 - val_mean_squared_error: 14.3997 - val_mean_absolute_error: 2.7314\n",
      "Epoch 72/200\n",
      "1600/1600 [==============================] - 0s 274us/step - loss: -5.5798 - mean_squared_error: 2.3788 - mean_absolute_error: 1.0100 - val_loss: -4.9372 - val_mean_squared_error: 14.1176 - val_mean_absolute_error: 2.7134\n",
      "Epoch 73/200\n",
      "1600/1600 [==============================] - 0s 272us/step - loss: -5.5865 - mean_squared_error: 2.1846 - mean_absolute_error: 1.0110 - val_loss: -4.9317 - val_mean_squared_error: 13.9866 - val_mean_absolute_error: 2.7115\n",
      "Epoch 74/200\n",
      "1600/1600 [==============================] - 0s 272us/step - loss: -5.5759 - mean_squared_error: 2.3319 - mean_absolute_error: 1.0496 - val_loss: -4.9490 - val_mean_squared_error: 14.0365 - val_mean_absolute_error: 2.7121\n",
      "Epoch 75/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.5808 - mean_squared_error: 2.3646 - mean_absolute_error: 1.0025 - val_loss: -4.9369 - val_mean_squared_error: 14.0122 - val_mean_absolute_error: 2.7450\n",
      "Epoch 76/200\n",
      "1600/1600 [==============================] - 0s 276us/step - loss: -5.5860 - mean_squared_error: 2.1265 - mean_absolute_error: 0.9959 - val_loss: -4.9267 - val_mean_squared_error: 14.0382 - val_mean_absolute_error: 2.7254\n",
      "Epoch 77/200\n",
      "1600/1600 [==============================] - 0s 296us/step - loss: -5.5821 - mean_squared_error: 2.3586 - mean_absolute_error: 1.0175 - val_loss: -4.9100 - val_mean_squared_error: 14.2152 - val_mean_absolute_error: 2.7333\n",
      "Epoch 78/200\n",
      "1600/1600 [==============================] - 0s 271us/step - loss: -5.5831 - mean_squared_error: 2.3570 - mean_absolute_error: 1.0279 - val_loss: -4.9306 - val_mean_squared_error: 13.8498 - val_mean_absolute_error: 2.7057\n",
      "Epoch 79/200\n",
      "1600/1600 [==============================] - 0s 287us/step - loss: -5.5831 - mean_squared_error: 2.2581 - mean_absolute_error: 1.0106 - val_loss: -4.9231 - val_mean_squared_error: 13.9722 - val_mean_absolute_error: 2.7195\n",
      "Epoch 80/200\n",
      "1600/1600 [==============================] - 0s 266us/step - loss: -5.5805 - mean_squared_error: 2.3898 - mean_absolute_error: 1.0341 - val_loss: -4.9106 - val_mean_squared_error: 14.2599 - val_mean_absolute_error: 2.7365\n",
      "Epoch 81/200\n",
      "1600/1600 [==============================] - 0s 270us/step - loss: -5.5903 - mean_squared_error: 2.1347 - mean_absolute_error: 0.9849 - val_loss: -4.9175 - val_mean_squared_error: 14.2504 - val_mean_absolute_error: 2.7380\n",
      "Epoch 82/200\n",
      "1600/1600 [==============================] - 0s 300us/step - loss: -5.5840 - mean_squared_error: 2.2901 - mean_absolute_error: 1.0141 - val_loss: -4.9295 - val_mean_squared_error: 14.2905 - val_mean_absolute_error: 2.7474\n",
      "Epoch 83/200\n",
      "1600/1600 [==============================] - 0s 299us/step - loss: -5.5857 - mean_squared_error: 2.3157 - mean_absolute_error: 1.0019 - val_loss: -4.9118 - val_mean_squared_error: 14.1881 - val_mean_absolute_error: 2.7140\n",
      "Epoch 84/200\n",
      "1600/1600 [==============================] - 0s 290us/step - loss: -5.5882 - mean_squared_error: 2.1518 - mean_absolute_error: 0.9909 - val_loss: -4.9222 - val_mean_squared_error: 14.2210 - val_mean_absolute_error: 2.7316\n",
      "Epoch 85/200\n",
      "1600/1600 [==============================] - 0s 280us/step - loss: -5.5809 - mean_squared_error: 2.5060 - mean_absolute_error: 1.0353 - val_loss: -4.9364 - val_mean_squared_error: 13.7980 - val_mean_absolute_error: 2.6936\n",
      "Epoch 86/200\n",
      "1600/1600 [==============================] - 0s 276us/step - loss: -5.5880 - mean_squared_error: 2.2620 - mean_absolute_error: 1.0003 - val_loss: -4.9444 - val_mean_squared_error: 13.7660 - val_mean_absolute_error: 2.6868\n",
      "Epoch 87/200\n",
      "1600/1600 [==============================] - 0s 270us/step - loss: -5.5857 - mean_squared_error: 2.3112 - mean_absolute_error: 1.0152 - val_loss: -4.9306 - val_mean_squared_error: 14.1537 - val_mean_absolute_error: 2.6988\n",
      "Epoch 88/200\n",
      "1600/1600 [==============================] - 0s 271us/step - loss: -5.5871 - mean_squared_error: 2.3118 - mean_absolute_error: 0.9894 - val_loss: -4.9378 - val_mean_squared_error: 13.9643 - val_mean_absolute_error: 2.6938\n",
      "Epoch 89/200\n",
      "1600/1600 [==============================] - 0s 263us/step - loss: -5.5855 - mean_squared_error: 2.4631 - mean_absolute_error: 1.0181 - val_loss: -4.9252 - val_mean_squared_error: 14.1098 - val_mean_absolute_error: 2.7310\n",
      "Epoch 90/200\n",
      "1600/1600 [==============================] - 0s 260us/step - loss: -5.5815 - mean_squared_error: 2.4358 - mean_absolute_error: 1.0323 - val_loss: -4.9232 - val_mean_squared_error: 14.0353 - val_mean_absolute_error: 2.7079\n",
      "Epoch 91/200\n",
      "1600/1600 [==============================] - 0s 268us/step - loss: -5.5876 - mean_squared_error: 2.2179 - mean_absolute_error: 0.9958 - val_loss: -4.9275 - val_mean_squared_error: 14.0916 - val_mean_absolute_error: 2.7133\n",
      "Epoch 92/200\n",
      "1600/1600 [==============================] - 0s 282us/step - loss: -5.5805 - mean_squared_error: 2.3458 - mean_absolute_error: 1.0246 - val_loss: -4.9431 - val_mean_squared_error: 14.0023 - val_mean_absolute_error: 2.7028\n",
      "Epoch 93/200\n",
      "1600/1600 [==============================] - 0s 310us/step - loss: -5.5922 - mean_squared_error: 2.0990 - mean_absolute_error: 0.9772 - val_loss: -4.9446 - val_mean_squared_error: 14.1148 - val_mean_absolute_error: 2.7035\n",
      "Epoch 94/200\n",
      "1600/1600 [==============================] - 0s 291us/step - loss: -5.5944 - mean_squared_error: 2.0739 - mean_absolute_error: 0.9770 - val_loss: -4.9319 - val_mean_squared_error: 13.8403 - val_mean_absolute_error: 2.6755\n",
      "Epoch 95/200\n",
      "1600/1600 [==============================] - 0s 272us/step - loss: -5.6031 - mean_squared_error: 1.9185 - mean_absolute_error: 0.9450 - val_loss: -4.9126 - val_mean_squared_error: 14.5361 - val_mean_absolute_error: 2.7598\n",
      "Epoch 96/200\n",
      "1600/1600 [==============================] - 0s 279us/step - loss: -5.6003 - mean_squared_error: 2.0812 - mean_absolute_error: 0.9629 - val_loss: -4.9044 - val_mean_squared_error: 14.4315 - val_mean_absolute_error: 2.7539\n",
      "Epoch 97/200\n",
      "1600/1600 [==============================] - 0s 286us/step - loss: -5.5922 - mean_squared_error: 2.3288 - mean_absolute_error: 0.9850 - val_loss: -4.9344 - val_mean_squared_error: 13.7769 - val_mean_absolute_error: 2.6797\n",
      "Epoch 98/200\n",
      "1600/1600 [==============================] - 0s 285us/step - loss: -5.5891 - mean_squared_error: 2.2834 - mean_absolute_error: 0.9881 - val_loss: -4.9420 - val_mean_squared_error: 13.8139 - val_mean_absolute_error: 2.6895\n",
      "Epoch 99/200\n",
      "1600/1600 [==============================] - 0s 288us/step - loss: -5.6054 - mean_squared_error: 1.8983 - mean_absolute_error: 0.9435 - val_loss: -4.9472 - val_mean_squared_error: 13.8177 - val_mean_absolute_error: 2.7040\n",
      "Epoch 100/200\n",
      "1600/1600 [==============================] - 0s 279us/step - loss: -5.5982 - mean_squared_error: 2.0945 - mean_absolute_error: 0.9577 - val_loss: -4.9132 - val_mean_squared_error: 13.9977 - val_mean_absolute_error: 2.7159\n",
      "Epoch 101/200\n",
      "1600/1600 [==============================] - 0s 284us/step - loss: -5.5926 - mean_squared_error: 2.0580 - mean_absolute_error: 0.9750 - val_loss: -4.9253 - val_mean_squared_error: 14.1670 - val_mean_absolute_error: 2.7287\n",
      "Epoch 102/200\n",
      "1600/1600 [==============================] - 0s 275us/step - loss: -5.5907 - mean_squared_error: 2.2109 - mean_absolute_error: 0.9859 - val_loss: -4.9605 - val_mean_squared_error: 13.7041 - val_mean_absolute_error: 2.6835\n",
      "Epoch 103/200\n",
      "1600/1600 [==============================] - 0s 279us/step - loss: -5.5952 - mean_squared_error: 2.2480 - mean_absolute_error: 0.9734 - val_loss: -4.9550 - val_mean_squared_error: 13.7060 - val_mean_absolute_error: 2.6898\n",
      "Epoch 104/200\n",
      "1600/1600 [==============================] - 0s 292us/step - loss: -5.5930 - mean_squared_error: 2.1815 - mean_absolute_error: 0.9868 - val_loss: -4.9384 - val_mean_squared_error: 13.8715 - val_mean_absolute_error: 2.6929\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 105/200\n",
      "1600/1600 [==============================] - 0s 273us/step - loss: -5.5884 - mean_squared_error: 2.4024 - mean_absolute_error: 1.0036 - val_loss: -4.8855 - val_mean_squared_error: 13.9152 - val_mean_absolute_error: 2.6820\n",
      "Epoch 106/200\n",
      "1600/1600 [==============================] - 0s 272us/step - loss: -5.5906 - mean_squared_error: 2.1533 - mean_absolute_error: 0.9664 - val_loss: -4.9080 - val_mean_squared_error: 13.8844 - val_mean_absolute_error: 2.6991\n",
      "Epoch 107/200\n",
      "1600/1600 [==============================] - 0s 281us/step - loss: -5.5847 - mean_squared_error: 2.3087 - mean_absolute_error: 1.0260 - val_loss: -4.9154 - val_mean_squared_error: 13.7202 - val_mean_absolute_error: 2.7042\n",
      "Epoch 108/200\n",
      "1600/1600 [==============================] - 0s 291us/step - loss: -5.5855 - mean_squared_error: 2.4296 - mean_absolute_error: 0.9935 - val_loss: -4.8923 - val_mean_squared_error: 13.7272 - val_mean_absolute_error: 2.6913\n",
      "Epoch 109/200\n",
      "1600/1600 [==============================] - 0s 273us/step - loss: -5.5978 - mean_squared_error: 2.2328 - mean_absolute_error: 0.9762 - val_loss: -4.9042 - val_mean_squared_error: 14.0953 - val_mean_absolute_error: 2.7088\n",
      "Epoch 110/200\n",
      "1600/1600 [==============================] - 0s 285us/step - loss: -5.5996 - mean_squared_error: 2.1331 - mean_absolute_error: 0.9614 - val_loss: -4.8516 - val_mean_squared_error: 13.9526 - val_mean_absolute_error: 2.6802\n",
      "Epoch 111/200\n",
      "1600/1600 [==============================] - 0s 297us/step - loss: -5.5890 - mean_squared_error: 2.3126 - mean_absolute_error: 0.9950 - val_loss: -4.8436 - val_mean_squared_error: 14.1447 - val_mean_absolute_error: 2.7272\n",
      "Epoch 112/200\n",
      "1600/1600 [==============================] - 0s 268us/step - loss: -5.5978 - mean_squared_error: 2.2238 - mean_absolute_error: 0.9593 - val_loss: -4.8661 - val_mean_squared_error: 14.0952 - val_mean_absolute_error: 2.7083\n",
      "Epoch 113/200\n",
      "1600/1600 [==============================] - 0s 265us/step - loss: -5.5935 - mean_squared_error: 2.2610 - mean_absolute_error: 0.9840 - val_loss: -4.8483 - val_mean_squared_error: 14.4481 - val_mean_absolute_error: 2.7600\n",
      "Epoch 114/200\n",
      "1600/1600 [==============================] - 0s 267us/step - loss: -5.5963 - mean_squared_error: 2.2939 - mean_absolute_error: 0.9775 - val_loss: -4.8483 - val_mean_squared_error: 14.2013 - val_mean_absolute_error: 2.7385\n",
      "Epoch 115/200\n",
      "1600/1600 [==============================] - 0s 268us/step - loss: -5.6005 - mean_squared_error: 2.0294 - mean_absolute_error: 0.9619 - val_loss: -4.8609 - val_mean_squared_error: 13.8845 - val_mean_absolute_error: 2.6947\n",
      "Epoch 116/200\n",
      "1600/1600 [==============================] - 0s 267us/step - loss: -5.6021 - mean_squared_error: 2.1084 - mean_absolute_error: 0.9527 - val_loss: -4.9436 - val_mean_squared_error: 13.6496 - val_mean_absolute_error: 2.6686\n",
      "Epoch 117/200\n",
      "1600/1600 [==============================] - 0s 260us/step - loss: -5.5912 - mean_squared_error: 2.2795 - mean_absolute_error: 0.9903 - val_loss: -4.9554 - val_mean_squared_error: 13.9239 - val_mean_absolute_error: 2.7099\n",
      "Epoch 118/200\n",
      "1600/1600 [==============================] - 0s 256us/step - loss: -5.6063 - mean_squared_error: 2.0367 - mean_absolute_error: 0.9465 - val_loss: -4.9253 - val_mean_squared_error: 14.2774 - val_mean_absolute_error: 2.7241\n",
      "Epoch 119/200\n",
      "1600/1600 [==============================] - 0s 262us/step - loss: -5.5983 - mean_squared_error: 2.0018 - mean_absolute_error: 0.9498 - val_loss: -4.9233 - val_mean_squared_error: 14.3771 - val_mean_absolute_error: 2.7334\n",
      "Epoch 120/200\n",
      "1600/1600 [==============================] - 0s 253us/step - loss: -5.6041 - mean_squared_error: 1.9878 - mean_absolute_error: 0.9424 - val_loss: -4.9238 - val_mean_squared_error: 13.9169 - val_mean_absolute_error: 2.6750\n",
      "Epoch 121/200\n",
      "1600/1600 [==============================] - 0s 253us/step - loss: -5.6005 - mean_squared_error: 2.0827 - mean_absolute_error: 0.9588 - val_loss: -4.8914 - val_mean_squared_error: 13.5268 - val_mean_absolute_error: 2.6454\n",
      "Epoch 122/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.6025 - mean_squared_error: 2.0373 - mean_absolute_error: 0.9404 - val_loss: -4.7221 - val_mean_squared_error: 13.9844 - val_mean_absolute_error: 2.7047\n",
      "Epoch 123/200\n",
      "1600/1600 [==============================] - 0s 257us/step - loss: -5.6004 - mean_squared_error: 2.1308 - mean_absolute_error: 0.9553 - val_loss: -4.7964 - val_mean_squared_error: 14.2261 - val_mean_absolute_error: 2.7382\n",
      "Epoch 124/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.5957 - mean_squared_error: 2.1911 - mean_absolute_error: 0.9558 - val_loss: -4.8678 - val_mean_squared_error: 14.3986 - val_mean_absolute_error: 2.7401\n",
      "Epoch 125/200\n",
      "1600/1600 [==============================] - 0s 254us/step - loss: -5.6032 - mean_squared_error: 2.1718 - mean_absolute_error: 0.9523 - val_loss: -4.8644 - val_mean_squared_error: 14.0157 - val_mean_absolute_error: 2.7139\n",
      "Epoch 126/200\n",
      "1600/1600 [==============================] - 0s 255us/step - loss: -5.5890 - mean_squared_error: 2.2837 - mean_absolute_error: 0.9600 - val_loss: -4.8233 - val_mean_squared_error: 14.3399 - val_mean_absolute_error: 2.7664\n",
      "Epoch 127/200\n",
      "1600/1600 [==============================] - 0s 256us/step - loss: -5.6004 - mean_squared_error: 2.1219 - mean_absolute_error: 0.9565 - val_loss: -4.8836 - val_mean_squared_error: 14.1433 - val_mean_absolute_error: 2.7301\n",
      "Epoch 128/200\n",
      "1600/1600 [==============================] - 0s 258us/step - loss: -5.5999 - mean_squared_error: 2.0965 - mean_absolute_error: 0.9629 - val_loss: -4.7352 - val_mean_squared_error: 14.0019 - val_mean_absolute_error: 2.6956\n",
      "Epoch 129/200\n",
      "1600/1600 [==============================] - 0s 253us/step - loss: -5.5933 - mean_squared_error: 2.3216 - mean_absolute_error: 0.9798 - val_loss: -4.7048 - val_mean_squared_error: 14.5979 - val_mean_absolute_error: 2.7519\n",
      "Epoch 130/200\n",
      "1600/1600 [==============================] - 0s 256us/step - loss: -5.5987 - mean_squared_error: 2.1089 - mean_absolute_error: 0.9652 - val_loss: -4.9048 - val_mean_squared_error: 14.2779 - val_mean_absolute_error: 2.7237\n",
      "Epoch 131/200\n",
      "1600/1600 [==============================] - 0s 257us/step - loss: -5.5909 - mean_squared_error: 2.2284 - mean_absolute_error: 0.9930 - val_loss: -4.9119 - val_mean_squared_error: 13.9539 - val_mean_absolute_error: 2.7041\n",
      "Epoch 132/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.5981 - mean_squared_error: 2.0653 - mean_absolute_error: 0.9631 - val_loss: -4.8571 - val_mean_squared_error: 14.2354 - val_mean_absolute_error: 2.7284\n",
      "Epoch 133/200\n",
      "1600/1600 [==============================] - 0s 267us/step - loss: -5.5964 - mean_squared_error: 2.0896 - mean_absolute_error: 0.9436 - val_loss: -4.8768 - val_mean_squared_error: 14.1380 - val_mean_absolute_error: 2.7218\n",
      "Epoch 134/200\n",
      "1600/1600 [==============================] - 0s 263us/step - loss: -5.6015 - mean_squared_error: 2.0449 - mean_absolute_error: 0.9399 - val_loss: -4.8747 - val_mean_squared_error: 14.1949 - val_mean_absolute_error: 2.7311\n",
      "Epoch 135/200\n",
      "1600/1600 [==============================] - 0s 254us/step - loss: -5.6025 - mean_squared_error: 2.0310 - mean_absolute_error: 0.9363 - val_loss: -4.8668 - val_mean_squared_error: 14.2473 - val_mean_absolute_error: 2.7279\n",
      "Epoch 136/200\n",
      "1600/1600 [==============================] - 0s 265us/step - loss: -5.5979 - mean_squared_error: 2.0578 - mean_absolute_error: 0.9585 - val_loss: -4.8542 - val_mean_squared_error: 14.6202 - val_mean_absolute_error: 2.7706\n",
      "Epoch 137/200\n",
      "1600/1600 [==============================] - 0s 253us/step - loss: -5.5994 - mean_squared_error: 2.0537 - mean_absolute_error: 0.9512 - val_loss: -4.8713 - val_mean_squared_error: 14.1415 - val_mean_absolute_error: 2.7330\n",
      "Epoch 138/200\n",
      "1600/1600 [==============================] - 0s 262us/step - loss: -5.6096 - mean_squared_error: 1.8948 - mean_absolute_error: 0.9094 - val_loss: -4.8812 - val_mean_squared_error: 13.9867 - val_mean_absolute_error: 2.7332\n",
      "Epoch 139/200\n",
      "1600/1600 [==============================] - 0s 278us/step - loss: -5.6149 - mean_squared_error: 1.7840 - mean_absolute_error: 0.9038 - val_loss: -4.8887 - val_mean_squared_error: 14.1878 - val_mean_absolute_error: 2.7371\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 140/200\n",
      "1600/1600 [==============================] - 1s 327us/step - loss: -5.5963 - mean_squared_error: 2.1215 - mean_absolute_error: 0.9611 - val_loss: -4.8694 - val_mean_squared_error: 14.2288 - val_mean_absolute_error: 2.7221\n",
      "Epoch 141/200\n",
      "1600/1600 [==============================] - 0s 303us/step - loss: -5.5962 - mean_squared_error: 2.2353 - mean_absolute_error: 0.9693 - val_loss: -4.8627 - val_mean_squared_error: 13.8808 - val_mean_absolute_error: 2.6716\n",
      "Epoch 142/200\n",
      "1600/1600 [==============================] - 0s 290us/step - loss: -5.5946 - mean_squared_error: 2.2075 - mean_absolute_error: 0.9750 - val_loss: -4.8587 - val_mean_squared_error: 14.3072 - val_mean_absolute_error: 2.7404\n",
      "Epoch 143/200\n",
      "1600/1600 [==============================] - 0s 284us/step - loss: -5.6035 - mean_squared_error: 1.9677 - mean_absolute_error: 0.9370 - val_loss: -4.8410 - val_mean_squared_error: 14.0738 - val_mean_absolute_error: 2.7213\n",
      "Epoch 144/200\n",
      "1600/1600 [==============================] - 0s 283us/step - loss: -5.6082 - mean_squared_error: 1.9515 - mean_absolute_error: 0.9241 - val_loss: -4.8469 - val_mean_squared_error: 14.4771 - val_mean_absolute_error: 2.7284\n",
      "Epoch 145/200\n",
      "1600/1600 [==============================] - 0s 279us/step - loss: -5.5980 - mean_squared_error: 2.0891 - mean_absolute_error: 0.9580 - val_loss: -4.8153 - val_mean_squared_error: 14.6026 - val_mean_absolute_error: 2.7452\n",
      "Epoch 146/200\n",
      "1600/1600 [==============================] - 0s 280us/step - loss: -5.6003 - mean_squared_error: 2.1391 - mean_absolute_error: 0.9615 - val_loss: -4.7205 - val_mean_squared_error: 14.4193 - val_mean_absolute_error: 2.7472\n",
      "Epoch 147/200\n",
      "1600/1600 [==============================] - 0s 293us/step - loss: -5.5994 - mean_squared_error: 2.1224 - mean_absolute_error: 0.9739 - val_loss: -4.7266 - val_mean_squared_error: 14.1633 - val_mean_absolute_error: 2.7220\n",
      "Epoch 148/200\n",
      "1600/1600 [==============================] - 0s 286us/step - loss: -5.6006 - mean_squared_error: 2.1452 - mean_absolute_error: 0.9625 - val_loss: -4.7140 - val_mean_squared_error: 14.3807 - val_mean_absolute_error: 2.7410\n",
      "Epoch 149/200\n",
      "1600/1600 [==============================] - 0s 303us/step - loss: -5.5964 - mean_squared_error: 2.1705 - mean_absolute_error: 0.9699 - val_loss: -4.5472 - val_mean_squared_error: 14.0343 - val_mean_absolute_error: 2.7161\n",
      "Epoch 150/200\n",
      "1600/1600 [==============================] - 0s 269us/step - loss: -5.6032 - mean_squared_error: 2.0772 - mean_absolute_error: 0.9410 - val_loss: -4.6862 - val_mean_squared_error: 14.3444 - val_mean_absolute_error: 2.7310\n",
      "Epoch 151/200\n",
      "1600/1600 [==============================] - 0s 311us/step - loss: -5.6002 - mean_squared_error: 2.1738 - mean_absolute_error: 0.9680 - val_loss: -4.7417 - val_mean_squared_error: 14.0020 - val_mean_absolute_error: 2.6890\n",
      "Epoch 152/200\n",
      "1600/1600 [==============================] - 0s 261us/step - loss: -5.6004 - mean_squared_error: 2.1861 - mean_absolute_error: 0.9542 - val_loss: -4.8752 - val_mean_squared_error: 13.9053 - val_mean_absolute_error: 2.6862\n",
      "Epoch 153/200\n",
      "1600/1600 [==============================] - 0s 276us/step - loss: -5.6043 - mean_squared_error: 2.0011 - mean_absolute_error: 0.9362 - val_loss: -4.8847 - val_mean_squared_error: 13.8912 - val_mean_absolute_error: 2.6947\n",
      "Epoch 154/200\n",
      "1600/1600 [==============================] - 0s 263us/step - loss: -5.6038 - mean_squared_error: 1.9677 - mean_absolute_error: 0.9414 - val_loss: -4.8700 - val_mean_squared_error: 14.2079 - val_mean_absolute_error: 2.7278\n",
      "Epoch 155/200\n",
      "1600/1600 [==============================] - 0s 260us/step - loss: -5.6001 - mean_squared_error: 2.1094 - mean_absolute_error: 0.9656 - val_loss: -4.8663 - val_mean_squared_error: 14.4061 - val_mean_absolute_error: 2.7477\n",
      "Epoch 156/200\n",
      "1600/1600 [==============================] - 0s 264us/step - loss: -5.6092 - mean_squared_error: 1.9419 - mean_absolute_error: 0.9209 - val_loss: -4.8847 - val_mean_squared_error: 14.2654 - val_mean_absolute_error: 2.7005\n",
      "Epoch 157/200\n",
      "1600/1600 [==============================] - 0s 256us/step - loss: -5.6165 - mean_squared_error: 1.7431 - mean_absolute_error: 0.8785 - val_loss: -4.8901 - val_mean_squared_error: 13.8976 - val_mean_absolute_error: 2.6542\n",
      "Epoch 158/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.6094 - mean_squared_error: 1.9221 - mean_absolute_error: 0.9083 - val_loss: -4.9045 - val_mean_squared_error: 13.9554 - val_mean_absolute_error: 2.6787\n",
      "Epoch 159/200\n",
      "1600/1600 [==============================] - 0s 258us/step - loss: -5.5958 - mean_squared_error: 2.3952 - mean_absolute_error: 0.9590 - val_loss: -4.8969 - val_mean_squared_error: 13.9396 - val_mean_absolute_error: 2.6895\n",
      "Epoch 160/200\n",
      "1600/1600 [==============================] - 0s 260us/step - loss: -5.6098 - mean_squared_error: 1.9532 - mean_absolute_error: 0.9223 - val_loss: -4.9057 - val_mean_squared_error: 13.5883 - val_mean_absolute_error: 2.6734\n",
      "Epoch 161/200\n",
      "1600/1600 [==============================] - 0s 253us/step - loss: -5.6044 - mean_squared_error: 2.0155 - mean_absolute_error: 0.9433 - val_loss: -4.8716 - val_mean_squared_error: 13.8049 - val_mean_absolute_error: 2.7017\n",
      "Epoch 162/200\n",
      "1600/1600 [==============================] - 0s 258us/step - loss: -5.6069 - mean_squared_error: 1.9254 - mean_absolute_error: 0.9248 - val_loss: -4.8928 - val_mean_squared_error: 14.3325 - val_mean_absolute_error: 2.7706\n",
      "Epoch 163/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.6039 - mean_squared_error: 2.0070 - mean_absolute_error: 0.9400 - val_loss: -4.9186 - val_mean_squared_error: 13.5073 - val_mean_absolute_error: 2.6747\n",
      "Epoch 164/200\n",
      "1600/1600 [==============================] - 0s 256us/step - loss: -5.6030 - mean_squared_error: 2.0448 - mean_absolute_error: 0.9426 - val_loss: -4.8658 - val_mean_squared_error: 13.7558 - val_mean_absolute_error: 2.6677\n",
      "Epoch 165/200\n",
      "1600/1600 [==============================] - 0s 251us/step - loss: -5.6103 - mean_squared_error: 1.8309 - mean_absolute_error: 0.9107 - val_loss: -4.7012 - val_mean_squared_error: 14.0950 - val_mean_absolute_error: 2.6969\n",
      "Epoch 166/200\n",
      "1600/1600 [==============================] - 0s 261us/step - loss: -5.6018 - mean_squared_error: 2.1292 - mean_absolute_error: 0.9419 - val_loss: -4.8903 - val_mean_squared_error: 14.4441 - val_mean_absolute_error: 2.7463\n",
      "Epoch 167/200\n",
      "1600/1600 [==============================] - 0s 256us/step - loss: -5.5971 - mean_squared_error: 2.2997 - mean_absolute_error: 0.9707 - val_loss: -4.8962 - val_mean_squared_error: 13.8785 - val_mean_absolute_error: 2.6914\n",
      "Epoch 168/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.6068 - mean_squared_error: 1.9493 - mean_absolute_error: 0.9245 - val_loss: -4.8638 - val_mean_squared_error: 14.0457 - val_mean_absolute_error: 2.6905\n",
      "Epoch 169/200\n",
      "1600/1600 [==============================] - 0s 265us/step - loss: -5.6064 - mean_squared_error: 2.0121 - mean_absolute_error: 0.9189 - val_loss: -4.8339 - val_mean_squared_error: 14.3635 - val_mean_absolute_error: 2.7119\n",
      "Epoch 170/200\n",
      "1600/1600 [==============================] - 0s 269us/step - loss: -5.6157 - mean_squared_error: 1.9675 - mean_absolute_error: 0.9030 - val_loss: -4.8640 - val_mean_squared_error: 14.0936 - val_mean_absolute_error: 2.6918\n",
      "Epoch 171/200\n",
      "1600/1600 [==============================] - 0s 267us/step - loss: -5.6143 - mean_squared_error: 1.7919 - mean_absolute_error: 0.9051 - val_loss: -4.8786 - val_mean_squared_error: 14.1129 - val_mean_absolute_error: 2.7128\n",
      "Epoch 172/200\n",
      "1600/1600 [==============================] - 0s 257us/step - loss: -5.5950 - mean_squared_error: 2.3520 - mean_absolute_error: 0.9680 - val_loss: -4.8776 - val_mean_squared_error: 14.1113 - val_mean_absolute_error: 2.6954\n",
      "Epoch 173/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.6004 - mean_squared_error: 2.2418 - mean_absolute_error: 0.9571 - val_loss: -4.8966 - val_mean_squared_error: 14.0830 - val_mean_absolute_error: 2.7122\n",
      "Epoch 174/200\n",
      "1600/1600 [==============================] - 0s 266us/step - loss: -5.6056 - mean_squared_error: 1.9750 - mean_absolute_error: 0.9458 - val_loss: -4.8884 - val_mean_squared_error: 13.8030 - val_mean_absolute_error: 2.6867\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 175/200\n",
      "1600/1600 [==============================] - 0s 258us/step - loss: -5.6170 - mean_squared_error: 1.7075 - mean_absolute_error: 0.8690 - val_loss: -4.8527 - val_mean_squared_error: 14.3655 - val_mean_absolute_error: 2.7352\n",
      "Epoch 176/200\n",
      "1600/1600 [==============================] - 0s 254us/step - loss: -5.6013 - mean_squared_error: 2.2740 - mean_absolute_error: 0.9713 - val_loss: -4.8348 - val_mean_squared_error: 14.0720 - val_mean_absolute_error: 2.6917\n",
      "Epoch 177/200\n",
      "1600/1600 [==============================] - 0s 258us/step - loss: -5.6082 - mean_squared_error: 1.9691 - mean_absolute_error: 0.9212 - val_loss: -4.8484 - val_mean_squared_error: 14.0523 - val_mean_absolute_error: 2.7084\n",
      "Epoch 178/200\n",
      "1600/1600 [==============================] - 0s 254us/step - loss: -5.6047 - mean_squared_error: 2.0559 - mean_absolute_error: 0.9297 - val_loss: -4.9003 - val_mean_squared_error: 13.8334 - val_mean_absolute_error: 2.6977\n",
      "Epoch 179/200\n",
      "1600/1600 [==============================] - 0s 260us/step - loss: -5.6094 - mean_squared_error: 1.9711 - mean_absolute_error: 0.9172 - val_loss: -4.9020 - val_mean_squared_error: 14.1017 - val_mean_absolute_error: 2.7225\n",
      "Epoch 180/200\n",
      "1600/1600 [==============================] - 0s 253us/step - loss: -5.6103 - mean_squared_error: 1.8116 - mean_absolute_error: 0.9167 - val_loss: -4.9025 - val_mean_squared_error: 13.8546 - val_mean_absolute_error: 2.6837\n",
      "Epoch 181/200\n",
      "1600/1600 [==============================] - 0s 256us/step - loss: -5.6084 - mean_squared_error: 2.0818 - mean_absolute_error: 0.9171 - val_loss: -4.8882 - val_mean_squared_error: 14.0509 - val_mean_absolute_error: 2.7125\n",
      "Epoch 182/200\n",
      "1600/1600 [==============================] - 0s 258us/step - loss: -5.6104 - mean_squared_error: 1.8889 - mean_absolute_error: 0.9133 - val_loss: -4.8959 - val_mean_squared_error: 13.9958 - val_mean_absolute_error: 2.6902\n",
      "Epoch 183/200\n",
      "1600/1600 [==============================] - 0s 251us/step - loss: -5.6071 - mean_squared_error: 2.0360 - mean_absolute_error: 0.9350 - val_loss: -4.8760 - val_mean_squared_error: 14.6496 - val_mean_absolute_error: 2.7610\n",
      "Epoch 184/200\n",
      "1600/1600 [==============================] - 0s 264us/step - loss: -5.5941 - mean_squared_error: 2.3091 - mean_absolute_error: 0.9756 - val_loss: -4.8529 - val_mean_squared_error: 14.6108 - val_mean_absolute_error: 2.7491\n",
      "Epoch 185/200\n",
      "1600/1600 [==============================] - 0s 307us/step - loss: -5.6059 - mean_squared_error: 2.0103 - mean_absolute_error: 0.9279 - val_loss: -4.8675 - val_mean_squared_error: 14.1918 - val_mean_absolute_error: 2.7167\n",
      "Epoch 186/200\n",
      "1600/1600 [==============================] - 0s 282us/step - loss: -5.6156 - mean_squared_error: 1.7667 - mean_absolute_error: 0.8710 - val_loss: -4.8834 - val_mean_squared_error: 14.2685 - val_mean_absolute_error: 2.7413\n",
      "Epoch 187/200\n",
      "1600/1600 [==============================] - 0s 280us/step - loss: -5.6003 - mean_squared_error: 2.1180 - mean_absolute_error: 0.9539 - val_loss: -4.8741 - val_mean_squared_error: 14.2556 - val_mean_absolute_error: 2.7272\n",
      "Epoch 188/200\n",
      "1600/1600 [==============================] - 0s 274us/step - loss: -5.6166 - mean_squared_error: 1.8299 - mean_absolute_error: 0.8919 - val_loss: -4.8879 - val_mean_squared_error: 14.5521 - val_mean_absolute_error: 2.7618\n",
      "Epoch 189/200\n",
      "1600/1600 [==============================] - 0s 261us/step - loss: -5.6045 - mean_squared_error: 2.0434 - mean_absolute_error: 0.9454 - val_loss: -4.7139 - val_mean_squared_error: 14.2126 - val_mean_absolute_error: 2.7461\n",
      "Epoch 190/200\n",
      "1600/1600 [==============================] - 0s 301us/step - loss: -5.6116 - mean_squared_error: 1.8985 - mean_absolute_error: 0.9145 - val_loss: -4.6719 - val_mean_squared_error: 14.4224 - val_mean_absolute_error: 2.7515\n",
      "Epoch 191/200\n",
      "1600/1600 [==============================] - 0s 270us/step - loss: -5.6073 - mean_squared_error: 2.0315 - mean_absolute_error: 0.9173 - val_loss: -4.6610 - val_mean_squared_error: 14.6437 - val_mean_absolute_error: 2.7759\n",
      "Epoch 192/200\n",
      "1600/1600 [==============================] - 0s 271us/step - loss: -5.6088 - mean_squared_error: 2.0004 - mean_absolute_error: 0.9320 - val_loss: -4.6865 - val_mean_squared_error: 14.1902 - val_mean_absolute_error: 2.7356\n",
      "Epoch 193/200\n",
      "1600/1600 [==============================] - 0s 269us/step - loss: -5.6096 - mean_squared_error: 1.9965 - mean_absolute_error: 0.9176 - val_loss: -4.6345 - val_mean_squared_error: 14.1063 - val_mean_absolute_error: 2.7021\n",
      "Epoch 194/200\n",
      "1600/1600 [==============================] - 0s 258us/step - loss: -5.6121 - mean_squared_error: 1.8985 - mean_absolute_error: 0.9085 - val_loss: -4.6389 - val_mean_squared_error: 14.2076 - val_mean_absolute_error: 2.7058\n",
      "Epoch 195/200\n",
      "1600/1600 [==============================] - 0s 263us/step - loss: -5.6085 - mean_squared_error: 1.9677 - mean_absolute_error: 0.9241 - val_loss: -4.5600 - val_mean_squared_error: 14.2468 - val_mean_absolute_error: 2.7177\n",
      "Epoch 196/200\n",
      "1600/1600 [==============================] - 0s 259us/step - loss: -5.6058 - mean_squared_error: 2.0157 - mean_absolute_error: 0.9320 - val_loss: -4.3929 - val_mean_squared_error: 14.5956 - val_mean_absolute_error: 2.7646\n",
      "Epoch 197/200\n",
      "1600/1600 [==============================] - 0s 272us/step - loss: -5.6120 - mean_squared_error: 1.8905 - mean_absolute_error: 0.9177 - val_loss: -4.5515 - val_mean_squared_error: 15.2132 - val_mean_absolute_error: 2.8078\n",
      "Epoch 198/200\n",
      "1600/1600 [==============================] - 0s 275us/step - loss: -5.6097 - mean_squared_error: 2.0150 - mean_absolute_error: 0.9232 - val_loss: -4.5671 - val_mean_squared_error: 14.3970 - val_mean_absolute_error: 2.7290\n",
      "Epoch 199/200\n",
      "1600/1600 [==============================] - 0s 264us/step - loss: -5.6158 - mean_squared_error: 1.8264 - mean_absolute_error: 0.8907 - val_loss: -4.7657 - val_mean_squared_error: 14.3886 - val_mean_absolute_error: 2.7370\n",
      "Epoch 200/200\n",
      "1600/1600 [==============================] - 0s 272us/step - loss: -5.6121 - mean_squared_error: 2.0502 - mean_absolute_error: 0.9121 - val_loss: -4.6996 - val_mean_squared_error: 13.9393 - val_mean_absolute_error: 2.6894\n"
     ]
    }
   ],
   "source": [
    "model = create_mlp(feature_dim = basis_size)\n",
    "# train the model\n",
    "print(\"[INFO] training model ...\")\n",
    "train_history = model.fit(phi_train, y_train, validation_split=0.2,epochs = 200, batch_size = 64, verbose = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "kernel = GPy.kern.Exponential(2,1,1) ##Covariance Function\n",
    "m = GPy.models.GPRegression(s_train,y_train, kernel, noise_var = 0.01)\n",
    "m.optimize()\n",
    "mu_GP,var_GP = m.predict(s)\n",
    "lo95_GP,up95_GP = m.predict_quantiles(s)\n",
    "y_gp = mu_GP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_dk_test = model.predict(phi_test)\n",
    "y_gp_test,var_GP = m.predict(s_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor 'Mean_5:0' shape=(500,) dtype=float64>"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "losses.poisson(y_test,y_gp_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.8102466657660887\n",
      "2.114942879407305\n"
     ]
    }
   ],
   "source": [
    "print(rmse(y_test,y_gp_test))\n",
    "print(mae(y_test,y_gp_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 4.641679  ],\n",
       "       [ 8.183272  ],\n",
       "       [ 0.888913  ],\n",
       "       [ 1.3070372 ],\n",
       "       [ 2.0395517 ],\n",
       "       [ 2.7341967 ],\n",
       "       [ 3.9285665 ],\n",
       "       [ 6.0976677 ],\n",
       "       [ 6.4372454 ],\n",
       "       [ 7.8218913 ],\n",
       "       [ 7.2284555 ],\n",
       "       [ 1.4167442 ],\n",
       "       [ 2.9338782 ],\n",
       "       [ 1.5945358 ],\n",
       "       [ 1.5052512 ],\n",
       "       [ 6.1844964 ],\n",
       "       [ 6.873173  ],\n",
       "       [ 7.039379  ],\n",
       "       [12.628346  ],\n",
       "       [ 4.275649  ],\n",
       "       [ 3.153999  ],\n",
       "       [ 2.6694262 ],\n",
       "       [ 8.878307  ],\n",
       "       [ 3.3397274 ],\n",
       "       [ 5.907754  ],\n",
       "       [ 7.074596  ],\n",
       "       [ 2.5509088 ],\n",
       "       [15.236084  ],\n",
       "       [ 2.2583096 ],\n",
       "       [ 8.405245  ],\n",
       "       [ 3.9670348 ],\n",
       "       [12.629796  ],\n",
       "       [ 0.        ],\n",
       "       [ 0.23912969],\n",
       "       [ 7.486211  ],\n",
       "       [ 3.6249442 ],\n",
       "       [ 3.4509654 ],\n",
       "       [ 7.699238  ],\n",
       "       [ 7.796187  ],\n",
       "       [ 7.0122175 ],\n",
       "       [ 4.7481403 ],\n",
       "       [ 6.0605564 ],\n",
       "       [ 8.021765  ],\n",
       "       [ 1.3257079 ],\n",
       "       [ 3.581644  ],\n",
       "       [ 3.2304416 ],\n",
       "       [ 2.9775007 ],\n",
       "       [ 2.134761  ],\n",
       "       [12.145584  ],\n",
       "       [ 5.7511177 ],\n",
       "       [ 3.5763605 ],\n",
       "       [ 8.417481  ],\n",
       "       [12.949863  ],\n",
       "       [ 4.334506  ],\n",
       "       [ 5.5507445 ],\n",
       "       [ 2.2653906 ],\n",
       "       [ 6.5992193 ],\n",
       "       [ 9.157416  ],\n",
       "       [ 3.6450186 ],\n",
       "       [ 1.2137175 ],\n",
       "       [ 4.488013  ],\n",
       "       [10.911039  ],\n",
       "       [ 5.597379  ],\n",
       "       [ 1.8237714 ],\n",
       "       [ 3.3906507 ],\n",
       "       [ 3.571716  ],\n",
       "       [ 0.40783024],\n",
       "       [ 4.546023  ],\n",
       "       [ 1.2227457 ],\n",
       "       [ 6.3488784 ],\n",
       "       [ 7.2203627 ],\n",
       "       [ 3.8660896 ],\n",
       "       [ 7.2229247 ],\n",
       "       [ 7.2642694 ],\n",
       "       [ 2.1847956 ],\n",
       "       [ 5.8876643 ],\n",
       "       [ 4.5291705 ],\n",
       "       [ 8.76314   ],\n",
       "       [ 6.4286513 ],\n",
       "       [ 3.2082233 ],\n",
       "       [ 1.8450153 ],\n",
       "       [ 4.4649854 ],\n",
       "       [ 0.        ],\n",
       "       [ 9.823369  ],\n",
       "       [ 6.0175366 ],\n",
       "       [ 4.5355387 ],\n",
       "       [ 3.735129  ],\n",
       "       [ 4.2980456 ],\n",
       "       [ 2.4002354 ],\n",
       "       [ 4.1927295 ],\n",
       "       [ 1.0749272 ],\n",
       "       [ 4.5362663 ],\n",
       "       [ 7.277461  ],\n",
       "       [ 1.235135  ],\n",
       "       [10.851186  ],\n",
       "       [ 1.2228308 ],\n",
       "       [ 6.196592  ],\n",
       "       [11.877075  ],\n",
       "       [ 8.804882  ],\n",
       "       [ 7.3494043 ],\n",
       "       [ 0.8594929 ],\n",
       "       [ 7.983109  ],\n",
       "       [ 3.462486  ],\n",
       "       [ 2.348902  ],\n",
       "       [ 4.016382  ],\n",
       "       [ 2.2070687 ],\n",
       "       [ 3.558388  ],\n",
       "       [ 5.1038103 ],\n",
       "       [ 7.447904  ],\n",
       "       [ 8.615171  ],\n",
       "       [ 4.3155847 ],\n",
       "       [ 7.4556017 ],\n",
       "       [ 9.271563  ],\n",
       "       [ 4.834544  ],\n",
       "       [ 5.87367   ],\n",
       "       [ 4.725705  ],\n",
       "       [ 2.563525  ],\n",
       "       [15.421573  ],\n",
       "       [ 2.9123547 ],\n",
       "       [ 3.5807776 ],\n",
       "       [ 4.884494  ],\n",
       "       [ 2.1688633 ],\n",
       "       [14.436322  ],\n",
       "       [ 1.8002917 ],\n",
       "       [ 4.018573  ],\n",
       "       [10.628646  ],\n",
       "       [ 5.1858187 ],\n",
       "       [ 0.        ],\n",
       "       [11.411201  ],\n",
       "       [ 5.678697  ],\n",
       "       [23.364626  ],\n",
       "       [14.7695465 ],\n",
       "       [ 0.88156086],\n",
       "       [ 6.6122074 ],\n",
       "       [ 3.2309077 ],\n",
       "       [ 7.4422646 ],\n",
       "       [ 4.8434286 ],\n",
       "       [ 2.8819318 ],\n",
       "       [ 1.7235624 ],\n",
       "       [ 4.9894133 ],\n",
       "       [ 2.3182437 ],\n",
       "       [ 5.217822  ],\n",
       "       [ 2.3493824 ],\n",
       "       [ 2.0098188 ],\n",
       "       [ 7.5190763 ],\n",
       "       [ 2.7841837 ],\n",
       "       [ 2.9873302 ],\n",
       "       [12.374038  ],\n",
       "       [ 5.262753  ],\n",
       "       [ 6.4441805 ],\n",
       "       [13.967534  ],\n",
       "       [ 2.6062417 ],\n",
       "       [ 2.002971  ],\n",
       "       [ 6.783946  ],\n",
       "       [ 3.5448103 ],\n",
       "       [ 6.3303323 ],\n",
       "       [ 2.598193  ],\n",
       "       [ 2.0429482 ],\n",
       "       [ 4.1222777 ],\n",
       "       [ 2.160879  ],\n",
       "       [ 4.352589  ],\n",
       "       [ 5.16648   ],\n",
       "       [ 7.3418984 ],\n",
       "       [ 3.812863  ],\n",
       "       [ 5.775401  ],\n",
       "       [ 9.732493  ],\n",
       "       [ 7.615386  ],\n",
       "       [ 4.397077  ],\n",
       "       [ 7.826678  ],\n",
       "       [ 3.6004832 ],\n",
       "       [ 3.418706  ],\n",
       "       [ 0.        ],\n",
       "       [ 5.8561177 ],\n",
       "       [ 6.159342  ],\n",
       "       [ 9.479678  ],\n",
       "       [ 1.1582639 ],\n",
       "       [ 0.6458236 ],\n",
       "       [ 5.181267  ],\n",
       "       [12.984887  ],\n",
       "       [ 5.744903  ],\n",
       "       [ 3.5139387 ],\n",
       "       [ 2.9461744 ],\n",
       "       [11.120318  ],\n",
       "       [11.16117   ],\n",
       "       [ 3.714457  ],\n",
       "       [ 7.5526714 ],\n",
       "       [ 6.106528  ],\n",
       "       [10.2136135 ],\n",
       "       [ 3.1256042 ],\n",
       "       [ 6.256562  ],\n",
       "       [ 5.6074667 ],\n",
       "       [ 5.1759973 ],\n",
       "       [ 0.53417665],\n",
       "       [ 4.011119  ],\n",
       "       [ 6.36963   ],\n",
       "       [ 6.9436927 ],\n",
       "       [ 7.1690965 ],\n",
       "       [ 9.225519  ],\n",
       "       [ 1.3758948 ],\n",
       "       [12.432697  ],\n",
       "       [ 2.4102864 ],\n",
       "       [ 6.9576254 ],\n",
       "       [ 2.0367832 ],\n",
       "       [ 4.668092  ],\n",
       "       [ 0.37531877],\n",
       "       [ 3.6546433 ],\n",
       "       [11.035391  ],\n",
       "       [10.300897  ],\n",
       "       [22.196901  ],\n",
       "       [ 4.149328  ],\n",
       "       [ 5.911698  ],\n",
       "       [ 1.3852402 ],\n",
       "       [10.556741  ],\n",
       "       [ 9.402579  ],\n",
       "       [ 2.363333  ],\n",
       "       [ 4.2559457 ],\n",
       "       [ 6.511958  ],\n",
       "       [ 7.556711  ],\n",
       "       [ 1.87589   ],\n",
       "       [ 2.5115361 ],\n",
       "       [ 6.2872477 ],\n",
       "       [ 4.834324  ],\n",
       "       [ 0.        ],\n",
       "       [ 1.7331789 ],\n",
       "       [ 5.2628074 ],\n",
       "       [ 0.9546925 ],\n",
       "       [ 2.2686434 ],\n",
       "       [ 6.33952   ],\n",
       "       [ 5.936159  ],\n",
       "       [ 0.68905413],\n",
       "       [ 1.0804596 ],\n",
       "       [ 1.4284389 ],\n",
       "       [17.411165  ],\n",
       "       [10.628426  ],\n",
       "       [ 5.1152964 ],\n",
       "       [ 2.6415122 ],\n",
       "       [ 2.2650595 ],\n",
       "       [ 3.3194568 ],\n",
       "       [17.43724   ],\n",
       "       [ 6.243125  ],\n",
       "       [ 1.2502095 ],\n",
       "       [ 3.6156197 ],\n",
       "       [ 2.5487416 ],\n",
       "       [ 5.694133  ],\n",
       "       [ 2.1109955 ],\n",
       "       [ 8.04098   ],\n",
       "       [13.941112  ],\n",
       "       [12.995622  ],\n",
       "       [ 7.2332764 ],\n",
       "       [ 3.9411507 ],\n",
       "       [ 5.2404943 ],\n",
       "       [ 2.5809531 ],\n",
       "       [ 2.275243  ],\n",
       "       [ 2.9483907 ],\n",
       "       [ 3.330242  ],\n",
       "       [ 2.2396648 ],\n",
       "       [ 5.880881  ],\n",
       "       [ 2.8289788 ],\n",
       "       [ 1.9149667 ],\n",
       "       [ 1.9762747 ],\n",
       "       [ 6.2144074 ],\n",
       "       [ 4.6124253 ],\n",
       "       [18.770641  ],\n",
       "       [ 5.9650717 ],\n",
       "       [ 3.2288718 ],\n",
       "       [ 1.7173319 ],\n",
       "       [ 3.2100308 ],\n",
       "       [ 7.1495843 ],\n",
       "       [ 7.7129865 ],\n",
       "       [ 5.718488  ],\n",
       "       [ 7.75065   ],\n",
       "       [ 2.2220478 ],\n",
       "       [ 8.722735  ],\n",
       "       [10.926748  ],\n",
       "       [ 2.149973  ],\n",
       "       [12.445078  ],\n",
       "       [ 3.8747017 ],\n",
       "       [ 7.543919  ],\n",
       "       [ 3.6053743 ],\n",
       "       [ 3.9364011 ],\n",
       "       [ 4.2448773 ],\n",
       "       [ 6.4421854 ],\n",
       "       [ 5.178449  ],\n",
       "       [ 7.2769265 ],\n",
       "       [ 0.        ],\n",
       "       [ 5.2123322 ],\n",
       "       [12.827204  ],\n",
       "       [ 1.3722488 ],\n",
       "       [ 7.0047855 ],\n",
       "       [ 0.92496353],\n",
       "       [ 6.953801  ],\n",
       "       [ 6.333783  ],\n",
       "       [ 1.840715  ],\n",
       "       [ 5.1614804 ],\n",
       "       [ 5.8714147 ],\n",
       "       [ 3.7214942 ],\n",
       "       [ 3.2135644 ],\n",
       "       [ 7.7511473 ],\n",
       "       [ 4.3750424 ],\n",
       "       [ 2.5072556 ],\n",
       "       [ 5.6956186 ],\n",
       "       [ 4.445939  ],\n",
       "       [ 2.3881059 ],\n",
       "       [ 8.07264   ],\n",
       "       [ 3.4702785 ],\n",
       "       [ 3.2675135 ],\n",
       "       [ 2.9887936 ],\n",
       "       [ 9.656898  ],\n",
       "       [ 1.8250242 ],\n",
       "       [ 6.5756106 ],\n",
       "       [ 6.6198616 ],\n",
       "       [ 3.4157221 ],\n",
       "       [ 9.566445  ],\n",
       "       [ 3.4465647 ],\n",
       "       [ 4.968287  ],\n",
       "       [ 1.1219507 ],\n",
       "       [ 0.98255306],\n",
       "       [11.777567  ],\n",
       "       [ 2.1364503 ],\n",
       "       [ 1.5239737 ],\n",
       "       [ 5.400387  ],\n",
       "       [ 1.9192171 ],\n",
       "       [ 2.0975263 ],\n",
       "       [10.907798  ],\n",
       "       [ 1.6285653 ],\n",
       "       [ 3.061714  ],\n",
       "       [ 6.428174  ],\n",
       "       [ 2.1843696 ],\n",
       "       [ 1.6537039 ],\n",
       "       [ 3.801242  ],\n",
       "       [ 7.341857  ],\n",
       "       [ 9.249746  ],\n",
       "       [ 5.920692  ],\n",
       "       [ 7.079828  ],\n",
       "       [ 0.        ],\n",
       "       [ 6.5499587 ],\n",
       "       [ 4.102865  ],\n",
       "       [ 4.2652473 ],\n",
       "       [ 1.0006692 ],\n",
       "       [10.154746  ],\n",
       "       [ 3.3607728 ],\n",
       "       [ 6.0051217 ],\n",
       "       [17.287144  ],\n",
       "       [10.593249  ],\n",
       "       [ 2.3440225 ],\n",
       "       [11.424633  ],\n",
       "       [ 6.2977834 ],\n",
       "       [ 4.697327  ],\n",
       "       [ 3.76634   ],\n",
       "       [ 8.282465  ],\n",
       "       [ 3.014319  ],\n",
       "       [ 5.115052  ],\n",
       "       [ 6.633849  ],\n",
       "       [ 0.8917171 ],\n",
       "       [ 2.5077868 ],\n",
       "       [ 0.5613052 ],\n",
       "       [ 6.8791595 ],\n",
       "       [11.5361    ],\n",
       "       [ 2.7991745 ],\n",
       "       [15.254036  ],\n",
       "       [ 2.7649066 ],\n",
       "       [ 5.5607653 ],\n",
       "       [ 6.7449236 ],\n",
       "       [ 3.586939  ],\n",
       "       [ 3.3487546 ],\n",
       "       [ 3.7272809 ],\n",
       "       [ 7.5191183 ],\n",
       "       [ 3.648811  ],\n",
       "       [ 7.3689504 ],\n",
       "       [ 1.4056046 ],\n",
       "       [ 0.        ],\n",
       "       [ 2.707114  ],\n",
       "       [ 1.2887595 ],\n",
       "       [ 7.0435786 ],\n",
       "       [ 3.056949  ],\n",
       "       [ 1.6950107 ],\n",
       "       [ 0.        ],\n",
       "       [ 1.5426313 ],\n",
       "       [10.301136  ],\n",
       "       [22.176502  ],\n",
       "       [ 5.273361  ],\n",
       "       [ 6.5950193 ],\n",
       "       [ 2.4909024 ],\n",
       "       [ 4.7709246 ],\n",
       "       [ 6.370215  ],\n",
       "       [ 5.922731  ],\n",
       "       [ 7.851624  ],\n",
       "       [ 2.1338801 ],\n",
       "       [ 6.14867   ],\n",
       "       [ 3.9799564 ],\n",
       "       [ 4.3836675 ],\n",
       "       [ 7.703822  ],\n",
       "       [ 1.7628433 ],\n",
       "       [13.727973  ],\n",
       "       [11.458881  ],\n",
       "       [ 3.186447  ],\n",
       "       [ 5.59224   ],\n",
       "       [ 5.196686  ],\n",
       "       [ 4.7949467 ],\n",
       "       [ 5.7482657 ],\n",
       "       [ 7.7527747 ],\n",
       "       [ 1.5716118 ],\n",
       "       [ 2.082584  ],\n",
       "       [ 2.2032835 ],\n",
       "       [ 8.684818  ],\n",
       "       [ 8.869409  ],\n",
       "       [ 8.366273  ],\n",
       "       [ 2.874556  ],\n",
       "       [ 0.        ],\n",
       "       [11.534351  ],\n",
       "       [ 1.2731631 ],\n",
       "       [ 6.59985   ],\n",
       "       [11.211844  ],\n",
       "       [ 4.6376534 ],\n",
       "       [ 1.6302499 ],\n",
       "       [ 4.0641375 ],\n",
       "       [ 5.354581  ],\n",
       "       [ 7.1870403 ],\n",
       "       [ 2.4681494 ],\n",
       "       [ 2.4063766 ],\n",
       "       [ 0.75842637],\n",
       "       [ 2.4699473 ],\n",
       "       [ 3.8652396 ],\n",
       "       [10.319333  ],\n",
       "       [ 3.2647698 ],\n",
       "       [10.829562  ],\n",
       "       [ 6.5070477 ],\n",
       "       [ 1.9430449 ],\n",
       "       [ 3.2265556 ],\n",
       "       [ 1.8161548 ],\n",
       "       [ 2.6815586 ],\n",
       "       [ 3.5008984 ],\n",
       "       [ 8.145755  ],\n",
       "       [ 4.1436505 ],\n",
       "       [ 5.178628  ],\n",
       "       [ 0.        ],\n",
       "       [ 8.14547   ],\n",
       "       [ 4.3374343 ],\n",
       "       [ 2.3186655 ],\n",
       "       [ 9.929461  ],\n",
       "       [ 8.617526  ],\n",
       "       [ 1.2695733 ],\n",
       "       [ 4.3723664 ],\n",
       "       [ 4.0522804 ],\n",
       "       [ 3.1189923 ],\n",
       "       [ 2.7256556 ],\n",
       "       [13.210749  ],\n",
       "       [ 1.8957487 ],\n",
       "       [ 7.9517193 ],\n",
       "       [ 3.9561563 ],\n",
       "       [ 1.8131305 ],\n",
       "       [ 3.9664154 ],\n",
       "       [ 9.826555  ],\n",
       "       [ 2.73909   ],\n",
       "       [ 1.3640778 ],\n",
       "       [ 1.1022571 ],\n",
       "       [ 4.2181563 ],\n",
       "       [ 1.430769  ],\n",
       "       [ 8.891121  ],\n",
       "       [ 0.7250629 ],\n",
       "       [ 7.9450703 ],\n",
       "       [ 5.135309  ],\n",
       "       [ 3.4896266 ],\n",
       "       [ 0.        ],\n",
       "       [10.504078  ],\n",
       "       [ 5.598196  ],\n",
       "       [ 3.7240818 ],\n",
       "       [ 4.093982  ],\n",
       "       [ 6.2123637 ],\n",
       "       [ 7.5713687 ],\n",
       "       [ 5.445275  ],\n",
       "       [ 4.8692408 ],\n",
       "       [ 2.9732068 ],\n",
       "       [ 2.4007115 ],\n",
       "       [ 5.2064385 ],\n",
       "       [ 3.3040388 ],\n",
       "       [13.583962  ],\n",
       "       [ 0.        ],\n",
       "       [ 3.520634  ],\n",
       "       [ 7.615779  ],\n",
       "       [ 3.2532494 ],\n",
       "       [ 4.5253515 ],\n",
       "       [ 7.6996713 ],\n",
       "       [ 1.6140785 ],\n",
       "       [ 8.075116  ],\n",
       "       [ 1.445248  ],\n",
       "       [ 1.3344936 ],\n",
       "       [ 4.1929064 ],\n",
       "       [ 3.4396722 ],\n",
       "       [13.703134  ],\n",
       "       [ 8.156794  ],\n",
       "       [10.209514  ],\n",
       "       [ 5.429198  ],\n",
       "       [ 4.581237  ],\n",
       "       [ 4.9806037 ],\n",
       "       [ 3.3675823 ],\n",
       "       [13.516539  ],\n",
       "       [ 3.749305  ],\n",
       "       [ 7.445088  ],\n",
       "       [ 1.9840242 ]], dtype=float32)"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_dk_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 6],\n",
       "       [ 9],\n",
       "       [ 2],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [ 3],\n",
       "       [ 5],\n",
       "       [ 7],\n",
       "       [ 5],\n",
       "       [ 8],\n",
       "       [ 8],\n",
       "       [ 6],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 9],\n",
       "       [13],\n",
       "       [ 2],\n",
       "       [ 7],\n",
       "       [22],\n",
       "       [ 4],\n",
       "       [ 4],\n",
       "       [ 5],\n",
       "       [ 5],\n",
       "       [ 5],\n",
       "       [ 2],\n",
       "       [ 8],\n",
       "       [ 5],\n",
       "       [10],\n",
       "       [ 1],\n",
       "       [ 7],\n",
       "       [ 0],\n",
       "       [11],\n",
       "       [ 1],\n",
       "       [ 2],\n",
       "       [11],\n",
       "       [ 4],\n",
       "       [ 3],\n",
       "       [ 4],\n",
       "       [11],\n",
       "       [ 8],\n",
       "       [ 8],\n",
       "       [ 7],\n",
       "       [ 7],\n",
       "       [ 1],\n",
       "       [ 7],\n",
       "       [ 4],\n",
       "       [ 2],\n",
       "       [ 2],\n",
       "       [ 5],\n",
       "       [ 5],\n",
       "       [ 0],\n",
       "       [12],\n",
       "       [13],\n",
       "       [ 3],\n",
       "       [ 4],\n",
       "       [ 2],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 2],\n",
       "       [17],\n",
       "       [ 3],\n",
       "       [ 3],\n",
       "       [ 3],\n",
       "       [ 2],\n",
       "       [ 2],\n",
       "       [ 7],\n",
       "       [ 4],\n",
       "       [ 8],\n",
       "       [ 2],\n",
       "       [ 7],\n",
       "       [ 7],\n",
       "       [ 8],\n",
       "       [ 3],\n",
       "       [ 6],\n",
       "       [ 1],\n",
       "       [ 6],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 2],\n",
       "       [ 6],\n",
       "       [ 2],\n",
       "       [ 4],\n",
       "       [ 6],\n",
       "       [ 3],\n",
       "       [ 5],\n",
       "       [ 3],\n",
       "       [ 7],\n",
       "       [ 3],\n",
       "       [ 5],\n",
       "       [ 3],\n",
       "       [ 2],\n",
       "       [ 2],\n",
       "       [17],\n",
       "       [ 5],\n",
       "       [ 3],\n",
       "       [12],\n",
       "       [ 5],\n",
       "       [ 7],\n",
       "       [ 1],\n",
       "       [10],\n",
       "       [ 2],\n",
       "       [ 2],\n",
       "       [ 5],\n",
       "       [ 6],\n",
       "       [ 6],\n",
       "       [ 7],\n",
       "       [ 6],\n",
       "       [11],\n",
       "       [ 6],\n",
       "       [14],\n",
       "       [14],\n",
       "       [ 2],\n",
       "       [ 6],\n",
       "       [ 6],\n",
       "       [ 4],\n",
       "       [ 8],\n",
       "       [ 3],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 3],\n",
       "       [ 8],\n",
       "       [ 8],\n",
       "       [10],\n",
       "       [ 9],\n",
       "       [ 2],\n",
       "       [ 0],\n",
       "       [12],\n",
       "       [ 9],\n",
       "       [12],\n",
       "       [20],\n",
       "       [ 2],\n",
       "       [ 3],\n",
       "       [ 4],\n",
       "       [ 7],\n",
       "       [ 7],\n",
       "       [ 7],\n",
       "       [ 6],\n",
       "       [10],\n",
       "       [ 4],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [ 7],\n",
       "       [ 3],\n",
       "       [ 4],\n",
       "       [12],\n",
       "       [ 7],\n",
       "       [ 7],\n",
       "       [20],\n",
       "       [ 2],\n",
       "       [ 1],\n",
       "       [ 7],\n",
       "       [ 6],\n",
       "       [ 3],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 3],\n",
       "       [ 4],\n",
       "       [ 4],\n",
       "       [ 2],\n",
       "       [ 3],\n",
       "       [ 3],\n",
       "       [14],\n",
       "       [ 8],\n",
       "       [11],\n",
       "       [ 5],\n",
       "       [ 7],\n",
       "       [ 2],\n",
       "       [ 5],\n",
       "       [ 2],\n",
       "       [ 7],\n",
       "       [ 6],\n",
       "       [ 6],\n",
       "       [ 4],\n",
       "       [ 6],\n",
       "       [ 3],\n",
       "       [14],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 1],\n",
       "       [14],\n",
       "       [ 6],\n",
       "       [ 2],\n",
       "       [13],\n",
       "       [ 6],\n",
       "       [13],\n",
       "       [ 4],\n",
       "       [ 4],\n",
       "       [ 4],\n",
       "       [ 8],\n",
       "       [ 2],\n",
       "       [ 4],\n",
       "       [ 8],\n",
       "       [ 5],\n",
       "       [ 3],\n",
       "       [ 6],\n",
       "       [ 0],\n",
       "       [ 7],\n",
       "       [ 4],\n",
       "       [ 6],\n",
       "       [ 6],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [ 3],\n",
       "       [13],\n",
       "       [11],\n",
       "       [18],\n",
       "       [ 3],\n",
       "       [ 9],\n",
       "       [ 6],\n",
       "       [ 7],\n",
       "       [ 5],\n",
       "       [ 7],\n",
       "       [ 5],\n",
       "       [11],\n",
       "       [ 6],\n",
       "       [ 0],\n",
       "       [ 4],\n",
       "       [ 7],\n",
       "       [ 7],\n",
       "       [ 2],\n",
       "       [ 4],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 2],\n",
       "       [ 1],\n",
       "       [ 5],\n",
       "       [ 2],\n",
       "       [ 9],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [13],\n",
       "       [ 6],\n",
       "       [ 1],\n",
       "       [ 5],\n",
       "       [ 6],\n",
       "       [11],\n",
       "       [ 3],\n",
       "       [11],\n",
       "       [11],\n",
       "       [12],\n",
       "       [17],\n",
       "       [ 4],\n",
       "       [ 0],\n",
       "       [ 1],\n",
       "       [ 8],\n",
       "       [ 1],\n",
       "       [ 1],\n",
       "       [ 2],\n",
       "       [ 2],\n",
       "       [ 6],\n",
       "       [ 3],\n",
       "       [ 5],\n",
       "       [ 9],\n",
       "       [ 5],\n",
       "       [12],\n",
       "       [ 7],\n",
       "       [ 2],\n",
       "       [ 4],\n",
       "       [ 7],\n",
       "       [ 8],\n",
       "       [ 7],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [ 2],\n",
       "       [ 1],\n",
       "       [ 9],\n",
       "       [ 9],\n",
       "       [19],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 7],\n",
       "       [ 2],\n",
       "       [ 4],\n",
       "       [ 5],\n",
       "       [ 6],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 7],\n",
       "       [13],\n",
       "       [ 6],\n",
       "       [ 8],\n",
       "       [ 2],\n",
       "       [ 7],\n",
       "       [10],\n",
       "       [ 2],\n",
       "       [ 4],\n",
       "       [ 6],\n",
       "       [ 2],\n",
       "       [ 1],\n",
       "       [ 6],\n",
       "       [10],\n",
       "       [ 4],\n",
       "       [ 8],\n",
       "       [ 4],\n",
       "       [ 4],\n",
       "       [11],\n",
       "       [12],\n",
       "       [ 6],\n",
       "       [ 4],\n",
       "       [ 6],\n",
       "       [ 5],\n",
       "       [ 9],\n",
       "       [ 3],\n",
       "       [ 7],\n",
       "       [ 9],\n",
       "       [ 3],\n",
       "       [ 0],\n",
       "       [ 1],\n",
       "       [ 0],\n",
       "       [21],\n",
       "       [ 3],\n",
       "       [ 0],\n",
       "       [ 5],\n",
       "       [ 6],\n",
       "       [ 0],\n",
       "       [14],\n",
       "       [ 4],\n",
       "       [ 3],\n",
       "       [ 4],\n",
       "       [ 7],\n",
       "       [ 5],\n",
       "       [ 5],\n",
       "       [ 3],\n",
       "       [11],\n",
       "       [11],\n",
       "       [ 4],\n",
       "       [ 2],\n",
       "       [ 7],\n",
       "       [ 4],\n",
       "       [ 6],\n",
       "       [ 6],\n",
       "       [12],\n",
       "       [ 1],\n",
       "       [ 4],\n",
       "       [11],\n",
       "       [12],\n",
       "       [ 3],\n",
       "       [15],\n",
       "       [ 8],\n",
       "       [ 1],\n",
       "       [ 5],\n",
       "       [17],\n",
       "       [ 6],\n",
       "       [ 3],\n",
       "       [ 7],\n",
       "       [ 3],\n",
       "       [ 6],\n",
       "       [ 2],\n",
       "       [ 5],\n",
       "       [11],\n",
       "       [ 6],\n",
       "       [10],\n",
       "       [ 8],\n",
       "       [ 7],\n",
       "       [15],\n",
       "       [ 6],\n",
       "       [ 6],\n",
       "       [ 8],\n",
       "       [ 5],\n",
       "       [ 8],\n",
       "       [ 2],\n",
       "       [ 3],\n",
       "       [ 2],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 8],\n",
       "       [ 3],\n",
       "       [ 2],\n",
       "       [ 1],\n",
       "       [ 2],\n",
       "       [ 9],\n",
       "       [23],\n",
       "       [ 5],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [ 3],\n",
       "       [ 5],\n",
       "       [18],\n",
       "       [ 9],\n",
       "       [ 3],\n",
       "       [ 4],\n",
       "       [ 3],\n",
       "       [ 3],\n",
       "       [12],\n",
       "       [ 0],\n",
       "       [ 6],\n",
       "       [12],\n",
       "       [ 6],\n",
       "       [ 6],\n",
       "       [ 6],\n",
       "       [ 9],\n",
       "       [ 1],\n",
       "       [10],\n",
       "       [ 4],\n",
       "       [ 2],\n",
       "       [ 6],\n",
       "       [10],\n",
       "       [ 4],\n",
       "       [ 6],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [12],\n",
       "       [ 3],\n",
       "       [20],\n",
       "       [ 8],\n",
       "       [ 5],\n",
       "       [ 8],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [ 6],\n",
       "       [ 7],\n",
       "       [ 3],\n",
       "       [ 2],\n",
       "       [ 6],\n",
       "       [ 3],\n",
       "       [ 9],\n",
       "       [ 9],\n",
       "       [19],\n",
       "       [ 4],\n",
       "       [ 7],\n",
       "       [ 5],\n",
       "       [ 9],\n",
       "       [ 6],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 5],\n",
       "       [ 8],\n",
       "       [ 2],\n",
       "       [14],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [14],\n",
       "       [13],\n",
       "       [ 6],\n",
       "       [ 8],\n",
       "       [ 3],\n",
       "       [ 5],\n",
       "       [ 7],\n",
       "       [10],\n",
       "       [ 0],\n",
       "       [ 9],\n",
       "       [ 8],\n",
       "       [ 4],\n",
       "       [ 5],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 1],\n",
       "       [ 5],\n",
       "       [ 5],\n",
       "       [ 6],\n",
       "       [ 4],\n",
       "       [10],\n",
       "       [ 5],\n",
       "       [ 2],\n",
       "       [ 1],\n",
       "       [16],\n",
       "       [ 7],\n",
       "       [ 1],\n",
       "       [ 5],\n",
       "       [ 6],\n",
       "       [ 9],\n",
       "       [ 4],\n",
       "       [10],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 7],\n",
       "       [ 4],\n",
       "       [ 2],\n",
       "       [ 1],\n",
       "       [ 8],\n",
       "       [ 6],\n",
       "       [ 4],\n",
       "       [ 5],\n",
       "       [ 8],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [ 4],\n",
       "       [ 1],\n",
       "       [ 3],\n",
       "       [ 2],\n",
       "       [11],\n",
       "       [ 6],\n",
       "       [14],\n",
       "       [ 5],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 4],\n",
       "       [10],\n",
       "       [ 5],\n",
       "       [ 4],\n",
       "       [ 6]])"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.2504425489821824\n",
      "2.4593691779971123\n"
     ]
    }
   ],
   "source": [
    "print(rmse(y_test,y_dk_test))\n",
    "print(mae(y_test,y_dk_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Density estimation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "from dcdr.deep_hist import Binning_CDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(phi[:,1828]!=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import iqr\n",
    "init_seed = 1\n",
    "bin_width = 2 * iqr(z_train)/(N**(1/3))\n",
    "num_cut = int((z_train.max()-z_train.min())/bin_width)\n",
    "hidden_list = [100,100,100]\n",
    "dropout_list = [0.5,0.5,0.5]\n",
    "histogram_bin = 'fixed'\n",
    "loss_model = 'multi-binary'\n",
    "seeding = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18\n"
     ]
    }
   ],
   "source": [
    "print(num_cut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 1920 samples, validate on 480 samples\n",
      "Epoch 1/500\n",
      "1920/1920 [==============================] - 12s 6ms/step - loss: 0.4307 - acc: 0.7858 - val_loss: 0.3575 - val_acc: 0.8584\n",
      "Epoch 2/500\n",
      "1920/1920 [==============================] - 0s 258us/step - loss: 0.3669 - acc: 0.8338 - val_loss: 0.2819 - val_acc: 0.8842\n",
      "Epoch 3/500\n",
      "1920/1920 [==============================] - 0s 250us/step - loss: 0.3151 - acc: 0.8661 - val_loss: 0.2479 - val_acc: 0.8863\n",
      "Epoch 4/500\n",
      "1920/1920 [==============================] - 0s 259us/step - loss: 0.2916 - acc: 0.8720 - val_loss: 0.2378 - val_acc: 0.8894\n",
      "Epoch 5/500\n",
      "1920/1920 [==============================] - 0s 259us/step - loss: 0.2798 - acc: 0.8785 - val_loss: 0.2348 - val_acc: 0.8891\n",
      "Epoch 6/500\n",
      "1920/1920 [==============================] - 1s 261us/step - loss: 0.2727 - acc: 0.8793 - val_loss: 0.2324 - val_acc: 0.8889\n",
      "Epoch 7/500\n",
      "1920/1920 [==============================] - 0s 258us/step - loss: 0.2702 - acc: 0.8787 - val_loss: 0.2321 - val_acc: 0.8901\n",
      "Epoch 8/500\n",
      "1920/1920 [==============================] - 0s 260us/step - loss: 0.2671 - acc: 0.8802 - val_loss: 0.2306 - val_acc: 0.8905\n",
      "Epoch 9/500\n",
      "1920/1920 [==============================] - 1s 265us/step - loss: 0.2616 - acc: 0.8829 - val_loss: 0.2287 - val_acc: 0.8910\n",
      "Epoch 10/500\n",
      "1920/1920 [==============================] - 0s 256us/step - loss: 0.2608 - acc: 0.8837 - val_loss: 0.2273 - val_acc: 0.8920\n",
      "Epoch 11/500\n",
      "1920/1920 [==============================] - 0s 256us/step - loss: 0.2586 - acc: 0.8823 - val_loss: 0.2269 - val_acc: 0.8926\n",
      "Epoch 12/500\n",
      "1920/1920 [==============================] - 0s 258us/step - loss: 0.2543 - acc: 0.8825 - val_loss: 0.2266 - val_acc: 0.8909\n",
      "Epoch 13/500\n",
      "1920/1920 [==============================] - 0s 256us/step - loss: 0.2560 - acc: 0.8826 - val_loss: 0.2262 - val_acc: 0.8916\n",
      "Epoch 14/500\n",
      "1920/1920 [==============================] - 1s 263us/step - loss: 0.2521 - acc: 0.8830 - val_loss: 0.2264 - val_acc: 0.8904\n",
      "Epoch 15/500\n",
      "1920/1920 [==============================] - 1s 262us/step - loss: 0.2528 - acc: 0.8822 - val_loss: 0.2256 - val_acc: 0.8918\n",
      "Epoch 16/500\n",
      "1920/1920 [==============================] - 0s 258us/step - loss: 0.2517 - acc: 0.8835 - val_loss: 0.2248 - val_acc: 0.8922\n",
      "Epoch 17/500\n",
      "1920/1920 [==============================] - 1s 265us/step - loss: 0.2455 - acc: 0.8871 - val_loss: 0.2249 - val_acc: 0.8916\n",
      "Epoch 18/500\n",
      "1920/1920 [==============================] - 1s 263us/step - loss: 0.2502 - acc: 0.8832 - val_loss: 0.2258 - val_acc: 0.8898\n",
      "Epoch 19/500\n",
      "1920/1920 [==============================] - 0s 259us/step - loss: 0.2442 - acc: 0.8852 - val_loss: 0.2237 - val_acc: 0.8925\n",
      "Epoch 20/500\n",
      "1920/1920 [==============================] - 0s 258us/step - loss: 0.2461 - acc: 0.8869 - val_loss: 0.2243 - val_acc: 0.8913\n",
      "Epoch 21/500\n",
      "1920/1920 [==============================] - 0s 255us/step - loss: 0.2429 - acc: 0.8867 - val_loss: 0.2240 - val_acc: 0.8906\n",
      "Epoch 22/500\n",
      "1920/1920 [==============================] - 1s 262us/step - loss: 0.2452 - acc: 0.8840 - val_loss: 0.2230 - val_acc: 0.8925\n",
      "Epoch 23/500\n",
      "1920/1920 [==============================] - 0s 258us/step - loss: 0.2446 - acc: 0.8842 - val_loss: 0.2246 - val_acc: 0.8901\n",
      "Epoch 24/500\n",
      "1920/1920 [==============================] - 0s 258us/step - loss: 0.2453 - acc: 0.8823 - val_loss: 0.2236 - val_acc: 0.8908\n",
      "Epoch 25/500\n",
      "1920/1920 [==============================] - 0s 255us/step - loss: 0.2394 - acc: 0.8859 - val_loss: 0.2230 - val_acc: 0.8928\n",
      "Epoch 26/500\n",
      "1920/1920 [==============================] - 0s 260us/step - loss: 0.2438 - acc: 0.8847 - val_loss: 0.2222 - val_acc: 0.8928\n",
      "Epoch 27/500\n",
      "1920/1920 [==============================] - 1s 262us/step - loss: 0.2394 - acc: 0.8858 - val_loss: 0.2226 - val_acc: 0.8906\n",
      "Epoch 28/500\n",
      "1920/1920 [==============================] - 1s 264us/step - loss: 0.2440 - acc: 0.8833 - val_loss: 0.2225 - val_acc: 0.8915\n",
      "Epoch 29/500\n",
      "1920/1920 [==============================] - 0s 260us/step - loss: 0.2386 - acc: 0.8868 - val_loss: 0.2232 - val_acc: 0.8901\n",
      "Epoch 30/500\n",
      "1920/1920 [==============================] - 1s 261us/step - loss: 0.2374 - acc: 0.8861 - val_loss: 0.2219 - val_acc: 0.8921\n",
      "Epoch 31/500\n",
      "1920/1920 [==============================] - 0s 257us/step - loss: 0.2365 - acc: 0.8874 - val_loss: 0.2243 - val_acc: 0.8861\n",
      "Epoch 32/500\n",
      "1920/1920 [==============================] - 1s 262us/step - loss: 0.2358 - acc: 0.8865 - val_loss: 0.2238 - val_acc: 0.8895\n",
      "Epoch 33/500\n",
      "1920/1920 [==============================] - 0s 259us/step - loss: 0.2388 - acc: 0.8844 - val_loss: 0.2244 - val_acc: 0.8885\n",
      "Epoch 34/500\n",
      "1920/1920 [==============================] - 1s 269us/step - loss: 0.2352 - acc: 0.8857 - val_loss: 0.2221 - val_acc: 0.8917\n",
      "Epoch 35/500\n",
      "1920/1920 [==============================] - 1s 262us/step - loss: 0.2362 - acc: 0.8855 - val_loss: 0.2227 - val_acc: 0.8896\n",
      "Epoch 36/500\n",
      "1920/1920 [==============================] - 0s 255us/step - loss: 0.2352 - acc: 0.8874 - val_loss: 0.2205 - val_acc: 0.8953\n",
      "Epoch 37/500\n",
      "1920/1920 [==============================] - 1s 265us/step - loss: 0.2342 - acc: 0.8857 - val_loss: 0.2215 - val_acc: 0.8916\n",
      "Epoch 38/500\n",
      "1920/1920 [==============================] - 0s 257us/step - loss: 0.2389 - acc: 0.8850 - val_loss: 0.2229 - val_acc: 0.8889\n",
      "Epoch 39/500\n",
      "1920/1920 [==============================] - 0s 256us/step - loss: 0.2322 - acc: 0.8887 - val_loss: 0.2231 - val_acc: 0.8893\n",
      "Epoch 40/500\n",
      "1920/1920 [==============================] - 1s 261us/step - loss: 0.2359 - acc: 0.8852 - val_loss: 0.2215 - val_acc: 0.8916\n",
      "Epoch 41/500\n",
      "1920/1920 [==============================] - 1s 262us/step - loss: 0.2352 - acc: 0.8860 - val_loss: 0.2227 - val_acc: 0.8893\n",
      "Epoch 42/500\n",
      "1920/1920 [==============================] - 1s 265us/step - loss: 0.2350 - acc: 0.8873 - val_loss: 0.2230 - val_acc: 0.8898\n",
      "Epoch 43/500\n",
      "1920/1920 [==============================] - 0s 256us/step - loss: 0.2312 - acc: 0.8887 - val_loss: 0.2243 - val_acc: 0.8851\n",
      "Epoch 44/500\n",
      "1920/1920 [==============================] - 0s 256us/step - loss: 0.2331 - acc: 0.8878 - val_loss: 0.2234 - val_acc: 0.8868\n",
      "Epoch 45/500\n",
      "1920/1920 [==============================] - 0s 254us/step - loss: 0.2326 - acc: 0.8869 - val_loss: 0.2231 - val_acc: 0.8870\n",
      "Epoch 46/500\n",
      "1920/1920 [==============================] - 1s 263us/step - loss: 0.2320 - acc: 0.8866 - val_loss: 0.2229 - val_acc: 0.8876\n",
      "Epoch 47/500\n",
      "1920/1920 [==============================] - 0s 258us/step - loss: 0.2352 - acc: 0.8860 - val_loss: 0.2225 - val_acc: 0.8883\n",
      "Epoch 48/500\n",
      "1920/1920 [==============================] - 1s 262us/step - loss: 0.2309 - acc: 0.8880 - val_loss: 0.2224 - val_acc: 0.8889\n",
      "Epoch 49/500\n",
      "1920/1920 [==============================] - 0s 254us/step - loss: 0.2316 - acc: 0.8861 - val_loss: 0.2221 - val_acc: 0.8903\n",
      "Epoch 50/500\n",
      "1920/1920 [==============================] - 1s 263us/step - loss: 0.2319 - acc: 0.8890 - val_loss: 0.2222 - val_acc: 0.8897\n",
      "Epoch 51/500\n",
      "1920/1920 [==============================] - 1s 261us/step - loss: 0.2312 - acc: 0.8875 - val_loss: 0.2222 - val_acc: 0.8898\n",
      "Epoch 52/500\n",
      "1920/1920 [==============================] - 0s 260us/step - loss: 0.2324 - acc: 0.8867 - val_loss: 0.2221 - val_acc: 0.8900\n",
      "Epoch 53/500\n",
      "1920/1920 [==============================] - 0s 256us/step - loss: 0.2326 - acc: 0.8861 - val_loss: 0.2222 - val_acc: 0.8900\n",
      "Epoch 54/500\n",
      "1920/1920 [==============================] - 0s 257us/step - loss: 0.2301 - acc: 0.8886 - val_loss: 0.2221 - val_acc: 0.8903\n",
      "Epoch 55/500\n",
      "1920/1920 [==============================] - 1s 263us/step - loss: 0.2313 - acc: 0.8877 - val_loss: 0.2221 - val_acc: 0.8905\n",
      "Epoch 56/500\n",
      "1920/1920 [==============================] - 0s 255us/step - loss: 0.2313 - acc: 0.8888 - val_loss: 0.2222 - val_acc: 0.8900\n"
     ]
    }
   ],
   "source": [
    "dcdr_model = Binning_CDF(num_cut=num_cut*10, hidden_list=hidden_list,\n",
    "                         histogram_bin=histogram_bin, dropout_list=dropout_list,\n",
    "                         seeding=seeding, loss_model=loss_model, \n",
    "                         niter=10)\n",
    "    \n",
    "dcdr_model.fit_cdf(XRBF_train, z_train, batch_size=32, merge_empty_bin=True, epochs = 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [],
   "source": [
    "up95_dpk=dcdr_model.predict_quantile(XRBF,quantiles=0.975)\n",
    "lo95_dpk=dcdr_model.predict_quantile(XRBF,quantiles=0.025)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "def density_func3(X, grid):  \n",
    "    from scipy.stats import norm\n",
    "    \n",
    "    loc1 = np.sin(5* X[0] + 0.7)\n",
    "    scale1 = 0.2\n",
    "    \n",
    "    loc2 = np.sin(8 * X[0])\n",
    "    scale2 = 0.3\n",
    "    \n",
    "    rv1 = norm(loc=loc1, scale=scale1)\n",
    "    rv2 = norm(loc=loc2, scale=scale2)\n",
    "    return rv1.pdf(grid)*0.5 + rv2.pdf(grid)*0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.98291073],\n",
       "       [ 0.88948179],\n",
       "       [ 0.23760553],\n",
       "       [ 0.24730307],\n",
       "       [ 0.71449592],\n",
       "       [ 0.86218488],\n",
       "       [ 0.9135364 ],\n",
       "       [ 0.69829388],\n",
       "       [ 0.90685547],\n",
       "       [-0.34969091],\n",
       "       [ 0.30892814],\n",
       "       [ 0.99461786],\n",
       "       [ 0.68513971],\n",
       "       [ 0.99927422],\n",
       "       [ 0.51927935],\n",
       "       [ 0.88795426],\n",
       "       [ 0.87355496],\n",
       "       [-0.9865357 ],\n",
       "       [ 0.28985389],\n",
       "       [-0.71884244],\n",
       "       [ 0.99780208],\n",
       "       [ 0.7705053 ],\n",
       "       [ 0.50784359],\n",
       "       [ 0.76194155],\n",
       "       [-0.64177304],\n",
       "       [ 0.08652225],\n",
       "       [-0.66198465],\n",
       "       [ 0.41670801],\n",
       "       [ 0.99691917],\n",
       "       [ 0.99048485],\n",
       "       [-0.37426606],\n",
       "       [ 0.76347692],\n",
       "       [ 0.30493568],\n",
       "       [ 0.98229192],\n",
       "       [ 0.71246365],\n",
       "       [ 0.88331257],\n",
       "       [ 0.78238465],\n",
       "       [ 0.10267752],\n",
       "       [ 0.98798818],\n",
       "       [ 0.07323716],\n",
       "       [ 0.90308754],\n",
       "       [ 0.15352292],\n",
       "       [ 0.86033593],\n",
       "       [ 0.93185787],\n",
       "       [ 0.19858769],\n",
       "       [-0.887557  ],\n",
       "       [-0.87071684],\n",
       "       [-0.74383303],\n",
       "       [ 0.88331257],\n",
       "       [-0.87071684],\n",
       "       [-0.97000494],\n",
       "       [ 0.92813815],\n",
       "       [ 0.91268736],\n",
       "       [ 0.74710107],\n",
       "       [ 0.        ],\n",
       "       [ 0.85535673],\n",
       "       [ 0.86720555],\n",
       "       [ 0.55338463],\n",
       "       [ 0.83556268],\n",
       "       [ 0.95869192],\n",
       "       [ 0.99691917],\n",
       "       [ 0.50821526],\n",
       "       [ 0.76749678],\n",
       "       [ 0.80337685],\n",
       "       [ 0.74440956],\n",
       "       [ 0.03331329],\n",
       "       [ 0.08320233],\n",
       "       [ 0.89099945],\n",
       "       [ 0.87996416],\n",
       "       [ 0.84637831],\n",
       "       [ 0.07323716],\n",
       "       [ 0.96988049],\n",
       "       [ 0.74634312],\n",
       "       [ 0.46417284],\n",
       "       [-0.80561218],\n",
       "       [ 0.67703901],\n",
       "       [-0.55266561],\n",
       "       [ 0.86218488],\n",
       "       [ 0.        ],\n",
       "       [ 0.15267009],\n",
       "       [ 0.        ],\n",
       "       [ 0.37077349],\n",
       "       [ 0.46160184],\n",
       "       [ 0.65736076],\n",
       "       [ 0.94655562],\n",
       "       [ 0.95786287],\n",
       "       [-0.82459508],\n",
       "       [-0.63307382],\n",
       "       [-0.9836743 ],\n",
       "       [-0.90153198],\n",
       "       [ 0.78927107],\n",
       "       [ 0.04663032],\n",
       "       [ 0.29431196],\n",
       "       [ 0.3045247 ],\n",
       "       [ 0.        ],\n",
       "       [ 0.71682311],\n",
       "       [ 0.33962887],\n",
       "       [ 0.03664319],\n",
       "       [ 0.40150652],\n",
       "       [-0.35876591],\n",
       "       [ 0.46160184],\n",
       "       [ 0.35796023],\n",
       "       [ 0.98610068],\n",
       "       [ 0.90843512],\n",
       "       [ 0.94986734],\n",
       "       [ 0.66312765],\n",
       "       [ 0.08406231],\n",
       "       [ 0.93196361],\n",
       "       [ 0.34276087],\n",
       "       [-0.64940661],\n",
       "       [ 0.09979198],\n",
       "       [ 0.87783842],\n",
       "       [ 0.70709471],\n",
       "       [-0.35876591],\n",
       "       [ 0.        ],\n",
       "       [ 0.13948538],\n",
       "       [ 0.87538054],\n",
       "       [ 0.84637831],\n",
       "       [ 0.40760072],\n",
       "       [ 0.9728482 ],\n",
       "       [ 0.15925242],\n",
       "       [ 0.        ],\n",
       "       [ 0.        ],\n",
       "       [ 0.81511998],\n",
       "       [ 0.12958046],\n",
       "       [ 0.03331329],\n",
       "       [ 0.3583631 ],\n",
       "       [ 0.23112726],\n",
       "       [ 0.3521339 ],\n",
       "       [ 0.51071107],\n",
       "       [ 0.92425404],\n",
       "       [ 0.84637831],\n",
       "       [ 0.94231745],\n",
       "       [-0.91891372],\n",
       "       [ 0.90703724],\n",
       "       [ 0.89673152],\n",
       "       [ 0.99994913],\n",
       "       [ 0.        ],\n",
       "       [ 0.99455016],\n",
       "       [ 0.9986778 ],\n",
       "       [ 0.99950588],\n",
       "       [ 0.33962887],\n",
       "       [-0.78047811],\n",
       "       [ 0.56992452],\n",
       "       [ 0.87858263],\n",
       "       [ 0.13288358],\n",
       "       [ 0.68141017],\n",
       "       [ 0.43557376],\n",
       "       [ 0.92552097],\n",
       "       [ 0.98419212],\n",
       "       [ 0.68869197],\n",
       "       [ 0.14937636],\n",
       "       [ 0.2181402 ],\n",
       "       [-0.0790212 ],\n",
       "       [-0.39272874],\n",
       "       [ 0.00956419],\n",
       "       [-0.63307382],\n",
       "       [ 0.        ],\n",
       "       [ 0.86941603],\n",
       "       [ 0.75949878],\n",
       "       [ 0.50821526],\n",
       "       [ 0.99996254],\n",
       "       [-0.34941776],\n",
       "       [ 0.98174437],\n",
       "       [ 0.06283403],\n",
       "       [ 0.78363026],\n",
       "       [ 0.2181402 ],\n",
       "       [ 0.94891236],\n",
       "       [ 0.37280873],\n",
       "       [ 0.99988434],\n",
       "       [ 0.99691917],\n",
       "       [ 0.64421769],\n",
       "       [ 0.98700591],\n",
       "       [-0.29899423],\n",
       "       [ 0.        ],\n",
       "       [ 0.95786287],\n",
       "       [ 0.46160184],\n",
       "       [-0.92202385],\n",
       "       [-0.42012617],\n",
       "       [ 0.71712391],\n",
       "       [ 0.42236537],\n",
       "       [ 0.87538054],\n",
       "       [ 0.70304843],\n",
       "       [ 0.47274637],\n",
       "       [ 0.211632  ],\n",
       "       [ 0.74013951],\n",
       "       [ 0.01665895],\n",
       "       [ 0.26662306],\n",
       "       [-0.70916385],\n",
       "       [-0.4678844 ],\n",
       "       [ 0.75514703],\n",
       "       [ 0.71449592],\n",
       "       [ 0.81318529],\n",
       "       [ 0.70312661],\n",
       "       [ 0.96349131],\n",
       "       [-0.39272874],\n",
       "       [ 0.98882901],\n",
       "       [-0.89361808],\n",
       "       [ 0.3827194 ],\n",
       "       [ 0.69371834],\n",
       "       [ 0.        ],\n",
       "       [-0.6684813 ],\n",
       "       [ 0.99851689],\n",
       "       [ 0.64399467],\n",
       "       [ 0.69079205],\n",
       "       [ 0.06658959],\n",
       "       [ 0.51394307],\n",
       "       [ 0.78927107],\n",
       "       [-0.15181714],\n",
       "       [ 0.33608672],\n",
       "       [ 0.91239165],\n",
       "       [ 0.33608672],\n",
       "       [ 0.        ],\n",
       "       [-0.03041432],\n",
       "       [-0.84436797],\n",
       "       [ 0.64399467],\n",
       "       [ 0.3521339 ],\n",
       "       [ 0.        ],\n",
       "       [ 0.9407317 ],\n",
       "       [ 0.9926753 ],\n",
       "       [-0.44143699],\n",
       "       [-0.98542395],\n",
       "       [-0.99347431],\n",
       "       [ 0.28861471],\n",
       "       [ 0.03997269],\n",
       "       [ 0.94557548],\n",
       "       [ 0.45864356],\n",
       "       [ 0.61815157],\n",
       "       [ 0.        ],\n",
       "       [ 0.24042191],\n",
       "       [-0.69860269],\n",
       "       [-0.15181714],\n",
       "       [ 0.97912224],\n",
       "       [-0.01042715],\n",
       "       [ 0.97632619],\n",
       "       [ 0.7705053 ],\n",
       "       [ 0.40760072],\n",
       "       [-0.26382649],\n",
       "       [ 0.9192538 ],\n",
       "       [ 0.73451245],\n",
       "       [-0.8360365 ],\n",
       "       [ 0.47924277],\n",
       "       [ 0.80337685],\n",
       "       [ 0.56443621],\n",
       "       [ 0.55338463],\n",
       "       [-0.51145285],\n",
       "       [ 0.27262462],\n",
       "       [ 0.89231252],\n",
       "       [ 0.98299007],\n",
       "       [ 0.19205216],\n",
       "       [ 0.78722073],\n",
       "       [ 0.82276803],\n",
       "       [ 0.93991878],\n",
       "       [ 0.19858769],\n",
       "       [ 0.85165954],\n",
       "       [ 0.99927422],\n",
       "       [ 0.49669218],\n",
       "       [-0.87171701],\n",
       "       [-0.99212329],\n",
       "       [ 0.95677513],\n",
       "       [-0.04706134],\n",
       "       [-0.77419   ],\n",
       "       [ 0.99175579],\n",
       "       [ 0.95677513],\n",
       "       [ 0.993425  ],\n",
       "       [ 0.15267009],\n",
       "       [ 0.98805477],\n",
       "       [ 0.99999263],\n",
       "       [ 0.85188561],\n",
       "       [-0.66198465],\n",
       "       [ 0.95677513],\n",
       "       [ 0.99950588],\n",
       "       [ 0.72375683],\n",
       "       [-0.99961709],\n",
       "       [ 0.15267009],\n",
       "       [ 0.75949878],\n",
       "       [ 0.9974506 ],\n",
       "       [ 0.62857278],\n",
       "       [ 0.33335359],\n",
       "       [ 0.64399467],\n",
       "       [ 0.88174571],\n",
       "       [-0.56709297],\n",
       "       [ 0.94342749],\n",
       "       [ 0.14235687],\n",
       "       [ 0.24407326],\n",
       "       [ 0.67223448],\n",
       "       [-0.79360805],\n",
       "       [ 0.73288918],\n",
       "       [ 0.2569759 ],\n",
       "       [-0.91544667],\n",
       "       [ 0.95677513],\n",
       "       [ 0.59395815],\n",
       "       [ 0.11966259],\n",
       "       [ 0.98798818],\n",
       "       [ 0.31127537],\n",
       "       [ 0.90562929],\n",
       "       [ 0.5822697 ],\n",
       "       [ 0.98535046],\n",
       "       [ 0.28902782],\n",
       "       [ 0.14937636],\n",
       "       [ 0.3521339 ],\n",
       "       [ 0.83556268],\n",
       "       [ 0.81679675],\n",
       "       [-0.69288632],\n",
       "       [ 0.97704148],\n",
       "       [-0.90241173],\n",
       "       [ 0.76255189],\n",
       "       [ 0.01999034],\n",
       "       [-0.71974175],\n",
       "       [-0.32617229],\n",
       "       [ 0.81679675],\n",
       "       [ 0.        ],\n",
       "       [ 0.97903444],\n",
       "       [ 0.8072534 ],\n",
       "       [ 0.9491177 ],\n",
       "       [-0.12339814],\n",
       "       [ 0.99137995],\n",
       "       [ 0.7121608 ],\n",
       "       [-0.95103727],\n",
       "       [-0.06036978],\n",
       "       [-0.98989882],\n",
       "       [ 0.68869197],\n",
       "       [ 0.96833982],\n",
       "       [ 0.99985128],\n",
       "       [-0.50740296],\n",
       "       [ 0.8090353 ],\n",
       "       [-0.88815264],\n",
       "       [ 0.15925242],\n",
       "       [ 0.70304843],\n",
       "       [-0.64177304],\n",
       "       [-0.9977121 ],\n",
       "       [ 0.83033122],\n",
       "       [ 0.80640794],\n",
       "       [ 0.36147175],\n",
       "       [ 0.67619993],\n",
       "       [ 0.98540014],\n",
       "       [ 0.98535046],\n",
       "       [ 0.31444005],\n",
       "       [ 0.94655562],\n",
       "       [ 0.99411922],\n",
       "       [ 0.14565409],\n",
       "       [ 0.41631571],\n",
       "       [ 0.85878987],\n",
       "       [ 0.08277231],\n",
       "       [ 0.2051144 ],\n",
       "       [ 0.75104671],\n",
       "       [ 0.01999034],\n",
       "       [ 0.99959284],\n",
       "       [ 0.71712391],\n",
       "       [ 0.14206829],\n",
       "       [ 0.28902782],\n",
       "       [ 0.60462723],\n",
       "       [ 0.98745045],\n",
       "       [ 0.51974199],\n",
       "       [-0.57468147],\n",
       "       [-0.40681251],\n",
       "       [ 0.38926489],\n",
       "       [ 0.9692958 ],\n",
       "       [ 0.0233215 ],\n",
       "       [-0.88815264],\n",
       "       [ 0.27624357],\n",
       "       [ 0.93185787],\n",
       "       [ 0.        ],\n",
       "       [ 0.98540014],\n",
       "       [ 0.79536943],\n",
       "       [ 0.03954153],\n",
       "       [ 0.83920521],\n",
       "       [ 0.91268736],\n",
       "       [ 0.88016905],\n",
       "       [ 0.        ],\n",
       "       [ 0.44973829],\n",
       "       [ 0.3270635 ],\n",
       "       [ 0.91962459],\n",
       "       [-0.12339814],\n",
       "       [ 0.        ],\n",
       "       [ 0.57609315],\n",
       "       [-0.99633754],\n",
       "       [ 0.99914175],\n",
       "       [ 0.        ],\n",
       "       [-0.99633754],\n",
       "       [ 0.27262462],\n",
       "       [ 0.49379754],\n",
       "       [ 0.88344921],\n",
       "       [-0.55096645],\n",
       "       [ 0.03954153],\n",
       "       [ 0.94986734],\n",
       "       [ 0.61518891],\n",
       "       [-0.62110548],\n",
       "       [-0.44117537],\n",
       "       [ 0.99950588],\n",
       "       [-0.32624784],\n",
       "       [ 0.99959284],\n",
       "       [-0.82694412],\n",
       "       [-0.86742033],\n",
       "       [ 0.64580905],\n",
       "       [-0.4351853 ],\n",
       "       [ 0.69829388],\n",
       "       [ 0.11966259],\n",
       "       [-0.98536664],\n",
       "       [-0.44117537],\n",
       "       [ 0.13288358],\n",
       "       [-0.02404435],\n",
       "       [ 0.92818465],\n",
       "       [ 0.11304397],\n",
       "       [ 0.95786287],\n",
       "       [ 0.87355496],\n",
       "       [ 0.66133756],\n",
       "       [-0.65193675],\n",
       "       [ 0.83188305],\n",
       "       [-0.46968409],\n",
       "       [ 0.98882901],\n",
       "       [ 0.59698162],\n",
       "       [-0.80758169],\n",
       "       [-0.98157986],\n",
       "       [ 0.58318357],\n",
       "       [ 0.211632  ],\n",
       "       [ 0.56443621],\n",
       "       [ 0.89856703],\n",
       "       [ 0.45271175],\n",
       "       [ 0.87538054],\n",
       "       [ 0.211632  ],\n",
       "       [ 0.99912379],\n",
       "       [ 0.03997269],\n",
       "       [ 0.93991878],\n",
       "       [ 0.97101613],\n",
       "       [ 0.37859843],\n",
       "       [-0.80758169],\n",
       "       [ 0.86218488],\n",
       "       [-0.0790212 ],\n",
       "       [ 0.94776278],\n",
       "       [ 0.64399467],\n",
       "       [ 0.89381166],\n",
       "       [ 0.36147175],\n",
       "       [ 0.0495274 ],\n",
       "       [ 0.90575289],\n",
       "       [ 0.65915919],\n",
       "       [ 0.37346563],\n",
       "       [ 0.26431976],\n",
       "       [ 0.80732713],\n",
       "       [-0.78953596],\n",
       "       [ 0.89142715],\n",
       "       [ 0.10267752],\n",
       "       [ 0.90562929],\n",
       "       [ 0.64421769],\n",
       "       [ 0.94143593],\n",
       "       [ 0.99988434],\n",
       "       [ 0.86365059],\n",
       "       [ 0.77544648],\n",
       "       [ 0.42577366],\n",
       "       [ 0.18550811],\n",
       "       [ 0.83687281],\n",
       "       [ 0.93543798],\n",
       "       [-0.80561218],\n",
       "       [ 0.70304843],\n",
       "       [-0.3053466 ],\n",
       "       [ 0.26662306],\n",
       "       [ 0.94119695],\n",
       "       [-0.36807822],\n",
       "       [-0.36718737],\n",
       "       [ 0.89989711],\n",
       "       [ 0.95677513],\n",
       "       [ 0.68513971],\n",
       "       [ 0.99052493],\n",
       "       [ 0.98540014],\n",
       "       [ 0.24730307],\n",
       "       [ 0.99171839],\n",
       "       [ 0.80886391],\n",
       "       [ 0.89824949],\n",
       "       [ 0.91661007],\n",
       "       [ 0.61815157],\n",
       "       [-0.99555581],\n",
       "       [ 0.9121016 ],\n",
       "       [-0.55096645],\n",
       "       [ 0.85138352],\n",
       "       [ 0.41367683],\n",
       "       [-0.84860501],\n",
       "       [ 0.99298711],\n",
       "       [ 0.2569759 ],\n",
       "       [ 0.07988148],\n",
       "       [-0.22830438],\n",
       "       [ 0.9988227 ],\n",
       "       [ 0.81335493],\n",
       "       [-0.04706134],\n",
       "       [ 0.85498194],\n",
       "       [ 0.97476687],\n",
       "       [ 0.16582768],\n",
       "       [ 0.42236537],\n",
       "       [ 0.79184   ],\n",
       "       [ 0.17895582],\n",
       "       [ 0.69590497],\n",
       "       [-0.96352877],\n",
       "       [-0.67766285],\n",
       "       [-0.44416307],\n",
       "       [ 0.50821526],\n",
       "       [ 0.98535046],\n",
       "       [ 0.31444005],\n",
       "       [ 0.99684476],\n",
       "       [-0.60587783],\n",
       "       [-0.9265058 ],\n",
       "       [-0.34941776]])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"470pt\" version=\"1.1\" viewBox=\"0 0 733 470\" width=\"733pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 470.9125 \n",
       "L 733.2575 470.9125 \n",
       "L 733.2575 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 45.3375 442.08 \n",
       "L 714.9375 442.08 \n",
       "L 714.9375 7.2 \n",
       "L 45.3375 7.2 \n",
       "z\n",
       "\" style=\"fill:#eaeaf2;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 442.08 \n",
       "L 45.3375 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_2\"/>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −1.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 52.828125 31.203125 \n",
       "L 5.5625 31.203125 \n",
       "L 5.5625 39.40625 \n",
       "L 52.828125 39.40625 \n",
       "z\n",
       "\" id=\"ArialMT-2212\"/>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-31\"/>\n",
       "       <path d=\"M 9.078125 0 \n",
       "L 9.078125 10.015625 \n",
       "L 19.09375 10.015625 \n",
       "L 19.09375 0 \n",
       "z\n",
       "\" id=\"ArialMT-2e\"/>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-30\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(29.545 460.5325)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-2212\"/>\n",
       "       <use x=\"58.398438\" xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"114.013672\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"141.796875\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 156.9375 442.08 \n",
       "L 156.9375 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\"/>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- −0.5 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 18.75 \n",
       "L 13.375 19.53125 \n",
       "Q 14.40625 12.796875 18.140625 9.390625 \n",
       "Q 21.875 6 27.15625 6 \n",
       "Q 33.5 6 37.890625 10.78125 \n",
       "Q 42.28125 15.578125 42.28125 23.484375 \n",
       "Q 42.28125 31 38.0625 35.34375 \n",
       "Q 33.84375 39.703125 27 39.703125 \n",
       "Q 22.75 39.703125 19.328125 37.765625 \n",
       "Q 15.921875 35.84375 13.96875 32.765625 \n",
       "L 5.71875 33.84375 \n",
       "L 12.640625 70.609375 \n",
       "L 48.25 70.609375 \n",
       "L 48.25 62.203125 \n",
       "L 19.671875 62.203125 \n",
       "L 15.828125 42.96875 \n",
       "Q 22.265625 47.46875 29.34375 47.46875 \n",
       "Q 38.71875 47.46875 45.15625 40.96875 \n",
       "Q 51.609375 34.46875 51.609375 24.265625 \n",
       "Q 51.609375 14.546875 45.953125 7.46875 \n",
       "Q 39.0625 -1.21875 27.15625 -1.21875 \n",
       "Q 17.390625 -1.21875 11.203125 4.25 \n",
       "Q 5.03125 9.71875 4.15625 18.75 \n",
       "z\n",
       "\" id=\"ArialMT-35\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(141.145 460.5325)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-2212\"/>\n",
       "       <use x=\"58.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"114.013672\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"141.796875\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 268.5375 442.08 \n",
       "L 268.5375 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\"/>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(257.4175 460.5325)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 380.1375 442.08 \n",
       "L 380.1375 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\"/>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0.5 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(369.0175 460.5325)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 491.7375 442.08 \n",
       "L 491.7375 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\"/>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 1.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(480.6175 460.5325)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 603.3375 442.08 \n",
       "L 603.3375 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\"/>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1.5 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(592.2175 460.5325)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 714.9375 442.08 \n",
       "L 714.9375 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\"/>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-32\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(703.8175 460.5325)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 422.312727 \n",
       "L 714.9375 422.312727 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\"/>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.00 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 428.038977)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 367.813835 \n",
       "L 714.9375 367.813835 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_18\"/>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.25 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 373.540085)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 313.314944 \n",
       "L 714.9375 313.314944 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_20\"/>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.50 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 319.041194)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-35\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 258.816052 \n",
       "L 714.9375 258.816052 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_22\"/>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.75 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.734375 62.203125 \n",
       "L 4.734375 70.65625 \n",
       "L 51.078125 70.65625 \n",
       "L 51.078125 63.8125 \n",
       "Q 44.234375 56.546875 37.515625 44.484375 \n",
       "Q 30.8125 32.421875 27.15625 19.671875 \n",
       "Q 24.515625 10.6875 23.78125 0 \n",
       "L 14.75 0 \n",
       "Q 14.890625 8.453125 18.0625 20.40625 \n",
       "Q 21.234375 32.375 27.171875 43.484375 \n",
       "Q 33.109375 54.59375 39.796875 62.203125 \n",
       "z\n",
       "\" id=\"ArialMT-37\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 264.542302)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-37\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 204.31716 \n",
       "L 714.9375 204.31716 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_24\"/>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 1.00 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 210.04341)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 149.818268 \n",
       "L 714.9375 149.818268 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_26\"/>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1.25 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 155.544518)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 95.319376 \n",
       "L 714.9375 95.319376 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_28\"/>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 1.50 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 101.045626)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-35\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 40.820484 \n",
       "L 714.9375 40.820484 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_30\"/>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 1.75 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 46.546734)scale(0.16 -0.16)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-37\"/>\n",
       "       <use x=\"139.013672\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_31\">\n",
       "    <path clip-path=\"url(#p607373e2b7)\" d=\"M 52.101136 418.826782 \n",
       "L 58.864773 417.598538 \n",
       "L 65.628409 413.978289 \n",
       "L 72.392045 416.462048 \n",
       "L 79.155682 420.512234 \n",
       "L 85.919318 418.877818 \n",
       "L 92.682955 418.429873 \n",
       "L 99.446591 417.129556 \n",
       "L 106.210227 411.805584 \n",
       "L 112.973864 413.361857 \n",
       "L 119.7375 419.703434 \n",
       "L 126.501136 420.806227 \n",
       "L 133.264773 419.226063 \n",
       "L 140.028409 408.817437 \n",
       "L 146.792045 402.442037 \n",
       "L 153.555682 404.861595 \n",
       "L 160.319318 412.137811 \n",
       "L 167.082955 417.690865 \n",
       "L 173.846591 415.84631 \n",
       "L 180.610227 398.306398 \n",
       "L 187.373864 400.02885 \n",
       "L 194.1375 416.151472 \n",
       "L 200.901136 402.962383 \n",
       "L 207.664773 281.401898 \n",
       "L 214.428409 137.740319 \n",
       "L 221.192045 255.213512 \n",
       "L 227.955682 408.688205 \n",
       "L 234.719318 387.954098 \n",
       "L 241.482955 366.145128 \n",
       "L 248.246591 308.572501 \n",
       "L 255.010227 271.988869 \n",
       "L 261.773864 256.947607 \n",
       "L 268.5375 224.054438 \n",
       "L 275.301136 319.237133 \n",
       "L 282.064773 284.910904 \n",
       "L 288.828409 196.00817 \n",
       "L 295.592045 318.64605 \n",
       "L 302.355682 321.776839 \n",
       "L 309.119318 292.484142 \n",
       "L 315.882955 275.37693 \n",
       "L 322.646591 271.896465 \n",
       "L 329.410227 174.936233 \n",
       "L 336.173864 88.902138 \n",
       "L 342.9375 26.967273 \n",
       "L 349.701136 97.421281 \n",
       "L 356.464773 276.912309 \n",
       "L 363.228409 165.296241 \n",
       "L 369.992045 208.073114 \n",
       "L 376.755682 279.429933 \n",
       "L 383.519318 113.353187 \n",
       "L 390.282955 106.58371 \n",
       "L 397.046591 287.589966 \n",
       "L 403.810227 279.116275 \n",
       "L 410.573864 247.030351 \n",
       "L 417.3375 184.076902 \n",
       "L 424.101136 237.309319 \n",
       "L 430.864773 387.5218 \n",
       "L 437.628409 233.210114 \n",
       "L 444.392045 220.524877 \n",
       "L 451.155682 371.156712 \n",
       "L 457.919318 384.215208 \n",
       "L 464.682955 359.39744 \n",
       "L 471.446591 377.997795 \n",
       "L 478.210227 405.527213 \n",
       "L 484.973864 383.963939 \n",
       "L 491.7375 365.582908 \n",
       "L 498.501136 360.152534 \n",
       "L 505.264773 387.756346 \n",
       "L 512.028409 413.821028 \n",
       "L 518.792045 412.039846 \n",
       "L 525.555682 415.32457 \n",
       "L 532.319318 414.81024 \n",
       "L 539.082955 409.957656 \n",
       "L 545.846591 409.760843 \n",
       "L 552.610227 414.967176 \n",
       "L 559.373864 417.455642 \n",
       "L 566.1375 417.612363 \n",
       "L 572.901136 418.333369 \n",
       "L 579.664773 418.584638 \n",
       "L 586.428409 418.52375 \n",
       "L 593.192045 417.725992 \n",
       "L 599.955682 418.08896 \n",
       "L 606.719318 419.419915 \n",
       "L 613.482955 419.621016 \n",
       "L 620.246591 419.940463 \n",
       "L 627.010227 420.37461 \n",
       "L 633.773864 420.688053 \n",
       "L 640.5375 419.949467 \n",
       "L 647.301136 420.502174 \n",
       "L 654.064773 421.837631 \n",
       "L 660.828409 421.837631 \n",
       "L 667.592045 421.601155 \n",
       "L 674.355682 421.229397 \n",
       "L 681.119318 421.312367 \n",
       "L 687.882955 421.162506 \n",
       "L 694.646591 421.461799 \n",
       "L 701.410227 422.129421 \n",
       "L 708.173864 422.129421 \n",
       "\" style=\"fill:none;stroke:#4c72b0;stroke-linecap:round;stroke-width:3;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_32\">\n",
       "    <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 419.528377 \n",
       "L 52.101136 418.993547 \n",
       "L 58.864773 418.370987 \n",
       "L 65.628409 417.649406 \n",
       "L 72.392045 416.816651 \n",
       "L 79.155682 415.859747 \n",
       "L 85.919318 414.764967 \n",
       "L 92.682955 413.517928 \n",
       "L 99.446591 412.103711 \n",
       "L 106.210227 410.50702 \n",
       "L 112.973864 408.712371 \n",
       "L 119.7375 406.704317 \n",
       "L 126.501136 404.4677 \n",
       "L 133.264773 401.987946 \n",
       "L 140.028409 399.25138 \n",
       "L 146.792045 396.245573 \n",
       "L 153.555682 392.959713 \n",
       "L 160.319318 389.384988 \n",
       "L 167.082955 385.514977 \n",
       "L 173.846591 381.346048 \n",
       "L 180.610227 376.877742 \n",
       "L 187.373864 372.113139 \n",
       "L 194.1375 367.059194 \n",
       "L 200.901136 361.727033 \n",
       "L 207.664773 356.132193 \n",
       "L 214.428409 350.294807 \n",
       "L 221.192045 344.239699 \n",
       "L 227.955682 337.996413 \n",
       "L 234.719318 331.599141 \n",
       "L 241.482955 325.086553 \n",
       "L 248.246591 318.501531 \n",
       "L 255.010227 311.890799 \n",
       "L 261.773864 305.304446 \n",
       "L 268.5375 298.795365 \n",
       "L 275.301136 292.418589 \n",
       "L 282.064773 286.230554 \n",
       "L 288.828409 280.288297 \n",
       "L 295.592045 274.648597 \n",
       "L 302.355682 269.367086 \n",
       "L 309.119318 264.497344 \n",
       "L 315.882955 260.089999 \n",
       "L 322.646591 256.191854 \n",
       "L 329.410227 252.845061 \n",
       "L 336.173864 250.086366 \n",
       "L 342.9375 247.946431 \n",
       "L 349.701136 246.449275 \n",
       "L 356.464773 245.611818 \n",
       "L 363.228409 245.443569 \n",
       "L 369.992045 245.94644 \n",
       "L 376.755682 247.114715 \n",
       "L 383.519318 248.935157 \n",
       "L 390.282955 251.387256 \n",
       "L 397.046591 254.443614 \n",
       "L 403.810227 258.070455 \n",
       "L 410.573864 262.228247 \n",
       "L 417.3375 266.872417 \n",
       "L 424.101136 271.954148 \n",
       "L 430.864773 277.421227 \n",
       "L 437.628409 283.218936 \n",
       "L 444.392045 289.29096 \n",
       "L 451.155682 295.58028 \n",
       "L 457.919318 302.030056 \n",
       "L 464.682955 308.584453 \n",
       "L 471.446591 315.189421 \n",
       "L 478.210227 321.793389 \n",
       "L 484.973864 328.347879 \n",
       "L 491.7375 334.808035 \n",
       "L 498.501136 341.133033 \n",
       "L 505.264773 347.286413 \n",
       "L 512.028409 353.236286 \n",
       "L 518.792045 358.955461 \n",
       "L 525.555682 364.421461 \n",
       "L 532.319318 369.616467 \n",
       "L 539.082955 374.527166 \n",
       "L 545.846591 379.14455 \n",
       "L 552.610227 383.463635 \n",
       "L 559.373864 387.483152 \n",
       "L 566.1375 391.205191 \n",
       "L 572.901136 394.634824 \n",
       "L 579.664773 397.779714 \n",
       "L 586.428409 400.64972 \n",
       "L 593.192045 403.256509 \n",
       "L 599.955682 405.613174 \n",
       "L 606.719318 407.733883 \n",
       "L 613.482955 409.633537 \n",
       "L 620.246591 411.327475 \n",
       "L 627.010227 412.831191 \n",
       "L 633.773864 414.160101 \n",
       "L 640.5375 415.329335 \n",
       "L 647.301136 416.353561 \n",
       "L 654.064773 417.246849 \n",
       "L 660.828409 418.022561 \n",
       "L 667.592045 418.693269 \n",
       "L 674.355682 419.270699 \n",
       "L 681.119318 419.765704 \n",
       "L 687.882955 420.188246 \n",
       "L 694.646591 420.547409 \n",
       "L 701.410227 420.851415 \n",
       "L 708.173864 421.107654 \n",
       "L 714.9375 421.32273 \n",
       "\" style=\"fill:none;stroke:#55a868;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_33\">\n",
       "    <path clip-path=\"url(#p607373e2b7)\" d=\"M 45.3375 421.819843 \n",
       "L 52.101136 421.623385 \n",
       "L 58.864773 421.358407 \n",
       "L 65.628409 421.004985 \n",
       "L 72.392045 420.538869 \n",
       "L 79.155682 419.93104 \n",
       "L 85.919318 419.147395 \n",
       "L 92.682955 418.148612 \n",
       "L 99.446591 416.890283 \n",
       "L 106.210227 415.323385 \n",
       "L 112.973864 413.39516 \n",
       "L 119.7375 411.050471 \n",
       "L 126.501136 408.23368 \n",
       "L 133.264773 404.891049 \n",
       "L 140.028409 400.973651 \n",
       "L 146.792045 396.44072 \n",
       "L 153.555682 391.263303 \n",
       "L 160.319318 385.428056 \n",
       "L 167.082955 378.940943 \n",
       "L 173.846591 371.830585 \n",
       "L 180.610227 364.150959 \n",
       "L 187.373864 355.983163 \n",
       "L 194.1375 347.435954 \n",
       "L 200.901136 338.644843 \n",
       "L 207.664773 329.769562 \n",
       "L 214.428409 320.989828 \n",
       "L 221.192045 312.499397 \n",
       "L 227.955682 304.49854 \n",
       "L 234.719318 297.185097 \n",
       "L 241.482955 290.744418 \n",
       "L 248.246591 285.33848 \n",
       "L 255.010227 281.094587 \n",
       "L 261.773864 278.094045 \n",
       "L 268.5375 276.36132 \n",
       "L 275.301136 275.854274 \n",
       "L 282.064773 276.456233 \n",
       "L 288.828409 277.970915 \n",
       "L 295.592045 280.12144 \n",
       "L 302.355682 282.554937 \n",
       "L 309.119318 284.854298 \n",
       "L 315.882955 286.558471 \n",
       "L 322.646591 287.192101 \n",
       "L 329.410227 286.304265 \n",
       "L 336.173864 283.51453 \n",
       "L 342.9375 278.562744 \n",
       "L 349.701136 271.357117 \n",
       "L 356.464773 262.013718 \n",
       "L 363.228409 250.879977 \n",
       "L 369.992045 238.535503 \n",
       "L 376.755682 225.765716 \n",
       "L 383.519318 213.507361 \n",
       "L 390.282955 202.769354 \n",
       "L 397.046591 194.536957 \n",
       "L 403.810227 189.670893 \n",
       "L 410.573864 188.814967 \n",
       "L 417.3375 192.325376 \n",
       "L 424.101136 200.232086 \n",
       "L 430.864773 212.237873 \n",
       "L 437.628409 227.754809 \n",
       "L 444.392045 245.972122 \n",
       "L 451.155682 265.944856 \n",
       "L 457.919318 286.690197 \n",
       "L 464.682955 307.278267 \n",
       "L 471.446591 326.906347 \n",
       "L 478.210227 344.949265 \n",
       "L 484.973864 360.983182 \n",
       "L 491.7375 374.784299 \n",
       "L 498.501136 386.307318 \n",
       "L 505.264773 395.650385 \n",
       "L 512.028409 403.013732 \n",
       "L 518.792045 408.658416 \n",
       "L 525.555682 412.869962 \n",
       "L 532.319318 415.929784 \n",
       "L 539.082955 418.095415 \n",
       "L 545.846591 419.589108 \n",
       "L 552.610227 420.593401 \n",
       "L 559.373864 421.251814 \n",
       "L 566.1375 421.67281 \n",
       "L 572.901136 421.935411 \n",
       "L 579.664773 422.095234 \n",
       "L 586.428409 422.190159 \n",
       "L 593.192045 422.245192 \n",
       "L 599.955682 422.276339 \n",
       "L 606.719318 422.293552 \n",
       "L 613.482955 422.302843 \n",
       "L 620.246591 422.307742 \n",
       "L 627.010227 422.310266 \n",
       "L 633.773864 422.311537 \n",
       "L 640.5375 422.312164 \n",
       "L 647.301136 422.312465 \n",
       "L 654.064773 422.312608 \n",
       "L 660.828409 422.312674 \n",
       "L 667.592045 422.312704 \n",
       "L 674.355682 422.312717 \n",
       "L 681.119318 422.312723 \n",
       "L 687.882955 422.312725 \n",
       "L 694.646591 422.312727 \n",
       "L 701.410227 422.312727 \n",
       "L 708.173864 422.312727 \n",
       "L 714.9375 422.312727 \n",
       "\" style=\"fill:none;stroke:#c44e52;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 45.3375 442.08 \n",
       "L 45.3375 7.2 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 714.9375 442.08 \n",
       "L 714.9375 7.2 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 45.3375 442.08 \n",
       "L 714.9375 442.08 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 45.3375 7.2 \n",
       "L 714.9375 7.2 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"line2d_34\">\n",
       "     <path d=\"M 602.342188 19.857812 \n",
       "L 622.342188 19.857812 \n",
       "\" style=\"fill:none;stroke:#4c72b0;stroke-linecap:round;stroke-width:3;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_35\"/>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- predicted density -->\n",
       "     <defs>\n",
       "      <path d=\"M 6.59375 -19.875 \n",
       "L 6.59375 51.859375 \n",
       "L 14.59375 51.859375 \n",
       "L 14.59375 45.125 \n",
       "Q 17.4375 49.078125 21 51.046875 \n",
       "Q 24.5625 53.03125 29.640625 53.03125 \n",
       "Q 36.28125 53.03125 41.359375 49.609375 \n",
       "Q 46.4375 46.1875 49.015625 39.953125 \n",
       "Q 51.609375 33.734375 51.609375 26.3125 \n",
       "Q 51.609375 18.359375 48.75 11.984375 \n",
       "Q 45.90625 5.609375 40.453125 2.21875 \n",
       "Q 35.015625 -1.171875 29 -1.171875 \n",
       "Q 24.609375 -1.171875 21.109375 0.6875 \n",
       "Q 17.625 2.546875 15.375 5.375 \n",
       "L 15.375 -19.875 \n",
       "z\n",
       "M 14.546875 25.640625 \n",
       "Q 14.546875 15.625 18.59375 10.84375 \n",
       "Q 22.65625 6.0625 28.421875 6.0625 \n",
       "Q 34.28125 6.0625 38.453125 11.015625 \n",
       "Q 42.625 15.96875 42.625 26.375 \n",
       "Q 42.625 36.28125 38.546875 41.203125 \n",
       "Q 34.46875 46.140625 28.8125 46.140625 \n",
       "Q 23.1875 46.140625 18.859375 40.890625 \n",
       "Q 14.546875 35.640625 14.546875 25.640625 \n",
       "z\n",
       "\" id=\"ArialMT-70\"/>\n",
       "      <path d=\"M 6.5 0 \n",
       "L 6.5 51.859375 \n",
       "L 14.40625 51.859375 \n",
       "L 14.40625 44 \n",
       "Q 17.4375 49.515625 20 51.265625 \n",
       "Q 22.5625 53.03125 25.640625 53.03125 \n",
       "Q 30.078125 53.03125 34.671875 50.203125 \n",
       "L 31.640625 42.046875 \n",
       "Q 28.421875 43.953125 25.203125 43.953125 \n",
       "Q 22.3125 43.953125 20.015625 42.21875 \n",
       "Q 17.71875 40.484375 16.75 37.40625 \n",
       "Q 15.28125 32.71875 15.28125 27.15625 \n",
       "L 15.28125 0 \n",
       "z\n",
       "\" id=\"ArialMT-72\"/>\n",
       "      <path d=\"M 42.09375 16.703125 \n",
       "L 51.171875 15.578125 \n",
       "Q 49.03125 7.625 43.21875 3.21875 \n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \n",
       "Q 17 -1.171875 10.328125 5.828125 \n",
       "Q 3.65625 12.84375 3.65625 25.484375 \n",
       "Q 3.65625 38.578125 10.390625 45.796875 \n",
       "Q 17.140625 53.03125 27.875 53.03125 \n",
       "Q 38.28125 53.03125 44.875 45.953125 \n",
       "Q 51.46875 38.875 51.46875 26.03125 \n",
       "Q 51.46875 25.25 51.421875 23.6875 \n",
       "L 12.75 23.6875 \n",
       "Q 13.234375 15.140625 17.578125 10.59375 \n",
       "Q 21.921875 6.0625 28.421875 6.0625 \n",
       "Q 33.25 6.0625 36.671875 8.59375 \n",
       "Q 40.09375 11.140625 42.09375 16.703125 \n",
       "z\n",
       "M 13.234375 30.90625 \n",
       "L 42.1875 30.90625 \n",
       "Q 41.609375 37.453125 38.875 40.71875 \n",
       "Q 34.671875 45.796875 27.984375 45.796875 \n",
       "Q 21.921875 45.796875 17.796875 41.75 \n",
       "Q 13.671875 37.703125 13.234375 30.90625 \n",
       "z\n",
       "\" id=\"ArialMT-65\"/>\n",
       "      <path d=\"M 40.234375 0 \n",
       "L 40.234375 6.546875 \n",
       "Q 35.296875 -1.171875 25.734375 -1.171875 \n",
       "Q 19.53125 -1.171875 14.328125 2.25 \n",
       "Q 9.125 5.671875 6.265625 11.796875 \n",
       "Q 3.421875 17.921875 3.421875 25.875 \n",
       "Q 3.421875 33.640625 6 39.96875 \n",
       "Q 8.59375 46.296875 13.765625 49.65625 \n",
       "Q 18.953125 53.03125 25.34375 53.03125 \n",
       "Q 30.03125 53.03125 33.6875 51.046875 \n",
       "Q 37.359375 49.078125 39.65625 45.90625 \n",
       "L 39.65625 71.578125 \n",
       "L 48.390625 71.578125 \n",
       "L 48.390625 0 \n",
       "z\n",
       "M 12.453125 25.875 \n",
       "Q 12.453125 15.921875 16.640625 10.984375 \n",
       "Q 20.84375 6.0625 26.5625 6.0625 \n",
       "Q 32.328125 6.0625 36.34375 10.765625 \n",
       "Q 40.375 15.484375 40.375 25.140625 \n",
       "Q 40.375 35.796875 36.265625 40.765625 \n",
       "Q 32.171875 45.75 26.171875 45.75 \n",
       "Q 20.3125 45.75 16.375 40.96875 \n",
       "Q 12.453125 36.1875 12.453125 25.875 \n",
       "z\n",
       "\" id=\"ArialMT-64\"/>\n",
       "      <path d=\"M 6.640625 61.46875 \n",
       "L 6.640625 71.578125 \n",
       "L 15.4375 71.578125 \n",
       "L 15.4375 61.46875 \n",
       "z\n",
       "M 6.640625 0 \n",
       "L 6.640625 51.859375 \n",
       "L 15.4375 51.859375 \n",
       "L 15.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-69\"/>\n",
       "      <path d=\"M 40.4375 19 \n",
       "L 49.078125 17.875 \n",
       "Q 47.65625 8.9375 41.8125 3.875 \n",
       "Q 35.984375 -1.171875 27.484375 -1.171875 \n",
       "Q 16.84375 -1.171875 10.375 5.78125 \n",
       "Q 3.90625 12.75 3.90625 25.734375 \n",
       "Q 3.90625 34.125 6.6875 40.421875 \n",
       "Q 9.46875 46.734375 15.15625 49.875 \n",
       "Q 20.84375 53.03125 27.546875 53.03125 \n",
       "Q 35.984375 53.03125 41.359375 48.75 \n",
       "Q 46.734375 44.484375 48.25 36.625 \n",
       "L 39.703125 35.296875 \n",
       "Q 38.484375 40.53125 35.375 43.15625 \n",
       "Q 32.28125 45.796875 27.875 45.796875 \n",
       "Q 21.234375 45.796875 17.078125 41.03125 \n",
       "Q 12.9375 36.28125 12.9375 25.984375 \n",
       "Q 12.9375 15.53125 16.9375 10.796875 \n",
       "Q 20.953125 6.0625 27.390625 6.0625 \n",
       "Q 32.5625 6.0625 36.03125 9.234375 \n",
       "Q 39.5 12.40625 40.4375 19 \n",
       "z\n",
       "\" id=\"ArialMT-63\"/>\n",
       "      <path d=\"M 25.78125 7.859375 \n",
       "L 27.046875 0.09375 \n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \n",
       "Q 15.625 -0.6875 12.984375 0.828125 \n",
       "Q 10.359375 2.34375 9.28125 4.8125 \n",
       "Q 8.203125 7.28125 8.203125 15.1875 \n",
       "L 8.203125 45.015625 \n",
       "L 1.765625 45.015625 \n",
       "L 1.765625 51.859375 \n",
       "L 8.203125 51.859375 \n",
       "L 8.203125 64.703125 \n",
       "L 16.9375 69.96875 \n",
       "L 16.9375 51.859375 \n",
       "L 25.78125 51.859375 \n",
       "L 25.78125 45.015625 \n",
       "L 16.9375 45.015625 \n",
       "L 16.9375 14.703125 \n",
       "Q 16.9375 10.9375 17.40625 9.859375 \n",
       "Q 17.875 8.796875 18.921875 8.15625 \n",
       "Q 19.96875 7.515625 21.921875 7.515625 \n",
       "Q 23.390625 7.515625 25.78125 7.859375 \n",
       "z\n",
       "\" id=\"ArialMT-74\"/>\n",
       "      <path id=\"ArialMT-20\"/>\n",
       "      <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.5 51.859375 \n",
       "L 14.5 44.484375 \n",
       "Q 20.21875 53.03125 31 53.03125 \n",
       "Q 35.6875 53.03125 39.625 51.34375 \n",
       "Q 43.5625 49.65625 45.515625 46.921875 \n",
       "Q 47.46875 44.1875 48.25 40.4375 \n",
       "Q 48.734375 37.984375 48.734375 31.890625 \n",
       "L 48.734375 0 \n",
       "L 39.9375 0 \n",
       "L 39.9375 31.546875 \n",
       "Q 39.9375 36.921875 38.90625 39.578125 \n",
       "Q 37.890625 42.234375 35.28125 43.8125 \n",
       "Q 32.671875 45.40625 29.15625 45.40625 \n",
       "Q 23.53125 45.40625 19.453125 41.84375 \n",
       "Q 15.375 38.28125 15.375 28.328125 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-6e\"/>\n",
       "      <path d=\"M 3.078125 15.484375 \n",
       "L 11.765625 16.84375 \n",
       "Q 12.5 11.625 15.84375 8.84375 \n",
       "Q 19.1875 6.0625 25.203125 6.0625 \n",
       "Q 31.25 6.0625 34.171875 8.515625 \n",
       "Q 37.109375 10.984375 37.109375 14.3125 \n",
       "Q 37.109375 17.28125 34.515625 19 \n",
       "Q 32.71875 20.171875 25.53125 21.96875 \n",
       "Q 15.875 24.421875 12.140625 26.203125 \n",
       "Q 8.40625 27.984375 6.46875 31.125 \n",
       "Q 4.546875 34.28125 4.546875 38.09375 \n",
       "Q 4.546875 41.546875 6.125 44.5 \n",
       "Q 7.71875 47.46875 10.453125 49.421875 \n",
       "Q 12.5 50.921875 16.03125 51.96875 \n",
       "Q 19.578125 53.03125 23.640625 53.03125 \n",
       "Q 29.734375 53.03125 34.34375 51.265625 \n",
       "Q 38.96875 49.515625 41.15625 46.5 \n",
       "Q 43.359375 43.5 44.1875 38.484375 \n",
       "L 35.59375 37.3125 \n",
       "Q 35.015625 41.3125 32.203125 43.546875 \n",
       "Q 29.390625 45.796875 24.265625 45.796875 \n",
       "Q 18.21875 45.796875 15.625 43.796875 \n",
       "Q 13.03125 41.796875 13.03125 39.109375 \n",
       "Q 13.03125 37.40625 14.109375 36.03125 \n",
       "Q 15.1875 34.625 17.484375 33.6875 \n",
       "Q 18.796875 33.203125 25.25 31.453125 \n",
       "Q 34.578125 28.953125 38.25 27.359375 \n",
       "Q 41.9375 25.78125 44.03125 22.75 \n",
       "Q 46.140625 19.734375 46.140625 15.234375 \n",
       "Q 46.140625 10.84375 43.578125 6.953125 \n",
       "Q 41.015625 3.078125 36.171875 0.953125 \n",
       "Q 31.34375 -1.171875 25.25 -1.171875 \n",
       "Q 15.140625 -1.171875 9.84375 3.03125 \n",
       "Q 4.546875 7.234375 3.078125 15.484375 \n",
       "z\n",
       "\" id=\"ArialMT-73\"/>\n",
       "      <path d=\"M 6.203125 -19.96875 \n",
       "L 5.21875 -11.71875 \n",
       "Q 8.109375 -12.5 10.25 -12.5 \n",
       "Q 13.1875 -12.5 14.9375 -11.515625 \n",
       "Q 16.703125 -10.546875 17.828125 -8.796875 \n",
       "Q 18.65625 -7.46875 20.515625 -2.25 \n",
       "Q 20.75 -1.515625 21.296875 -0.09375 \n",
       "L 1.609375 51.859375 \n",
       "L 11.078125 51.859375 \n",
       "L 21.875 21.828125 \n",
       "Q 23.96875 16.109375 25.640625 9.8125 \n",
       "Q 27.15625 15.875 29.25 21.625 \n",
       "L 40.328125 51.859375 \n",
       "L 49.125 51.859375 \n",
       "L 29.390625 -0.875 \n",
       "Q 26.21875 -9.421875 24.46875 -12.640625 \n",
       "Q 22.125 -17 19.09375 -19.015625 \n",
       "Q 16.0625 -21.046875 11.859375 -21.046875 \n",
       "Q 9.328125 -21.046875 6.203125 -19.96875 \n",
       "z\n",
       "\" id=\"ArialMT-79\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(630.342188 23.357812)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-70\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"88.916016\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"144.53125\" xlink:href=\"#ArialMT-64\"/>\n",
       "      <use x=\"200.146484\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"222.363281\" xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"272.363281\" xlink:href=\"#ArialMT-74\"/>\n",
       "      <use x=\"300.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"355.761719\" xlink:href=\"#ArialMT-64\"/>\n",
       "      <use x=\"411.376953\" xlink:href=\"#ArialMT-20\"/>\n",
       "      <use x=\"439.160156\" xlink:href=\"#ArialMT-64\"/>\n",
       "      <use x=\"494.775391\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"550.390625\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"606.005859\" xlink:href=\"#ArialMT-73\"/>\n",
       "      <use x=\"656.005859\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"678.222656\" xlink:href=\"#ArialMT-74\"/>\n",
       "      <use x=\"706.005859\" xlink:href=\"#ArialMT-79\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_36\">\n",
       "     <path d=\"M 602.342188 34.120312 \n",
       "L 622.342188 34.120312 \n",
       "\" style=\"fill:none;stroke:#55a868;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_37\"/>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- normal -->\n",
       "     <defs>\n",
       "      <path d=\"M 3.328125 25.921875 \n",
       "Q 3.328125 40.328125 11.328125 47.265625 \n",
       "Q 18.015625 53.03125 27.640625 53.03125 \n",
       "Q 38.328125 53.03125 45.109375 46.015625 \n",
       "Q 51.90625 39.015625 51.90625 26.65625 \n",
       "Q 51.90625 16.65625 48.90625 10.90625 \n",
       "Q 45.90625 5.171875 40.15625 2 \n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \n",
       "Q 16.75 -1.171875 10.03125 5.8125 \n",
       "Q 3.328125 12.796875 3.328125 25.921875 \n",
       "z\n",
       "M 12.359375 25.921875 \n",
       "Q 12.359375 15.96875 16.703125 11.015625 \n",
       "Q 21.046875 6.0625 27.640625 6.0625 \n",
       "Q 34.1875 6.0625 38.53125 11.03125 \n",
       "Q 42.875 16.015625 42.875 26.21875 \n",
       "Q 42.875 35.84375 38.5 40.796875 \n",
       "Q 34.125 45.75 27.640625 45.75 \n",
       "Q 21.046875 45.75 16.703125 40.8125 \n",
       "Q 12.359375 35.890625 12.359375 25.921875 \n",
       "z\n",
       "\" id=\"ArialMT-6f\"/>\n",
       "      <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.453125 51.859375 \n",
       "L 14.453125 44.578125 \n",
       "Q 16.890625 48.390625 20.9375 50.703125 \n",
       "Q 25 53.03125 30.171875 53.03125 \n",
       "Q 35.9375 53.03125 39.625 50.640625 \n",
       "Q 43.3125 48.25 44.828125 43.953125 \n",
       "Q 50.984375 53.03125 60.84375 53.03125 \n",
       "Q 68.5625 53.03125 72.703125 48.75 \n",
       "Q 76.859375 44.484375 76.859375 35.59375 \n",
       "L 76.859375 0 \n",
       "L 68.109375 0 \n",
       "L 68.109375 32.671875 \n",
       "Q 68.109375 37.9375 67.25 40.25 \n",
       "Q 66.40625 42.578125 64.15625 43.984375 \n",
       "Q 61.921875 45.40625 58.890625 45.40625 \n",
       "Q 53.421875 45.40625 49.796875 41.765625 \n",
       "Q 46.1875 38.140625 46.1875 30.125 \n",
       "L 46.1875 0 \n",
       "L 37.40625 0 \n",
       "L 37.40625 33.6875 \n",
       "Q 37.40625 39.546875 35.25 42.46875 \n",
       "Q 33.109375 45.40625 28.21875 45.40625 \n",
       "Q 24.515625 45.40625 21.359375 43.453125 \n",
       "Q 18.21875 41.5 16.796875 37.734375 \n",
       "Q 15.375 33.984375 15.375 26.90625 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-6d\"/>\n",
       "      <path d=\"M 40.4375 6.390625 \n",
       "Q 35.546875 2.25 31.03125 0.53125 \n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \n",
       "Q 12.796875 -1.171875 8.203125 3 \n",
       "Q 3.609375 7.171875 3.609375 13.671875 \n",
       "Q 3.609375 17.484375 5.34375 20.625 \n",
       "Q 7.078125 23.78125 9.890625 25.6875 \n",
       "Q 12.703125 27.59375 16.21875 28.5625 \n",
       "Q 18.796875 29.25 24.03125 29.890625 \n",
       "Q 34.671875 31.15625 39.703125 32.90625 \n",
       "Q 39.75 34.71875 39.75 35.203125 \n",
       "Q 39.75 40.578125 37.25 42.78125 \n",
       "Q 33.890625 45.75 27.25 45.75 \n",
       "Q 21.046875 45.75 18.09375 43.578125 \n",
       "Q 15.140625 41.40625 13.71875 35.890625 \n",
       "L 5.125 37.0625 \n",
       "Q 6.296875 42.578125 8.984375 45.96875 \n",
       "Q 11.671875 49.359375 16.75 51.1875 \n",
       "Q 21.828125 53.03125 28.515625 53.03125 \n",
       "Q 35.15625 53.03125 39.296875 51.46875 \n",
       "Q 43.453125 49.90625 45.40625 47.53125 \n",
       "Q 47.359375 45.171875 48.140625 41.546875 \n",
       "Q 48.578125 39.3125 48.578125 33.453125 \n",
       "L 48.578125 21.734375 \n",
       "Q 48.578125 9.46875 49.140625 6.21875 \n",
       "Q 49.703125 2.984375 51.375 0 \n",
       "L 42.1875 0 \n",
       "Q 40.828125 2.734375 40.4375 6.390625 \n",
       "z\n",
       "M 39.703125 26.03125 \n",
       "Q 34.90625 24.078125 25.34375 22.703125 \n",
       "Q 19.921875 21.921875 17.671875 20.9375 \n",
       "Q 15.4375 19.96875 14.203125 18.09375 \n",
       "Q 12.984375 16.21875 12.984375 13.921875 \n",
       "Q 12.984375 10.40625 15.640625 8.0625 \n",
       "Q 18.3125 5.71875 23.4375 5.71875 \n",
       "Q 28.515625 5.71875 32.46875 7.9375 \n",
       "Q 36.421875 10.15625 38.28125 14.015625 \n",
       "Q 39.703125 17 39.703125 22.796875 \n",
       "z\n",
       "\" id=\"ArialMT-61\"/>\n",
       "      <path d=\"M 6.390625 0 \n",
       "L 6.390625 71.578125 \n",
       "L 15.1875 71.578125 \n",
       "L 15.1875 0 \n",
       "z\n",
       "\" id=\"ArialMT-6c\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(630.342188 37.620312)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"55.615234\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"111.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"144.53125\" xlink:href=\"#ArialMT-6d\"/>\n",
       "      <use x=\"227.832031\" xlink:href=\"#ArialMT-61\"/>\n",
       "      <use x=\"283.447266\" xlink:href=\"#ArialMT-6c\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_38\">\n",
       "     <path d=\"M 602.342188 48.265625 \n",
       "L 622.342188 48.265625 \n",
       "\" style=\"fill:none;stroke:#c44e52;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_39\"/>\n",
       "    <g id=\"text_18\">\n",
       "     <!-- truth -->\n",
       "     <defs>\n",
       "      <path d=\"M 40.578125 0 \n",
       "L 40.578125 7.625 \n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \n",
       "Q 11.578125 2.34375 9.640625 5 \n",
       "Q 7.71875 7.671875 6.9375 11.53125 \n",
       "Q 6.390625 14.109375 6.390625 19.734375 \n",
       "L 6.390625 51.859375 \n",
       "L 15.1875 51.859375 \n",
       "L 15.1875 23.09375 \n",
       "Q 15.1875 16.21875 15.71875 13.8125 \n",
       "Q 16.546875 10.359375 19.234375 8.375 \n",
       "Q 21.921875 6.390625 25.875 6.390625 \n",
       "Q 29.828125 6.390625 33.296875 8.421875 \n",
       "Q 36.765625 10.453125 38.203125 13.9375 \n",
       "Q 39.65625 17.4375 39.65625 24.078125 \n",
       "L 39.65625 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-75\"/>\n",
       "      <path d=\"M 6.59375 0 \n",
       "L 6.59375 71.578125 \n",
       "L 15.375 71.578125 \n",
       "L 15.375 45.90625 \n",
       "Q 21.53125 53.03125 30.90625 53.03125 \n",
       "Q 36.671875 53.03125 40.921875 50.75 \n",
       "Q 45.171875 48.484375 47 44.484375 \n",
       "Q 48.828125 40.484375 48.828125 32.859375 \n",
       "L 48.828125 0 \n",
       "L 40.046875 0 \n",
       "L 40.046875 32.859375 \n",
       "Q 40.046875 39.453125 37.1875 42.453125 \n",
       "Q 34.328125 45.453125 29.109375 45.453125 \n",
       "Q 25.203125 45.453125 21.75 43.421875 \n",
       "Q 18.3125 41.40625 16.84375 37.9375 \n",
       "Q 15.375 34.46875 15.375 28.375 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-68\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(630.342188 51.765625)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-74\"/>\n",
       "      <use x=\"27.783203\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"61.083984\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"116.699219\" xlink:href=\"#ArialMT-74\"/>\n",
       "      <use x=\"144.482422\" xlink:href=\"#ArialMT-68\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p607373e2b7\">\n",
       "   <rect height=\"434.88\" width=\"669.6\" x=\"45.3375\" y=\"7.2\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13892d668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ref=1\n",
    "grid = np.linspace(-1,2,100)\n",
    "dcdr_model.plot_density(test_x = XRBF[ref,:],grid=grid)\n",
    "pylab.plot(grid, stats.norm.pdf(grid, mu_GP[ref], np.sqrt(var_GP)[ref]),label=\"normal\")\n",
    "pylab.plot(grid, density_func3(s[ref],grid),label=\"truth\")\n",
    "pylab.legend(loc='best')\n",
    "#pylab.show()\n",
    "plt.savefig(\"density_sample.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"356pt\" version=\"1.1\" viewBox=\"0 0 487 356\" width=\"487pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 356.705312 \n",
       "L 487.540625 356.705312 \n",
       "L 487.540625 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 33.940625 333.36 \n",
       "L 480.340625 333.36 \n",
       "L 480.340625 7.2 \n",
       "L 33.940625 7.2 \n",
       "z\n",
       "\" style=\"fill:#eaeaf2;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 53.864926 333.36 \n",
       "L 53.864926 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_2\"/>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-30\"/>\n",
       "       <path d=\"M 9.078125 0 \n",
       "L 9.078125 10.015625 \n",
       "L 19.09375 10.015625 \n",
       "L 19.09375 0 \n",
       "z\n",
       "\" id=\"ArialMT-2e\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(46.914926 347.517812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 135.169307 333.36 \n",
       "L 135.169307 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\"/>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0.2 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-32\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(128.219307 347.517812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 216.473688 333.36 \n",
       "L 216.473688 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\"/>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0.4 -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.328125 0 \n",
       "L 32.328125 17.140625 \n",
       "L 1.265625 17.140625 \n",
       "L 1.265625 25.203125 \n",
       "L 33.9375 71.578125 \n",
       "L 41.109375 71.578125 \n",
       "L 41.109375 25.203125 \n",
       "L 50.78125 25.203125 \n",
       "L 50.78125 17.140625 \n",
       "L 41.109375 17.140625 \n",
       "L 41.109375 0 \n",
       "z\n",
       "M 32.328125 25.203125 \n",
       "L 32.328125 57.46875 \n",
       "L 9.90625 25.203125 \n",
       "z\n",
       "\" id=\"ArialMT-34\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(209.523688 347.517812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 297.778068 333.36 \n",
       "L 297.778068 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\"/>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0.6 -->\n",
       "      <defs>\n",
       "       <path d=\"M 49.75 54.046875 \n",
       "L 41.015625 53.375 \n",
       "Q 39.84375 58.546875 37.703125 60.890625 \n",
       "Q 34.125 64.65625 28.90625 64.65625 \n",
       "Q 24.703125 64.65625 21.53125 62.3125 \n",
       "Q 17.390625 59.28125 14.984375 53.46875 \n",
       "Q 12.59375 47.65625 12.5 36.921875 \n",
       "Q 15.671875 41.75 20.265625 44.09375 \n",
       "Q 24.859375 46.4375 29.890625 46.4375 \n",
       "Q 38.671875 46.4375 44.84375 39.96875 \n",
       "Q 51.03125 33.5 51.03125 23.25 \n",
       "Q 51.03125 16.5 48.125 10.71875 \n",
       "Q 45.21875 4.9375 40.140625 1.859375 \n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \n",
       "Q 17.625 -1.21875 10.6875 6.859375 \n",
       "Q 3.765625 14.9375 3.765625 33.5 \n",
       "Q 3.765625 54.25 11.421875 63.671875 \n",
       "Q 18.109375 71.875 29.4375 71.875 \n",
       "Q 37.890625 71.875 43.28125 67.140625 \n",
       "Q 48.6875 62.40625 49.75 54.046875 \n",
       "z\n",
       "M 13.875 23.1875 \n",
       "Q 13.875 18.65625 15.796875 14.5 \n",
       "Q 17.71875 10.359375 21.1875 8.171875 \n",
       "Q 24.65625 6 28.46875 6 \n",
       "Q 34.03125 6 38.03125 10.484375 \n",
       "Q 42.046875 14.984375 42.046875 22.703125 \n",
       "Q 42.046875 30.125 38.078125 34.390625 \n",
       "Q 34.125 38.671875 28.125 38.671875 \n",
       "Q 22.171875 38.671875 18.015625 34.390625 \n",
       "Q 13.875 30.125 13.875 23.1875 \n",
       "z\n",
       "\" id=\"ArialMT-36\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(290.828068 347.517812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 379.082449 333.36 \n",
       "L 379.082449 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\"/>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0.8 -->\n",
       "      <defs>\n",
       "       <path d=\"M 17.671875 38.8125 \n",
       "Q 12.203125 40.828125 9.5625 44.53125 \n",
       "Q 6.9375 48.25 6.9375 53.421875 \n",
       "Q 6.9375 61.234375 12.546875 66.546875 \n",
       "Q 18.171875 71.875 27.484375 71.875 \n",
       "Q 36.859375 71.875 42.578125 66.421875 \n",
       "Q 48.296875 60.984375 48.296875 53.171875 \n",
       "Q 48.296875 48.1875 45.671875 44.5 \n",
       "Q 43.0625 40.828125 37.75 38.8125 \n",
       "Q 44.34375 36.671875 47.78125 31.875 \n",
       "Q 51.21875 27.09375 51.21875 20.453125 \n",
       "Q 51.21875 11.28125 44.71875 5.03125 \n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \n",
       "Q 4.046875 11.328125 4.046875 20.703125 \n",
       "Q 4.046875 27.6875 7.59375 32.390625 \n",
       "Q 11.140625 37.109375 17.671875 38.8125 \n",
       "z\n",
       "M 15.921875 53.71875 \n",
       "Q 15.921875 48.640625 19.1875 45.40625 \n",
       "Q 22.46875 42.1875 27.6875 42.1875 \n",
       "Q 32.765625 42.1875 36.015625 45.375 \n",
       "Q 39.265625 48.578125 39.265625 53.21875 \n",
       "Q 39.265625 58.0625 35.90625 61.359375 \n",
       "Q 32.5625 64.65625 27.59375 64.65625 \n",
       "Q 22.5625 64.65625 19.234375 61.421875 \n",
       "Q 15.921875 58.203125 15.921875 53.71875 \n",
       "z\n",
       "M 13.09375 20.65625 \n",
       "Q 13.09375 16.890625 14.875 13.375 \n",
       "Q 16.65625 9.859375 20.171875 7.921875 \n",
       "Q 23.6875 6 27.734375 6 \n",
       "Q 34.03125 6 38.125 10.046875 \n",
       "Q 42.234375 14.109375 42.234375 20.359375 \n",
       "Q 42.234375 26.703125 38.015625 30.859375 \n",
       "Q 33.796875 35.015625 27.4375 35.015625 \n",
       "Q 21.234375 35.015625 17.15625 30.90625 \n",
       "Q 13.09375 26.8125 13.09375 20.65625 \n",
       "z\n",
       "\" id=\"ArialMT-38\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(372.132449 347.517812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 460.38683 333.36 \n",
       "L 460.38683 7.2 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\"/>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-31\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(453.43683 347.517812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 326.172876 \n",
       "L 480.340625 326.172876 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\"/>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- −2.0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 52.828125 31.203125 \n",
       "L 5.5625 31.203125 \n",
       "L 5.5625 39.40625 \n",
       "L 52.828125 39.40625 \n",
       "z\n",
       "\" id=\"ArialMT-2212\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 329.751782)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-2212\"/>\n",
       "       <use x=\"58.398438\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"114.013672\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"141.796875\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 287.927229 \n",
       "L 480.340625 287.927229 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\"/>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- −1.5 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 18.75 \n",
       "L 13.375 19.53125 \n",
       "Q 14.40625 12.796875 18.140625 9.390625 \n",
       "Q 21.875 6 27.15625 6 \n",
       "Q 33.5 6 37.890625 10.78125 \n",
       "Q 42.28125 15.578125 42.28125 23.484375 \n",
       "Q 42.28125 31 38.0625 35.34375 \n",
       "Q 33.84375 39.703125 27 39.703125 \n",
       "Q 22.75 39.703125 19.328125 37.765625 \n",
       "Q 15.921875 35.84375 13.96875 32.765625 \n",
       "L 5.71875 33.84375 \n",
       "L 12.640625 70.609375 \n",
       "L 48.25 70.609375 \n",
       "L 48.25 62.203125 \n",
       "L 19.671875 62.203125 \n",
       "L 15.828125 42.96875 \n",
       "Q 22.265625 47.46875 29.34375 47.46875 \n",
       "Q 38.71875 47.46875 45.15625 40.96875 \n",
       "Q 51.609375 34.46875 51.609375 24.265625 \n",
       "Q 51.609375 14.546875 45.953125 7.46875 \n",
       "Q 39.0625 -1.21875 27.15625 -1.21875 \n",
       "Q 17.390625 -1.21875 11.203125 4.25 \n",
       "Q 5.03125 9.71875 4.15625 18.75 \n",
       "z\n",
       "\" id=\"ArialMT-35\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 291.506136)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-2212\"/>\n",
       "       <use x=\"58.398438\" xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"114.013672\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"141.796875\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 249.681583 \n",
       "L 480.340625 249.681583 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_18\"/>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- −1.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 253.260489)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-2212\"/>\n",
       "       <use x=\"58.398438\" xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"114.013672\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"141.796875\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 211.435937 \n",
       "L 480.340625 211.435937 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_20\"/>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- −0.5 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 215.014843)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-2212\"/>\n",
       "       <use x=\"58.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"114.013672\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"141.796875\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 173.190291 \n",
       "L 480.340625 173.190291 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_22\"/>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(13.040625 176.769197)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 134.944644 \n",
       "L 480.340625 134.944644 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_24\"/>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.5 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(13.040625 138.523551)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 96.698998 \n",
       "L 480.340625 96.698998 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_26\"/>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(13.040625 100.277904)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 58.453352 \n",
       "L 480.340625 58.453352 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_28\"/>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 1.5 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(13.040625 62.032258)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <path clip-path=\"url(#p35f9edf01a)\" d=\"M 33.940625 20.207706 \n",
       "L 480.340625 20.207706 \n",
       "\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_30\"/>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 2.0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(13.040625 23.786612)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-2e\"/>\n",
       "       <use x=\"83.398438\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_31\">\n",
       "    <defs>\n",
       "     <path d=\"M 0 1.75 \n",
       "C 0.464105 1.75 0.909265 1.565609 1.237437 1.237437 \n",
       "C 1.565609 0.909265 1.75 0.464105 1.75 0 \n",
       "C 1.75 -0.464105 1.565609 -0.909265 1.237437 -1.237437 \n",
       "C 0.909265 -1.565609 0.464105 -1.75 0 -1.75 \n",
       "C -0.464105 -1.75 -0.909265 -1.565609 -1.237437 -1.237437 \n",
       "C -1.565609 -0.909265 -1.75 -0.464105 -1.75 0 \n",
       "C -1.75 0.464105 -1.565609 0.909265 -1.237437 1.237437 \n",
       "C -0.909265 1.565609 -0.464105 1.75 0 1.75 \n",
       "z\n",
       "\" id=\"ma6bf5b9919\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p35f9edf01a)\">\n",
       "     <use style=\"fill:#4c72b0;\" x=\"54.231534\" xlink:href=\"#ma6bf5b9919\" y=\"150.226242\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"54.448297\" xlink:href=\"#ma6bf5b9919\" y=\"181.403245\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"54.647051\" xlink:href=\"#ma6bf5b9919\" y=\"111.355539\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"54.762949\" xlink:href=\"#ma6bf5b9919\" y=\"182.001705\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"54.874087\" xlink:href=\"#ma6bf5b9919\" y=\"117.002975\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"54.969836\" xlink:href=\"#ma6bf5b9919\" y=\"143.947229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.220857\" xlink:href=\"#ma6bf5b9919\" y=\"167.184093\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.267503\" xlink:href=\"#ma6bf5b9919\" y=\"96.405628\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.317605\" xlink:href=\"#ma6bf5b9919\" y=\"209.57586\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.486514\" xlink:href=\"#ma6bf5b9919\" y=\"157.613624\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.577742\" xlink:href=\"#ma6bf5b9919\" y=\"116.905703\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.593181\" xlink:href=\"#ma6bf5b9919\" y=\"150.444043\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.623447\" xlink:href=\"#ma6bf5b9919\" y=\"154.501916\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.705708\" xlink:href=\"#ma6bf5b9919\" y=\"157.602281\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.76075\" xlink:href=\"#ma6bf5b9919\" y=\"130.515141\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.90505\" xlink:href=\"#ma6bf5b9919\" y=\"172.982165\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"55.951537\" xlink:href=\"#ma6bf5b9919\" y=\"136.771466\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"56.033192\" xlink:href=\"#ma6bf5b9919\" y=\"205.931\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"56.130195\" xlink:href=\"#ma6bf5b9919\" y=\"189.036977\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"56.418179\" xlink:href=\"#ma6bf5b9919\" y=\"110.044052\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"56.711721\" xlink:href=\"#ma6bf5b9919\" y=\"128.826781\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"56.758357\" xlink:href=\"#ma6bf5b9919\" y=\"113.184287\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"56.843253\" xlink:href=\"#ma6bf5b9919\" y=\"153.628744\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"56.936108\" xlink:href=\"#ma6bf5b9919\" y=\"195.642896\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"56.988511\" xlink:href=\"#ma6bf5b9919\" y=\"160.492926\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.087987\" xlink:href=\"#ma6bf5b9919\" y=\"154.124876\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.090245\" xlink:href=\"#ma6bf5b9919\" y=\"149.874317\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.129519\" xlink:href=\"#ma6bf5b9919\" y=\"126.501573\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.152465\" xlink:href=\"#ma6bf5b9919\" y=\"151.754302\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.179478\" xlink:href=\"#ma6bf5b9919\" y=\"132.110581\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.240979\" xlink:href=\"#ma6bf5b9919\" y=\"97.942017\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.299371\" xlink:href=\"#ma6bf5b9919\" y=\"116.764219\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.408524\" xlink:href=\"#ma6bf5b9919\" y=\"165.477978\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.70671\" xlink:href=\"#ma6bf5b9919\" y=\"164.95952\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"57.858268\" xlink:href=\"#ma6bf5b9919\" y=\"91.185396\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"58.031792\" xlink:href=\"#ma6bf5b9919\" y=\"150.32175\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"58.13836\" xlink:href=\"#ma6bf5b9919\" y=\"107.291309\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"58.328716\" xlink:href=\"#ma6bf5b9919\" y=\"134.90102\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"58.540292\" xlink:href=\"#ma6bf5b9919\" y=\"100.985827\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"58.764002\" xlink:href=\"#ma6bf5b9919\" y=\"109.352894\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"59.048843\" xlink:href=\"#ma6bf5b9919\" y=\"122.087668\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"59.086696\" xlink:href=\"#ma6bf5b9919\" y=\"160.073479\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"59.150507\" xlink:href=\"#ma6bf5b9919\" y=\"120.005781\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"59.156759\" xlink:href=\"#ma6bf5b9919\" y=\"135.840528\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"59.517136\" xlink:href=\"#ma6bf5b9919\" y=\"127.24678\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"59.723524\" xlink:href=\"#ma6bf5b9919\" y=\"155.528037\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"59.985574\" xlink:href=\"#ma6bf5b9919\" y=\"130.204599\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"60.157656\" xlink:href=\"#ma6bf5b9919\" y=\"145.318457\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"60.265838\" xlink:href=\"#ma6bf5b9919\" y=\"115.16799\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"60.557751\" xlink:href=\"#ma6bf5b9919\" y=\"140.766479\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"60.833021\" xlink:href=\"#ma6bf5b9919\" y=\"128.562769\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"60.93461\" xlink:href=\"#ma6bf5b9919\" y=\"181.532258\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.106818\" xlink:href=\"#ma6bf5b9919\" y=\"102.980842\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.194074\" xlink:href=\"#ma6bf5b9919\" y=\"115.880047\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.401232\" xlink:href=\"#ma6bf5b9919\" y=\"114.537018\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.418569\" xlink:href=\"#ma6bf5b9919\" y=\"146.24834\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.490524\" xlink:href=\"#ma6bf5b9919\" y=\"198.496674\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.502107\" xlink:href=\"#ma6bf5b9919\" y=\"168.782279\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.745793\" xlink:href=\"#ma6bf5b9919\" y=\"107.333722\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.807853\" xlink:href=\"#ma6bf5b9919\" y=\"189.276726\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"61.947371\" xlink:href=\"#ma6bf5b9919\" y=\"171.180297\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"62.448856\" xlink:href=\"#ma6bf5b9919\" y=\"128.832147\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"62.653302\" xlink:href=\"#ma6bf5b9919\" y=\"143.687329\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"62.657023\" xlink:href=\"#ma6bf5b9919\" y=\"118.169281\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"62.927422\" xlink:href=\"#ma6bf5b9919\" y=\"147.136851\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"63.519934\" xlink:href=\"#ma6bf5b9919\" y=\"176.620544\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"63.612948\" xlink:href=\"#ma6bf5b9919\" y=\"196.276828\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.036437\" xlink:href=\"#ma6bf5b9919\" y=\"124.314327\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.098882\" xlink:href=\"#ma6bf5b9919\" y=\"115.086762\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.109857\" xlink:href=\"#ma6bf5b9919\" y=\"137.683792\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.127221\" xlink:href=\"#ma6bf5b9919\" y=\"99.302197\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.251944\" xlink:href=\"#ma6bf5b9919\" y=\"147.444067\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.404507\" xlink:href=\"#ma6bf5b9919\" y=\"160.086746\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.87435\" xlink:href=\"#ma6bf5b9919\" y=\"145.520023\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.896189\" xlink:href=\"#ma6bf5b9919\" y=\"106.050748\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.910503\" xlink:href=\"#ma6bf5b9919\" y=\"130.247689\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"64.923284\" xlink:href=\"#ma6bf5b9919\" y=\"142.050475\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.05991\" xlink:href=\"#ma6bf5b9919\" y=\"135.164275\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.143591\" xlink:href=\"#ma6bf5b9919\" y=\"139.846566\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.255254\" xlink:href=\"#ma6bf5b9919\" y=\"135.495234\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.521172\" xlink:href=\"#ma6bf5b9919\" y=\"117.377265\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.523467\" xlink:href=\"#ma6bf5b9919\" y=\"119.792949\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.714762\" xlink:href=\"#ma6bf5b9919\" y=\"171.904503\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.831789\" xlink:href=\"#ma6bf5b9919\" y=\"135.369504\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.860774\" xlink:href=\"#ma6bf5b9919\" y=\"153.783018\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.870435\" xlink:href=\"#ma6bf5b9919\" y=\"165.971771\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"65.884657\" xlink:href=\"#ma6bf5b9919\" y=\"127.888857\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"66.022192\" xlink:href=\"#ma6bf5b9919\" y=\"145.906983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"66.206373\" xlink:href=\"#ma6bf5b9919\" y=\"130.958179\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"66.300221\" xlink:href=\"#ma6bf5b9919\" y=\"135.581718\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"66.448231\" xlink:href=\"#ma6bf5b9919\" y=\"157.960903\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"66.567745\" xlink:href=\"#ma6bf5b9919\" y=\"126.872025\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"66.728279\" xlink:href=\"#ma6bf5b9919\" y=\"171.220783\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"66.743715\" xlink:href=\"#ma6bf5b9919\" y=\"98.968881\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"66.986396\" xlink:href=\"#ma6bf5b9919\" y=\"94.402907\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"67.019859\" xlink:href=\"#ma6bf5b9919\" y=\"156.105372\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"67.220772\" xlink:href=\"#ma6bf5b9919\" y=\"134.190261\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"67.234187\" xlink:href=\"#ma6bf5b9919\" y=\"149.639492\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"67.28225\" xlink:href=\"#ma6bf5b9919\" y=\"85.147162\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"67.43757\" xlink:href=\"#ma6bf5b9919\" y=\"145.019537\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"67.798659\" xlink:href=\"#ma6bf5b9919\" y=\"142.911177\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"68.375437\" xlink:href=\"#ma6bf5b9919\" y=\"113.376039\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"68.83078\" xlink:href=\"#ma6bf5b9919\" y=\"138.42983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"68.933883\" xlink:href=\"#ma6bf5b9919\" y=\"112.807048\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"68.995311\" xlink:href=\"#ma6bf5b9919\" y=\"104.998473\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"69.130402\" xlink:href=\"#ma6bf5b9919\" y=\"95.859103\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"69.471629\" xlink:href=\"#ma6bf5b9919\" y=\"113.815637\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"69.567097\" xlink:href=\"#ma6bf5b9919\" y=\"118.635228\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"69.576293\" xlink:href=\"#ma6bf5b9919\" y=\"159.834787\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"69.597332\" xlink:href=\"#ma6bf5b9919\" y=\"163.14889\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"69.683332\" xlink:href=\"#ma6bf5b9919\" y=\"139.145271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"69.812498\" xlink:href=\"#ma6bf5b9919\" y=\"159.27062\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.020432\" xlink:href=\"#ma6bf5b9919\" y=\"99.383343\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.106908\" xlink:href=\"#ma6bf5b9919\" y=\"157.29603\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.252369\" xlink:href=\"#ma6bf5b9919\" y=\"151.759558\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.581782\" xlink:href=\"#ma6bf5b9919\" y=\"117.851173\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.650141\" xlink:href=\"#ma6bf5b9919\" y=\"143.470333\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.694122\" xlink:href=\"#ma6bf5b9919\" y=\"160.714354\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.84587\" xlink:href=\"#ma6bf5b9919\" y=\"158.15514\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.852575\" xlink:href=\"#ma6bf5b9919\" y=\"100.574621\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.856611\" xlink:href=\"#ma6bf5b9919\" y=\"115.16633\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"70.947445\" xlink:href=\"#ma6bf5b9919\" y=\"120.029022\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.113322\" xlink:href=\"#ma6bf5b9919\" y=\"131.496178\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.195532\" xlink:href=\"#ma6bf5b9919\" y=\"141.444856\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.368727\" xlink:href=\"#ma6bf5b9919\" y=\"130.47123\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.397824\" xlink:href=\"#ma6bf5b9919\" y=\"111.109579\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.544441\" xlink:href=\"#ma6bf5b9919\" y=\"135.513566\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.549111\" xlink:href=\"#ma6bf5b9919\" y=\"106.795293\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.649774\" xlink:href=\"#ma6bf5b9919\" y=\"97.427766\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.68479\" xlink:href=\"#ma6bf5b9919\" y=\"148.588166\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"71.69505\" xlink:href=\"#ma6bf5b9919\" y=\"138.785557\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"72.00145\" xlink:href=\"#ma6bf5b9919\" y=\"120.660079\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"72.063677\" xlink:href=\"#ma6bf5b9919\" y=\"139.161676\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"72.21867\" xlink:href=\"#ma6bf5b9919\" y=\"150.415781\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"72.434426\" xlink:href=\"#ma6bf5b9919\" y=\"112.50615\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"72.568484\" xlink:href=\"#ma6bf5b9919\" y=\"149.336336\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"72.683696\" xlink:href=\"#ma6bf5b9919\" y=\"133.761128\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"72.911506\" xlink:href=\"#ma6bf5b9919\" y=\"83.409567\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"72.949025\" xlink:href=\"#ma6bf5b9919\" y=\"110.834329\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"73.024172\" xlink:href=\"#ma6bf5b9919\" y=\"82.758729\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"73.711457\" xlink:href=\"#ma6bf5b9919\" y=\"128.795447\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"73.730873\" xlink:href=\"#ma6bf5b9919\" y=\"136.597758\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"73.750534\" xlink:href=\"#ma6bf5b9919\" y=\"166.512066\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"73.802527\" xlink:href=\"#ma6bf5b9919\" y=\"160.931086\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"73.949391\" xlink:href=\"#ma6bf5b9919\" y=\"90.806767\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"74.092834\" xlink:href=\"#ma6bf5b9919\" y=\"163.366287\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"74.275215\" xlink:href=\"#ma6bf5b9919\" y=\"122.785526\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"74.452041\" xlink:href=\"#ma6bf5b9919\" y=\"90.536556\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"74.605658\" xlink:href=\"#ma6bf5b9919\" y=\"123.67969\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"74.620775\" xlink:href=\"#ma6bf5b9919\" y=\"105.551962\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"74.713991\" xlink:href=\"#ma6bf5b9919\" y=\"104.422856\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"74.932211\" xlink:href=\"#ma6bf5b9919\" y=\"121.623043\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"74.992338\" xlink:href=\"#ma6bf5b9919\" y=\"134.91354\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.094609\" xlink:href=\"#ma6bf5b9919\" y=\"119.146228\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.259998\" xlink:href=\"#ma6bf5b9919\" y=\"148.979797\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.308888\" xlink:href=\"#ma6bf5b9919\" y=\"171.183976\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.420162\" xlink:href=\"#ma6bf5b9919\" y=\"76.166323\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.441582\" xlink:href=\"#ma6bf5b9919\" y=\"134.170651\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.532959\" xlink:href=\"#ma6bf5b9919\" y=\"111.902206\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.717402\" xlink:href=\"#ma6bf5b9919\" y=\"97.768387\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.936825\" xlink:href=\"#ma6bf5b9919\" y=\"130.81176\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.962573\" xlink:href=\"#ma6bf5b9919\" y=\"130.800663\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.965078\" xlink:href=\"#ma6bf5b9919\" y=\"117.670686\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"75.978025\" xlink:href=\"#ma6bf5b9919\" y=\"114.912106\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"76.603095\" xlink:href=\"#ma6bf5b9919\" y=\"143.929378\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"76.797296\" xlink:href=\"#ma6bf5b9919\" y=\"163.845293\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"76.984991\" xlink:href=\"#ma6bf5b9919\" y=\"133.162921\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"76.988887\" xlink:href=\"#ma6bf5b9919\" y=\"116.71887\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"77.024918\" xlink:href=\"#ma6bf5b9919\" y=\"141.941114\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"77.164767\" xlink:href=\"#ma6bf5b9919\" y=\"111.161091\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"77.439355\" xlink:href=\"#ma6bf5b9919\" y=\"106.450747\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"77.449733\" xlink:href=\"#ma6bf5b9919\" y=\"135.199945\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"77.734079\" xlink:href=\"#ma6bf5b9919\" y=\"117.207609\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"77.838783\" xlink:href=\"#ma6bf5b9919\" y=\"138.127506\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.101916\" xlink:href=\"#ma6bf5b9919\" y=\"85.27145\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.11338\" xlink:href=\"#ma6bf5b9919\" y=\"125.032825\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.166779\" xlink:href=\"#ma6bf5b9919\" y=\"142.83844\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.277666\" xlink:href=\"#ma6bf5b9919\" y=\"117.222976\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.478678\" xlink:href=\"#ma6bf5b9919\" y=\"118.875931\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.574071\" xlink:href=\"#ma6bf5b9919\" y=\"159.720892\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.69372\" xlink:href=\"#ma6bf5b9919\" y=\"164.259338\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.725272\" xlink:href=\"#ma6bf5b9919\" y=\"96.081173\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.751721\" xlink:href=\"#ma6bf5b9919\" y=\"104.08158\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.807563\" xlink:href=\"#ma6bf5b9919\" y=\"139.13788\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.903224\" xlink:href=\"#ma6bf5b9919\" y=\"109.060049\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"78.906458\" xlink:href=\"#ma6bf5b9919\" y=\"124.01716\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"79.346488\" xlink:href=\"#ma6bf5b9919\" y=\"154.793034\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"79.396712\" xlink:href=\"#ma6bf5b9919\" y=\"116.910982\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"79.415728\" xlink:href=\"#ma6bf5b9919\" y=\"162.698916\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"79.43578\" xlink:href=\"#ma6bf5b9919\" y=\"168.593576\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"79.747766\" xlink:href=\"#ma6bf5b9919\" y=\"128.23031\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"79.851878\" xlink:href=\"#ma6bf5b9919\" y=\"107.158356\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.146837\" xlink:href=\"#ma6bf5b9919\" y=\"177.295997\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.283137\" xlink:href=\"#ma6bf5b9919\" y=\"146.998206\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.40532\" xlink:href=\"#ma6bf5b9919\" y=\"140.942699\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.49668\" xlink:href=\"#ma6bf5b9919\" y=\"153.287926\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.558645\" xlink:href=\"#ma6bf5b9919\" y=\"121.573869\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.566207\" xlink:href=\"#ma6bf5b9919\" y=\"124.945648\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.577755\" xlink:href=\"#ma6bf5b9919\" y=\"112.527604\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.935488\" xlink:href=\"#ma6bf5b9919\" y=\"129.565348\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.936022\" xlink:href=\"#ma6bf5b9919\" y=\"120.69159\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"80.955755\" xlink:href=\"#ma6bf5b9919\" y=\"110.311405\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"81.039255\" xlink:href=\"#ma6bf5b9919\" y=\"116.543984\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"81.160583\" xlink:href=\"#ma6bf5b9919\" y=\"152.105606\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"81.362824\" xlink:href=\"#ma6bf5b9919\" y=\"165.54708\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"81.499537\" xlink:href=\"#ma6bf5b9919\" y=\"167.44535\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"81.64177\" xlink:href=\"#ma6bf5b9919\" y=\"108.609281\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"81.755783\" xlink:href=\"#ma6bf5b9919\" y=\"125.771027\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"81.787922\" xlink:href=\"#ma6bf5b9919\" y=\"118.268066\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"82.183482\" xlink:href=\"#ma6bf5b9919\" y=\"122.750303\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"82.426209\" xlink:href=\"#ma6bf5b9919\" y=\"99.62214\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"82.530295\" xlink:href=\"#ma6bf5b9919\" y=\"135.476135\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"82.948311\" xlink:href=\"#ma6bf5b9919\" y=\"164.551362\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"83.266754\" xlink:href=\"#ma6bf5b9919\" y=\"115.442905\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"83.396503\" xlink:href=\"#ma6bf5b9919\" y=\"117.10478\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"83.706879\" xlink:href=\"#ma6bf5b9919\" y=\"125.858012\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"83.743629\" xlink:href=\"#ma6bf5b9919\" y=\"105.1129\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"83.809735\" xlink:href=\"#ma6bf5b9919\" y=\"140.705496\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.037161\" xlink:href=\"#ma6bf5b9919\" y=\"108.366078\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.075148\" xlink:href=\"#ma6bf5b9919\" y=\"104.39932\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.109296\" xlink:href=\"#ma6bf5b9919\" y=\"174.623427\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.135837\" xlink:href=\"#ma6bf5b9919\" y=\"108.047804\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.157222\" xlink:href=\"#ma6bf5b9919\" y=\"125.963483\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.18248\" xlink:href=\"#ma6bf5b9919\" y=\"144.502364\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.314713\" xlink:href=\"#ma6bf5b9919\" y=\"151.320993\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.367535\" xlink:href=\"#ma6bf5b9919\" y=\"129.744168\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.471046\" xlink:href=\"#ma6bf5b9919\" y=\"122.504953\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.557212\" xlink:href=\"#ma6bf5b9919\" y=\"110.638065\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.608868\" xlink:href=\"#ma6bf5b9919\" y=\"142.202968\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.618595\" xlink:href=\"#ma6bf5b9919\" y=\"92.152849\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.897483\" xlink:href=\"#ma6bf5b9919\" y=\"103.10369\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"84.923294\" xlink:href=\"#ma6bf5b9919\" y=\"96.215913\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"85.003197\" xlink:href=\"#ma6bf5b9919\" y=\"93.394022\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"85.039311\" xlink:href=\"#ma6bf5b9919\" y=\"113.029014\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"85.598985\" xlink:href=\"#ma6bf5b9919\" y=\"124.118153\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"85.763699\" xlink:href=\"#ma6bf5b9919\" y=\"102.776446\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"85.781585\" xlink:href=\"#ma6bf5b9919\" y=\"72.218361\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.076978\" xlink:href=\"#ma6bf5b9919\" y=\"103.36873\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.242557\" xlink:href=\"#ma6bf5b9919\" y=\"136.677183\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.34024\" xlink:href=\"#ma6bf5b9919\" y=\"99.693008\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.534038\" xlink:href=\"#ma6bf5b9919\" y=\"103.934081\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.748397\" xlink:href=\"#ma6bf5b9919\" y=\"72.800367\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.801939\" xlink:href=\"#ma6bf5b9919\" y=\"120.994602\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.806664\" xlink:href=\"#ma6bf5b9919\" y=\"160.294481\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.808213\" xlink:href=\"#ma6bf5b9919\" y=\"102.261664\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"86.854511\" xlink:href=\"#ma6bf5b9919\" y=\"100.506777\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"87.23831\" xlink:href=\"#ma6bf5b9919\" y=\"102.442806\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"87.437877\" xlink:href=\"#ma6bf5b9919\" y=\"132.153399\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"87.617829\" xlink:href=\"#ma6bf5b9919\" y=\"116.538192\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"87.755842\" xlink:href=\"#ma6bf5b9919\" y=\"147.123009\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"87.764674\" xlink:href=\"#ma6bf5b9919\" y=\"123.184317\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"88.079042\" xlink:href=\"#ma6bf5b9919\" y=\"116.645795\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"88.163227\" xlink:href=\"#ma6bf5b9919\" y=\"83.435527\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"88.219758\" xlink:href=\"#ma6bf5b9919\" y=\"119.644558\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"88.552579\" xlink:href=\"#ma6bf5b9919\" y=\"117.756916\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"88.636648\" xlink:href=\"#ma6bf5b9919\" y=\"103.781086\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"88.653872\" xlink:href=\"#ma6bf5b9919\" y=\"112.854459\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"88.786762\" xlink:href=\"#ma6bf5b9919\" y=\"116.034366\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"88.934123\" xlink:href=\"#ma6bf5b9919\" y=\"152.83642\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"89.336245\" xlink:href=\"#ma6bf5b9919\" y=\"88.186694\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"89.386476\" xlink:href=\"#ma6bf5b9919\" y=\"110.146456\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"89.402638\" xlink:href=\"#ma6bf5b9919\" y=\"127.786449\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"89.438213\" xlink:href=\"#ma6bf5b9919\" y=\"144.008106\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"89.461004\" xlink:href=\"#ma6bf5b9919\" y=\"138.538171\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"89.504549\" xlink:href=\"#ma6bf5b9919\" y=\"133.994876\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"89.55249\" xlink:href=\"#ma6bf5b9919\" y=\"131.817088\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"89.818524\" xlink:href=\"#ma6bf5b9919\" y=\"131.79507\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.056023\" xlink:href=\"#ma6bf5b9919\" y=\"147.77459\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.065781\" xlink:href=\"#ma6bf5b9919\" y=\"136.127825\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.212156\" xlink:href=\"#ma6bf5b9919\" y=\"57.04974\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.221269\" xlink:href=\"#ma6bf5b9919\" y=\"96.557462\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.225076\" xlink:href=\"#ma6bf5b9919\" y=\"146.591647\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.467363\" xlink:href=\"#ma6bf5b9919\" y=\"64.970535\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.567092\" xlink:href=\"#ma6bf5b9919\" y=\"116.642174\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.774474\" xlink:href=\"#ma6bf5b9919\" y=\"139.288306\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"90.823098\" xlink:href=\"#ma6bf5b9919\" y=\"96.741098\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.117135\" xlink:href=\"#ma6bf5b9919\" y=\"101.94781\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.156615\" xlink:href=\"#ma6bf5b9919\" y=\"88.440865\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.205012\" xlink:href=\"#ma6bf5b9919\" y=\"139.323408\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.284748\" xlink:href=\"#ma6bf5b9919\" y=\"84.925076\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.385096\" xlink:href=\"#ma6bf5b9919\" y=\"124.242739\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.387965\" xlink:href=\"#ma6bf5b9919\" y=\"101.753364\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.602543\" xlink:href=\"#ma6bf5b9919\" y=\"90.137239\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.633876\" xlink:href=\"#ma6bf5b9919\" y=\"148.800353\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.718247\" xlink:href=\"#ma6bf5b9919\" y=\"84.943041\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"91.819607\" xlink:href=\"#ma6bf5b9919\" y=\"90.537904\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.268441\" xlink:href=\"#ma6bf5b9919\" y=\"95.316831\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.304198\" xlink:href=\"#ma6bf5b9919\" y=\"98.299741\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.514088\" xlink:href=\"#ma6bf5b9919\" y=\"111.324824\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.601606\" xlink:href=\"#ma6bf5b9919\" y=\"108.027304\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.674067\" xlink:href=\"#ma6bf5b9919\" y=\"95.341708\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.694925\" xlink:href=\"#ma6bf5b9919\" y=\"139.482894\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.737157\" xlink:href=\"#ma6bf5b9919\" y=\"100.967901\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.839528\" xlink:href=\"#ma6bf5b9919\" y=\"88.475682\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.9279\" xlink:href=\"#ma6bf5b9919\" y=\"103.774791\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"92.952372\" xlink:href=\"#ma6bf5b9919\" y=\"152.693451\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.009521\" xlink:href=\"#ma6bf5b9919\" y=\"119.109539\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.106858\" xlink:href=\"#ma6bf5b9919\" y=\"81.378095\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.119887\" xlink:href=\"#ma6bf5b9919\" y=\"130.083983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.44258\" xlink:href=\"#ma6bf5b9919\" y=\"88.508938\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.45646\" xlink:href=\"#ma6bf5b9919\" y=\"113.10913\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.643014\" xlink:href=\"#ma6bf5b9919\" y=\"127.183943\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.667683\" xlink:href=\"#ma6bf5b9919\" y=\"114.290994\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.687973\" xlink:href=\"#ma6bf5b9919\" y=\"89.076091\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.894581\" xlink:href=\"#ma6bf5b9919\" y=\"153.064304\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"93.927663\" xlink:href=\"#ma6bf5b9919\" y=\"158.35184\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"94.60557\" xlink:href=\"#ma6bf5b9919\" y=\"108.845961\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"94.968355\" xlink:href=\"#ma6bf5b9919\" y=\"109.930415\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"95.122085\" xlink:href=\"#ma6bf5b9919\" y=\"92.592082\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"95.22642\" xlink:href=\"#ma6bf5b9919\" y=\"81.736913\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"95.263225\" xlink:href=\"#ma6bf5b9919\" y=\"126.874354\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"95.386239\" xlink:href=\"#ma6bf5b9919\" y=\"116.886415\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"95.507797\" xlink:href=\"#ma6bf5b9919\" y=\"145.795353\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"95.561894\" xlink:href=\"#ma6bf5b9919\" y=\"101.520551\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"95.634757\" xlink:href=\"#ma6bf5b9919\" y=\"126.15155\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"95.816646\" xlink:href=\"#ma6bf5b9919\" y=\"82.156893\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.051278\" xlink:href=\"#ma6bf5b9919\" y=\"113.201791\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.216253\" xlink:href=\"#ma6bf5b9919\" y=\"90.005886\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.231529\" xlink:href=\"#ma6bf5b9919\" y=\"87.205652\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.289101\" xlink:href=\"#ma6bf5b9919\" y=\"68.809642\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.308412\" xlink:href=\"#ma6bf5b9919\" y=\"97.925885\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.552595\" xlink:href=\"#ma6bf5b9919\" y=\"109.046694\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.691225\" xlink:href=\"#ma6bf5b9919\" y=\"94.039489\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.708214\" xlink:href=\"#ma6bf5b9919\" y=\"92.40473\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.722278\" xlink:href=\"#ma6bf5b9919\" y=\"109.030433\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.868844\" xlink:href=\"#ma6bf5b9919\" y=\"101.149927\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"96.900412\" xlink:href=\"#ma6bf5b9919\" y=\"127.044668\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.080361\" xlink:href=\"#ma6bf5b9919\" y=\"82.935377\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.21438\" xlink:href=\"#ma6bf5b9919\" y=\"133.098522\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.244321\" xlink:href=\"#ma6bf5b9919\" y=\"132.708867\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.327181\" xlink:href=\"#ma6bf5b9919\" y=\"110.802051\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.340689\" xlink:href=\"#ma6bf5b9919\" y=\"101.215309\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.438954\" xlink:href=\"#ma6bf5b9919\" y=\"76.078581\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.458433\" xlink:href=\"#ma6bf5b9919\" y=\"92.290217\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.603957\" xlink:href=\"#ma6bf5b9919\" y=\"83.434266\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.720341\" xlink:href=\"#ma6bf5b9919\" y=\"92.919092\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"97.814101\" xlink:href=\"#ma6bf5b9919\" y=\"106.430806\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.008049\" xlink:href=\"#ma6bf5b9919\" y=\"106.963839\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.034891\" xlink:href=\"#ma6bf5b9919\" y=\"172.061882\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.056124\" xlink:href=\"#ma6bf5b9919\" y=\"111.913262\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.114768\" xlink:href=\"#ma6bf5b9919\" y=\"85.754334\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.422928\" xlink:href=\"#ma6bf5b9919\" y=\"110.063976\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.424876\" xlink:href=\"#ma6bf5b9919\" y=\"90.207595\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.437062\" xlink:href=\"#ma6bf5b9919\" y=\"83.254603\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.7017\" xlink:href=\"#ma6bf5b9919\" y=\"101.231275\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.819398\" xlink:href=\"#ma6bf5b9919\" y=\"116.575729\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.891906\" xlink:href=\"#ma6bf5b9919\" y=\"99.980013\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.942773\" xlink:href=\"#ma6bf5b9919\" y=\"116.340005\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"98.960865\" xlink:href=\"#ma6bf5b9919\" y=\"141.831171\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"99.308952\" xlink:href=\"#ma6bf5b9919\" y=\"100.316292\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"99.318413\" xlink:href=\"#ma6bf5b9919\" y=\"87.926705\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"99.613059\" xlink:href=\"#ma6bf5b9919\" y=\"90.130966\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"99.710928\" xlink:href=\"#ma6bf5b9919\" y=\"114.077498\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"99.822778\" xlink:href=\"#ma6bf5b9919\" y=\"108.013889\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"99.86076\" xlink:href=\"#ma6bf5b9919\" y=\"95.593392\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"99.948161\" xlink:href=\"#ma6bf5b9919\" y=\"76.510529\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"100.059605\" xlink:href=\"#ma6bf5b9919\" y=\"100.657669\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"100.358804\" xlink:href=\"#ma6bf5b9919\" y=\"94.269239\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"100.466834\" xlink:href=\"#ma6bf5b9919\" y=\"101.425766\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"100.951917\" xlink:href=\"#ma6bf5b9919\" y=\"93.132694\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"100.973428\" xlink:href=\"#ma6bf5b9919\" y=\"100.890363\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"101.043196\" xlink:href=\"#ma6bf5b9919\" y=\"97.530501\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"101.056284\" xlink:href=\"#ma6bf5b9919\" y=\"85.913651\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"101.119738\" xlink:href=\"#ma6bf5b9919\" y=\"132.82709\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"101.313361\" xlink:href=\"#ma6bf5b9919\" y=\"125.553639\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"101.470688\" xlink:href=\"#ma6bf5b9919\" y=\"103.13727\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"101.857356\" xlink:href=\"#ma6bf5b9919\" y=\"92.285189\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"102.21987\" xlink:href=\"#ma6bf5b9919\" y=\"71.024522\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"102.599035\" xlink:href=\"#ma6bf5b9919\" y=\"90.880631\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"102.663731\" xlink:href=\"#ma6bf5b9919\" y=\"129.267461\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"102.782951\" xlink:href=\"#ma6bf5b9919\" y=\"85.45056\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"102.793519\" xlink:href=\"#ma6bf5b9919\" y=\"67.796399\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.033383\" xlink:href=\"#ma6bf5b9919\" y=\"130.794749\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.151151\" xlink:href=\"#ma6bf5b9919\" y=\"121.503649\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.170064\" xlink:href=\"#ma6bf5b9919\" y=\"96.24959\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.282379\" xlink:href=\"#ma6bf5b9919\" y=\"84.996776\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.297384\" xlink:href=\"#ma6bf5b9919\" y=\"161.687592\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.513271\" xlink:href=\"#ma6bf5b9919\" y=\"115.135089\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.600438\" xlink:href=\"#ma6bf5b9919\" y=\"125.35841\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.620935\" xlink:href=\"#ma6bf5b9919\" y=\"91.914438\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.700708\" xlink:href=\"#ma6bf5b9919\" y=\"97.984998\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.906694\" xlink:href=\"#ma6bf5b9919\" y=\"131.48036\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"103.969727\" xlink:href=\"#ma6bf5b9919\" y=\"106.767126\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"104.17414\" xlink:href=\"#ma6bf5b9919\" y=\"68.246717\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"104.451333\" xlink:href=\"#ma6bf5b9919\" y=\"128.569987\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"104.642805\" xlink:href=\"#ma6bf5b9919\" y=\"63.259033\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"104.647777\" xlink:href=\"#ma6bf5b9919\" y=\"87.29464\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"104.997813\" xlink:href=\"#ma6bf5b9919\" y=\"95.216737\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"105.151774\" xlink:href=\"#ma6bf5b9919\" y=\"82.903428\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"105.181263\" xlink:href=\"#ma6bf5b9919\" y=\"88.194758\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"105.472254\" xlink:href=\"#ma6bf5b9919\" y=\"107.711964\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"105.539989\" xlink:href=\"#ma6bf5b9919\" y=\"112.257277\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"105.55824\" xlink:href=\"#ma6bf5b9919\" y=\"115.07381\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"105.569124\" xlink:href=\"#ma6bf5b9919\" y=\"144.291875\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"105.886169\" xlink:href=\"#ma6bf5b9919\" y=\"113.628819\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"106.292679\" xlink:href=\"#ma6bf5b9919\" y=\"106.57296\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"106.323556\" xlink:href=\"#ma6bf5b9919\" y=\"92.52505\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"106.384704\" xlink:href=\"#ma6bf5b9919\" y=\"121.940758\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"106.578681\" xlink:href=\"#ma6bf5b9919\" y=\"92.531988\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"106.736633\" xlink:href=\"#ma6bf5b9919\" y=\"127.468106\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"106.771922\" xlink:href=\"#ma6bf5b9919\" y=\"126.298041\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"106.799951\" xlink:href=\"#ma6bf5b9919\" y=\"131.638728\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.082195\" xlink:href=\"#ma6bf5b9919\" y=\"89.988027\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.17533\" xlink:href=\"#ma6bf5b9919\" y=\"92.769185\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.193159\" xlink:href=\"#ma6bf5b9919\" y=\"126.894064\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.252476\" xlink:href=\"#ma6bf5b9919\" y=\"111.364846\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.279711\" xlink:href=\"#ma6bf5b9919\" y=\"102.479887\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.459116\" xlink:href=\"#ma6bf5b9919\" y=\"92.274246\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.520268\" xlink:href=\"#ma6bf5b9919\" y=\"121.568571\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.661664\" xlink:href=\"#ma6bf5b9919\" y=\"108.099403\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.832009\" xlink:href=\"#ma6bf5b9919\" y=\"91.783508\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.895585\" xlink:href=\"#ma6bf5b9919\" y=\"99.46371\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"107.95043\" xlink:href=\"#ma6bf5b9919\" y=\"108.333622\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.210479\" xlink:href=\"#ma6bf5b9919\" y=\"106.388508\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.243406\" xlink:href=\"#ma6bf5b9919\" y=\"75.829591\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.261873\" xlink:href=\"#ma6bf5b9919\" y=\"92.019419\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.320246\" xlink:href=\"#ma6bf5b9919\" y=\"157.108045\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.512348\" xlink:href=\"#ma6bf5b9919\" y=\"105.799933\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.574622\" xlink:href=\"#ma6bf5b9919\" y=\"97.691402\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.694694\" xlink:href=\"#ma6bf5b9919\" y=\"69.352269\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.723769\" xlink:href=\"#ma6bf5b9919\" y=\"86.733649\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.749617\" xlink:href=\"#ma6bf5b9919\" y=\"92.556869\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"108.906201\" xlink:href=\"#ma6bf5b9919\" y=\"121.208477\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"109.021679\" xlink:href=\"#ma6bf5b9919\" y=\"123.950559\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"109.212736\" xlink:href=\"#ma6bf5b9919\" y=\"124.08789\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"109.484582\" xlink:href=\"#ma6bf5b9919\" y=\"102.548004\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"109.543121\" xlink:href=\"#ma6bf5b9919\" y=\"99.900579\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"109.587165\" xlink:href=\"#ma6bf5b9919\" y=\"126.325904\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"109.966\" xlink:href=\"#ma6bf5b9919\" y=\"77.090005\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.037618\" xlink:href=\"#ma6bf5b9919\" y=\"100.728864\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.15004\" xlink:href=\"#ma6bf5b9919\" y=\"81.208693\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.233703\" xlink:href=\"#ma6bf5b9919\" y=\"76.532563\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.401361\" xlink:href=\"#ma6bf5b9919\" y=\"95.343505\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.541028\" xlink:href=\"#ma6bf5b9919\" y=\"87.794297\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.665023\" xlink:href=\"#ma6bf5b9919\" y=\"79.986246\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.68185\" xlink:href=\"#ma6bf5b9919\" y=\"90.191101\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.737391\" xlink:href=\"#ma6bf5b9919\" y=\"122.846337\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.774687\" xlink:href=\"#ma6bf5b9919\" y=\"102.705205\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.852867\" xlink:href=\"#ma6bf5b9919\" y=\"92.246816\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.901356\" xlink:href=\"#ma6bf5b9919\" y=\"112.227504\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"110.989538\" xlink:href=\"#ma6bf5b9919\" y=\"106.782433\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"111.012082\" xlink:href=\"#ma6bf5b9919\" y=\"122.706168\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"111.07937\" xlink:href=\"#ma6bf5b9919\" y=\"86.633644\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"111.258522\" xlink:href=\"#ma6bf5b9919\" y=\"113.62223\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"111.285795\" xlink:href=\"#ma6bf5b9919\" y=\"90.789466\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"111.361638\" xlink:href=\"#ma6bf5b9919\" y=\"81.027702\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"111.382902\" xlink:href=\"#ma6bf5b9919\" y=\"93.687219\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"111.669704\" xlink:href=\"#ma6bf5b9919\" y=\"97.889343\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"111.701715\" xlink:href=\"#ma6bf5b9919\" y=\"90.375121\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"112.252768\" xlink:href=\"#ma6bf5b9919\" y=\"105.438467\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"112.474731\" xlink:href=\"#ma6bf5b9919\" y=\"107.510894\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"112.479267\" xlink:href=\"#ma6bf5b9919\" y=\"91.819056\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"112.873869\" xlink:href=\"#ma6bf5b9919\" y=\"175.05832\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"112.916467\" xlink:href=\"#ma6bf5b9919\" y=\"105.623921\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"113.270412\" xlink:href=\"#ma6bf5b9919\" y=\"94.225874\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"113.333176\" xlink:href=\"#ma6bf5b9919\" y=\"127.569466\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"113.338447\" xlink:href=\"#ma6bf5b9919\" y=\"73.376713\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"113.440456\" xlink:href=\"#ma6bf5b9919\" y=\"83.324053\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"113.612615\" xlink:href=\"#ma6bf5b9919\" y=\"94.162784\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"113.67573\" xlink:href=\"#ma6bf5b9919\" y=\"91.038466\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"113.935637\" xlink:href=\"#ma6bf5b9919\" y=\"103.842406\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"114.025758\" xlink:href=\"#ma6bf5b9919\" y=\"91.057042\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"114.270543\" xlink:href=\"#ma6bf5b9919\" y=\"90.455351\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"114.433711\" xlink:href=\"#ma6bf5b9919\" y=\"106.949868\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"114.689847\" xlink:href=\"#ma6bf5b9919\" y=\"90.856622\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"114.737358\" xlink:href=\"#ma6bf5b9919\" y=\"105.008642\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"114.895204\" xlink:href=\"#ma6bf5b9919\" y=\"105.2348\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"115.29138\" xlink:href=\"#ma6bf5b9919\" y=\"100.623754\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"115.67303\" xlink:href=\"#ma6bf5b9919\" y=\"81.89864\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"115.762189\" xlink:href=\"#ma6bf5b9919\" y=\"88.222632\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"115.827245\" xlink:href=\"#ma6bf5b9919\" y=\"71.162892\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"115.890951\" xlink:href=\"#ma6bf5b9919\" y=\"83.666011\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"115.929016\" xlink:href=\"#ma6bf5b9919\" y=\"80.214964\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"115.936365\" xlink:href=\"#ma6bf5b9919\" y=\"102.719364\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"116.284252\" xlink:href=\"#ma6bf5b9919\" y=\"92.743661\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"116.394656\" xlink:href=\"#ma6bf5b9919\" y=\"56.101098\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"116.454417\" xlink:href=\"#ma6bf5b9919\" y=\"130.388306\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"116.496179\" xlink:href=\"#ma6bf5b9919\" y=\"80.761591\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"116.639873\" xlink:href=\"#ma6bf5b9919\" y=\"88.536677\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"116.849607\" xlink:href=\"#ma6bf5b9919\" y=\"115.239364\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"116.884277\" xlink:href=\"#ma6bf5b9919\" y=\"99.067266\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"116.985083\" xlink:href=\"#ma6bf5b9919\" y=\"129.808256\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"117.005199\" xlink:href=\"#ma6bf5b9919\" y=\"85.301818\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"117.259786\" xlink:href=\"#ma6bf5b9919\" y=\"114.599456\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"117.492218\" xlink:href=\"#ma6bf5b9919\" y=\"108.332278\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"117.903329\" xlink:href=\"#ma6bf5b9919\" y=\"80.741319\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"118.019484\" xlink:href=\"#ma6bf5b9919\" y=\"109.279676\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"118.152095\" xlink:href=\"#ma6bf5b9919\" y=\"82.399027\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"118.174756\" xlink:href=\"#ma6bf5b9919\" y=\"110.578427\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"118.350812\" xlink:href=\"#ma6bf5b9919\" y=\"87.317464\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"118.539216\" xlink:href=\"#ma6bf5b9919\" y=\"84.058543\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"118.73841\" xlink:href=\"#ma6bf5b9919\" y=\"73.228069\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"118.821329\" xlink:href=\"#ma6bf5b9919\" y=\"125.152389\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"118.994775\" xlink:href=\"#ma6bf5b9919\" y=\"101.839977\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"119.131755\" xlink:href=\"#ma6bf5b9919\" y=\"104.032152\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"119.296443\" xlink:href=\"#ma6bf5b9919\" y=\"121.198134\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"119.349206\" xlink:href=\"#ma6bf5b9919\" y=\"117.735489\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"119.504621\" xlink:href=\"#ma6bf5b9919\" y=\"79.48072\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"119.79605\" xlink:href=\"#ma6bf5b9919\" y=\"59.017872\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"119.842861\" xlink:href=\"#ma6bf5b9919\" y=\"129.197862\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"119.847334\" xlink:href=\"#ma6bf5b9919\" y=\"92.58216\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"120.102728\" xlink:href=\"#ma6bf5b9919\" y=\"90.190903\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"120.12174\" xlink:href=\"#ma6bf5b9919\" y=\"68.984459\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"120.658293\" xlink:href=\"#ma6bf5b9919\" y=\"68.125666\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"120.704886\" xlink:href=\"#ma6bf5b9919\" y=\"109.791221\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"120.730401\" xlink:href=\"#ma6bf5b9919\" y=\"95.794222\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"120.851046\" xlink:href=\"#ma6bf5b9919\" y=\"112.453835\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"121.331447\" xlink:href=\"#ma6bf5b9919\" y=\"93.411804\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"121.412294\" xlink:href=\"#ma6bf5b9919\" y=\"69.00466\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"121.490583\" xlink:href=\"#ma6bf5b9919\" y=\"86.12733\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"122.132939\" xlink:href=\"#ma6bf5b9919\" y=\"108.147084\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"122.182201\" xlink:href=\"#ma6bf5b9919\" y=\"81.767214\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"122.293559\" xlink:href=\"#ma6bf5b9919\" y=\"77.701254\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"122.545809\" xlink:href=\"#ma6bf5b9919\" y=\"88.310128\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"122.658777\" xlink:href=\"#ma6bf5b9919\" y=\"116.073175\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"122.71395\" xlink:href=\"#ma6bf5b9919\" y=\"95.574904\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"122.789444\" xlink:href=\"#ma6bf5b9919\" y=\"87.101503\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"122.94785\" xlink:href=\"#ma6bf5b9919\" y=\"89.213793\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"123.167615\" xlink:href=\"#ma6bf5b9919\" y=\"110.699818\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"123.245595\" xlink:href=\"#ma6bf5b9919\" y=\"94.945565\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"123.247434\" xlink:href=\"#ma6bf5b9919\" y=\"90.776123\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"123.252331\" xlink:href=\"#ma6bf5b9919\" y=\"83.507678\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"123.363695\" xlink:href=\"#ma6bf5b9919\" y=\"134.829878\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"123.579861\" xlink:href=\"#ma6bf5b9919\" y=\"116.36921\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"123.70742\" xlink:href=\"#ma6bf5b9919\" y=\"106.554911\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"123.728293\" xlink:href=\"#ma6bf5b9919\" y=\"106.354333\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"124.189368\" xlink:href=\"#ma6bf5b9919\" y=\"87.32411\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"124.415744\" xlink:href=\"#ma6bf5b9919\" y=\"94.398548\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"124.55992\" xlink:href=\"#ma6bf5b9919\" y=\"98.94701\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"124.614506\" xlink:href=\"#ma6bf5b9919\" y=\"122.72374\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"124.753681\" xlink:href=\"#ma6bf5b9919\" y=\"83.244221\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"124.823041\" xlink:href=\"#ma6bf5b9919\" y=\"129.721204\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"124.828899\" xlink:href=\"#ma6bf5b9919\" y=\"83.944796\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"125.215049\" xlink:href=\"#ma6bf5b9919\" y=\"96.07936\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"125.249795\" xlink:href=\"#ma6bf5b9919\" y=\"105.797363\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"125.30066\" xlink:href=\"#ma6bf5b9919\" y=\"114.319374\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"125.358609\" xlink:href=\"#ma6bf5b9919\" y=\"100.286283\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"125.547728\" xlink:href=\"#ma6bf5b9919\" y=\"107.379248\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"125.672094\" xlink:href=\"#ma6bf5b9919\" y=\"95.051832\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"125.70229\" xlink:href=\"#ma6bf5b9919\" y=\"110.175196\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"126.055929\" xlink:href=\"#ma6bf5b9919\" y=\"76.5563\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"126.351777\" xlink:href=\"#ma6bf5b9919\" y=\"113.607661\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"126.36985\" xlink:href=\"#ma6bf5b9919\" y=\"96.608741\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"126.57354\" xlink:href=\"#ma6bf5b9919\" y=\"87.264229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"126.614467\" xlink:href=\"#ma6bf5b9919\" y=\"89.275652\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"126.681948\" xlink:href=\"#ma6bf5b9919\" y=\"105.24817\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"126.919233\" xlink:href=\"#ma6bf5b9919\" y=\"64.203187\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.07136\" xlink:href=\"#ma6bf5b9919\" y=\"87.969348\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.139359\" xlink:href=\"#ma6bf5b9919\" y=\"70.814053\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.170379\" xlink:href=\"#ma6bf5b9919\" y=\"75.477663\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.197646\" xlink:href=\"#ma6bf5b9919\" y=\"93.887229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.27269\" xlink:href=\"#ma6bf5b9919\" y=\"54.44053\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.273671\" xlink:href=\"#ma6bf5b9919\" y=\"65.194508\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.3108\" xlink:href=\"#ma6bf5b9919\" y=\"107.070692\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.494762\" xlink:href=\"#ma6bf5b9919\" y=\"62.24393\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.499659\" xlink:href=\"#ma6bf5b9919\" y=\"120.4824\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.506462\" xlink:href=\"#ma6bf5b9919\" y=\"119.401608\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.581786\" xlink:href=\"#ma6bf5b9919\" y=\"113.505868\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.832228\" xlink:href=\"#ma6bf5b9919\" y=\"114.429358\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"127.886686\" xlink:href=\"#ma6bf5b9919\" y=\"75.922679\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"128.170573\" xlink:href=\"#ma6bf5b9919\" y=\"102.213366\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"128.211323\" xlink:href=\"#ma6bf5b9919\" y=\"115.024014\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"128.843771\" xlink:href=\"#ma6bf5b9919\" y=\"104.429828\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"128.869951\" xlink:href=\"#ma6bf5b9919\" y=\"72.398285\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.091429\" xlink:href=\"#ma6bf5b9919\" y=\"99.732207\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.144731\" xlink:href=\"#ma6bf5b9919\" y=\"93.426003\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.170659\" xlink:href=\"#ma6bf5b9919\" y=\"89.673874\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.221438\" xlink:href=\"#ma6bf5b9919\" y=\"120.022089\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.619279\" xlink:href=\"#ma6bf5b9919\" y=\"89.280874\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.732949\" xlink:href=\"#ma6bf5b9919\" y=\"81.224068\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.784181\" xlink:href=\"#ma6bf5b9919\" y=\"114.230896\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.790456\" xlink:href=\"#ma6bf5b9919\" y=\"85.391637\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.835122\" xlink:href=\"#ma6bf5b9919\" y=\"73.995093\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.845852\" xlink:href=\"#ma6bf5b9919\" y=\"105.333606\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.84667\" xlink:href=\"#ma6bf5b9919\" y=\"114.817602\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"129.904378\" xlink:href=\"#ma6bf5b9919\" y=\"52.237309\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"130.001009\" xlink:href=\"#ma6bf5b9919\" y=\"100.647281\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"130.223259\" xlink:href=\"#ma6bf5b9919\" y=\"110.948886\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"130.254811\" xlink:href=\"#ma6bf5b9919\" y=\"92.980305\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"130.716583\" xlink:href=\"#ma6bf5b9919\" y=\"107.598853\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"130.78237\" xlink:href=\"#ma6bf5b9919\" y=\"98.009723\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"131.014777\" xlink:href=\"#ma6bf5b9919\" y=\"82.921639\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"131.348052\" xlink:href=\"#ma6bf5b9919\" y=\"101.82319\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"131.45388\" xlink:href=\"#ma6bf5b9919\" y=\"61.323092\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"131.799256\" xlink:href=\"#ma6bf5b9919\" y=\"111.765078\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.011737\" xlink:href=\"#ma6bf5b9919\" y=\"122.684232\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.018176\" xlink:href=\"#ma6bf5b9919\" y=\"92.799596\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.176005\" xlink:href=\"#ma6bf5b9919\" y=\"96.685968\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.179884\" xlink:href=\"#ma6bf5b9919\" y=\"96.317674\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.213665\" xlink:href=\"#ma6bf5b9919\" y=\"130.76668\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.379657\" xlink:href=\"#ma6bf5b9919\" y=\"100.834167\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.459295\" xlink:href=\"#ma6bf5b9919\" y=\"108.344414\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.774877\" xlink:href=\"#ma6bf5b9919\" y=\"80.696792\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.901278\" xlink:href=\"#ma6bf5b9919\" y=\"49.225731\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"132.95759\" xlink:href=\"#ma6bf5b9919\" y=\"82.731917\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"133.053087\" xlink:href=\"#ma6bf5b9919\" y=\"119.61307\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"133.075417\" xlink:href=\"#ma6bf5b9919\" y=\"93.071866\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"133.103923\" xlink:href=\"#ma6bf5b9919\" y=\"96.265477\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"133.388137\" xlink:href=\"#ma6bf5b9919\" y=\"66.173867\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"133.75348\" xlink:href=\"#ma6bf5b9919\" y=\"100.667193\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"133.935237\" xlink:href=\"#ma6bf5b9919\" y=\"97.763495\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"133.957977\" xlink:href=\"#ma6bf5b9919\" y=\"114.163117\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.200817\" xlink:href=\"#ma6bf5b9919\" y=\"85.429733\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.27191\" xlink:href=\"#ma6bf5b9919\" y=\"82.68437\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.361746\" xlink:href=\"#ma6bf5b9919\" y=\"70.702962\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.367285\" xlink:href=\"#ma6bf5b9919\" y=\"70.37905\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.395138\" xlink:href=\"#ma6bf5b9919\" y=\"93.034054\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.45894\" xlink:href=\"#ma6bf5b9919\" y=\"70.15447\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.610772\" xlink:href=\"#ma6bf5b9919\" y=\"114.203454\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.625511\" xlink:href=\"#ma6bf5b9919\" y=\"79.793149\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.721763\" xlink:href=\"#ma6bf5b9919\" y=\"100.470924\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"134.87186\" xlink:href=\"#ma6bf5b9919\" y=\"105.60845\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.249125\" xlink:href=\"#ma6bf5b9919\" y=\"136.807077\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.25051\" xlink:href=\"#ma6bf5b9919\" y=\"89.630875\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.359629\" xlink:href=\"#ma6bf5b9919\" y=\"111.556454\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.444036\" xlink:href=\"#ma6bf5b9919\" y=\"101.211411\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.511738\" xlink:href=\"#ma6bf5b9919\" y=\"75.192738\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.545589\" xlink:href=\"#ma6bf5b9919\" y=\"130.778759\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.690443\" xlink:href=\"#ma6bf5b9919\" y=\"110.287473\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.764337\" xlink:href=\"#ma6bf5b9919\" y=\"116.661651\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"135.877966\" xlink:href=\"#ma6bf5b9919\" y=\"84.298817\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.154896\" xlink:href=\"#ma6bf5b9919\" y=\"96.38702\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.246204\" xlink:href=\"#ma6bf5b9919\" y=\"106.073162\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.246795\" xlink:href=\"#ma6bf5b9919\" y=\"99.728843\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.291668\" xlink:href=\"#ma6bf5b9919\" y=\"95.245763\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.615003\" xlink:href=\"#ma6bf5b9919\" y=\"106.410157\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.657342\" xlink:href=\"#ma6bf5b9919\" y=\"94.372197\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.745018\" xlink:href=\"#ma6bf5b9919\" y=\"95.963865\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.782302\" xlink:href=\"#ma6bf5b9919\" y=\"95.819819\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"136.807127\" xlink:href=\"#ma6bf5b9919\" y=\"139.216381\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"137.059078\" xlink:href=\"#ma6bf5b9919\" y=\"118.979332\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"137.275818\" xlink:href=\"#ma6bf5b9919\" y=\"97.765508\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"137.366969\" xlink:href=\"#ma6bf5b9919\" y=\"127.382108\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"137.524563\" xlink:href=\"#ma6bf5b9919\" y=\"88.900739\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"137.544597\" xlink:href=\"#ma6bf5b9919\" y=\"85.669126\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"137.623016\" xlink:href=\"#ma6bf5b9919\" y=\"115.72261\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"137.648129\" xlink:href=\"#ma6bf5b9919\" y=\"97.009867\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"137.792771\" xlink:href=\"#ma6bf5b9919\" y=\"130.255139\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"138.03522\" xlink:href=\"#ma6bf5b9919\" y=\"96.815184\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"138.050186\" xlink:href=\"#ma6bf5b9919\" y=\"141.391236\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"138.392757\" xlink:href=\"#ma6bf5b9919\" y=\"98.542737\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"138.411326\" xlink:href=\"#ma6bf5b9919\" y=\"96.575922\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"138.514423\" xlink:href=\"#ma6bf5b9919\" y=\"80.482363\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"138.625757\" xlink:href=\"#ma6bf5b9919\" y=\"97.05096\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"138.645012\" xlink:href=\"#ma6bf5b9919\" y=\"115.235023\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"138.689778\" xlink:href=\"#ma6bf5b9919\" y=\"97.858636\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"139.413206\" xlink:href=\"#ma6bf5b9919\" y=\"89.491404\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"139.602672\" xlink:href=\"#ma6bf5b9919\" y=\"103.266524\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"139.635641\" xlink:href=\"#ma6bf5b9919\" y=\"120.27684\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"139.649467\" xlink:href=\"#ma6bf5b9919\" y=\"94.385752\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"139.883978\" xlink:href=\"#ma6bf5b9919\" y=\"98.824149\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.073417\" xlink:href=\"#ma6bf5b9919\" y=\"114.497168\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.123691\" xlink:href=\"#ma6bf5b9919\" y=\"101.448045\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.467877\" xlink:href=\"#ma6bf5b9919\" y=\"102.40948\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.488654\" xlink:href=\"#ma6bf5b9919\" y=\"117.61168\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.550729\" xlink:href=\"#ma6bf5b9919\" y=\"44.85537\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.751729\" xlink:href=\"#ma6bf5b9919\" y=\"82.103418\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.811814\" xlink:href=\"#ma6bf5b9919\" y=\"87.033357\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.900841\" xlink:href=\"#ma6bf5b9919\" y=\"91.515216\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"140.920332\" xlink:href=\"#ma6bf5b9919\" y=\"31.418792\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"141.119058\" xlink:href=\"#ma6bf5b9919\" y=\"89.402038\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"141.236396\" xlink:href=\"#ma6bf5b9919\" y=\"110.943271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"141.239834\" xlink:href=\"#ma6bf5b9919\" y=\"105.000277\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"141.28729\" xlink:href=\"#ma6bf5b9919\" y=\"110.575307\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"141.45233\" xlink:href=\"#ma6bf5b9919\" y=\"85.478673\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"141.498136\" xlink:href=\"#ma6bf5b9919\" y=\"99.702092\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"141.639588\" xlink:href=\"#ma6bf5b9919\" y=\"113.502595\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.002732\" xlink:href=\"#ma6bf5b9919\" y=\"97.967702\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.093764\" xlink:href=\"#ma6bf5b9919\" y=\"80.585454\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.243774\" xlink:href=\"#ma6bf5b9919\" y=\"132.226084\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.26512\" xlink:href=\"#ma6bf5b9919\" y=\"76.126823\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.294079\" xlink:href=\"#ma6bf5b9919\" y=\"92.578602\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.759787\" xlink:href=\"#ma6bf5b9919\" y=\"86.714048\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.790294\" xlink:href=\"#ma6bf5b9919\" y=\"75.158854\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.798307\" xlink:href=\"#ma6bf5b9919\" y=\"116.152295\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.805194\" xlink:href=\"#ma6bf5b9919\" y=\"116.329024\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.820369\" xlink:href=\"#ma6bf5b9919\" y=\"109.35612\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"142.930909\" xlink:href=\"#ma6bf5b9919\" y=\"110.973793\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.006304\" xlink:href=\"#ma6bf5b9919\" y=\"109.863313\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.007387\" xlink:href=\"#ma6bf5b9919\" y=\"115.543703\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.098679\" xlink:href=\"#ma6bf5b9919\" y=\"90.305864\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.213136\" xlink:href=\"#ma6bf5b9919\" y=\"122.828801\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.41759\" xlink:href=\"#ma6bf5b9919\" y=\"117.110072\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.422374\" xlink:href=\"#ma6bf5b9919\" y=\"120.208125\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.424225\" xlink:href=\"#ma6bf5b9919\" y=\"77.495406\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.640376\" xlink:href=\"#ma6bf5b9919\" y=\"33.825687\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.657981\" xlink:href=\"#ma6bf5b9919\" y=\"143.249635\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.947707\" xlink:href=\"#ma6bf5b9919\" y=\"98.385111\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"143.972172\" xlink:href=\"#ma6bf5b9919\" y=\"75.679106\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"144.151603\" xlink:href=\"#ma6bf5b9919\" y=\"86.893425\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"144.178433\" xlink:href=\"#ma6bf5b9919\" y=\"106.026884\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"144.808316\" xlink:href=\"#ma6bf5b9919\" y=\"98.134083\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"144.818871\" xlink:href=\"#ma6bf5b9919\" y=\"101.129057\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"144.819147\" xlink:href=\"#ma6bf5b9919\" y=\"98.808119\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"144.926368\" xlink:href=\"#ma6bf5b9919\" y=\"82.847513\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"144.970724\" xlink:href=\"#ma6bf5b9919\" y=\"127.794472\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.42196\" xlink:href=\"#ma6bf5b9919\" y=\"111.945683\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.4591\" xlink:href=\"#ma6bf5b9919\" y=\"123.204363\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.510751\" xlink:href=\"#ma6bf5b9919\" y=\"140.05017\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.605375\" xlink:href=\"#ma6bf5b9919\" y=\"105.625143\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.704256\" xlink:href=\"#ma6bf5b9919\" y=\"122.446969\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.743755\" xlink:href=\"#ma6bf5b9919\" y=\"132.578303\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.791532\" xlink:href=\"#ma6bf5b9919\" y=\"105.463567\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.878114\" xlink:href=\"#ma6bf5b9919\" y=\"81.405277\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"145.98557\" xlink:href=\"#ma6bf5b9919\" y=\"113.215381\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"146.045245\" xlink:href=\"#ma6bf5b9919\" y=\"113.06042\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"146.33059\" xlink:href=\"#ma6bf5b9919\" y=\"71.747253\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"146.53273\" xlink:href=\"#ma6bf5b9919\" y=\"88.369136\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"146.583707\" xlink:href=\"#ma6bf5b9919\" y=\"113.136832\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"146.800001\" xlink:href=\"#ma6bf5b9919\" y=\"119.340744\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"146.973256\" xlink:href=\"#ma6bf5b9919\" y=\"91.716142\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"147.191797\" xlink:href=\"#ma6bf5b9919\" y=\"108.606357\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"147.964472\" xlink:href=\"#ma6bf5b9919\" y=\"58.258302\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"147.989934\" xlink:href=\"#ma6bf5b9919\" y=\"89.010856\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.029595\" xlink:href=\"#ma6bf5b9919\" y=\"84.931086\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.173268\" xlink:href=\"#ma6bf5b9919\" y=\"79.438569\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.22608\" xlink:href=\"#ma6bf5b9919\" y=\"71.748652\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.4731\" xlink:href=\"#ma6bf5b9919\" y=\"94.494831\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.553107\" xlink:href=\"#ma6bf5b9919\" y=\"125.184953\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.691997\" xlink:href=\"#ma6bf5b9919\" y=\"97.364379\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.773676\" xlink:href=\"#ma6bf5b9919\" y=\"75.465432\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.891652\" xlink:href=\"#ma6bf5b9919\" y=\"111.683451\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"148.979331\" xlink:href=\"#ma6bf5b9919\" y=\"90.43615\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"149.101274\" xlink:href=\"#ma6bf5b9919\" y=\"91.169722\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"149.441292\" xlink:href=\"#ma6bf5b9919\" y=\"92.475916\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"149.661825\" xlink:href=\"#ma6bf5b9919\" y=\"115.570353\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"149.670978\" xlink:href=\"#ma6bf5b9919\" y=\"105.987818\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"149.711341\" xlink:href=\"#ma6bf5b9919\" y=\"96.90932\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"149.847018\" xlink:href=\"#ma6bf5b9919\" y=\"112.822883\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.137856\" xlink:href=\"#ma6bf5b9919\" y=\"80.986371\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.48143\" xlink:href=\"#ma6bf5b9919\" y=\"119.490277\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.494082\" xlink:href=\"#ma6bf5b9919\" y=\"86.748826\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.498925\" xlink:href=\"#ma6bf5b9919\" y=\"121.490234\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.509194\" xlink:href=\"#ma6bf5b9919\" y=\"103.433073\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.544518\" xlink:href=\"#ma6bf5b9919\" y=\"103.252945\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.577828\" xlink:href=\"#ma6bf5b9919\" y=\"87.059325\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.728489\" xlink:href=\"#ma6bf5b9919\" y=\"80.818464\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"150.92833\" xlink:href=\"#ma6bf5b9919\" y=\"106.845751\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"151.093622\" xlink:href=\"#ma6bf5b9919\" y=\"132.406886\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"151.133177\" xlink:href=\"#ma6bf5b9919\" y=\"119.902437\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"151.528813\" xlink:href=\"#ma6bf5b9919\" y=\"96.70224\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"151.659561\" xlink:href=\"#ma6bf5b9919\" y=\"113.549043\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"151.937038\" xlink:href=\"#ma6bf5b9919\" y=\"122.311075\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.314292\" xlink:href=\"#ma6bf5b9919\" y=\"95.733534\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.31901\" xlink:href=\"#ma6bf5b9919\" y=\"99.802117\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.535565\" xlink:href=\"#ma6bf5b9919\" y=\"125.632597\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.633118\" xlink:href=\"#ma6bf5b9919\" y=\"92.243047\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.723845\" xlink:href=\"#ma6bf5b9919\" y=\"79.876161\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.723929\" xlink:href=\"#ma6bf5b9919\" y=\"98.819078\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.753063\" xlink:href=\"#ma6bf5b9919\" y=\"128.110438\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.784388\" xlink:href=\"#ma6bf5b9919\" y=\"86.543636\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.800131\" xlink:href=\"#ma6bf5b9919\" y=\"109.240535\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.827258\" xlink:href=\"#ma6bf5b9919\" y=\"89.264866\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"152.873636\" xlink:href=\"#ma6bf5b9919\" y=\"98.041398\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"153.269824\" xlink:href=\"#ma6bf5b9919\" y=\"100.892921\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"153.46041\" xlink:href=\"#ma6bf5b9919\" y=\"109.917011\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"153.694116\" xlink:href=\"#ma6bf5b9919\" y=\"101.868851\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"153.792548\" xlink:href=\"#ma6bf5b9919\" y=\"106.345192\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"153.949159\" xlink:href=\"#ma6bf5b9919\" y=\"137.413584\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"153.972404\" xlink:href=\"#ma6bf5b9919\" y=\"118.980173\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.195259\" xlink:href=\"#ma6bf5b9919\" y=\"93.069951\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.262763\" xlink:href=\"#ma6bf5b9919\" y=\"105.222211\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.347888\" xlink:href=\"#ma6bf5b9919\" y=\"96.148284\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.499779\" xlink:href=\"#ma6bf5b9919\" y=\"144.33397\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.557628\" xlink:href=\"#ma6bf5b9919\" y=\"97.451602\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.656953\" xlink:href=\"#ma6bf5b9919\" y=\"77.735025\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.662939\" xlink:href=\"#ma6bf5b9919\" y=\"121.823435\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.693795\" xlink:href=\"#ma6bf5b9919\" y=\"101.250425\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"154.980863\" xlink:href=\"#ma6bf5b9919\" y=\"136.133523\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"155.223954\" xlink:href=\"#ma6bf5b9919\" y=\"107.257241\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"155.338259\" xlink:href=\"#ma6bf5b9919\" y=\"98.662358\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"155.480894\" xlink:href=\"#ma6bf5b9919\" y=\"94.849699\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"155.496223\" xlink:href=\"#ma6bf5b9919\" y=\"81.080362\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"155.508506\" xlink:href=\"#ma6bf5b9919\" y=\"110.732394\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"155.764215\" xlink:href=\"#ma6bf5b9919\" y=\"85.786732\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"155.926034\" xlink:href=\"#ma6bf5b9919\" y=\"92.403916\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.016938\" xlink:href=\"#ma6bf5b9919\" y=\"121.458368\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.131181\" xlink:href=\"#ma6bf5b9919\" y=\"105.560758\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.486122\" xlink:href=\"#ma6bf5b9919\" y=\"105.488983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.674193\" xlink:href=\"#ma6bf5b9919\" y=\"95.230041\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.683882\" xlink:href=\"#ma6bf5b9919\" y=\"86.333495\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.742439\" xlink:href=\"#ma6bf5b9919\" y=\"88.19967\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.81698\" xlink:href=\"#ma6bf5b9919\" y=\"104.687439\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.833053\" xlink:href=\"#ma6bf5b9919\" y=\"104.891349\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.856849\" xlink:href=\"#ma6bf5b9919\" y=\"84.136689\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"156.93785\" xlink:href=\"#ma6bf5b9919\" y=\"111.999765\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.144539\" xlink:href=\"#ma6bf5b9919\" y=\"123.747154\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.213644\" xlink:href=\"#ma6bf5b9919\" y=\"122.561406\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.37618\" xlink:href=\"#ma6bf5b9919\" y=\"156.604943\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.380677\" xlink:href=\"#ma6bf5b9919\" y=\"115.263188\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.398856\" xlink:href=\"#ma6bf5b9919\" y=\"95.102248\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.445575\" xlink:href=\"#ma6bf5b9919\" y=\"81.548578\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.678141\" xlink:href=\"#ma6bf5b9919\" y=\"86.548393\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.680187\" xlink:href=\"#ma6bf5b9919\" y=\"76.468836\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.790251\" xlink:href=\"#ma6bf5b9919\" y=\"102.034919\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.836062\" xlink:href=\"#ma6bf5b9919\" y=\"138.406777\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.857999\" xlink:href=\"#ma6bf5b9919\" y=\"67.073918\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"157.94324\" xlink:href=\"#ma6bf5b9919\" y=\"89.935637\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"158.195186\" xlink:href=\"#ma6bf5b9919\" y=\"108.439681\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"158.261722\" xlink:href=\"#ma6bf5b9919\" y=\"90.451148\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"158.281495\" xlink:href=\"#ma6bf5b9919\" y=\"127.131581\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"158.437253\" xlink:href=\"#ma6bf5b9919\" y=\"103.817341\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"158.486872\" xlink:href=\"#ma6bf5b9919\" y=\"74.23168\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"158.595732\" xlink:href=\"#ma6bf5b9919\" y=\"93.342364\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"158.889245\" xlink:href=\"#ma6bf5b9919\" y=\"82.425862\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"158.964028\" xlink:href=\"#ma6bf5b9919\" y=\"101.356128\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"159.035407\" xlink:href=\"#ma6bf5b9919\" y=\"140.029034\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"159.349394\" xlink:href=\"#ma6bf5b9919\" y=\"90.15526\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"159.456857\" xlink:href=\"#ma6bf5b9919\" y=\"86.749389\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"159.853325\" xlink:href=\"#ma6bf5b9919\" y=\"64.801271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"159.973822\" xlink:href=\"#ma6bf5b9919\" y=\"70.191257\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"159.976261\" xlink:href=\"#ma6bf5b9919\" y=\"83.49229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"160.018834\" xlink:href=\"#ma6bf5b9919\" y=\"117.10901\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"160.080842\" xlink:href=\"#ma6bf5b9919\" y=\"74.966815\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"160.4017\" xlink:href=\"#ma6bf5b9919\" y=\"110.136595\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"160.600047\" xlink:href=\"#ma6bf5b9919\" y=\"74.038844\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"160.630188\" xlink:href=\"#ma6bf5b9919\" y=\"89.631293\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"160.91032\" xlink:href=\"#ma6bf5b9919\" y=\"98.674615\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"161.096676\" xlink:href=\"#ma6bf5b9919\" y=\"139.171029\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"161.39631\" xlink:href=\"#ma6bf5b9919\" y=\"116.659327\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"161.472556\" xlink:href=\"#ma6bf5b9919\" y=\"113.979797\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"161.559147\" xlink:href=\"#ma6bf5b9919\" y=\"89.442154\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"161.60796\" xlink:href=\"#ma6bf5b9919\" y=\"127.676272\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"161.773511\" xlink:href=\"#ma6bf5b9919\" y=\"98.50846\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"162.098517\" xlink:href=\"#ma6bf5b9919\" y=\"90.199942\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"162.177677\" xlink:href=\"#ma6bf5b9919\" y=\"110.176034\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"162.201754\" xlink:href=\"#ma6bf5b9919\" y=\"112.368878\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"162.239536\" xlink:href=\"#ma6bf5b9919\" y=\"119.040404\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"162.254191\" xlink:href=\"#ma6bf5b9919\" y=\"83.810674\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"162.336058\" xlink:href=\"#ma6bf5b9919\" y=\"83.608719\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"162.409636\" xlink:href=\"#ma6bf5b9919\" y=\"114.282648\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"162.440885\" xlink:href=\"#ma6bf5b9919\" y=\"108.324127\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"163.377373\" xlink:href=\"#ma6bf5b9919\" y=\"126.463585\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"163.468193\" xlink:href=\"#ma6bf5b9919\" y=\"115.70278\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"163.564382\" xlink:href=\"#ma6bf5b9919\" y=\"103.148962\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"163.961058\" xlink:href=\"#ma6bf5b9919\" y=\"141.289164\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"164.116393\" xlink:href=\"#ma6bf5b9919\" y=\"101.565671\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"164.177059\" xlink:href=\"#ma6bf5b9919\" y=\"122.158632\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"164.619208\" xlink:href=\"#ma6bf5b9919\" y=\"123.481089\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"164.678081\" xlink:href=\"#ma6bf5b9919\" y=\"102.356516\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"164.698519\" xlink:href=\"#ma6bf5b9919\" y=\"99.737557\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"164.732624\" xlink:href=\"#ma6bf5b9919\" y=\"99.508726\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"164.806867\" xlink:href=\"#ma6bf5b9919\" y=\"101.476505\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"164.899147\" xlink:href=\"#ma6bf5b9919\" y=\"111.082816\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"165.276015\" xlink:href=\"#ma6bf5b9919\" y=\"113.852229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"165.299689\" xlink:href=\"#ma6bf5b9919\" y=\"121.557449\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"165.310574\" xlink:href=\"#ma6bf5b9919\" y=\"67.210727\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"165.385366\" xlink:href=\"#ma6bf5b9919\" y=\"104.706421\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"165.435284\" xlink:href=\"#ma6bf5b9919\" y=\"112.593604\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"165.864329\" xlink:href=\"#ma6bf5b9919\" y=\"94.827771\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"165.882988\" xlink:href=\"#ma6bf5b9919\" y=\"109.285881\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.128065\" xlink:href=\"#ma6bf5b9919\" y=\"85.177493\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.266049\" xlink:href=\"#ma6bf5b9919\" y=\"114.17031\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.33873\" xlink:href=\"#ma6bf5b9919\" y=\"93.112711\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.563932\" xlink:href=\"#ma6bf5b9919\" y=\"115.668277\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.603053\" xlink:href=\"#ma6bf5b9919\" y=\"106.186308\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.736982\" xlink:href=\"#ma6bf5b9919\" y=\"109.006582\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.840422\" xlink:href=\"#ma6bf5b9919\" y=\"119.788968\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.882212\" xlink:href=\"#ma6bf5b9919\" y=\"125.666811\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.94431\" xlink:href=\"#ma6bf5b9919\" y=\"109.544979\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"166.983875\" xlink:href=\"#ma6bf5b9919\" y=\"91.117226\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"167.213118\" xlink:href=\"#ma6bf5b9919\" y=\"97.979503\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"167.252037\" xlink:href=\"#ma6bf5b9919\" y=\"119.934108\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"167.325221\" xlink:href=\"#ma6bf5b9919\" y=\"147.154373\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"167.800124\" xlink:href=\"#ma6bf5b9919\" y=\"117.678215\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"167.959203\" xlink:href=\"#ma6bf5b9919\" y=\"112.234424\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"167.986528\" xlink:href=\"#ma6bf5b9919\" y=\"126.227693\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"168.070917\" xlink:href=\"#ma6bf5b9919\" y=\"100.869378\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"168.113027\" xlink:href=\"#ma6bf5b9919\" y=\"109.864507\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"168.168097\" xlink:href=\"#ma6bf5b9919\" y=\"106.486354\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"168.485788\" xlink:href=\"#ma6bf5b9919\" y=\"144.795008\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"168.614559\" xlink:href=\"#ma6bf5b9919\" y=\"116.031716\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"168.816601\" xlink:href=\"#ma6bf5b9919\" y=\"191.917274\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"168.953753\" xlink:href=\"#ma6bf5b9919\" y=\"105.336601\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.01581\" xlink:href=\"#ma6bf5b9919\" y=\"117.461664\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.132856\" xlink:href=\"#ma6bf5b9919\" y=\"117.703972\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.217877\" xlink:href=\"#ma6bf5b9919\" y=\"139.004355\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.220777\" xlink:href=\"#ma6bf5b9919\" y=\"93.908546\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.364338\" xlink:href=\"#ma6bf5b9919\" y=\"87.892242\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.454472\" xlink:href=\"#ma6bf5b9919\" y=\"108.768854\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.688779\" xlink:href=\"#ma6bf5b9919\" y=\"112.553748\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.799005\" xlink:href=\"#ma6bf5b9919\" y=\"72.876225\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"169.9691\" xlink:href=\"#ma6bf5b9919\" y=\"77.697063\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"170.067719\" xlink:href=\"#ma6bf5b9919\" y=\"121.362148\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"170.155509\" xlink:href=\"#ma6bf5b9919\" y=\"125.037177\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"170.21971\" xlink:href=\"#ma6bf5b9919\" y=\"96.894815\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"170.499716\" xlink:href=\"#ma6bf5b9919\" y=\"122.205322\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"170.636832\" xlink:href=\"#ma6bf5b9919\" y=\"83.561009\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"170.77922\" xlink:href=\"#ma6bf5b9919\" y=\"179.822933\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"170.794959\" xlink:href=\"#ma6bf5b9919\" y=\"118.817591\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"171.223064\" xlink:href=\"#ma6bf5b9919\" y=\"132.017255\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"171.480943\" xlink:href=\"#ma6bf5b9919\" y=\"102.944087\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"171.624358\" xlink:href=\"#ma6bf5b9919\" y=\"134.248403\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"171.929758\" xlink:href=\"#ma6bf5b9919\" y=\"130.73956\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"171.942575\" xlink:href=\"#ma6bf5b9919\" y=\"138.851666\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.104171\" xlink:href=\"#ma6bf5b9919\" y=\"115.161531\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.210005\" xlink:href=\"#ma6bf5b9919\" y=\"93.070975\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.230685\" xlink:href=\"#ma6bf5b9919\" y=\"110.887171\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.30009\" xlink:href=\"#ma6bf5b9919\" y=\"113.106304\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.32919\" xlink:href=\"#ma6bf5b9919\" y=\"122.016858\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.497864\" xlink:href=\"#ma6bf5b9919\" y=\"105.251532\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.653643\" xlink:href=\"#ma6bf5b9919\" y=\"127.452061\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.864642\" xlink:href=\"#ma6bf5b9919\" y=\"82.38449\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"172.985288\" xlink:href=\"#ma6bf5b9919\" y=\"122.694981\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"173.087976\" xlink:href=\"#ma6bf5b9919\" y=\"106.128397\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"173.284964\" xlink:href=\"#ma6bf5b9919\" y=\"142.151232\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"173.294067\" xlink:href=\"#ma6bf5b9919\" y=\"108.715747\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"173.526234\" xlink:href=\"#ma6bf5b9919\" y=\"104.562665\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"173.587124\" xlink:href=\"#ma6bf5b9919\" y=\"174.46375\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"173.71671\" xlink:href=\"#ma6bf5b9919\" y=\"106.880158\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"173.797345\" xlink:href=\"#ma6bf5b9919\" y=\"107.32403\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"173.858933\" xlink:href=\"#ma6bf5b9919\" y=\"69.098654\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"174.278728\" xlink:href=\"#ma6bf5b9919\" y=\"108.107835\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"174.403854\" xlink:href=\"#ma6bf5b9919\" y=\"171.215322\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"174.671363\" xlink:href=\"#ma6bf5b9919\" y=\"74.035615\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.388192\" xlink:href=\"#ma6bf5b9919\" y=\"101.481902\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.448998\" xlink:href=\"#ma6bf5b9919\" y=\"100.319821\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.460255\" xlink:href=\"#ma6bf5b9919\" y=\"162.167121\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.499823\" xlink:href=\"#ma6bf5b9919\" y=\"133.073802\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.580442\" xlink:href=\"#ma6bf5b9919\" y=\"98.085587\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.602079\" xlink:href=\"#ma6bf5b9919\" y=\"123.539334\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.63013\" xlink:href=\"#ma6bf5b9919\" y=\"113.187559\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.681114\" xlink:href=\"#ma6bf5b9919\" y=\"131.039405\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"175.894423\" xlink:href=\"#ma6bf5b9919\" y=\"117.66313\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"176.050547\" xlink:href=\"#ma6bf5b9919\" y=\"110.091251\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"176.070201\" xlink:href=\"#ma6bf5b9919\" y=\"157.730991\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"176.127637\" xlink:href=\"#ma6bf5b9919\" y=\"90.655175\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"176.169833\" xlink:href=\"#ma6bf5b9919\" y=\"130.994856\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"176.179933\" xlink:href=\"#ma6bf5b9919\" y=\"109.818329\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"176.891263\" xlink:href=\"#ma6bf5b9919\" y=\"74.209362\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"176.98703\" xlink:href=\"#ma6bf5b9919\" y=\"104.715219\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"176.99862\" xlink:href=\"#ma6bf5b9919\" y=\"111.615206\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"177.059856\" xlink:href=\"#ma6bf5b9919\" y=\"111.744975\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"177.195438\" xlink:href=\"#ma6bf5b9919\" y=\"106.224429\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"177.273234\" xlink:href=\"#ma6bf5b9919\" y=\"66.883342\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"177.279202\" xlink:href=\"#ma6bf5b9919\" y=\"96.29645\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"177.534509\" xlink:href=\"#ma6bf5b9919\" y=\"126.08189\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"177.616954\" xlink:href=\"#ma6bf5b9919\" y=\"113.819448\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"177.875664\" xlink:href=\"#ma6bf5b9919\" y=\"118.966038\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"178.226949\" xlink:href=\"#ma6bf5b9919\" y=\"114.767106\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"178.28481\" xlink:href=\"#ma6bf5b9919\" y=\"106.672036\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"178.363972\" xlink:href=\"#ma6bf5b9919\" y=\"95.8636\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"178.392027\" xlink:href=\"#ma6bf5b9919\" y=\"137.865666\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"178.400834\" xlink:href=\"#ma6bf5b9919\" y=\"105.879692\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"178.408876\" xlink:href=\"#ma6bf5b9919\" y=\"124.711529\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"178.521563\" xlink:href=\"#ma6bf5b9919\" y=\"99.523135\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"178.654761\" xlink:href=\"#ma6bf5b9919\" y=\"167.757104\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.054817\" xlink:href=\"#ma6bf5b9919\" y=\"130.214581\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.122077\" xlink:href=\"#ma6bf5b9919\" y=\"151.333608\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.321214\" xlink:href=\"#ma6bf5b9919\" y=\"100.780704\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.494554\" xlink:href=\"#ma6bf5b9919\" y=\"88.871691\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.529548\" xlink:href=\"#ma6bf5b9919\" y=\"108.404893\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.616627\" xlink:href=\"#ma6bf5b9919\" y=\"118.198048\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.641698\" xlink:href=\"#ma6bf5b9919\" y=\"114.49529\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.877766\" xlink:href=\"#ma6bf5b9919\" y=\"99.971522\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"179.957837\" xlink:href=\"#ma6bf5b9919\" y=\"117.779584\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"180.438042\" xlink:href=\"#ma6bf5b9919\" y=\"99.517936\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"180.508452\" xlink:href=\"#ma6bf5b9919\" y=\"142.632319\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"180.960645\" xlink:href=\"#ma6bf5b9919\" y=\"129.224658\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"181.211379\" xlink:href=\"#ma6bf5b9919\" y=\"140.619062\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"181.459226\" xlink:href=\"#ma6bf5b9919\" y=\"118.959577\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"181.804719\" xlink:href=\"#ma6bf5b9919\" y=\"137.609018\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"181.894024\" xlink:href=\"#ma6bf5b9919\" y=\"144.558218\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"181.969975\" xlink:href=\"#ma6bf5b9919\" y=\"103.223748\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"182.19607\" xlink:href=\"#ma6bf5b9919\" y=\"197.275078\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"182.255936\" xlink:href=\"#ma6bf5b9919\" y=\"104.764663\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"182.282002\" xlink:href=\"#ma6bf5b9919\" y=\"103.574003\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"182.847561\" xlink:href=\"#ma6bf5b9919\" y=\"131.072546\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"183.097625\" xlink:href=\"#ma6bf5b9919\" y=\"132.990576\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"183.19286\" xlink:href=\"#ma6bf5b9919\" y=\"124.367119\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"183.339108\" xlink:href=\"#ma6bf5b9919\" y=\"105.683249\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"183.433917\" xlink:href=\"#ma6bf5b9919\" y=\"120.841391\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"183.659037\" xlink:href=\"#ma6bf5b9919\" y=\"89.091827\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"183.79454\" xlink:href=\"#ma6bf5b9919\" y=\"130.854366\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"183.901501\" xlink:href=\"#ma6bf5b9919\" y=\"113.432852\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"184.069943\" xlink:href=\"#ma6bf5b9919\" y=\"96.692719\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"184.293191\" xlink:href=\"#ma6bf5b9919\" y=\"115.046229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"184.457229\" xlink:href=\"#ma6bf5b9919\" y=\"111.856871\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"184.734875\" xlink:href=\"#ma6bf5b9919\" y=\"119.255532\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"184.776228\" xlink:href=\"#ma6bf5b9919\" y=\"146.068818\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"184.910134\" xlink:href=\"#ma6bf5b9919\" y=\"127.043821\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"184.920187\" xlink:href=\"#ma6bf5b9919\" y=\"128.108401\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.024971\" xlink:href=\"#ma6bf5b9919\" y=\"151.837859\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.265637\" xlink:href=\"#ma6bf5b9919\" y=\"114.942807\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.386354\" xlink:href=\"#ma6bf5b9919\" y=\"130.204993\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.391558\" xlink:href=\"#ma6bf5b9919\" y=\"134.052538\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.476629\" xlink:href=\"#ma6bf5b9919\" y=\"90.984646\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.48182\" xlink:href=\"#ma6bf5b9919\" y=\"142.850916\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.591518\" xlink:href=\"#ma6bf5b9919\" y=\"104.305514\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.635299\" xlink:href=\"#ma6bf5b9919\" y=\"103.894989\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.684702\" xlink:href=\"#ma6bf5b9919\" y=\"129.637395\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"185.738625\" xlink:href=\"#ma6bf5b9919\" y=\"123.017565\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.007637\" xlink:href=\"#ma6bf5b9919\" y=\"157.622659\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.093538\" xlink:href=\"#ma6bf5b9919\" y=\"195.775403\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.346695\" xlink:href=\"#ma6bf5b9919\" y=\"161.708147\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.383724\" xlink:href=\"#ma6bf5b9919\" y=\"112.19286\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.529782\" xlink:href=\"#ma6bf5b9919\" y=\"118.579303\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.630224\" xlink:href=\"#ma6bf5b9919\" y=\"118.31037\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.642976\" xlink:href=\"#ma6bf5b9919\" y=\"124.024823\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.663084\" xlink:href=\"#ma6bf5b9919\" y=\"125.506293\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.67304\" xlink:href=\"#ma6bf5b9919\" y=\"106.820698\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.771814\" xlink:href=\"#ma6bf5b9919\" y=\"116.656997\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.900258\" xlink:href=\"#ma6bf5b9919\" y=\"127.856813\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"186.957833\" xlink:href=\"#ma6bf5b9919\" y=\"139.437012\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"187.120979\" xlink:href=\"#ma6bf5b9919\" y=\"119.383239\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"187.67966\" xlink:href=\"#ma6bf5b9919\" y=\"129.05922\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"187.753153\" xlink:href=\"#ma6bf5b9919\" y=\"135.793774\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.144787\" xlink:href=\"#ma6bf5b9919\" y=\"150.836765\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.153266\" xlink:href=\"#ma6bf5b9919\" y=\"140.121559\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.311133\" xlink:href=\"#ma6bf5b9919\" y=\"97.030425\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.320837\" xlink:href=\"#ma6bf5b9919\" y=\"117.743306\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.34318\" xlink:href=\"#ma6bf5b9919\" y=\"118.442976\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.697398\" xlink:href=\"#ma6bf5b9919\" y=\"181.178267\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.705219\" xlink:href=\"#ma6bf5b9919\" y=\"156.954679\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.778859\" xlink:href=\"#ma6bf5b9919\" y=\"130.231804\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.804754\" xlink:href=\"#ma6bf5b9919\" y=\"173.453944\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"188.978653\" xlink:href=\"#ma6bf5b9919\" y=\"105.809332\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.019976\" xlink:href=\"#ma6bf5b9919\" y=\"125.564954\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.037749\" xlink:href=\"#ma6bf5b9919\" y=\"127.812973\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.069257\" xlink:href=\"#ma6bf5b9919\" y=\"136.613418\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.139137\" xlink:href=\"#ma6bf5b9919\" y=\"106.496901\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.291728\" xlink:href=\"#ma6bf5b9919\" y=\"138.233765\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.341708\" xlink:href=\"#ma6bf5b9919\" y=\"133.44199\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.499568\" xlink:href=\"#ma6bf5b9919\" y=\"135.179208\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.509809\" xlink:href=\"#ma6bf5b9919\" y=\"141.082079\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.701366\" xlink:href=\"#ma6bf5b9919\" y=\"131.067388\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.841491\" xlink:href=\"#ma6bf5b9919\" y=\"82.492382\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"189.94776\" xlink:href=\"#ma6bf5b9919\" y=\"129.314695\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"190.007304\" xlink:href=\"#ma6bf5b9919\" y=\"98.452172\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"190.085405\" xlink:href=\"#ma6bf5b9919\" y=\"98.423031\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"190.13761\" xlink:href=\"#ma6bf5b9919\" y=\"145.968087\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"190.316854\" xlink:href=\"#ma6bf5b9919\" y=\"130.549413\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"191.012527\" xlink:href=\"#ma6bf5b9919\" y=\"105.151881\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"191.155349\" xlink:href=\"#ma6bf5b9919\" y=\"122.982009\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"191.327686\" xlink:href=\"#ma6bf5b9919\" y=\"149.936962\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"191.697285\" xlink:href=\"#ma6bf5b9919\" y=\"120.760123\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"191.852909\" xlink:href=\"#ma6bf5b9919\" y=\"154.52243\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"191.976331\" xlink:href=\"#ma6bf5b9919\" y=\"142.179909\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"192.03971\" xlink:href=\"#ma6bf5b9919\" y=\"135.971739\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"192.574248\" xlink:href=\"#ma6bf5b9919\" y=\"86.186493\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"192.640565\" xlink:href=\"#ma6bf5b9919\" y=\"126.489129\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"192.658382\" xlink:href=\"#ma6bf5b9919\" y=\"95.670646\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"192.720472\" xlink:href=\"#ma6bf5b9919\" y=\"122.468332\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"192.738358\" xlink:href=\"#ma6bf5b9919\" y=\"105.97037\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"192.78754\" xlink:href=\"#ma6bf5b9919\" y=\"113.070488\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.091305\" xlink:href=\"#ma6bf5b9919\" y=\"97.085813\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.365168\" xlink:href=\"#ma6bf5b9919\" y=\"100.393783\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.370722\" xlink:href=\"#ma6bf5b9919\" y=\"139.750299\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.488239\" xlink:href=\"#ma6bf5b9919\" y=\"136.659851\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.495778\" xlink:href=\"#ma6bf5b9919\" y=\"117.685108\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.567979\" xlink:href=\"#ma6bf5b9919\" y=\"135.802137\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.783695\" xlink:href=\"#ma6bf5b9919\" y=\"121.60739\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.878073\" xlink:href=\"#ma6bf5b9919\" y=\"116.736404\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"193.93774\" xlink:href=\"#ma6bf5b9919\" y=\"126.007601\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.092762\" xlink:href=\"#ma6bf5b9919\" y=\"94.822683\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.106836\" xlink:href=\"#ma6bf5b9919\" y=\"123.925859\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.202601\" xlink:href=\"#ma6bf5b9919\" y=\"146.732682\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.220382\" xlink:href=\"#ma6bf5b9919\" y=\"151.728322\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.372401\" xlink:href=\"#ma6bf5b9919\" y=\"117.994252\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.415414\" xlink:href=\"#ma6bf5b9919\" y=\"117.12463\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.470436\" xlink:href=\"#ma6bf5b9919\" y=\"154.172446\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.516268\" xlink:href=\"#ma6bf5b9919\" y=\"133.362649\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.61822\" xlink:href=\"#ma6bf5b9919\" y=\"166.823669\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.77762\" xlink:href=\"#ma6bf5b9919\" y=\"125.118372\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"194.803418\" xlink:href=\"#ma6bf5b9919\" y=\"187.328866\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"195.264344\" xlink:href=\"#ma6bf5b9919\" y=\"117.872888\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"195.27019\" xlink:href=\"#ma6bf5b9919\" y=\"135.363505\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"195.419163\" xlink:href=\"#ma6bf5b9919\" y=\"181.32004\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"195.628276\" xlink:href=\"#ma6bf5b9919\" y=\"152.254729\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"195.68199\" xlink:href=\"#ma6bf5b9919\" y=\"100.690126\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"195.695571\" xlink:href=\"#ma6bf5b9919\" y=\"131.812706\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"195.701742\" xlink:href=\"#ma6bf5b9919\" y=\"164.312693\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"195.741737\" xlink:href=\"#ma6bf5b9919\" y=\"123.227731\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"196.076973\" xlink:href=\"#ma6bf5b9919\" y=\"170.591403\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"196.136561\" xlink:href=\"#ma6bf5b9919\" y=\"113.504187\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"196.190431\" xlink:href=\"#ma6bf5b9919\" y=\"116.981556\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"196.502039\" xlink:href=\"#ma6bf5b9919\" y=\"108.684418\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"196.586845\" xlink:href=\"#ma6bf5b9919\" y=\"117.345934\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"196.828982\" xlink:href=\"#ma6bf5b9919\" y=\"101.852679\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"196.842388\" xlink:href=\"#ma6bf5b9919\" y=\"131.533781\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"196.931788\" xlink:href=\"#ma6bf5b9919\" y=\"161.841054\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"197.049525\" xlink:href=\"#ma6bf5b9919\" y=\"169.241275\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"197.190908\" xlink:href=\"#ma6bf5b9919\" y=\"180.462781\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"197.22235\" xlink:href=\"#ma6bf5b9919\" y=\"156.20285\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"197.392177\" xlink:href=\"#ma6bf5b9919\" y=\"118.016713\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"197.45411\" xlink:href=\"#ma6bf5b9919\" y=\"172.685268\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"197.481142\" xlink:href=\"#ma6bf5b9919\" y=\"158.715958\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.081509\" xlink:href=\"#ma6bf5b9919\" y=\"109.448384\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.158212\" xlink:href=\"#ma6bf5b9919\" y=\"133.535769\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.23526\" xlink:href=\"#ma6bf5b9919\" y=\"134.11705\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.459552\" xlink:href=\"#ma6bf5b9919\" y=\"172.694984\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.570735\" xlink:href=\"#ma6bf5b9919\" y=\"176.681988\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.597522\" xlink:href=\"#ma6bf5b9919\" y=\"120.584763\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.614501\" xlink:href=\"#ma6bf5b9919\" y=\"132.950359\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.792956\" xlink:href=\"#ma6bf5b9919\" y=\"119.781703\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.840508\" xlink:href=\"#ma6bf5b9919\" y=\"133.570589\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"198.901787\" xlink:href=\"#ma6bf5b9919\" y=\"136.522358\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.048099\" xlink:href=\"#ma6bf5b9919\" y=\"126.956944\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.203918\" xlink:href=\"#ma6bf5b9919\" y=\"148.01316\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.210083\" xlink:href=\"#ma6bf5b9919\" y=\"137.233476\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.225733\" xlink:href=\"#ma6bf5b9919\" y=\"149.710647\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.311756\" xlink:href=\"#ma6bf5b9919\" y=\"117.049238\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.498031\" xlink:href=\"#ma6bf5b9919\" y=\"174.67749\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.713784\" xlink:href=\"#ma6bf5b9919\" y=\"143.80162\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.750026\" xlink:href=\"#ma6bf5b9919\" y=\"139.391617\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"199.773822\" xlink:href=\"#ma6bf5b9919\" y=\"145.526603\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"200.185823\" xlink:href=\"#ma6bf5b9919\" y=\"113.923294\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"200.4253\" xlink:href=\"#ma6bf5b9919\" y=\"144.544998\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"200.499935\" xlink:href=\"#ma6bf5b9919\" y=\"137.507088\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"200.630627\" xlink:href=\"#ma6bf5b9919\" y=\"150.305685\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"200.9646\" xlink:href=\"#ma6bf5b9919\" y=\"140.58206\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"201.016211\" xlink:href=\"#ma6bf5b9919\" y=\"144.019574\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"201.029759\" xlink:href=\"#ma6bf5b9919\" y=\"110.556517\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"201.046691\" xlink:href=\"#ma6bf5b9919\" y=\"166.785548\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"201.496873\" xlink:href=\"#ma6bf5b9919\" y=\"182.916302\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"201.791619\" xlink:href=\"#ma6bf5b9919\" y=\"159.691793\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"201.915327\" xlink:href=\"#ma6bf5b9919\" y=\"116.755429\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"202.140325\" xlink:href=\"#ma6bf5b9919\" y=\"149.229586\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"202.241124\" xlink:href=\"#ma6bf5b9919\" y=\"136.642886\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"202.513955\" xlink:href=\"#ma6bf5b9919\" y=\"134.934414\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"202.791137\" xlink:href=\"#ma6bf5b9919\" y=\"113.937551\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"202.85\" xlink:href=\"#ma6bf5b9919\" y=\"161.414536\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"202.949487\" xlink:href=\"#ma6bf5b9919\" y=\"100.240921\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.136436\" xlink:href=\"#ma6bf5b9919\" y=\"159.350279\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.268315\" xlink:href=\"#ma6bf5b9919\" y=\"177.118636\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.374409\" xlink:href=\"#ma6bf5b9919\" y=\"156.753227\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.437877\" xlink:href=\"#ma6bf5b9919\" y=\"196.322888\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.589286\" xlink:href=\"#ma6bf5b9919\" y=\"134.474256\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.628908\" xlink:href=\"#ma6bf5b9919\" y=\"129.146719\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.780383\" xlink:href=\"#ma6bf5b9919\" y=\"160.462171\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.832748\" xlink:href=\"#ma6bf5b9919\" y=\"130.738104\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"203.990449\" xlink:href=\"#ma6bf5b9919\" y=\"168.1309\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"204.625455\" xlink:href=\"#ma6bf5b9919\" y=\"155.857059\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"204.780125\" xlink:href=\"#ma6bf5b9919\" y=\"163.761788\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"204.79479\" xlink:href=\"#ma6bf5b9919\" y=\"157.628868\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"204.874523\" xlink:href=\"#ma6bf5b9919\" y=\"128.672794\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.03766\" xlink:href=\"#ma6bf5b9919\" y=\"163.686742\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.121713\" xlink:href=\"#ma6bf5b9919\" y=\"148.873034\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.203249\" xlink:href=\"#ma6bf5b9919\" y=\"201.871471\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.262023\" xlink:href=\"#ma6bf5b9919\" y=\"127.801039\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.390819\" xlink:href=\"#ma6bf5b9919\" y=\"223.718664\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.404676\" xlink:href=\"#ma6bf5b9919\" y=\"151.153845\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.454051\" xlink:href=\"#ma6bf5b9919\" y=\"140.268186\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.473181\" xlink:href=\"#ma6bf5b9919\" y=\"189.869869\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.482749\" xlink:href=\"#ma6bf5b9919\" y=\"124.794644\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.552852\" xlink:href=\"#ma6bf5b9919\" y=\"134.99399\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.862134\" xlink:href=\"#ma6bf5b9919\" y=\"211.538879\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"205.904035\" xlink:href=\"#ma6bf5b9919\" y=\"197.033112\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"206.111425\" xlink:href=\"#ma6bf5b9919\" y=\"126.532435\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"206.355268\" xlink:href=\"#ma6bf5b9919\" y=\"129.279387\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"206.465703\" xlink:href=\"#ma6bf5b9919\" y=\"125.038241\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"206.49467\" xlink:href=\"#ma6bf5b9919\" y=\"167.93042\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"206.939422\" xlink:href=\"#ma6bf5b9919\" y=\"136.782661\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"206.958585\" xlink:href=\"#ma6bf5b9919\" y=\"166.714599\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"207.102771\" xlink:href=\"#ma6bf5b9919\" y=\"172.127816\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"207.531185\" xlink:href=\"#ma6bf5b9919\" y=\"170.046392\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"207.667072\" xlink:href=\"#ma6bf5b9919\" y=\"175.86038\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"207.899593\" xlink:href=\"#ma6bf5b9919\" y=\"153.813319\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"207.899816\" xlink:href=\"#ma6bf5b9919\" y=\"157.013136\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"207.906923\" xlink:href=\"#ma6bf5b9919\" y=\"176.206627\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"207.998152\" xlink:href=\"#ma6bf5b9919\" y=\"130.496247\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.022328\" xlink:href=\"#ma6bf5b9919\" y=\"143.472661\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.225746\" xlink:href=\"#ma6bf5b9919\" y=\"184.391154\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.285086\" xlink:href=\"#ma6bf5b9919\" y=\"180.164759\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.55123\" xlink:href=\"#ma6bf5b9919\" y=\"199.042346\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.573454\" xlink:href=\"#ma6bf5b9919\" y=\"108.539418\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.634795\" xlink:href=\"#ma6bf5b9919\" y=\"206.573717\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.665452\" xlink:href=\"#ma6bf5b9919\" y=\"196.525126\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.748126\" xlink:href=\"#ma6bf5b9919\" y=\"131.946497\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"208.752001\" xlink:href=\"#ma6bf5b9919\" y=\"115.000578\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.001674\" xlink:href=\"#ma6bf5b9919\" y=\"127.84504\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.098165\" xlink:href=\"#ma6bf5b9919\" y=\"170.198689\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.127999\" xlink:href=\"#ma6bf5b9919\" y=\"162.305197\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.275155\" xlink:href=\"#ma6bf5b9919\" y=\"141.989763\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.370855\" xlink:href=\"#ma6bf5b9919\" y=\"170.178327\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.659119\" xlink:href=\"#ma6bf5b9919\" y=\"162.58831\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.699145\" xlink:href=\"#ma6bf5b9919\" y=\"180.566741\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.81858\" xlink:href=\"#ma6bf5b9919\" y=\"196.460158\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.822906\" xlink:href=\"#ma6bf5b9919\" y=\"147.882024\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.842333\" xlink:href=\"#ma6bf5b9919\" y=\"145.120402\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"209.98733\" xlink:href=\"#ma6bf5b9919\" y=\"172.130412\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"210.073616\" xlink:href=\"#ma6bf5b9919\" y=\"123.527281\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"210.242407\" xlink:href=\"#ma6bf5b9919\" y=\"184.615189\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"210.315316\" xlink:href=\"#ma6bf5b9919\" y=\"172.277365\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"210.322969\" xlink:href=\"#ma6bf5b9919\" y=\"189.353989\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"210.354643\" xlink:href=\"#ma6bf5b9919\" y=\"175.329425\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"210.368116\" xlink:href=\"#ma6bf5b9919\" y=\"178.461663\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"210.659674\" xlink:href=\"#ma6bf5b9919\" y=\"129.819538\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"210.935121\" xlink:href=\"#ma6bf5b9919\" y=\"138.369611\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.054364\" xlink:href=\"#ma6bf5b9919\" y=\"208.939244\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.144139\" xlink:href=\"#ma6bf5b9919\" y=\"145.851145\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.145263\" xlink:href=\"#ma6bf5b9919\" y=\"124.996208\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.14839\" xlink:href=\"#ma6bf5b9919\" y=\"152.722317\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.155008\" xlink:href=\"#ma6bf5b9919\" y=\"156.311447\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.177205\" xlink:href=\"#ma6bf5b9919\" y=\"140.435244\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.181921\" xlink:href=\"#ma6bf5b9919\" y=\"174.610475\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.185127\" xlink:href=\"#ma6bf5b9919\" y=\"139.88562\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.215137\" xlink:href=\"#ma6bf5b9919\" y=\"167.100979\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.282044\" xlink:href=\"#ma6bf5b9919\" y=\"175.759329\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.401687\" xlink:href=\"#ma6bf5b9919\" y=\"167.293326\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.44869\" xlink:href=\"#ma6bf5b9919\" y=\"177.022333\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.614558\" xlink:href=\"#ma6bf5b9919\" y=\"186.937507\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.724869\" xlink:href=\"#ma6bf5b9919\" y=\"173.220143\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"211.731277\" xlink:href=\"#ma6bf5b9919\" y=\"138.123656\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"212.040948\" xlink:href=\"#ma6bf5b9919\" y=\"136.70645\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"212.399824\" xlink:href=\"#ma6bf5b9919\" y=\"121.54463\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"212.417168\" xlink:href=\"#ma6bf5b9919\" y=\"142.370457\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"212.584013\" xlink:href=\"#ma6bf5b9919\" y=\"152.068568\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"212.718249\" xlink:href=\"#ma6bf5b9919\" y=\"115.211776\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"212.815788\" xlink:href=\"#ma6bf5b9919\" y=\"192.805949\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"212.963787\" xlink:href=\"#ma6bf5b9919\" y=\"128.896184\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"213.047732\" xlink:href=\"#ma6bf5b9919\" y=\"150.459777\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"213.200936\" xlink:href=\"#ma6bf5b9919\" y=\"136.096478\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"213.393053\" xlink:href=\"#ma6bf5b9919\" y=\"174.752555\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"214.502365\" xlink:href=\"#ma6bf5b9919\" y=\"135.992717\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"214.568158\" xlink:href=\"#ma6bf5b9919\" y=\"195.441233\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"214.674215\" xlink:href=\"#ma6bf5b9919\" y=\"145.307734\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"214.796789\" xlink:href=\"#ma6bf5b9919\" y=\"136.361986\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"214.91909\" xlink:href=\"#ma6bf5b9919\" y=\"142.603825\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"214.943432\" xlink:href=\"#ma6bf5b9919\" y=\"153.205123\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"214.987782\" xlink:href=\"#ma6bf5b9919\" y=\"170.209823\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.040062\" xlink:href=\"#ma6bf5b9919\" y=\"147.061258\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.059179\" xlink:href=\"#ma6bf5b9919\" y=\"197.054429\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.06668\" xlink:href=\"#ma6bf5b9919\" y=\"167.572369\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.144273\" xlink:href=\"#ma6bf5b9919\" y=\"154.129202\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.213112\" xlink:href=\"#ma6bf5b9919\" y=\"113.001076\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.42093\" xlink:href=\"#ma6bf5b9919\" y=\"149.463373\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.579802\" xlink:href=\"#ma6bf5b9919\" y=\"144.620062\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.641175\" xlink:href=\"#ma6bf5b9919\" y=\"138.982647\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.76206\" xlink:href=\"#ma6bf5b9919\" y=\"187.195628\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.766381\" xlink:href=\"#ma6bf5b9919\" y=\"138.835742\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"215.914523\" xlink:href=\"#ma6bf5b9919\" y=\"119.805706\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"216.133086\" xlink:href=\"#ma6bf5b9919\" y=\"134.971119\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"216.141241\" xlink:href=\"#ma6bf5b9919\" y=\"123.221991\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"216.445374\" xlink:href=\"#ma6bf5b9919\" y=\"161.322685\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"216.596279\" xlink:href=\"#ma6bf5b9919\" y=\"120.853234\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"216.658332\" xlink:href=\"#ma6bf5b9919\" y=\"178.860547\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"216.702514\" xlink:href=\"#ma6bf5b9919\" y=\"139.725376\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"216.981344\" xlink:href=\"#ma6bf5b9919\" y=\"192.302436\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"216.999418\" xlink:href=\"#ma6bf5b9919\" y=\"172.151271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"217.085878\" xlink:href=\"#ma6bf5b9919\" y=\"143.7709\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"217.307712\" xlink:href=\"#ma6bf5b9919\" y=\"154.575374\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"217.510667\" xlink:href=\"#ma6bf5b9919\" y=\"207.342247\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"217.546061\" xlink:href=\"#ma6bf5b9919\" y=\"148.856701\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"217.58116\" xlink:href=\"#ma6bf5b9919\" y=\"150.869947\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"217.680964\" xlink:href=\"#ma6bf5b9919\" y=\"160.140849\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"217.781701\" xlink:href=\"#ma6bf5b9919\" y=\"133.379394\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"217.928636\" xlink:href=\"#ma6bf5b9919\" y=\"130.165271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"218.105529\" xlink:href=\"#ma6bf5b9919\" y=\"207.014003\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"218.153276\" xlink:href=\"#ma6bf5b9919\" y=\"145.720802\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"218.432768\" xlink:href=\"#ma6bf5b9919\" y=\"142.134516\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"218.750441\" xlink:href=\"#ma6bf5b9919\" y=\"144.203659\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"218.804792\" xlink:href=\"#ma6bf5b9919\" y=\"130.821717\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"219.02463\" xlink:href=\"#ma6bf5b9919\" y=\"164.259435\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"219.11793\" xlink:href=\"#ma6bf5b9919\" y=\"132.408457\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"219.237813\" xlink:href=\"#ma6bf5b9919\" y=\"149.970612\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"219.564944\" xlink:href=\"#ma6bf5b9919\" y=\"123.384473\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"219.692258\" xlink:href=\"#ma6bf5b9919\" y=\"161.582849\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"220.165345\" xlink:href=\"#ma6bf5b9919\" y=\"179.438173\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"220.41012\" xlink:href=\"#ma6bf5b9919\" y=\"147.637138\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"220.618641\" xlink:href=\"#ma6bf5b9919\" y=\"188.971208\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"220.645705\" xlink:href=\"#ma6bf5b9919\" y=\"163.368335\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"220.912478\" xlink:href=\"#ma6bf5b9919\" y=\"145.354377\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"220.915369\" xlink:href=\"#ma6bf5b9919\" y=\"119.44983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"221.073368\" xlink:href=\"#ma6bf5b9919\" y=\"131.522397\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"221.36898\" xlink:href=\"#ma6bf5b9919\" y=\"156.781047\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"221.46043\" xlink:href=\"#ma6bf5b9919\" y=\"138.975549\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"221.570759\" xlink:href=\"#ma6bf5b9919\" y=\"199.965025\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"221.676038\" xlink:href=\"#ma6bf5b9919\" y=\"146.332442\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"221.927769\" xlink:href=\"#ma6bf5b9919\" y=\"187.501\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"222.097939\" xlink:href=\"#ma6bf5b9919\" y=\"206.920767\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"222.152193\" xlink:href=\"#ma6bf5b9919\" y=\"177.645061\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"222.299532\" xlink:href=\"#ma6bf5b9919\" y=\"186.872002\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"222.352017\" xlink:href=\"#ma6bf5b9919\" y=\"144.827006\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"222.35982\" xlink:href=\"#ma6bf5b9919\" y=\"205.510748\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"222.436655\" xlink:href=\"#ma6bf5b9919\" y=\"104.441852\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"222.467074\" xlink:href=\"#ma6bf5b9919\" y=\"154.905086\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"222.533237\" xlink:href=\"#ma6bf5b9919\" y=\"156.187862\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"223.117641\" xlink:href=\"#ma6bf5b9919\" y=\"138.973918\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"223.284328\" xlink:href=\"#ma6bf5b9919\" y=\"197.627417\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"223.395341\" xlink:href=\"#ma6bf5b9919\" y=\"200.779847\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"223.425541\" xlink:href=\"#ma6bf5b9919\" y=\"150.471843\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"223.580224\" xlink:href=\"#ma6bf5b9919\" y=\"158.850029\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"223.724511\" xlink:href=\"#ma6bf5b9919\" y=\"158.90645\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"223.773327\" xlink:href=\"#ma6bf5b9919\" y=\"154.392772\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"224.412003\" xlink:href=\"#ma6bf5b9919\" y=\"194.283234\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"224.496585\" xlink:href=\"#ma6bf5b9919\" y=\"242.557499\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"224.510203\" xlink:href=\"#ma6bf5b9919\" y=\"138.863093\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"224.638307\" xlink:href=\"#ma6bf5b9919\" y=\"212.658805\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"224.753645\" xlink:href=\"#ma6bf5b9919\" y=\"189.436771\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"225.102999\" xlink:href=\"#ma6bf5b9919\" y=\"205.182766\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"225.491532\" xlink:href=\"#ma6bf5b9919\" y=\"190.66148\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"225.552755\" xlink:href=\"#ma6bf5b9919\" y=\"156.885376\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"225.72788\" xlink:href=\"#ma6bf5b9919\" y=\"167.835407\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"225.880096\" xlink:href=\"#ma6bf5b9919\" y=\"218.860292\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"225.926008\" xlink:href=\"#ma6bf5b9919\" y=\"189.160769\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.087498\" xlink:href=\"#ma6bf5b9919\" y=\"160.342828\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.209386\" xlink:href=\"#ma6bf5b9919\" y=\"141.08418\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.291772\" xlink:href=\"#ma6bf5b9919\" y=\"140.343914\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.314086\" xlink:href=\"#ma6bf5b9919\" y=\"218.196496\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.519053\" xlink:href=\"#ma6bf5b9919\" y=\"183.621685\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.561773\" xlink:href=\"#ma6bf5b9919\" y=\"191.213481\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.570161\" xlink:href=\"#ma6bf5b9919\" y=\"148.555819\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.752939\" xlink:href=\"#ma6bf5b9919\" y=\"176.020857\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"226.786047\" xlink:href=\"#ma6bf5b9919\" y=\"180.905298\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.045143\" xlink:href=\"#ma6bf5b9919\" y=\"180.210786\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.265245\" xlink:href=\"#ma6bf5b9919\" y=\"129.534461\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.532908\" xlink:href=\"#ma6bf5b9919\" y=\"173.799206\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.603228\" xlink:href=\"#ma6bf5b9919\" y=\"196.907073\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.671725\" xlink:href=\"#ma6bf5b9919\" y=\"141.031435\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.799683\" xlink:href=\"#ma6bf5b9919\" y=\"160.458897\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.876624\" xlink:href=\"#ma6bf5b9919\" y=\"216.939987\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.90603\" xlink:href=\"#ma6bf5b9919\" y=\"136.646544\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"227.935604\" xlink:href=\"#ma6bf5b9919\" y=\"160.150112\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"228.075937\" xlink:href=\"#ma6bf5b9919\" y=\"141.726013\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"228.30504\" xlink:href=\"#ma6bf5b9919\" y=\"189.244934\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"228.502109\" xlink:href=\"#ma6bf5b9919\" y=\"141.111806\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"228.610105\" xlink:href=\"#ma6bf5b9919\" y=\"185.131613\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"228.850573\" xlink:href=\"#ma6bf5b9919\" y=\"182.957122\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"228.925023\" xlink:href=\"#ma6bf5b9919\" y=\"170.245171\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"228.96934\" xlink:href=\"#ma6bf5b9919\" y=\"210.095042\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"229.020825\" xlink:href=\"#ma6bf5b9919\" y=\"180.729524\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"229.202241\" xlink:href=\"#ma6bf5b9919\" y=\"132.791013\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"229.440923\" xlink:href=\"#ma6bf5b9919\" y=\"192.375666\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"229.524175\" xlink:href=\"#ma6bf5b9919\" y=\"157.886458\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"229.564906\" xlink:href=\"#ma6bf5b9919\" y=\"171.590737\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"229.573124\" xlink:href=\"#ma6bf5b9919\" y=\"213.329219\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"229.640564\" xlink:href=\"#ma6bf5b9919\" y=\"134.200624\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"229.686474\" xlink:href=\"#ma6bf5b9919\" y=\"211.079321\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.101513\" xlink:href=\"#ma6bf5b9919\" y=\"140.465177\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.141874\" xlink:href=\"#ma6bf5b9919\" y=\"174.833644\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.153413\" xlink:href=\"#ma6bf5b9919\" y=\"147.34577\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.339884\" xlink:href=\"#ma6bf5b9919\" y=\"158.227054\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.426945\" xlink:href=\"#ma6bf5b9919\" y=\"157.861656\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.575447\" xlink:href=\"#ma6bf5b9919\" y=\"153.893789\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.709528\" xlink:href=\"#ma6bf5b9919\" y=\"197.866459\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.73596\" xlink:href=\"#ma6bf5b9919\" y=\"140.687922\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.739527\" xlink:href=\"#ma6bf5b9919\" y=\"150.45736\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.751801\" xlink:href=\"#ma6bf5b9919\" y=\"165.174212\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.763793\" xlink:href=\"#ma6bf5b9919\" y=\"165.501603\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"230.833014\" xlink:href=\"#ma6bf5b9919\" y=\"155.00404\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.005523\" xlink:href=\"#ma6bf5b9919\" y=\"218.933615\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.106404\" xlink:href=\"#ma6bf5b9919\" y=\"183.698764\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.265929\" xlink:href=\"#ma6bf5b9919\" y=\"157.685318\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.297109\" xlink:href=\"#ma6bf5b9919\" y=\"191.093323\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.380797\" xlink:href=\"#ma6bf5b9919\" y=\"167.830822\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.412255\" xlink:href=\"#ma6bf5b9919\" y=\"152.050209\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.422801\" xlink:href=\"#ma6bf5b9919\" y=\"212.054882\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.616755\" xlink:href=\"#ma6bf5b9919\" y=\"226.444533\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.79595\" xlink:href=\"#ma6bf5b9919\" y=\"201.413384\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.841034\" xlink:href=\"#ma6bf5b9919\" y=\"208.813297\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"231.915114\" xlink:href=\"#ma6bf5b9919\" y=\"192.021225\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"232.167731\" xlink:href=\"#ma6bf5b9919\" y=\"168.499382\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"232.41227\" xlink:href=\"#ma6bf5b9919\" y=\"133.330952\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"232.444995\" xlink:href=\"#ma6bf5b9919\" y=\"169.300313\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"232.902153\" xlink:href=\"#ma6bf5b9919\" y=\"222.156464\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"232.915379\" xlink:href=\"#ma6bf5b9919\" y=\"206.341646\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.016944\" xlink:href=\"#ma6bf5b9919\" y=\"160.211954\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.138832\" xlink:href=\"#ma6bf5b9919\" y=\"163.716348\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.285368\" xlink:href=\"#ma6bf5b9919\" y=\"178.025381\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.553842\" xlink:href=\"#ma6bf5b9919\" y=\"199.486408\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.663489\" xlink:href=\"#ma6bf5b9919\" y=\"135.394996\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.791966\" xlink:href=\"#ma6bf5b9919\" y=\"208.16433\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.80921\" xlink:href=\"#ma6bf5b9919\" y=\"181.940153\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.839602\" xlink:href=\"#ma6bf5b9919\" y=\"176.752895\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"233.975994\" xlink:href=\"#ma6bf5b9919\" y=\"183.583299\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.146226\" xlink:href=\"#ma6bf5b9919\" y=\"164.287597\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.211582\" xlink:href=\"#ma6bf5b9919\" y=\"123.025421\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.221208\" xlink:href=\"#ma6bf5b9919\" y=\"145.107676\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.560409\" xlink:href=\"#ma6bf5b9919\" y=\"233.068883\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.592752\" xlink:href=\"#ma6bf5b9919\" y=\"205.778488\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.594102\" xlink:href=\"#ma6bf5b9919\" y=\"221.593952\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.637827\" xlink:href=\"#ma6bf5b9919\" y=\"163.607685\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.692727\" xlink:href=\"#ma6bf5b9919\" y=\"171.826577\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.854047\" xlink:href=\"#ma6bf5b9919\" y=\"197.69622\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.917841\" xlink:href=\"#ma6bf5b9919\" y=\"195.472936\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"234.985725\" xlink:href=\"#ma6bf5b9919\" y=\"153.49779\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.052632\" xlink:href=\"#ma6bf5b9919\" y=\"193.872567\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.075704\" xlink:href=\"#ma6bf5b9919\" y=\"145.37205\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.153081\" xlink:href=\"#ma6bf5b9919\" y=\"183.686892\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.186316\" xlink:href=\"#ma6bf5b9919\" y=\"166.527282\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.270132\" xlink:href=\"#ma6bf5b9919\" y=\"165.417201\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.271151\" xlink:href=\"#ma6bf5b9919\" y=\"153.744334\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.289541\" xlink:href=\"#ma6bf5b9919\" y=\"207.405879\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.363991\" xlink:href=\"#ma6bf5b9919\" y=\"225.425162\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.50237\" xlink:href=\"#ma6bf5b9919\" y=\"170.33858\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.595249\" xlink:href=\"#ma6bf5b9919\" y=\"152.394369\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.598122\" xlink:href=\"#ma6bf5b9919\" y=\"180.770526\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.966704\" xlink:href=\"#ma6bf5b9919\" y=\"219.587762\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"235.992721\" xlink:href=\"#ma6bf5b9919\" y=\"139.745054\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"236.111388\" xlink:href=\"#ma6bf5b9919\" y=\"234.144109\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"236.126436\" xlink:href=\"#ma6bf5b9919\" y=\"160.329538\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"236.647339\" xlink:href=\"#ma6bf5b9919\" y=\"201.986204\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"236.693658\" xlink:href=\"#ma6bf5b9919\" y=\"234.715195\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"236.694957\" xlink:href=\"#ma6bf5b9919\" y=\"183.672586\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"236.732249\" xlink:href=\"#ma6bf5b9919\" y=\"200.243305\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"236.892136\" xlink:href=\"#ma6bf5b9919\" y=\"167.761778\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"236.950144\" xlink:href=\"#ma6bf5b9919\" y=\"183.939101\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.123424\" xlink:href=\"#ma6bf5b9919\" y=\"211.739336\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.230226\" xlink:href=\"#ma6bf5b9919\" y=\"236.745259\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.330898\" xlink:href=\"#ma6bf5b9919\" y=\"235.33148\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.379788\" xlink:href=\"#ma6bf5b9919\" y=\"209.715695\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.485462\" xlink:href=\"#ma6bf5b9919\" y=\"219.729691\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.843782\" xlink:href=\"#ma6bf5b9919\" y=\"206.228355\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.850669\" xlink:href=\"#ma6bf5b9919\" y=\"237.39729\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.906146\" xlink:href=\"#ma6bf5b9919\" y=\"162.718686\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"237.945211\" xlink:href=\"#ma6bf5b9919\" y=\"184.201473\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"238.123662\" xlink:href=\"#ma6bf5b9919\" y=\"214.460343\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"238.146871\" xlink:href=\"#ma6bf5b9919\" y=\"190.630744\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"238.307355\" xlink:href=\"#ma6bf5b9919\" y=\"174.675194\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"238.354167\" xlink:href=\"#ma6bf5b9919\" y=\"168.761397\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"238.429438\" xlink:href=\"#ma6bf5b9919\" y=\"142.975833\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"238.447049\" xlink:href=\"#ma6bf5b9919\" y=\"177.300465\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"238.740316\" xlink:href=\"#ma6bf5b9919\" y=\"179.430872\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"238.868357\" xlink:href=\"#ma6bf5b9919\" y=\"179.873416\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"239.333242\" xlink:href=\"#ma6bf5b9919\" y=\"187.628452\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"239.458401\" xlink:href=\"#ma6bf5b9919\" y=\"200.968233\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"239.690946\" xlink:href=\"#ma6bf5b9919\" y=\"207.250305\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"239.808067\" xlink:href=\"#ma6bf5b9919\" y=\"168.31755\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"239.919642\" xlink:href=\"#ma6bf5b9919\" y=\"239.864737\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"239.932846\" xlink:href=\"#ma6bf5b9919\" y=\"175.599239\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"240.243035\" xlink:href=\"#ma6bf5b9919\" y=\"179.849345\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"240.650384\" xlink:href=\"#ma6bf5b9919\" y=\"162.26098\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"240.658162\" xlink:href=\"#ma6bf5b9919\" y=\"167.150569\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"240.686338\" xlink:href=\"#ma6bf5b9919\" y=\"216.184233\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"240.968659\" xlink:href=\"#ma6bf5b9919\" y=\"194.760841\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"240.970068\" xlink:href=\"#ma6bf5b9919\" y=\"196.086694\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"241.309674\" xlink:href=\"#ma6bf5b9919\" y=\"212.991106\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"241.571905\" xlink:href=\"#ma6bf5b9919\" y=\"181.076942\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"241.580019\" xlink:href=\"#ma6bf5b9919\" y=\"131.785154\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"241.672069\" xlink:href=\"#ma6bf5b9919\" y=\"173.154379\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"241.711614\" xlink:href=\"#ma6bf5b9919\" y=\"175.82683\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"241.815288\" xlink:href=\"#ma6bf5b9919\" y=\"220.781198\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"241.86519\" xlink:href=\"#ma6bf5b9919\" y=\"189.680965\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"242.171141\" xlink:href=\"#ma6bf5b9919\" y=\"229.872807\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"242.210498\" xlink:href=\"#ma6bf5b9919\" y=\"160.672594\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"242.2672\" xlink:href=\"#ma6bf5b9919\" y=\"150.486026\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"242.287142\" xlink:href=\"#ma6bf5b9919\" y=\"217.512077\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"242.577414\" xlink:href=\"#ma6bf5b9919\" y=\"174.118439\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"243.077056\" xlink:href=\"#ma6bf5b9919\" y=\"225.905735\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"243.696571\" xlink:href=\"#ma6bf5b9919\" y=\"242.643931\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"243.853993\" xlink:href=\"#ma6bf5b9919\" y=\"175.971331\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"243.94408\" xlink:href=\"#ma6bf5b9919\" y=\"156.969048\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.030785\" xlink:href=\"#ma6bf5b9919\" y=\"174.721675\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.207877\" xlink:href=\"#ma6bf5b9919\" y=\"160.822161\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.243976\" xlink:href=\"#ma6bf5b9919\" y=\"187.588463\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.25552\" xlink:href=\"#ma6bf5b9919\" y=\"229.407765\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.341848\" xlink:href=\"#ma6bf5b9919\" y=\"136.816549\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.525885\" xlink:href=\"#ma6bf5b9919\" y=\"194.248247\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.632558\" xlink:href=\"#ma6bf5b9919\" y=\"169.379483\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.837784\" xlink:href=\"#ma6bf5b9919\" y=\"219.027035\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.861317\" xlink:href=\"#ma6bf5b9919\" y=\"143.193343\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"244.934119\" xlink:href=\"#ma6bf5b9919\" y=\"221.474056\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"245.220769\" xlink:href=\"#ma6bf5b9919\" y=\"200.202033\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"245.248439\" xlink:href=\"#ma6bf5b9919\" y=\"168.048088\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"245.300326\" xlink:href=\"#ma6bf5b9919\" y=\"270.104023\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"245.503359\" xlink:href=\"#ma6bf5b9919\" y=\"169.501836\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"245.669581\" xlink:href=\"#ma6bf5b9919\" y=\"152.644768\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"245.82806\" xlink:href=\"#ma6bf5b9919\" y=\"168.118041\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"246.096293\" xlink:href=\"#ma6bf5b9919\" y=\"180.824857\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"246.167394\" xlink:href=\"#ma6bf5b9919\" y=\"200.131117\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"246.306686\" xlink:href=\"#ma6bf5b9919\" y=\"202.239448\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"246.503123\" xlink:href=\"#ma6bf5b9919\" y=\"150.918367\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"246.680345\" xlink:href=\"#ma6bf5b9919\" y=\"171.774404\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"246.856069\" xlink:href=\"#ma6bf5b9919\" y=\"160.657468\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"246.891438\" xlink:href=\"#ma6bf5b9919\" y=\"188.910871\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"246.941896\" xlink:href=\"#ma6bf5b9919\" y=\"235.835289\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.229054\" xlink:href=\"#ma6bf5b9919\" y=\"229.222044\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.29676\" xlink:href=\"#ma6bf5b9919\" y=\"194.877801\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.364775\" xlink:href=\"#ma6bf5b9919\" y=\"163.051184\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.471555\" xlink:href=\"#ma6bf5b9919\" y=\"190.470667\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.516833\" xlink:href=\"#ma6bf5b9919\" y=\"178.16953\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.587486\" xlink:href=\"#ma6bf5b9919\" y=\"226.195783\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.604534\" xlink:href=\"#ma6bf5b9919\" y=\"167.56463\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.629715\" xlink:href=\"#ma6bf5b9919\" y=\"168.393138\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"247.783676\" xlink:href=\"#ma6bf5b9919\" y=\"243.347096\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.018578\" xlink:href=\"#ma6bf5b9919\" y=\"153.277766\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.075218\" xlink:href=\"#ma6bf5b9919\" y=\"205.805643\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.168579\" xlink:href=\"#ma6bf5b9919\" y=\"160.62617\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.365278\" xlink:href=\"#ma6bf5b9919\" y=\"232.55519\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.444492\" xlink:href=\"#ma6bf5b9919\" y=\"250.411558\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.592273\" xlink:href=\"#ma6bf5b9919\" y=\"185.984384\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.716683\" xlink:href=\"#ma6bf5b9919\" y=\"161.284715\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.834552\" xlink:href=\"#ma6bf5b9919\" y=\"174.496022\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"248.858701\" xlink:href=\"#ma6bf5b9919\" y=\"218.517014\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"249.084891\" xlink:href=\"#ma6bf5b9919\" y=\"229.322816\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"249.191034\" xlink:href=\"#ma6bf5b9919\" y=\"197.507227\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"249.245982\" xlink:href=\"#ma6bf5b9919\" y=\"170.436951\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"249.574511\" xlink:href=\"#ma6bf5b9919\" y=\"212.630022\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"249.588215\" xlink:href=\"#ma6bf5b9919\" y=\"270.154855\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"249.70881\" xlink:href=\"#ma6bf5b9919\" y=\"235.46175\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"249.779577\" xlink:href=\"#ma6bf5b9919\" y=\"250.261792\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"249.873529\" xlink:href=\"#ma6bf5b9919\" y=\"183.458985\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.042251\" xlink:href=\"#ma6bf5b9919\" y=\"171.77827\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.234394\" xlink:href=\"#ma6bf5b9919\" y=\"241.599341\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.243395\" xlink:href=\"#ma6bf5b9919\" y=\"226.012337\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.475471\" xlink:href=\"#ma6bf5b9919\" y=\"164.081122\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.510079\" xlink:href=\"#ma6bf5b9919\" y=\"243.316867\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.596761\" xlink:href=\"#ma6bf5b9919\" y=\"181.076575\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.643307\" xlink:href=\"#ma6bf5b9919\" y=\"227.94815\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.729612\" xlink:href=\"#ma6bf5b9919\" y=\"225.081452\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.853302\" xlink:href=\"#ma6bf5b9919\" y=\"189.051489\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"250.875231\" xlink:href=\"#ma6bf5b9919\" y=\"177.046103\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"251.297085\" xlink:href=\"#ma6bf5b9919\" y=\"172.596936\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"251.348595\" xlink:href=\"#ma6bf5b9919\" y=\"252.677978\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"251.671182\" xlink:href=\"#ma6bf5b9919\" y=\"229.961438\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"252.168309\" xlink:href=\"#ma6bf5b9919\" y=\"255.677795\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"252.588544\" xlink:href=\"#ma6bf5b9919\" y=\"226.039045\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"252.723462\" xlink:href=\"#ma6bf5b9919\" y=\"212.67184\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"252.76234\" xlink:href=\"#ma6bf5b9919\" y=\"232.914647\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"252.776617\" xlink:href=\"#ma6bf5b9919\" y=\"252.322176\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"252.859714\" xlink:href=\"#ma6bf5b9919\" y=\"159.943925\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"252.863611\" xlink:href=\"#ma6bf5b9919\" y=\"173.275154\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"252.890563\" xlink:href=\"#ma6bf5b9919\" y=\"180.698373\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"253.149439\" xlink:href=\"#ma6bf5b9919\" y=\"232.353259\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"253.192303\" xlink:href=\"#ma6bf5b9919\" y=\"212.508723\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"253.406623\" xlink:href=\"#ma6bf5b9919\" y=\"182.087246\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"253.571383\" xlink:href=\"#ma6bf5b9919\" y=\"238.854732\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"253.714209\" xlink:href=\"#ma6bf5b9919\" y=\"230.499194\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"253.92212\" xlink:href=\"#ma6bf5b9919\" y=\"186.599876\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"254.000162\" xlink:href=\"#ma6bf5b9919\" y=\"194.730477\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"254.081632\" xlink:href=\"#ma6bf5b9919\" y=\"151.967209\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"254.104282\" xlink:href=\"#ma6bf5b9919\" y=\"246.322917\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"254.525389\" xlink:href=\"#ma6bf5b9919\" y=\"226.43019\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"254.747439\" xlink:href=\"#ma6bf5b9919\" y=\"221.575871\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"254.783026\" xlink:href=\"#ma6bf5b9919\" y=\"193.457621\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"254.875752\" xlink:href=\"#ma6bf5b9919\" y=\"255.028085\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"254.91968\" xlink:href=\"#ma6bf5b9919\" y=\"233.653134\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.061239\" xlink:href=\"#ma6bf5b9919\" y=\"212.439412\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.199843\" xlink:href=\"#ma6bf5b9919\" y=\"233.546162\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.24043\" xlink:href=\"#ma6bf5b9919\" y=\"220.280397\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.555971\" xlink:href=\"#ma6bf5b9919\" y=\"157.328854\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.608688\" xlink:href=\"#ma6bf5b9919\" y=\"221.103224\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.615799\" xlink:href=\"#ma6bf5b9919\" y=\"155.824089\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.723733\" xlink:href=\"#ma6bf5b9919\" y=\"164.624183\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.795536\" xlink:href=\"#ma6bf5b9919\" y=\"178.947114\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.860781\" xlink:href=\"#ma6bf5b9919\" y=\"184.180762\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.936313\" xlink:href=\"#ma6bf5b9919\" y=\"169.291629\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"255.95146\" xlink:href=\"#ma6bf5b9919\" y=\"188.311359\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"256.905312\" xlink:href=\"#ma6bf5b9919\" y=\"229.104948\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"256.957757\" xlink:href=\"#ma6bf5b9919\" y=\"230.830479\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"257.129277\" xlink:href=\"#ma6bf5b9919\" y=\"172.83777\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"257.14662\" xlink:href=\"#ma6bf5b9919\" y=\"266.006662\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"257.43473\" xlink:href=\"#ma6bf5b9919\" y=\"177.557456\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"257.620392\" xlink:href=\"#ma6bf5b9919\" y=\"186.369994\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"257.725819\" xlink:href=\"#ma6bf5b9919\" y=\"219.958408\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"258.182793\" xlink:href=\"#ma6bf5b9919\" y=\"183.108888\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"258.255502\" xlink:href=\"#ma6bf5b9919\" y=\"238.381387\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"258.348197\" xlink:href=\"#ma6bf5b9919\" y=\"246.961838\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"258.354148\" xlink:href=\"#ma6bf5b9919\" y=\"190.172477\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"258.601581\" xlink:href=\"#ma6bf5b9919\" y=\"239.987627\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"258.720519\" xlink:href=\"#ma6bf5b9919\" y=\"221.418788\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"258.752144\" xlink:href=\"#ma6bf5b9919\" y=\"202.366687\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.102227\" xlink:href=\"#ma6bf5b9919\" y=\"200.022195\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.181092\" xlink:href=\"#ma6bf5b9919\" y=\"218.960089\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.183659\" xlink:href=\"#ma6bf5b9919\" y=\"200.042449\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.190601\" xlink:href=\"#ma6bf5b9919\" y=\"214.451504\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.217258\" xlink:href=\"#ma6bf5b9919\" y=\"235.804978\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.254719\" xlink:href=\"#ma6bf5b9919\" y=\"239.275197\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.258528\" xlink:href=\"#ma6bf5b9919\" y=\"240.369027\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.483336\" xlink:href=\"#ma6bf5b9919\" y=\"240.798262\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.600309\" xlink:href=\"#ma6bf5b9919\" y=\"247.626753\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.668605\" xlink:href=\"#ma6bf5b9919\" y=\"237.852102\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.882572\" xlink:href=\"#ma6bf5b9919\" y=\"223.794036\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"259.886725\" xlink:href=\"#ma6bf5b9919\" y=\"243.275567\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"260.189207\" xlink:href=\"#ma6bf5b9919\" y=\"165.390528\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"260.222553\" xlink:href=\"#ma6bf5b9919\" y=\"249.70255\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"260.295535\" xlink:href=\"#ma6bf5b9919\" y=\"176.369954\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"260.452\" xlink:href=\"#ma6bf5b9919\" y=\"179.596552\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"260.979747\" xlink:href=\"#ma6bf5b9919\" y=\"211.96826\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"261.067142\" xlink:href=\"#ma6bf5b9919\" y=\"235.859211\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"261.147382\" xlink:href=\"#ma6bf5b9919\" y=\"237.365983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"261.190936\" xlink:href=\"#ma6bf5b9919\" y=\"189.369893\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"261.780035\" xlink:href=\"#ma6bf5b9919\" y=\"224.27439\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"261.919998\" xlink:href=\"#ma6bf5b9919\" y=\"203.368867\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"262.31141\" xlink:href=\"#ma6bf5b9919\" y=\"266.060349\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"262.402496\" xlink:href=\"#ma6bf5b9919\" y=\"249.422016\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"262.645682\" xlink:href=\"#ma6bf5b9919\" y=\"185.586205\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"262.707495\" xlink:href=\"#ma6bf5b9919\" y=\"197.287609\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"262.980631\" xlink:href=\"#ma6bf5b9919\" y=\"205.373162\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"263.127362\" xlink:href=\"#ma6bf5b9919\" y=\"235.743002\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"263.138902\" xlink:href=\"#ma6bf5b9919\" y=\"174.251073\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"263.517196\" xlink:href=\"#ma6bf5b9919\" y=\"176.407246\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"264.221519\" xlink:href=\"#ma6bf5b9919\" y=\"175.417222\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"264.27072\" xlink:href=\"#ma6bf5b9919\" y=\"185.688434\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"264.429486\" xlink:href=\"#ma6bf5b9919\" y=\"244.130285\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"264.952592\" xlink:href=\"#ma6bf5b9919\" y=\"197.669706\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.148277\" xlink:href=\"#ma6bf5b9919\" y=\"199.687297\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.512857\" xlink:href=\"#ma6bf5b9919\" y=\"155.592919\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.516218\" xlink:href=\"#ma6bf5b9919\" y=\"252.871139\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.665352\" xlink:href=\"#ma6bf5b9919\" y=\"240.889683\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.695078\" xlink:href=\"#ma6bf5b9919\" y=\"237.555006\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.696647\" xlink:href=\"#ma6bf5b9919\" y=\"132.664892\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.753139\" xlink:href=\"#ma6bf5b9919\" y=\"209.886281\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.783789\" xlink:href=\"#ma6bf5b9919\" y=\"224.347958\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.811435\" xlink:href=\"#ma6bf5b9919\" y=\"201.037224\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.879674\" xlink:href=\"#ma6bf5b9919\" y=\"256.045018\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"265.988891\" xlink:href=\"#ma6bf5b9919\" y=\"237.792193\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.009795\" xlink:href=\"#ma6bf5b9919\" y=\"212.528326\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.08092\" xlink:href=\"#ma6bf5b9919\" y=\"192.44869\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.123573\" xlink:href=\"#ma6bf5b9919\" y=\"183.063154\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.236381\" xlink:href=\"#ma6bf5b9919\" y=\"158.70906\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.273932\" xlink:href=\"#ma6bf5b9919\" y=\"221.93937\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.522175\" xlink:href=\"#ma6bf5b9919\" y=\"208.876438\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.544716\" xlink:href=\"#ma6bf5b9919\" y=\"240.460829\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.60807\" xlink:href=\"#ma6bf5b9919\" y=\"230.99348\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.909351\" xlink:href=\"#ma6bf5b9919\" y=\"212.329209\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.90959\" xlink:href=\"#ma6bf5b9919\" y=\"207.355111\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"266.935798\" xlink:href=\"#ma6bf5b9919\" y=\"212.796262\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.035554\" xlink:href=\"#ma6bf5b9919\" y=\"207.664364\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.268753\" xlink:href=\"#ma6bf5b9919\" y=\"250.53339\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.326663\" xlink:href=\"#ma6bf5b9919\" y=\"187.975989\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.342739\" xlink:href=\"#ma6bf5b9919\" y=\"149.461177\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.587008\" xlink:href=\"#ma6bf5b9919\" y=\"200.216692\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.733606\" xlink:href=\"#ma6bf5b9919\" y=\"163.997453\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.761382\" xlink:href=\"#ma6bf5b9919\" y=\"171.649151\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.81191\" xlink:href=\"#ma6bf5b9919\" y=\"204.201354\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"267.954981\" xlink:href=\"#ma6bf5b9919\" y=\"236.103261\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"268.16421\" xlink:href=\"#ma6bf5b9919\" y=\"203.010375\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"268.200601\" xlink:href=\"#ma6bf5b9919\" y=\"250.068318\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"268.219164\" xlink:href=\"#ma6bf5b9919\" y=\"204.766976\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"268.407835\" xlink:href=\"#ma6bf5b9919\" y=\"235.503127\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"268.592451\" xlink:href=\"#ma6bf5b9919\" y=\"191.486492\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"268.972778\" xlink:href=\"#ma6bf5b9919\" y=\"179.731105\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"268.973838\" xlink:href=\"#ma6bf5b9919\" y=\"187.126001\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.135339\" xlink:href=\"#ma6bf5b9919\" y=\"206.386195\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.149133\" xlink:href=\"#ma6bf5b9919\" y=\"246.706704\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.241807\" xlink:href=\"#ma6bf5b9919\" y=\"190.598903\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.405707\" xlink:href=\"#ma6bf5b9919\" y=\"257.509055\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.462124\" xlink:href=\"#ma6bf5b9919\" y=\"236.114563\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.512135\" xlink:href=\"#ma6bf5b9919\" y=\"258.651914\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.59638\" xlink:href=\"#ma6bf5b9919\" y=\"252.074412\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.859842\" xlink:href=\"#ma6bf5b9919\" y=\"235.038222\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.869977\" xlink:href=\"#ma6bf5b9919\" y=\"244.96475\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"269.999773\" xlink:href=\"#ma6bf5b9919\" y=\"306.456602\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.010845\" xlink:href=\"#ma6bf5b9919\" y=\"295.515559\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.298819\" xlink:href=\"#ma6bf5b9919\" y=\"162.207328\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.476418\" xlink:href=\"#ma6bf5b9919\" y=\"181.19713\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.497186\" xlink:href=\"#ma6bf5b9919\" y=\"257.407634\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.546436\" xlink:href=\"#ma6bf5b9919\" y=\"233.818391\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.680225\" xlink:href=\"#ma6bf5b9919\" y=\"163.446435\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.881473\" xlink:href=\"#ma6bf5b9919\" y=\"210.190699\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.932694\" xlink:href=\"#ma6bf5b9919\" y=\"228.72871\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.953552\" xlink:href=\"#ma6bf5b9919\" y=\"186.423624\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"270.988966\" xlink:href=\"#ma6bf5b9919\" y=\"234.373863\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.009663\" xlink:href=\"#ma6bf5b9919\" y=\"280.837568\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.034885\" xlink:href=\"#ma6bf5b9919\" y=\"231.318243\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.319704\" xlink:href=\"#ma6bf5b9919\" y=\"195.669266\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.48241\" xlink:href=\"#ma6bf5b9919\" y=\"192.465904\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.598623\" xlink:href=\"#ma6bf5b9919\" y=\"181.355983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.599754\" xlink:href=\"#ma6bf5b9919\" y=\"188.376841\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.825931\" xlink:href=\"#ma6bf5b9919\" y=\"209.180575\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.848289\" xlink:href=\"#ma6bf5b9919\" y=\"254.517338\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"271.900296\" xlink:href=\"#ma6bf5b9919\" y=\"255.602776\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"272.089553\" xlink:href=\"#ma6bf5b9919\" y=\"251.190561\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"272.182995\" xlink:href=\"#ma6bf5b9919\" y=\"199.894908\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"272.379887\" xlink:href=\"#ma6bf5b9919\" y=\"252.421866\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"272.448559\" xlink:href=\"#ma6bf5b9919\" y=\"238.972293\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"272.662737\" xlink:href=\"#ma6bf5b9919\" y=\"213.996278\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"272.869023\" xlink:href=\"#ma6bf5b9919\" y=\"185.475649\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"272.902606\" xlink:href=\"#ma6bf5b9919\" y=\"267.278502\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"273.167677\" xlink:href=\"#ma6bf5b9919\" y=\"185.457909\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"273.464609\" xlink:href=\"#ma6bf5b9919\" y=\"246.933063\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"273.501428\" xlink:href=\"#ma6bf5b9919\" y=\"235.15941\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"273.613985\" xlink:href=\"#ma6bf5b9919\" y=\"185.173198\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"273.629827\" xlink:href=\"#ma6bf5b9919\" y=\"176.980609\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"273.764663\" xlink:href=\"#ma6bf5b9919\" y=\"187.006741\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"273.893759\" xlink:href=\"#ma6bf5b9919\" y=\"191.938854\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"273.98704\" xlink:href=\"#ma6bf5b9919\" y=\"243.415997\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"274.064741\" xlink:href=\"#ma6bf5b9919\" y=\"277.03496\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"274.186457\" xlink:href=\"#ma6bf5b9919\" y=\"194.887326\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"274.57498\" xlink:href=\"#ma6bf5b9919\" y=\"218.493588\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"274.622069\" xlink:href=\"#ma6bf5b9919\" y=\"173.629503\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"274.735853\" xlink:href=\"#ma6bf5b9919\" y=\"261.539544\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"274.746664\" xlink:href=\"#ma6bf5b9919\" y=\"241.128165\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"275.066637\" xlink:href=\"#ma6bf5b9919\" y=\"181.552156\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"275.097463\" xlink:href=\"#ma6bf5b9919\" y=\"222.855347\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"275.418344\" xlink:href=\"#ma6bf5b9919\" y=\"219.058869\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"275.638674\" xlink:href=\"#ma6bf5b9919\" y=\"170.211198\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"275.98401\" xlink:href=\"#ma6bf5b9919\" y=\"217.39912\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"276.031436\" xlink:href=\"#ma6bf5b9919\" y=\"201.177247\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"276.156763\" xlink:href=\"#ma6bf5b9919\" y=\"193.448733\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"276.474653\" xlink:href=\"#ma6bf5b9919\" y=\"260.714639\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"276.60144\" xlink:href=\"#ma6bf5b9919\" y=\"202.914438\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"276.823452\" xlink:href=\"#ma6bf5b9919\" y=\"217.835442\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.24742\" xlink:href=\"#ma6bf5b9919\" y=\"208.330089\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.278295\" xlink:href=\"#ma6bf5b9919\" y=\"187.029375\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.314763\" xlink:href=\"#ma6bf5b9919\" y=\"204.70999\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.389394\" xlink:href=\"#ma6bf5b9919\" y=\"193.47358\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.631283\" xlink:href=\"#ma6bf5b9919\" y=\"280.589221\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.673707\" xlink:href=\"#ma6bf5b9919\" y=\"254.605427\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.810876\" xlink:href=\"#ma6bf5b9919\" y=\"238.897966\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.81275\" xlink:href=\"#ma6bf5b9919\" y=\"211.160945\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"277.849513\" xlink:href=\"#ma6bf5b9919\" y=\"217.088461\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"278.100315\" xlink:href=\"#ma6bf5b9919\" y=\"180.555724\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"278.582088\" xlink:href=\"#ma6bf5b9919\" y=\"186.846308\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"278.896655\" xlink:href=\"#ma6bf5b9919\" y=\"233.157495\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"279.026398\" xlink:href=\"#ma6bf5b9919\" y=\"254.673194\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"279.196944\" xlink:href=\"#ma6bf5b9919\" y=\"243.534769\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"279.341029\" xlink:href=\"#ma6bf5b9919\" y=\"272.633423\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"279.417399\" xlink:href=\"#ma6bf5b9919\" y=\"271.138292\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"279.423801\" xlink:href=\"#ma6bf5b9919\" y=\"265.863242\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"279.466242\" xlink:href=\"#ma6bf5b9919\" y=\"185.294999\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"279.610963\" xlink:href=\"#ma6bf5b9919\" y=\"256.164932\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"279.913508\" xlink:href=\"#ma6bf5b9919\" y=\"250.502735\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"280.059595\" xlink:href=\"#ma6bf5b9919\" y=\"193.494511\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"280.240781\" xlink:href=\"#ma6bf5b9919\" y=\"192.748929\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"280.253878\" xlink:href=\"#ma6bf5b9919\" y=\"154.781661\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"280.284916\" xlink:href=\"#ma6bf5b9919\" y=\"195.986348\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"280.426632\" xlink:href=\"#ma6bf5b9919\" y=\"225.922641\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"280.647645\" xlink:href=\"#ma6bf5b9919\" y=\"253.393815\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"280.739277\" xlink:href=\"#ma6bf5b9919\" y=\"210.105073\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"280.966896\" xlink:href=\"#ma6bf5b9919\" y=\"214.245753\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.090667\" xlink:href=\"#ma6bf5b9919\" y=\"201.755877\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.121051\" xlink:href=\"#ma6bf5b9919\" y=\"274.886016\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.474465\" xlink:href=\"#ma6bf5b9919\" y=\"243.459716\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.537286\" xlink:href=\"#ma6bf5b9919\" y=\"197.216354\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.595132\" xlink:href=\"#ma6bf5b9919\" y=\"201.65761\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.596842\" xlink:href=\"#ma6bf5b9919\" y=\"219.160421\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.793861\" xlink:href=\"#ma6bf5b9919\" y=\"230.121109\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.969686\" xlink:href=\"#ma6bf5b9919\" y=\"226.627146\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"281.977252\" xlink:href=\"#ma6bf5b9919\" y=\"282.825875\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"282.63227\" xlink:href=\"#ma6bf5b9919\" y=\"235.698205\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"282.678787\" xlink:href=\"#ma6bf5b9919\" y=\"272.132417\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"282.762451\" xlink:href=\"#ma6bf5b9919\" y=\"242.283521\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"282.788543\" xlink:href=\"#ma6bf5b9919\" y=\"267.514662\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"282.889655\" xlink:href=\"#ma6bf5b9919\" y=\"247.645279\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"282.909951\" xlink:href=\"#ma6bf5b9919\" y=\"252.542435\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"282.95276\" xlink:href=\"#ma6bf5b9919\" y=\"257.814374\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"283.187108\" xlink:href=\"#ma6bf5b9919\" y=\"254.893126\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"283.253605\" xlink:href=\"#ma6bf5b9919\" y=\"249.068788\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"283.359912\" xlink:href=\"#ma6bf5b9919\" y=\"217.410617\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"283.367339\" xlink:href=\"#ma6bf5b9919\" y=\"264.992182\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"283.785185\" xlink:href=\"#ma6bf5b9919\" y=\"234.326872\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"283.797152\" xlink:href=\"#ma6bf5b9919\" y=\"260.6151\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.072684\" xlink:href=\"#ma6bf5b9919\" y=\"188.612618\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.222373\" xlink:href=\"#ma6bf5b9919\" y=\"191.681943\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.226039\" xlink:href=\"#ma6bf5b9919\" y=\"208.079459\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.421436\" xlink:href=\"#ma6bf5b9919\" y=\"186.138234\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.438386\" xlink:href=\"#ma6bf5b9919\" y=\"248.175855\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.493701\" xlink:href=\"#ma6bf5b9919\" y=\"241.597747\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.644401\" xlink:href=\"#ma6bf5b9919\" y=\"245.527452\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.724633\" xlink:href=\"#ma6bf5b9919\" y=\"228.550287\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.736413\" xlink:href=\"#ma6bf5b9919\" y=\"276.587863\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"284.740376\" xlink:href=\"#ma6bf5b9919\" y=\"198.392653\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.048666\" xlink:href=\"#ma6bf5b9919\" y=\"186.779685\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.233019\" xlink:href=\"#ma6bf5b9919\" y=\"229.943482\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.34315\" xlink:href=\"#ma6bf5b9919\" y=\"223.740674\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.406097\" xlink:href=\"#ma6bf5b9919\" y=\"218.962737\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.432527\" xlink:href=\"#ma6bf5b9919\" y=\"239.100519\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.494036\" xlink:href=\"#ma6bf5b9919\" y=\"233.267465\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.503005\" xlink:href=\"#ma6bf5b9919\" y=\"222.605892\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.57292\" xlink:href=\"#ma6bf5b9919\" y=\"250.645373\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.693883\" xlink:href=\"#ma6bf5b9919\" y=\"204.531121\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"285.837611\" xlink:href=\"#ma6bf5b9919\" y=\"198.383456\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.046538\" xlink:href=\"#ma6bf5b9919\" y=\"191.941489\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.186631\" xlink:href=\"#ma6bf5b9919\" y=\"225.873035\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.306488\" xlink:href=\"#ma6bf5b9919\" y=\"230.096066\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.399038\" xlink:href=\"#ma6bf5b9919\" y=\"186.229414\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.725668\" xlink:href=\"#ma6bf5b9919\" y=\"251.894698\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.809831\" xlink:href=\"#ma6bf5b9919\" y=\"162.756972\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.853354\" xlink:href=\"#ma6bf5b9919\" y=\"227.211098\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.925863\" xlink:href=\"#ma6bf5b9919\" y=\"238.792206\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"286.93847\" xlink:href=\"#ma6bf5b9919\" y=\"205.620074\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"287.041966\" xlink:href=\"#ma6bf5b9919\" y=\"280.360455\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"287.102375\" xlink:href=\"#ma6bf5b9919\" y=\"203.467683\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"287.52426\" xlink:href=\"#ma6bf5b9919\" y=\"305.212989\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"287.524871\" xlink:href=\"#ma6bf5b9919\" y=\"226.184649\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"287.701546\" xlink:href=\"#ma6bf5b9919\" y=\"188.529498\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"287.92956\" xlink:href=\"#ma6bf5b9919\" y=\"239.223503\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"288.084291\" xlink:href=\"#ma6bf5b9919\" y=\"197.917656\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"288.092516\" xlink:href=\"#ma6bf5b9919\" y=\"185.836986\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"288.229126\" xlink:href=\"#ma6bf5b9919\" y=\"240.01414\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"288.310035\" xlink:href=\"#ma6bf5b9919\" y=\"199.353843\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"288.330276\" xlink:href=\"#ma6bf5b9919\" y=\"227.557289\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"288.344618\" xlink:href=\"#ma6bf5b9919\" y=\"212.156334\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"288.637657\" xlink:href=\"#ma6bf5b9919\" y=\"244.168949\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"288.963276\" xlink:href=\"#ma6bf5b9919\" y=\"305.236898\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.039998\" xlink:href=\"#ma6bf5b9919\" y=\"241.66219\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.138545\" xlink:href=\"#ma6bf5b9919\" y=\"244.097862\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.27483\" xlink:href=\"#ma6bf5b9919\" y=\"262.950211\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.323209\" xlink:href=\"#ma6bf5b9919\" y=\"243.049397\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.352129\" xlink:href=\"#ma6bf5b9919\" y=\"177.887968\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.410591\" xlink:href=\"#ma6bf5b9919\" y=\"192.118089\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.586947\" xlink:href=\"#ma6bf5b9919\" y=\"178.511859\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.587813\" xlink:href=\"#ma6bf5b9919\" y=\"318.534545\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.649329\" xlink:href=\"#ma6bf5b9919\" y=\"277.232149\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"289.64982\" xlink:href=\"#ma6bf5b9919\" y=\"216.413828\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.138853\" xlink:href=\"#ma6bf5b9919\" y=\"227.190721\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.232017\" xlink:href=\"#ma6bf5b9919\" y=\"203.827126\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.247325\" xlink:href=\"#ma6bf5b9919\" y=\"240.29621\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.390464\" xlink:href=\"#ma6bf5b9919\" y=\"197.941997\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.437317\" xlink:href=\"#ma6bf5b9919\" y=\"216.506213\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.553233\" xlink:href=\"#ma6bf5b9919\" y=\"273.005408\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.739096\" xlink:href=\"#ma6bf5b9919\" y=\"202.31415\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.842894\" xlink:href=\"#ma6bf5b9919\" y=\"207.206494\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.897909\" xlink:href=\"#ma6bf5b9919\" y=\"253.624195\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"290.974713\" xlink:href=\"#ma6bf5b9919\" y=\"217.904931\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"291.232161\" xlink:href=\"#ma6bf5b9919\" y=\"243.603001\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"291.346079\" xlink:href=\"#ma6bf5b9919\" y=\"216.857379\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"291.36857\" xlink:href=\"#ma6bf5b9919\" y=\"277.421585\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"291.462149\" xlink:href=\"#ma6bf5b9919\" y=\"207.165454\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"291.47913\" xlink:href=\"#ma6bf5b9919\" y=\"267.200393\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"291.894206\" xlink:href=\"#ma6bf5b9919\" y=\"235.165479\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"291.906042\" xlink:href=\"#ma6bf5b9919\" y=\"209.57291\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"291.91996\" xlink:href=\"#ma6bf5b9919\" y=\"205.301668\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"292.203751\" xlink:href=\"#ma6bf5b9919\" y=\"263.609523\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"292.210159\" xlink:href=\"#ma6bf5b9919\" y=\"253.184582\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"292.324368\" xlink:href=\"#ma6bf5b9919\" y=\"226.321174\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"292.472837\" xlink:href=\"#ma6bf5b9919\" y=\"214.997645\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"292.849338\" xlink:href=\"#ma6bf5b9919\" y=\"200.2675\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"293.123305\" xlink:href=\"#ma6bf5b9919\" y=\"217.707856\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"293.215347\" xlink:href=\"#ma6bf5b9919\" y=\"193.583397\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"293.400335\" xlink:href=\"#ma6bf5b9919\" y=\"217.776856\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"293.460661\" xlink:href=\"#ma6bf5b9919\" y=\"180.591841\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"293.508456\" xlink:href=\"#ma6bf5b9919\" y=\"229.079069\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"293.624224\" xlink:href=\"#ma6bf5b9919\" y=\"219.777855\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"293.626442\" xlink:href=\"#ma6bf5b9919\" y=\"255.911247\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.13828\" xlink:href=\"#ma6bf5b9919\" y=\"267.474018\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.186131\" xlink:href=\"#ma6bf5b9919\" y=\"248.443487\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.22369\" xlink:href=\"#ma6bf5b9919\" y=\"234.050404\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.223991\" xlink:href=\"#ma6bf5b9919\" y=\"243.399784\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.476732\" xlink:href=\"#ma6bf5b9919\" y=\"202.206672\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.560276\" xlink:href=\"#ma6bf5b9919\" y=\"267.123419\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.759474\" xlink:href=\"#ma6bf5b9919\" y=\"217.437935\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.834367\" xlink:href=\"#ma6bf5b9919\" y=\"261.32963\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"294.986383\" xlink:href=\"#ma6bf5b9919\" y=\"220.707313\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"295.233392\" xlink:href=\"#ma6bf5b9919\" y=\"234.734554\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"295.321076\" xlink:href=\"#ma6bf5b9919\" y=\"273.820222\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"295.467808\" xlink:href=\"#ma6bf5b9919\" y=\"261.151316\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"295.537012\" xlink:href=\"#ma6bf5b9919\" y=\"248.248409\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"295.673866\" xlink:href=\"#ma6bf5b9919\" y=\"259.30741\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"295.716395\" xlink:href=\"#ma6bf5b9919\" y=\"204.441462\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"295.826779\" xlink:href=\"#ma6bf5b9919\" y=\"232.540431\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"295.829132\" xlink:href=\"#ma6bf5b9919\" y=\"252.23816\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"296.44772\" xlink:href=\"#ma6bf5b9919\" y=\"209.50612\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"296.454965\" xlink:href=\"#ma6bf5b9919\" y=\"245.21443\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"296.56523\" xlink:href=\"#ma6bf5b9919\" y=\"196.30869\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"296.631949\" xlink:href=\"#ma6bf5b9919\" y=\"212.375793\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"296.659949\" xlink:href=\"#ma6bf5b9919\" y=\"240.837904\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"296.980198\" xlink:href=\"#ma6bf5b9919\" y=\"179.320745\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.049298\" xlink:href=\"#ma6bf5b9919\" y=\"261.461169\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.0936\" xlink:href=\"#ma6bf5b9919\" y=\"221.219449\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.170185\" xlink:href=\"#ma6bf5b9919\" y=\"265.256289\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.193148\" xlink:href=\"#ma6bf5b9919\" y=\"259.156179\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.379882\" xlink:href=\"#ma6bf5b9919\" y=\"208.355809\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.387955\" xlink:href=\"#ma6bf5b9919\" y=\"222.950166\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.509892\" xlink:href=\"#ma6bf5b9919\" y=\"211.396522\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.534187\" xlink:href=\"#ma6bf5b9919\" y=\"201.04495\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.607009\" xlink:href=\"#ma6bf5b9919\" y=\"260.358908\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.885215\" xlink:href=\"#ma6bf5b9919\" y=\"233.665558\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.944559\" xlink:href=\"#ma6bf5b9919\" y=\"210.218385\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"297.949267\" xlink:href=\"#ma6bf5b9919\" y=\"222.476485\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"298.030737\" xlink:href=\"#ma6bf5b9919\" y=\"270.273558\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"298.134859\" xlink:href=\"#ma6bf5b9919\" y=\"257.370728\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"298.495059\" xlink:href=\"#ma6bf5b9919\" y=\"225.994847\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"298.516768\" xlink:href=\"#ma6bf5b9919\" y=\"198.278052\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"298.838171\" xlink:href=\"#ma6bf5b9919\" y=\"257.670884\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"298.873166\" xlink:href=\"#ma6bf5b9919\" y=\"232.6573\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.059223\" xlink:href=\"#ma6bf5b9919\" y=\"254.024147\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.069159\" xlink:href=\"#ma6bf5b9919\" y=\"198.550784\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.146296\" xlink:href=\"#ma6bf5b9919\" y=\"198.350174\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.545193\" xlink:href=\"#ma6bf5b9919\" y=\"223.531988\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.632524\" xlink:href=\"#ma6bf5b9919\" y=\"239.471093\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.673958\" xlink:href=\"#ma6bf5b9919\" y=\"209.267771\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.701936\" xlink:href=\"#ma6bf5b9919\" y=\"239.648899\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.753586\" xlink:href=\"#ma6bf5b9919\" y=\"287.5274\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"299.974726\" xlink:href=\"#ma6bf5b9919\" y=\"212.362361\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"300.56404\" xlink:href=\"#ma6bf5b9919\" y=\"253.908923\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"300.945819\" xlink:href=\"#ma6bf5b9919\" y=\"257.016681\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"301.20999\" xlink:href=\"#ma6bf5b9919\" y=\"283.75711\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"301.408369\" xlink:href=\"#ma6bf5b9919\" y=\"218.647603\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"301.598991\" xlink:href=\"#ma6bf5b9919\" y=\"243.503448\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"301.891952\" xlink:href=\"#ma6bf5b9919\" y=\"212.230164\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"302.286112\" xlink:href=\"#ma6bf5b9919\" y=\"227.3885\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"302.45856\" xlink:href=\"#ma6bf5b9919\" y=\"210.5574\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"302.490552\" xlink:href=\"#ma6bf5b9919\" y=\"206.014428\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"302.517968\" xlink:href=\"#ma6bf5b9919\" y=\"257.365762\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"302.568658\" xlink:href=\"#ma6bf5b9919\" y=\"216.546612\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"302.964851\" xlink:href=\"#ma6bf5b9919\" y=\"294.861587\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"302.992846\" xlink:href=\"#ma6bf5b9919\" y=\"208.458114\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"303.041698\" xlink:href=\"#ma6bf5b9919\" y=\"216.239229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"303.225458\" xlink:href=\"#ma6bf5b9919\" y=\"228.735836\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"303.238287\" xlink:href=\"#ma6bf5b9919\" y=\"283.106807\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"303.342391\" xlink:href=\"#ma6bf5b9919\" y=\"271.301269\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"303.538564\" xlink:href=\"#ma6bf5b9919\" y=\"212.568624\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"303.607276\" xlink:href=\"#ma6bf5b9919\" y=\"250.001555\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"303.962924\" xlink:href=\"#ma6bf5b9919\" y=\"237.563543\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"303.979386\" xlink:href=\"#ma6bf5b9919\" y=\"244.749772\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"304.130687\" xlink:href=\"#ma6bf5b9919\" y=\"209.739603\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"304.648279\" xlink:href=\"#ma6bf5b9919\" y=\"228.744623\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"304.721911\" xlink:href=\"#ma6bf5b9919\" y=\"217.696043\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"304.763624\" xlink:href=\"#ma6bf5b9919\" y=\"221.723406\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"304.876762\" xlink:href=\"#ma6bf5b9919\" y=\"270.899785\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"305.353661\" xlink:href=\"#ma6bf5b9919\" y=\"293.180311\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"305.365223\" xlink:href=\"#ma6bf5b9919\" y=\"201.998667\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"305.612138\" xlink:href=\"#ma6bf5b9919\" y=\"221.732647\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"305.759308\" xlink:href=\"#ma6bf5b9919\" y=\"257.374418\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"305.762753\" xlink:href=\"#ma6bf5b9919\" y=\"238.022269\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"305.963668\" xlink:href=\"#ma6bf5b9919\" y=\"267.698098\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"306.369434\" xlink:href=\"#ma6bf5b9919\" y=\"282.354182\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"306.399573\" xlink:href=\"#ma6bf5b9919\" y=\"217.598402\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"306.657561\" xlink:href=\"#ma6bf5b9919\" y=\"213.781239\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"306.796857\" xlink:href=\"#ma6bf5b9919\" y=\"286.013875\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"306.925306\" xlink:href=\"#ma6bf5b9919\" y=\"254.468609\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"307.284467\" xlink:href=\"#ma6bf5b9919\" y=\"212.500607\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"307.297282\" xlink:href=\"#ma6bf5b9919\" y=\"252.719847\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"307.31584\" xlink:href=\"#ma6bf5b9919\" y=\"234.481598\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"307.357019\" xlink:href=\"#ma6bf5b9919\" y=\"213.043215\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"307.716444\" xlink:href=\"#ma6bf5b9919\" y=\"258.156059\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"307.89541\" xlink:href=\"#ma6bf5b9919\" y=\"224.393669\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"307.905504\" xlink:href=\"#ma6bf5b9919\" y=\"220.256875\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"307.958187\" xlink:href=\"#ma6bf5b9919\" y=\"231.740542\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"308.030743\" xlink:href=\"#ma6bf5b9919\" y=\"221.894315\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"308.161199\" xlink:href=\"#ma6bf5b9919\" y=\"274.094888\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"308.261707\" xlink:href=\"#ma6bf5b9919\" y=\"234.948672\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"308.269761\" xlink:href=\"#ma6bf5b9919\" y=\"255.362394\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"308.487465\" xlink:href=\"#ma6bf5b9919\" y=\"237.088538\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"308.58148\" xlink:href=\"#ma6bf5b9919\" y=\"215.899444\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"308.64682\" xlink:href=\"#ma6bf5b9919\" y=\"236.182018\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"308.85209\" xlink:href=\"#ma6bf5b9919\" y=\"243.524913\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"309.010705\" xlink:href=\"#ma6bf5b9919\" y=\"252.936252\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"309.571048\" xlink:href=\"#ma6bf5b9919\" y=\"224.247408\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"309.713439\" xlink:href=\"#ma6bf5b9919\" y=\"229.807528\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"309.931464\" xlink:href=\"#ma6bf5b9919\" y=\"205.430247\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"310.107404\" xlink:href=\"#ma6bf5b9919\" y=\"276.205926\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"310.384888\" xlink:href=\"#ma6bf5b9919\" y=\"219.333126\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"310.673009\" xlink:href=\"#ma6bf5b9919\" y=\"223.320106\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"310.873226\" xlink:href=\"#ma6bf5b9919\" y=\"249.762327\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"310.913165\" xlink:href=\"#ma6bf5b9919\" y=\"190.403158\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"311.167673\" xlink:href=\"#ma6bf5b9919\" y=\"210.047486\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"311.349654\" xlink:href=\"#ma6bf5b9919\" y=\"244.235465\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"311.427102\" xlink:href=\"#ma6bf5b9919\" y=\"230.50709\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"311.500917\" xlink:href=\"#ma6bf5b9919\" y=\"235.805149\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"311.696881\" xlink:href=\"#ma6bf5b9919\" y=\"292.990132\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"311.777848\" xlink:href=\"#ma6bf5b9919\" y=\"223.516551\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"311.841125\" xlink:href=\"#ma6bf5b9919\" y=\"219.732706\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"312.154424\" xlink:href=\"#ma6bf5b9919\" y=\"246.376498\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"312.416557\" xlink:href=\"#ma6bf5b9919\" y=\"206.591588\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"312.641899\" xlink:href=\"#ma6bf5b9919\" y=\"235.285454\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"312.726798\" xlink:href=\"#ma6bf5b9919\" y=\"234.060678\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"312.766755\" xlink:href=\"#ma6bf5b9919\" y=\"238.622756\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"312.888963\" xlink:href=\"#ma6bf5b9919\" y=\"236.514117\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"313.225631\" xlink:href=\"#ma6bf5b9919\" y=\"218.539584\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"313.332417\" xlink:href=\"#ma6bf5b9919\" y=\"207.693623\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"313.373036\" xlink:href=\"#ma6bf5b9919\" y=\"238.870347\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"313.634709\" xlink:href=\"#ma6bf5b9919\" y=\"231.541814\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"313.950416\" xlink:href=\"#ma6bf5b9919\" y=\"201.267403\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"314.204287\" xlink:href=\"#ma6bf5b9919\" y=\"225.052706\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"314.420522\" xlink:href=\"#ma6bf5b9919\" y=\"208.285461\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"314.517546\" xlink:href=\"#ma6bf5b9919\" y=\"235.024486\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"314.775466\" xlink:href=\"#ma6bf5b9919\" y=\"264.479562\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"314.824706\" xlink:href=\"#ma6bf5b9919\" y=\"222.563483\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"314.917479\" xlink:href=\"#ma6bf5b9919\" y=\"231.29931\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.005098\" xlink:href=\"#ma6bf5b9919\" y=\"230.496785\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.035906\" xlink:href=\"#ma6bf5b9919\" y=\"256.223098\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.068789\" xlink:href=\"#ma6bf5b9919\" y=\"228.214812\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.168551\" xlink:href=\"#ma6bf5b9919\" y=\"247.64969\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.385112\" xlink:href=\"#ma6bf5b9919\" y=\"239.058975\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.392036\" xlink:href=\"#ma6bf5b9919\" y=\"247.451626\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.600775\" xlink:href=\"#ma6bf5b9919\" y=\"244.068653\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.621778\" xlink:href=\"#ma6bf5b9919\" y=\"212.011242\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.776547\" xlink:href=\"#ma6bf5b9919\" y=\"225.89821\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.87894\" xlink:href=\"#ma6bf5b9919\" y=\"217.379559\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.906905\" xlink:href=\"#ma6bf5b9919\" y=\"210.677748\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.913152\" xlink:href=\"#ma6bf5b9919\" y=\"249.404939\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"315.985283\" xlink:href=\"#ma6bf5b9919\" y=\"257.492037\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"316.170204\" xlink:href=\"#ma6bf5b9919\" y=\"237.06511\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"316.231687\" xlink:href=\"#ma6bf5b9919\" y=\"226.749163\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"316.296838\" xlink:href=\"#ma6bf5b9919\" y=\"226.98652\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"316.404091\" xlink:href=\"#ma6bf5b9919\" y=\"264.357771\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"316.649658\" xlink:href=\"#ma6bf5b9919\" y=\"236.15795\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"316.874187\" xlink:href=\"#ma6bf5b9919\" y=\"227.71847\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.075021\" xlink:href=\"#ma6bf5b9919\" y=\"265.861274\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.098722\" xlink:href=\"#ma6bf5b9919\" y=\"230.791494\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.122332\" xlink:href=\"#ma6bf5b9919\" y=\"210.335088\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.197407\" xlink:href=\"#ma6bf5b9919\" y=\"252.570568\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.226341\" xlink:href=\"#ma6bf5b9919\" y=\"290.439883\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.269522\" xlink:href=\"#ma6bf5b9919\" y=\"244.631481\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.44987\" xlink:href=\"#ma6bf5b9919\" y=\"249.111829\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.738684\" xlink:href=\"#ma6bf5b9919\" y=\"238.189448\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.78996\" xlink:href=\"#ma6bf5b9919\" y=\"218.396746\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"317.871411\" xlink:href=\"#ma6bf5b9919\" y=\"285.463569\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"318.279915\" xlink:href=\"#ma6bf5b9919\" y=\"256.567438\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"318.290604\" xlink:href=\"#ma6bf5b9919\" y=\"233.635865\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"318.429916\" xlink:href=\"#ma6bf5b9919\" y=\"228.696139\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"318.453575\" xlink:href=\"#ma6bf5b9919\" y=\"205.558812\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"318.618045\" xlink:href=\"#ma6bf5b9919\" y=\"233.193591\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"318.851879\" xlink:href=\"#ma6bf5b9919\" y=\"217.46997\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"318.956103\" xlink:href=\"#ma6bf5b9919\" y=\"240.381508\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"318.994977\" xlink:href=\"#ma6bf5b9919\" y=\"219.7169\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"319.285903\" xlink:href=\"#ma6bf5b9919\" y=\"239.16336\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"319.332068\" xlink:href=\"#ma6bf5b9919\" y=\"232.39636\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"319.57246\" xlink:href=\"#ma6bf5b9919\" y=\"203.378097\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"319.699319\" xlink:href=\"#ma6bf5b9919\" y=\"248.332141\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"319.827708\" xlink:href=\"#ma6bf5b9919\" y=\"261.535173\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"319.828603\" xlink:href=\"#ma6bf5b9919\" y=\"226.800472\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"319.947755\" xlink:href=\"#ma6bf5b9919\" y=\"222.080414\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"320.050164\" xlink:href=\"#ma6bf5b9919\" y=\"233.432912\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"320.091065\" xlink:href=\"#ma6bf5b9919\" y=\"230.134315\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"320.431487\" xlink:href=\"#ma6bf5b9919\" y=\"244.767293\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"320.468443\" xlink:href=\"#ma6bf5b9919\" y=\"245.55403\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"320.518659\" xlink:href=\"#ma6bf5b9919\" y=\"183.155846\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"320.521858\" xlink:href=\"#ma6bf5b9919\" y=\"244.783399\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"320.82592\" xlink:href=\"#ma6bf5b9919\" y=\"236.050546\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"321.127863\" xlink:href=\"#ma6bf5b9919\" y=\"217.823446\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"321.158114\" xlink:href=\"#ma6bf5b9919\" y=\"230.834383\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"321.557915\" xlink:href=\"#ma6bf5b9919\" y=\"213.154402\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"321.635373\" xlink:href=\"#ma6bf5b9919\" y=\"224.675025\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"321.723984\" xlink:href=\"#ma6bf5b9919\" y=\"235.365563\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"321.814091\" xlink:href=\"#ma6bf5b9919\" y=\"263.429695\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"322.157853\" xlink:href=\"#ma6bf5b9919\" y=\"220.409886\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"322.258723\" xlink:href=\"#ma6bf5b9919\" y=\"251.150592\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"322.282373\" xlink:href=\"#ma6bf5b9919\" y=\"249.431512\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"322.374295\" xlink:href=\"#ma6bf5b9919\" y=\"233.637434\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"322.771574\" xlink:href=\"#ma6bf5b9919\" y=\"241.69352\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"322.969332\" xlink:href=\"#ma6bf5b9919\" y=\"258.700341\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"322.992469\" xlink:href=\"#ma6bf5b9919\" y=\"247.356433\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.064552\" xlink:href=\"#ma6bf5b9919\" y=\"267.538914\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.102423\" xlink:href=\"#ma6bf5b9919\" y=\"241.071627\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.240649\" xlink:href=\"#ma6bf5b9919\" y=\"229.554812\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.281767\" xlink:href=\"#ma6bf5b9919\" y=\"232.414124\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.402479\" xlink:href=\"#ma6bf5b9919\" y=\"291.193135\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.5511\" xlink:href=\"#ma6bf5b9919\" y=\"227.652243\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.564198\" xlink:href=\"#ma6bf5b9919\" y=\"223.63135\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.600631\" xlink:href=\"#ma6bf5b9919\" y=\"218.745155\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.625778\" xlink:href=\"#ma6bf5b9919\" y=\"277.822951\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.628333\" xlink:href=\"#ma6bf5b9919\" y=\"231.718426\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.649633\" xlink:href=\"#ma6bf5b9919\" y=\"239.912596\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.669136\" xlink:href=\"#ma6bf5b9919\" y=\"240.951463\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.759277\" xlink:href=\"#ma6bf5b9919\" y=\"231.591827\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"323.901917\" xlink:href=\"#ma6bf5b9919\" y=\"270.379534\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"324.041743\" xlink:href=\"#ma6bf5b9919\" y=\"226.282238\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"324.178248\" xlink:href=\"#ma6bf5b9919\" y=\"259.836776\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"324.220528\" xlink:href=\"#ma6bf5b9919\" y=\"248.494321\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"324.323523\" xlink:href=\"#ma6bf5b9919\" y=\"220.304356\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"324.370972\" xlink:href=\"#ma6bf5b9919\" y=\"237.101691\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"325.030985\" xlink:href=\"#ma6bf5b9919\" y=\"254.734576\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"325.46194\" xlink:href=\"#ma6bf5b9919\" y=\"230.088113\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"325.509703\" xlink:href=\"#ma6bf5b9919\" y=\"236.540481\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"325.528678\" xlink:href=\"#ma6bf5b9919\" y=\"227.658973\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"325.595161\" xlink:href=\"#ma6bf5b9919\" y=\"282.00958\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"325.762929\" xlink:href=\"#ma6bf5b9919\" y=\"195.471492\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"325.88734\" xlink:href=\"#ma6bf5b9919\" y=\"236.117763\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"326.300343\" xlink:href=\"#ma6bf5b9919\" y=\"238.046015\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"326.518018\" xlink:href=\"#ma6bf5b9919\" y=\"190.489502\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"326.743067\" xlink:href=\"#ma6bf5b9919\" y=\"223.228578\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"326.967616\" xlink:href=\"#ma6bf5b9919\" y=\"223.668146\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"327.258999\" xlink:href=\"#ma6bf5b9919\" y=\"261.082914\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"327.300341\" xlink:href=\"#ma6bf5b9919\" y=\"218.012261\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"327.300661\" xlink:href=\"#ma6bf5b9919\" y=\"272.335704\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"327.314859\" xlink:href=\"#ma6bf5b9919\" y=\"244.009715\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"327.366079\" xlink:href=\"#ma6bf5b9919\" y=\"217.017547\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"327.59357\" xlink:href=\"#ma6bf5b9919\" y=\"210.91074\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"327.643166\" xlink:href=\"#ma6bf5b9919\" y=\"193.059639\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"327.736039\" xlink:href=\"#ma6bf5b9919\" y=\"231.494047\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"328.097892\" xlink:href=\"#ma6bf5b9919\" y=\"231.736544\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"328.143648\" xlink:href=\"#ma6bf5b9919\" y=\"256.468933\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"328.195354\" xlink:href=\"#ma6bf5b9919\" y=\"219.905724\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"328.205258\" xlink:href=\"#ma6bf5b9919\" y=\"222.690774\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"328.262814\" xlink:href=\"#ma6bf5b9919\" y=\"256.684499\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"328.330646\" xlink:href=\"#ma6bf5b9919\" y=\"247.622842\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"328.520564\" xlink:href=\"#ma6bf5b9919\" y=\"213.897411\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"328.810861\" xlink:href=\"#ma6bf5b9919\" y=\"207.906385\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"329.318005\" xlink:href=\"#ma6bf5b9919\" y=\"186.414974\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"329.318061\" xlink:href=\"#ma6bf5b9919\" y=\"222.749369\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"329.463785\" xlink:href=\"#ma6bf5b9919\" y=\"240.954103\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"329.559882\" xlink:href=\"#ma6bf5b9919\" y=\"254.664535\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"329.65813\" xlink:href=\"#ma6bf5b9919\" y=\"219.473063\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"329.824655\" xlink:href=\"#ma6bf5b9919\" y=\"222.636139\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"329.982151\" xlink:href=\"#ma6bf5b9919\" y=\"238.924863\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"330.02583\" xlink:href=\"#ma6bf5b9919\" y=\"252.51956\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"330.458967\" xlink:href=\"#ma6bf5b9919\" y=\"218.220544\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"330.491773\" xlink:href=\"#ma6bf5b9919\" y=\"214.54438\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"330.617829\" xlink:href=\"#ma6bf5b9919\" y=\"203.503027\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"330.725674\" xlink:href=\"#ma6bf5b9919\" y=\"245.407408\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"330.803523\" xlink:href=\"#ma6bf5b9919\" y=\"253.024623\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"331.140451\" xlink:href=\"#ma6bf5b9919\" y=\"216.419957\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"331.413432\" xlink:href=\"#ma6bf5b9919\" y=\"227.698383\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"331.71244\" xlink:href=\"#ma6bf5b9919\" y=\"264.785132\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"331.853504\" xlink:href=\"#ma6bf5b9919\" y=\"252.222036\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"332.066116\" xlink:href=\"#ma6bf5b9919\" y=\"189.148346\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"332.121579\" xlink:href=\"#ma6bf5b9919\" y=\"247.873286\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"332.337828\" xlink:href=\"#ma6bf5b9919\" y=\"226.386983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"332.589923\" xlink:href=\"#ma6bf5b9919\" y=\"212.797232\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"332.69446\" xlink:href=\"#ma6bf5b9919\" y=\"230.889301\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"332.789524\" xlink:href=\"#ma6bf5b9919\" y=\"247.354765\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"332.905733\" xlink:href=\"#ma6bf5b9919\" y=\"219.177516\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"333.195378\" xlink:href=\"#ma6bf5b9919\" y=\"231.592918\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"333.44583\" xlink:href=\"#ma6bf5b9919\" y=\"225.963019\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"333.641238\" xlink:href=\"#ma6bf5b9919\" y=\"241.829369\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"333.69557\" xlink:href=\"#ma6bf5b9919\" y=\"233.19549\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"333.853418\" xlink:href=\"#ma6bf5b9919\" y=\"226.367029\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"334.06091\" xlink:href=\"#ma6bf5b9919\" y=\"215.984427\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"334.202225\" xlink:href=\"#ma6bf5b9919\" y=\"205.917942\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"334.262149\" xlink:href=\"#ma6bf5b9919\" y=\"230.154701\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"334.411833\" xlink:href=\"#ma6bf5b9919\" y=\"252.013827\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"334.585306\" xlink:href=\"#ma6bf5b9919\" y=\"246.523229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"334.79418\" xlink:href=\"#ma6bf5b9919\" y=\"238.828018\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.019359\" xlink:href=\"#ma6bf5b9919\" y=\"219.247044\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.110899\" xlink:href=\"#ma6bf5b9919\" y=\"232.856884\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.274213\" xlink:href=\"#ma6bf5b9919\" y=\"262.409914\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.340386\" xlink:href=\"#ma6bf5b9919\" y=\"242.707087\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.476489\" xlink:href=\"#ma6bf5b9919\" y=\"249.748334\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.558038\" xlink:href=\"#ma6bf5b9919\" y=\"216.65346\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.653833\" xlink:href=\"#ma6bf5b9919\" y=\"242.397761\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.655036\" xlink:href=\"#ma6bf5b9919\" y=\"267.075482\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.720314\" xlink:href=\"#ma6bf5b9919\" y=\"240.568288\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.790888\" xlink:href=\"#ma6bf5b9919\" y=\"237.102375\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"335.898632\" xlink:href=\"#ma6bf5b9919\" y=\"219.605983\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"336.05314\" xlink:href=\"#ma6bf5b9919\" y=\"230.574049\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"336.088334\" xlink:href=\"#ma6bf5b9919\" y=\"257.6258\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"336.320605\" xlink:href=\"#ma6bf5b9919\" y=\"209.073223\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"336.348541\" xlink:href=\"#ma6bf5b9919\" y=\"232.666501\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"336.427128\" xlink:href=\"#ma6bf5b9919\" y=\"213.901766\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"336.482178\" xlink:href=\"#ma6bf5b9919\" y=\"221.827432\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"336.693169\" xlink:href=\"#ma6bf5b9919\" y=\"219.938289\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"336.744998\" xlink:href=\"#ma6bf5b9919\" y=\"236.018783\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"337.056668\" xlink:href=\"#ma6bf5b9919\" y=\"233.676151\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"337.088723\" xlink:href=\"#ma6bf5b9919\" y=\"284.278769\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"337.303947\" xlink:href=\"#ma6bf5b9919\" y=\"249.449251\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"337.698257\" xlink:href=\"#ma6bf5b9919\" y=\"241.084434\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"337.975522\" xlink:href=\"#ma6bf5b9919\" y=\"205.424336\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.01544\" xlink:href=\"#ma6bf5b9919\" y=\"210.974296\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.23538\" xlink:href=\"#ma6bf5b9919\" y=\"222.226766\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.262236\" xlink:href=\"#ma6bf5b9919\" y=\"243.685903\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.510647\" xlink:href=\"#ma6bf5b9919\" y=\"264.141058\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.564576\" xlink:href=\"#ma6bf5b9919\" y=\"255.763412\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.583726\" xlink:href=\"#ma6bf5b9919\" y=\"245.543666\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.588257\" xlink:href=\"#ma6bf5b9919\" y=\"247.210501\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.612048\" xlink:href=\"#ma6bf5b9919\" y=\"188.502334\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.624577\" xlink:href=\"#ma6bf5b9919\" y=\"194.04211\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.736104\" xlink:href=\"#ma6bf5b9919\" y=\"215.094827\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.783314\" xlink:href=\"#ma6bf5b9919\" y=\"238.39604\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.830572\" xlink:href=\"#ma6bf5b9919\" y=\"243.95643\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"338.975787\" xlink:href=\"#ma6bf5b9919\" y=\"212.142442\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"339.234091\" xlink:href=\"#ma6bf5b9919\" y=\"252.00548\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"339.309267\" xlink:href=\"#ma6bf5b9919\" y=\"217.84314\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"339.350722\" xlink:href=\"#ma6bf5b9919\" y=\"221.010851\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"339.769404\" xlink:href=\"#ma6bf5b9919\" y=\"237.164044\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"339.823103\" xlink:href=\"#ma6bf5b9919\" y=\"234.224225\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"339.897896\" xlink:href=\"#ma6bf5b9919\" y=\"243.181405\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"339.941866\" xlink:href=\"#ma6bf5b9919\" y=\"229.137644\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"340.311438\" xlink:href=\"#ma6bf5b9919\" y=\"208.421281\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"340.411995\" xlink:href=\"#ma6bf5b9919\" y=\"213.550246\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"340.667359\" xlink:href=\"#ma6bf5b9919\" y=\"210.359175\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"340.787913\" xlink:href=\"#ma6bf5b9919\" y=\"251.196413\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"340.925681\" xlink:href=\"#ma6bf5b9919\" y=\"209.609257\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"340.943798\" xlink:href=\"#ma6bf5b9919\" y=\"232.776302\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.06474\" xlink:href=\"#ma6bf5b9919\" y=\"207.861516\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.087942\" xlink:href=\"#ma6bf5b9919\" y=\"243.656231\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.252402\" xlink:href=\"#ma6bf5b9919\" y=\"219.535116\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.394133\" xlink:href=\"#ma6bf5b9919\" y=\"240.166479\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.480346\" xlink:href=\"#ma6bf5b9919\" y=\"259.666682\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.530476\" xlink:href=\"#ma6bf5b9919\" y=\"215.895762\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.645598\" xlink:href=\"#ma6bf5b9919\" y=\"228.5758\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.670714\" xlink:href=\"#ma6bf5b9919\" y=\"196.678473\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.698376\" xlink:href=\"#ma6bf5b9919\" y=\"224.34625\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.734729\" xlink:href=\"#ma6bf5b9919\" y=\"206.323126\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.95877\" xlink:href=\"#ma6bf5b9919\" y=\"268.104577\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"341.97483\" xlink:href=\"#ma6bf5b9919\" y=\"210.483609\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"342.085367\" xlink:href=\"#ma6bf5b9919\" y=\"253.051825\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"342.23609\" xlink:href=\"#ma6bf5b9919\" y=\"252.401045\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"343.125914\" xlink:href=\"#ma6bf5b9919\" y=\"223.840461\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"343.205446\" xlink:href=\"#ma6bf5b9919\" y=\"258.532752\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"343.332949\" xlink:href=\"#ma6bf5b9919\" y=\"249.429975\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"343.399904\" xlink:href=\"#ma6bf5b9919\" y=\"229.331197\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"343.718008\" xlink:href=\"#ma6bf5b9919\" y=\"243.635292\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"343.79308\" xlink:href=\"#ma6bf5b9919\" y=\"227.862516\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"343.845765\" xlink:href=\"#ma6bf5b9919\" y=\"235.44285\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"344.646484\" xlink:href=\"#ma6bf5b9919\" y=\"161.041786\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"344.747436\" xlink:href=\"#ma6bf5b9919\" y=\"226.580308\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"344.825087\" xlink:href=\"#ma6bf5b9919\" y=\"244.416079\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"344.831793\" xlink:href=\"#ma6bf5b9919\" y=\"228.359803\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"344.889807\" xlink:href=\"#ma6bf5b9919\" y=\"214.876493\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.065431\" xlink:href=\"#ma6bf5b9919\" y=\"233.774122\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.080733\" xlink:href=\"#ma6bf5b9919\" y=\"265.616096\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.257957\" xlink:href=\"#ma6bf5b9919\" y=\"190.65229\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.354511\" xlink:href=\"#ma6bf5b9919\" y=\"186.397579\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.44456\" xlink:href=\"#ma6bf5b9919\" y=\"249.508054\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.547737\" xlink:href=\"#ma6bf5b9919\" y=\"213.877528\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.684205\" xlink:href=\"#ma6bf5b9919\" y=\"199.989324\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.793503\" xlink:href=\"#ma6bf5b9919\" y=\"218.064511\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"345.891582\" xlink:href=\"#ma6bf5b9919\" y=\"248.842536\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.033453\" xlink:href=\"#ma6bf5b9919\" y=\"240.353643\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.049153\" xlink:href=\"#ma6bf5b9919\" y=\"190.038657\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.10914\" xlink:href=\"#ma6bf5b9919\" y=\"227.402817\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.15077\" xlink:href=\"#ma6bf5b9919\" y=\"242.899264\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.172619\" xlink:href=\"#ma6bf5b9919\" y=\"232.296107\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.433674\" xlink:href=\"#ma6bf5b9919\" y=\"279.606373\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.541307\" xlink:href=\"#ma6bf5b9919\" y=\"272.366829\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.564437\" xlink:href=\"#ma6bf5b9919\" y=\"253.115424\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.625235\" xlink:href=\"#ma6bf5b9919\" y=\"187.788317\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.665559\" xlink:href=\"#ma6bf5b9919\" y=\"206.276703\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.823848\" xlink:href=\"#ma6bf5b9919\" y=\"226.115466\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"346.860523\" xlink:href=\"#ma6bf5b9919\" y=\"229.121604\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"347.24537\" xlink:href=\"#ma6bf5b9919\" y=\"211.353526\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"347.591325\" xlink:href=\"#ma6bf5b9919\" y=\"239.500633\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"347.673712\" xlink:href=\"#ma6bf5b9919\" y=\"226.521299\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"347.83144\" xlink:href=\"#ma6bf5b9919\" y=\"206.443525\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"347.903645\" xlink:href=\"#ma6bf5b9919\" y=\"183.038539\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"348.163798\" xlink:href=\"#ma6bf5b9919\" y=\"256.712794\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"348.253565\" xlink:href=\"#ma6bf5b9919\" y=\"196.499396\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"348.285901\" xlink:href=\"#ma6bf5b9919\" y=\"216.564215\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"348.542119\" xlink:href=\"#ma6bf5b9919\" y=\"250.569177\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"348.910533\" xlink:href=\"#ma6bf5b9919\" y=\"227.022764\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"349.086407\" xlink:href=\"#ma6bf5b9919\" y=\"211.721591\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"349.599315\" xlink:href=\"#ma6bf5b9919\" y=\"244.488385\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"349.648028\" xlink:href=\"#ma6bf5b9919\" y=\"226.66555\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"349.766201\" xlink:href=\"#ma6bf5b9919\" y=\"237.848835\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.181374\" xlink:href=\"#ma6bf5b9919\" y=\"217.074945\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.21972\" xlink:href=\"#ma6bf5b9919\" y=\"268.106295\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.239322\" xlink:href=\"#ma6bf5b9919\" y=\"163.60538\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.332135\" xlink:href=\"#ma6bf5b9919\" y=\"203.479924\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.471664\" xlink:href=\"#ma6bf5b9919\" y=\"265.378226\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.538245\" xlink:href=\"#ma6bf5b9919\" y=\"278.190729\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.64019\" xlink:href=\"#ma6bf5b9919\" y=\"234.692798\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.654889\" xlink:href=\"#ma6bf5b9919\" y=\"192.371913\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.828085\" xlink:href=\"#ma6bf5b9919\" y=\"252.478902\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"350.902432\" xlink:href=\"#ma6bf5b9919\" y=\"190.223521\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"351.071212\" xlink:href=\"#ma6bf5b9919\" y=\"222.779569\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"351.388333\" xlink:href=\"#ma6bf5b9919\" y=\"247.667866\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"352.029218\" xlink:href=\"#ma6bf5b9919\" y=\"236.31875\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"352.117769\" xlink:href=\"#ma6bf5b9919\" y=\"211.606546\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"352.762329\" xlink:href=\"#ma6bf5b9919\" y=\"259.352467\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"353.183427\" xlink:href=\"#ma6bf5b9919\" y=\"249.988327\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"353.368742\" xlink:href=\"#ma6bf5b9919\" y=\"241.141892\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"353.572033\" xlink:href=\"#ma6bf5b9919\" y=\"237.679867\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"353.774239\" xlink:href=\"#ma6bf5b9919\" y=\"190.759092\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"353.882962\" xlink:href=\"#ma6bf5b9919\" y=\"237.586068\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"353.919492\" xlink:href=\"#ma6bf5b9919\" y=\"230.581544\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"353.962184\" xlink:href=\"#ma6bf5b9919\" y=\"254.652899\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"354.040602\" xlink:href=\"#ma6bf5b9919\" y=\"161.906416\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"354.23211\" xlink:href=\"#ma6bf5b9919\" y=\"201.236592\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"354.50195\" xlink:href=\"#ma6bf5b9919\" y=\"205.629483\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"354.725426\" xlink:href=\"#ma6bf5b9919\" y=\"154.312838\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"354.975544\" xlink:href=\"#ma6bf5b9919\" y=\"253.83542\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"354.976477\" xlink:href=\"#ma6bf5b9919\" y=\"273.970444\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"354.996539\" xlink:href=\"#ma6bf5b9919\" y=\"206.597856\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"355.031875\" xlink:href=\"#ma6bf5b9919\" y=\"238.446558\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"355.057036\" xlink:href=\"#ma6bf5b9919\" y=\"244.941426\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"355.24484\" xlink:href=\"#ma6bf5b9919\" y=\"187.099233\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"355.404596\" xlink:href=\"#ma6bf5b9919\" y=\"219.300443\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"355.472719\" xlink:href=\"#ma6bf5b9919\" y=\"260.095043\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"355.511661\" xlink:href=\"#ma6bf5b9919\" y=\"235.102147\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"355.532622\" xlink:href=\"#ma6bf5b9919\" y=\"246.51226\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"355.673548\" xlink:href=\"#ma6bf5b9919\" y=\"193.195459\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"356.181788\" xlink:href=\"#ma6bf5b9919\" y=\"210.490569\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"356.421248\" xlink:href=\"#ma6bf5b9919\" y=\"191.831302\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"356.463932\" xlink:href=\"#ma6bf5b9919\" y=\"186.642841\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"356.514816\" xlink:href=\"#ma6bf5b9919\" y=\"228.951073\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"356.724397\" xlink:href=\"#ma6bf5b9919\" y=\"217.942231\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"356.819336\" xlink:href=\"#ma6bf5b9919\" y=\"196.615014\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"356.948656\" xlink:href=\"#ma6bf5b9919\" y=\"270.938955\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.244308\" xlink:href=\"#ma6bf5b9919\" y=\"255.218629\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.298832\" xlink:href=\"#ma6bf5b9919\" y=\"221.88832\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.307776\" xlink:href=\"#ma6bf5b9919\" y=\"175.266723\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.321985\" xlink:href=\"#ma6bf5b9919\" y=\"226.128618\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.544408\" xlink:href=\"#ma6bf5b9919\" y=\"241.666853\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.555997\" xlink:href=\"#ma6bf5b9919\" y=\"140.710985\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.588964\" xlink:href=\"#ma6bf5b9919\" y=\"237.023583\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.617003\" xlink:href=\"#ma6bf5b9919\" y=\"283.596468\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.734851\" xlink:href=\"#ma6bf5b9919\" y=\"256.913772\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.793237\" xlink:href=\"#ma6bf5b9919\" y=\"203.782905\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.820744\" xlink:href=\"#ma6bf5b9919\" y=\"199.679247\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.847151\" xlink:href=\"#ma6bf5b9919\" y=\"277.188618\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"357.911896\" xlink:href=\"#ma6bf5b9919\" y=\"270.263287\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.018528\" xlink:href=\"#ma6bf5b9919\" y=\"184.98844\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.031435\" xlink:href=\"#ma6bf5b9919\" y=\"237.091901\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.044662\" xlink:href=\"#ma6bf5b9919\" y=\"231.2979\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.095349\" xlink:href=\"#ma6bf5b9919\" y=\"200.817263\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.20286\" xlink:href=\"#ma6bf5b9919\" y=\"250.481439\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.259535\" xlink:href=\"#ma6bf5b9919\" y=\"215.075094\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.381123\" xlink:href=\"#ma6bf5b9919\" y=\"195.91588\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.487518\" xlink:href=\"#ma6bf5b9919\" y=\"165.038431\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.541954\" xlink:href=\"#ma6bf5b9919\" y=\"191.276815\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"358.894146\" xlink:href=\"#ma6bf5b9919\" y=\"234.484083\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"359.250146\" xlink:href=\"#ma6bf5b9919\" y=\"270.425756\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.133174\" xlink:href=\"#ma6bf5b9919\" y=\"219.464077\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.259611\" xlink:href=\"#ma6bf5b9919\" y=\"221.099242\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.478732\" xlink:href=\"#ma6bf5b9919\" y=\"289.657438\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.597501\" xlink:href=\"#ma6bf5b9919\" y=\"270.693609\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.660122\" xlink:href=\"#ma6bf5b9919\" y=\"276.052987\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.737788\" xlink:href=\"#ma6bf5b9919\" y=\"249.338554\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.812847\" xlink:href=\"#ma6bf5b9919\" y=\"181.518562\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.950773\" xlink:href=\"#ma6bf5b9919\" y=\"165.54773\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"360.961422\" xlink:href=\"#ma6bf5b9919\" y=\"246.827159\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"361.105295\" xlink:href=\"#ma6bf5b9919\" y=\"247.078758\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"361.164853\" xlink:href=\"#ma6bf5b9919\" y=\"280.729362\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"361.532808\" xlink:href=\"#ma6bf5b9919\" y=\"244.893499\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"361.594763\" xlink:href=\"#ma6bf5b9919\" y=\"195.355172\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"361.603521\" xlink:href=\"#ma6bf5b9919\" y=\"259.567469\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"361.801453\" xlink:href=\"#ma6bf5b9919\" y=\"186.278781\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"361.892255\" xlink:href=\"#ma6bf5b9919\" y=\"167.972661\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"362.176642\" xlink:href=\"#ma6bf5b9919\" y=\"224.495137\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"362.36901\" xlink:href=\"#ma6bf5b9919\" y=\"188.91436\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"362.521867\" xlink:href=\"#ma6bf5b9919\" y=\"216.764157\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"362.652181\" xlink:href=\"#ma6bf5b9919\" y=\"207.673258\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"362.788479\" xlink:href=\"#ma6bf5b9919\" y=\"172.121589\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.165226\" xlink:href=\"#ma6bf5b9919\" y=\"184.001161\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.212126\" xlink:href=\"#ma6bf5b9919\" y=\"179.834533\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.240452\" xlink:href=\"#ma6bf5b9919\" y=\"244.503428\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.363834\" xlink:href=\"#ma6bf5b9919\" y=\"232.869271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.386969\" xlink:href=\"#ma6bf5b9919\" y=\"255.032547\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.544442\" xlink:href=\"#ma6bf5b9919\" y=\"181.192552\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.770901\" xlink:href=\"#ma6bf5b9919\" y=\"242.930468\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.809648\" xlink:href=\"#ma6bf5b9919\" y=\"213.606205\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.904884\" xlink:href=\"#ma6bf5b9919\" y=\"248.300599\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"363.984827\" xlink:href=\"#ma6bf5b9919\" y=\"237.085146\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"364.073363\" xlink:href=\"#ma6bf5b9919\" y=\"251.383594\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"364.077357\" xlink:href=\"#ma6bf5b9919\" y=\"241.265998\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"364.107804\" xlink:href=\"#ma6bf5b9919\" y=\"192.204032\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"364.235576\" xlink:href=\"#ma6bf5b9919\" y=\"266.43593\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"364.319628\" xlink:href=\"#ma6bf5b9919\" y=\"190.959411\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"364.403748\" xlink:href=\"#ma6bf5b9919\" y=\"153.601665\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"364.83393\" xlink:href=\"#ma6bf5b9919\" y=\"235.226863\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"364.837865\" xlink:href=\"#ma6bf5b9919\" y=\"229.136545\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"365.015208\" xlink:href=\"#ma6bf5b9919\" y=\"248.013926\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"365.128847\" xlink:href=\"#ma6bf5b9919\" y=\"234.214548\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"365.394209\" xlink:href=\"#ma6bf5b9919\" y=\"168.862559\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"365.489814\" xlink:href=\"#ma6bf5b9919\" y=\"220.94735\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"365.750679\" xlink:href=\"#ma6bf5b9919\" y=\"243.665402\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"365.766473\" xlink:href=\"#ma6bf5b9919\" y=\"250.4267\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"366.111853\" xlink:href=\"#ma6bf5b9919\" y=\"239.834864\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"366.757339\" xlink:href=\"#ma6bf5b9919\" y=\"194.556966\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"366.829739\" xlink:href=\"#ma6bf5b9919\" y=\"199.817581\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"366.901195\" xlink:href=\"#ma6bf5b9919\" y=\"199.2233\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"366.957496\" xlink:href=\"#ma6bf5b9919\" y=\"193.021222\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"367.28436\" xlink:href=\"#ma6bf5b9919\" y=\"174.329613\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"367.695189\" xlink:href=\"#ma6bf5b9919\" y=\"168.577719\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"367.932116\" xlink:href=\"#ma6bf5b9919\" y=\"213.208869\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"368.024899\" xlink:href=\"#ma6bf5b9919\" y=\"268.040612\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"368.182202\" xlink:href=\"#ma6bf5b9919\" y=\"255.097024\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"368.4125\" xlink:href=\"#ma6bf5b9919\" y=\"224.958343\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"368.454903\" xlink:href=\"#ma6bf5b9919\" y=\"191.933373\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"368.91796\" xlink:href=\"#ma6bf5b9919\" y=\"175.12741\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"369.131293\" xlink:href=\"#ma6bf5b9919\" y=\"181.919655\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"369.24377\" xlink:href=\"#ma6bf5b9919\" y=\"254.976177\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"369.553244\" xlink:href=\"#ma6bf5b9919\" y=\"153.749039\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"369.774317\" xlink:href=\"#ma6bf5b9919\" y=\"246.292462\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"369.971443\" xlink:href=\"#ma6bf5b9919\" y=\"242.510078\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"370.142284\" xlink:href=\"#ma6bf5b9919\" y=\"201.565267\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"370.634619\" xlink:href=\"#ma6bf5b9919\" y=\"203.980601\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"370.786744\" xlink:href=\"#ma6bf5b9919\" y=\"208.347477\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"370.80719\" xlink:href=\"#ma6bf5b9919\" y=\"233.296684\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"370.968921\" xlink:href=\"#ma6bf5b9919\" y=\"155.806473\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"370.980464\" xlink:href=\"#ma6bf5b9919\" y=\"200.014353\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"371.445186\" xlink:href=\"#ma6bf5b9919\" y=\"236.66203\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"371.626604\" xlink:href=\"#ma6bf5b9919\" y=\"253.463985\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"371.632674\" xlink:href=\"#ma6bf5b9919\" y=\"164.522393\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"371.671836\" xlink:href=\"#ma6bf5b9919\" y=\"149.874142\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"371.961414\" xlink:href=\"#ma6bf5b9919\" y=\"231.323958\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"371.96472\" xlink:href=\"#ma6bf5b9919\" y=\"124.041815\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"372.456717\" xlink:href=\"#ma6bf5b9919\" y=\"245.883374\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"372.507262\" xlink:href=\"#ma6bf5b9919\" y=\"269.87207\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"372.806881\" xlink:href=\"#ma6bf5b9919\" y=\"235.390651\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"372.808312\" xlink:href=\"#ma6bf5b9919\" y=\"245.017148\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"372.810605\" xlink:href=\"#ma6bf5b9919\" y=\"142.417695\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"373.120865\" xlink:href=\"#ma6bf5b9919\" y=\"202.872478\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"373.308969\" xlink:href=\"#ma6bf5b9919\" y=\"259.399436\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"373.426224\" xlink:href=\"#ma6bf5b9919\" y=\"178.102477\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"373.445979\" xlink:href=\"#ma6bf5b9919\" y=\"246.79739\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"373.484039\" xlink:href=\"#ma6bf5b9919\" y=\"188.49701\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"373.827661\" xlink:href=\"#ma6bf5b9919\" y=\"269.682013\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"374.007928\" xlink:href=\"#ma6bf5b9919\" y=\"267.38746\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"374.109201\" xlink:href=\"#ma6bf5b9919\" y=\"239.037285\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"374.2303\" xlink:href=\"#ma6bf5b9919\" y=\"137.493668\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"374.545696\" xlink:href=\"#ma6bf5b9919\" y=\"233.854701\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"374.680489\" xlink:href=\"#ma6bf5b9919\" y=\"257.43736\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"374.807377\" xlink:href=\"#ma6bf5b9919\" y=\"270.797582\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"374.88398\" xlink:href=\"#ma6bf5b9919\" y=\"203.326466\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"374.916162\" xlink:href=\"#ma6bf5b9919\" y=\"174.578196\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"375.032945\" xlink:href=\"#ma6bf5b9919\" y=\"228.563308\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"375.116341\" xlink:href=\"#ma6bf5b9919\" y=\"185.771004\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"375.123815\" xlink:href=\"#ma6bf5b9919\" y=\"243.284394\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"375.226848\" xlink:href=\"#ma6bf5b9919\" y=\"246.526612\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"375.519078\" xlink:href=\"#ma6bf5b9919\" y=\"226.687412\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"375.771256\" xlink:href=\"#ma6bf5b9919\" y=\"237.48266\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"375.895301\" xlink:href=\"#ma6bf5b9919\" y=\"265.356605\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"375.964515\" xlink:href=\"#ma6bf5b9919\" y=\"137.012474\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"376.17278\" xlink:href=\"#ma6bf5b9919\" y=\"252.936476\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"376.474562\" xlink:href=\"#ma6bf5b9919\" y=\"263.406922\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"376.495935\" xlink:href=\"#ma6bf5b9919\" y=\"143.612049\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"376.594748\" xlink:href=\"#ma6bf5b9919\" y=\"263.039208\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"376.633979\" xlink:href=\"#ma6bf5b9919\" y=\"159.402816\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"376.745831\" xlink:href=\"#ma6bf5b9919\" y=\"190.845425\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"376.834902\" xlink:href=\"#ma6bf5b9919\" y=\"250.653977\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"377.0491\" xlink:href=\"#ma6bf5b9919\" y=\"256.117443\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"377.328447\" xlink:href=\"#ma6bf5b9919\" y=\"246.668042\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"377.614192\" xlink:href=\"#ma6bf5b9919\" y=\"188.635702\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"377.944221\" xlink:href=\"#ma6bf5b9919\" y=\"261.249313\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"378.0275\" xlink:href=\"#ma6bf5b9919\" y=\"179.867986\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"378.163124\" xlink:href=\"#ma6bf5b9919\" y=\"253.441806\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"378.507486\" xlink:href=\"#ma6bf5b9919\" y=\"263.229673\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"378.559102\" xlink:href=\"#ma6bf5b9919\" y=\"233.240938\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"378.593574\" xlink:href=\"#ma6bf5b9919\" y=\"252.433129\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"378.629385\" xlink:href=\"#ma6bf5b9919\" y=\"176.566726\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"378.869637\" xlink:href=\"#ma6bf5b9919\" y=\"181.150243\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"379.031415\" xlink:href=\"#ma6bf5b9919\" y=\"259.44083\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"379.089603\" xlink:href=\"#ma6bf5b9919\" y=\"249.567633\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"379.187474\" xlink:href=\"#ma6bf5b9919\" y=\"159.668316\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"379.448897\" xlink:href=\"#ma6bf5b9919\" y=\"263.408637\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"379.529326\" xlink:href=\"#ma6bf5b9919\" y=\"117.064765\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"379.641494\" xlink:href=\"#ma6bf5b9919\" y=\"148.511457\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"379.699207\" xlink:href=\"#ma6bf5b9919\" y=\"127.436262\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"379.733608\" xlink:href=\"#ma6bf5b9919\" y=\"235.944549\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"380.110145\" xlink:href=\"#ma6bf5b9919\" y=\"260.515149\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"380.209433\" xlink:href=\"#ma6bf5b9919\" y=\"155.445446\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"380.366646\" xlink:href=\"#ma6bf5b9919\" y=\"259.857591\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"380.373511\" xlink:href=\"#ma6bf5b9919\" y=\"181.288146\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"380.470381\" xlink:href=\"#ma6bf5b9919\" y=\"244.159294\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"380.555401\" xlink:href=\"#ma6bf5b9919\" y=\"261.706617\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"380.658286\" xlink:href=\"#ma6bf5b9919\" y=\"274.931872\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"381.084899\" xlink:href=\"#ma6bf5b9919\" y=\"239.362689\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"381.168532\" xlink:href=\"#ma6bf5b9919\" y=\"249.548133\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"381.657852\" xlink:href=\"#ma6bf5b9919\" y=\"253.074944\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"381.904806\" xlink:href=\"#ma6bf5b9919\" y=\"251.324049\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"382.02839\" xlink:href=\"#ma6bf5b9919\" y=\"150.094595\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"382.160397\" xlink:href=\"#ma6bf5b9919\" y=\"130.146497\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"382.80892\" xlink:href=\"#ma6bf5b9919\" y=\"161.19895\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"383.107407\" xlink:href=\"#ma6bf5b9919\" y=\"166.571415\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"383.234071\" xlink:href=\"#ma6bf5b9919\" y=\"263.487001\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"383.61105\" xlink:href=\"#ma6bf5b9919\" y=\"230.25571\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"383.924027\" xlink:href=\"#ma6bf5b9919\" y=\"159.14748\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"383.928177\" xlink:href=\"#ma6bf5b9919\" y=\"249.510283\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"383.930914\" xlink:href=\"#ma6bf5b9919\" y=\"196.014871\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"383.958188\" xlink:href=\"#ma6bf5b9919\" y=\"129.588718\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.064002\" xlink:href=\"#ma6bf5b9919\" y=\"143.086135\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.166242\" xlink:href=\"#ma6bf5b9919\" y=\"259.508857\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.171168\" xlink:href=\"#ma6bf5b9919\" y=\"145.822121\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.176537\" xlink:href=\"#ma6bf5b9919\" y=\"134.199484\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.441105\" xlink:href=\"#ma6bf5b9919\" y=\"234.664079\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.544822\" xlink:href=\"#ma6bf5b9919\" y=\"261.397732\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.558075\" xlink:href=\"#ma6bf5b9919\" y=\"206.410643\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.681954\" xlink:href=\"#ma6bf5b9919\" y=\"281.860866\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.701589\" xlink:href=\"#ma6bf5b9919\" y=\"185.752806\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"384.757719\" xlink:href=\"#ma6bf5b9919\" y=\"255.93075\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"385.290167\" xlink:href=\"#ma6bf5b9919\" y=\"145.015261\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"385.405507\" xlink:href=\"#ma6bf5b9919\" y=\"277.508045\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"385.578485\" xlink:href=\"#ma6bf5b9919\" y=\"225.528024\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"385.594585\" xlink:href=\"#ma6bf5b9919\" y=\"243.952047\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"385.676609\" xlink:href=\"#ma6bf5b9919\" y=\"129.223507\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"385.812773\" xlink:href=\"#ma6bf5b9919\" y=\"227.526501\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"385.920173\" xlink:href=\"#ma6bf5b9919\" y=\"195.849747\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"386.444326\" xlink:href=\"#ma6bf5b9919\" y=\"279.319938\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"386.772031\" xlink:href=\"#ma6bf5b9919\" y=\"229.123272\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"386.781381\" xlink:href=\"#ma6bf5b9919\" y=\"248.40393\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"387.504776\" xlink:href=\"#ma6bf5b9919\" y=\"246.832866\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"387.545279\" xlink:href=\"#ma6bf5b9919\" y=\"154.685467\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"387.641347\" xlink:href=\"#ma6bf5b9919\" y=\"221.090718\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"387.958775\" xlink:href=\"#ma6bf5b9919\" y=\"214.228069\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"388.152956\" xlink:href=\"#ma6bf5b9919\" y=\"175.207919\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"388.519404\" xlink:href=\"#ma6bf5b9919\" y=\"134.508377\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"388.583312\" xlink:href=\"#ma6bf5b9919\" y=\"143.023498\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"388.701908\" xlink:href=\"#ma6bf5b9919\" y=\"224.057873\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"388.710027\" xlink:href=\"#ma6bf5b9919\" y=\"145.669667\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"388.953273\" xlink:href=\"#ma6bf5b9919\" y=\"262.478989\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.123516\" xlink:href=\"#ma6bf5b9919\" y=\"149.052262\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.200975\" xlink:href=\"#ma6bf5b9919\" y=\"161.05658\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.308811\" xlink:href=\"#ma6bf5b9919\" y=\"133.219464\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.33671\" xlink:href=\"#ma6bf5b9919\" y=\"223.783176\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.520189\" xlink:href=\"#ma6bf5b9919\" y=\"154.113792\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.692427\" xlink:href=\"#ma6bf5b9919\" y=\"153.431605\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.71333\" xlink:href=\"#ma6bf5b9919\" y=\"222.811298\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.718023\" xlink:href=\"#ma6bf5b9919\" y=\"253.185779\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.753579\" xlink:href=\"#ma6bf5b9919\" y=\"139.055232\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.966388\" xlink:href=\"#ma6bf5b9919\" y=\"240.633204\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"389.980736\" xlink:href=\"#ma6bf5b9919\" y=\"249.427603\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"390.049855\" xlink:href=\"#ma6bf5b9919\" y=\"129.115451\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"390.0806\" xlink:href=\"#ma6bf5b9919\" y=\"171.0119\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"390.117196\" xlink:href=\"#ma6bf5b9919\" y=\"134.522398\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"390.162694\" xlink:href=\"#ma6bf5b9919\" y=\"286.074488\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"391.124375\" xlink:href=\"#ma6bf5b9919\" y=\"234.942662\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"391.470412\" xlink:href=\"#ma6bf5b9919\" y=\"122.378287\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"391.716823\" xlink:href=\"#ma6bf5b9919\" y=\"151.996042\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"391.786056\" xlink:href=\"#ma6bf5b9919\" y=\"256.74113\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.003172\" xlink:href=\"#ma6bf5b9919\" y=\"258.067483\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.088639\" xlink:href=\"#ma6bf5b9919\" y=\"251.016122\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.09802\" xlink:href=\"#ma6bf5b9919\" y=\"264.325204\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.160633\" xlink:href=\"#ma6bf5b9919\" y=\"180.50271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.284896\" xlink:href=\"#ma6bf5b9919\" y=\"242.936582\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.563221\" xlink:href=\"#ma6bf5b9919\" y=\"114.640886\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.584054\" xlink:href=\"#ma6bf5b9919\" y=\"136.47124\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.727435\" xlink:href=\"#ma6bf5b9919\" y=\"127.216651\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"392.947827\" xlink:href=\"#ma6bf5b9919\" y=\"157.802844\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"393.777572\" xlink:href=\"#ma6bf5b9919\" y=\"245.448305\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"393.79274\" xlink:href=\"#ma6bf5b9919\" y=\"275.568647\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"393.818541\" xlink:href=\"#ma6bf5b9919\" y=\"88.926517\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"393.892726\" xlink:href=\"#ma6bf5b9919\" y=\"262.847565\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"393.936093\" xlink:href=\"#ma6bf5b9919\" y=\"148.264705\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"393.961876\" xlink:href=\"#ma6bf5b9919\" y=\"101.293672\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"394.005683\" xlink:href=\"#ma6bf5b9919\" y=\"148.614883\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"394.438332\" xlink:href=\"#ma6bf5b9919\" y=\"249.156078\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"394.472934\" xlink:href=\"#ma6bf5b9919\" y=\"248.012113\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"394.897206\" xlink:href=\"#ma6bf5b9919\" y=\"264.153917\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"394.952229\" xlink:href=\"#ma6bf5b9919\" y=\"128.328584\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"395.341406\" xlink:href=\"#ma6bf5b9919\" y=\"280.404963\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"395.412949\" xlink:href=\"#ma6bf5b9919\" y=\"166.475482\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"395.44444\" xlink:href=\"#ma6bf5b9919\" y=\"106.629133\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"395.471978\" xlink:href=\"#ma6bf5b9919\" y=\"100.162845\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"395.552064\" xlink:href=\"#ma6bf5b9919\" y=\"254.541369\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"395.799828\" xlink:href=\"#ma6bf5b9919\" y=\"224.760287\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"395.911672\" xlink:href=\"#ma6bf5b9919\" y=\"91.355304\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"395.915844\" xlink:href=\"#ma6bf5b9919\" y=\"214.24676\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"396.102559\" xlink:href=\"#ma6bf5b9919\" y=\"267.539169\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"396.291759\" xlink:href=\"#ma6bf5b9919\" y=\"144.484761\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"396.491887\" xlink:href=\"#ma6bf5b9919\" y=\"271.550242\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"396.962052\" xlink:href=\"#ma6bf5b9919\" y=\"111.740388\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"397.006849\" xlink:href=\"#ma6bf5b9919\" y=\"178.931207\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"397.030774\" xlink:href=\"#ma6bf5b9919\" y=\"74.348201\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"397.059874\" xlink:href=\"#ma6bf5b9919\" y=\"130.800616\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"397.114344\" xlink:href=\"#ma6bf5b9919\" y=\"179.569873\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"397.421919\" xlink:href=\"#ma6bf5b9919\" y=\"173.998163\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"397.826244\" xlink:href=\"#ma6bf5b9919\" y=\"155.963825\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"397.848516\" xlink:href=\"#ma6bf5b9919\" y=\"272.423967\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"397.926054\" xlink:href=\"#ma6bf5b9919\" y=\"113.160724\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.010713\" xlink:href=\"#ma6bf5b9919\" y=\"125.489737\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.053065\" xlink:href=\"#ma6bf5b9919\" y=\"106.950816\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.124657\" xlink:href=\"#ma6bf5b9919\" y=\"146.729582\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.290647\" xlink:href=\"#ma6bf5b9919\" y=\"123.67118\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.373366\" xlink:href=\"#ma6bf5b9919\" y=\"110.212754\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.677378\" xlink:href=\"#ma6bf5b9919\" y=\"257.70704\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.87377\" xlink:href=\"#ma6bf5b9919\" y=\"149.285523\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.910293\" xlink:href=\"#ma6bf5b9919\" y=\"145.093241\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"398.919895\" xlink:href=\"#ma6bf5b9919\" y=\"186.8762\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"399.371203\" xlink:href=\"#ma6bf5b9919\" y=\"208.110234\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"399.438066\" xlink:href=\"#ma6bf5b9919\" y=\"234.298736\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"399.675386\" xlink:href=\"#ma6bf5b9919\" y=\"119.462538\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"399.754293\" xlink:href=\"#ma6bf5b9919\" y=\"112.108251\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"399.787442\" xlink:href=\"#ma6bf5b9919\" y=\"149.546499\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"399.892753\" xlink:href=\"#ma6bf5b9919\" y=\"258.400048\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"399.904886\" xlink:href=\"#ma6bf5b9919\" y=\"108.038089\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"400.129348\" xlink:href=\"#ma6bf5b9919\" y=\"181.847524\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"400.296134\" xlink:href=\"#ma6bf5b9919\" y=\"233.462096\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"400.328473\" xlink:href=\"#ma6bf5b9919\" y=\"240.327358\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"400.456255\" xlink:href=\"#ma6bf5b9919\" y=\"145.444347\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"400.697114\" xlink:href=\"#ma6bf5b9919\" y=\"243.837492\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"400.709338\" xlink:href=\"#ma6bf5b9919\" y=\"254.231826\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"400.958202\" xlink:href=\"#ma6bf5b9919\" y=\"132.647388\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.024588\" xlink:href=\"#ma6bf5b9919\" y=\"121.422381\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.082915\" xlink:href=\"#ma6bf5b9919\" y=\"246.497315\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.173554\" xlink:href=\"#ma6bf5b9919\" y=\"241.122218\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.178819\" xlink:href=\"#ma6bf5b9919\" y=\"238.670035\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.369838\" xlink:href=\"#ma6bf5b9919\" y=\"132.1901\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.450903\" xlink:href=\"#ma6bf5b9919\" y=\"107.575662\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.481801\" xlink:href=\"#ma6bf5b9919\" y=\"261.338534\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.489798\" xlink:href=\"#ma6bf5b9919\" y=\"260.563334\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.661887\" xlink:href=\"#ma6bf5b9919\" y=\"271.522562\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"401.872674\" xlink:href=\"#ma6bf5b9919\" y=\"115.321911\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"402.207001\" xlink:href=\"#ma6bf5b9919\" y=\"230.473635\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"402.353335\" xlink:href=\"#ma6bf5b9919\" y=\"126.065637\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"402.569794\" xlink:href=\"#ma6bf5b9919\" y=\"150.973578\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"402.59548\" xlink:href=\"#ma6bf5b9919\" y=\"116.639907\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"402.723095\" xlink:href=\"#ma6bf5b9919\" y=\"124.744441\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"402.884461\" xlink:href=\"#ma6bf5b9919\" y=\"107.861944\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"403.253103\" xlink:href=\"#ma6bf5b9919\" y=\"252.856637\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"403.546339\" xlink:href=\"#ma6bf5b9919\" y=\"240.819085\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"403.711647\" xlink:href=\"#ma6bf5b9919\" y=\"137.364026\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"403.771765\" xlink:href=\"#ma6bf5b9919\" y=\"138.590776\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"403.79362\" xlink:href=\"#ma6bf5b9919\" y=\"131.314281\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"403.796494\" xlink:href=\"#ma6bf5b9919\" y=\"258.986648\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"403.917293\" xlink:href=\"#ma6bf5b9919\" y=\"148.477568\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.043218\" xlink:href=\"#ma6bf5b9919\" y=\"104.009167\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.177472\" xlink:href=\"#ma6bf5b9919\" y=\"235.15202\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.306118\" xlink:href=\"#ma6bf5b9919\" y=\"118.458331\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.526651\" xlink:href=\"#ma6bf5b9919\" y=\"276.340257\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.543041\" xlink:href=\"#ma6bf5b9919\" y=\"276.008035\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.552184\" xlink:href=\"#ma6bf5b9919\" y=\"276.622025\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.657356\" xlink:href=\"#ma6bf5b9919\" y=\"229.297764\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.797106\" xlink:href=\"#ma6bf5b9919\" y=\"242.914449\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.817936\" xlink:href=\"#ma6bf5b9919\" y=\"124.495965\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.934876\" xlink:href=\"#ma6bf5b9919\" y=\"258.928728\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"404.951133\" xlink:href=\"#ma6bf5b9919\" y=\"230.111084\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"405.516594\" xlink:href=\"#ma6bf5b9919\" y=\"246.696567\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"405.565111\" xlink:href=\"#ma6bf5b9919\" y=\"241.832496\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"405.581664\" xlink:href=\"#ma6bf5b9919\" y=\"85.400012\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"405.672603\" xlink:href=\"#ma6bf5b9919\" y=\"242.142497\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"405.801875\" xlink:href=\"#ma6bf5b9919\" y=\"153.421984\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"405.846598\" xlink:href=\"#ma6bf5b9919\" y=\"110.301586\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"406.040321\" xlink:href=\"#ma6bf5b9919\" y=\"248.169693\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"406.47452\" xlink:href=\"#ma6bf5b9919\" y=\"238.501487\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"406.692706\" xlink:href=\"#ma6bf5b9919\" y=\"143.51224\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"406.811885\" xlink:href=\"#ma6bf5b9919\" y=\"283.048467\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.098567\" xlink:href=\"#ma6bf5b9919\" y=\"130.351929\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.181037\" xlink:href=\"#ma6bf5b9919\" y=\"131.206647\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.497605\" xlink:href=\"#ma6bf5b9919\" y=\"220.855029\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.549461\" xlink:href=\"#ma6bf5b9919\" y=\"253.032969\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.598291\" xlink:href=\"#ma6bf5b9919\" y=\"268.565843\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.627091\" xlink:href=\"#ma6bf5b9919\" y=\"87.871367\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.746553\" xlink:href=\"#ma6bf5b9919\" y=\"131.620586\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.868217\" xlink:href=\"#ma6bf5b9919\" y=\"232.575257\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"407.960436\" xlink:href=\"#ma6bf5b9919\" y=\"245.091224\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"408.148319\" xlink:href=\"#ma6bf5b9919\" y=\"246.017811\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"408.291836\" xlink:href=\"#ma6bf5b9919\" y=\"118.125838\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"408.560188\" xlink:href=\"#ma6bf5b9919\" y=\"87.222312\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"408.570241\" xlink:href=\"#ma6bf5b9919\" y=\"268.010625\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"409.064178\" xlink:href=\"#ma6bf5b9919\" y=\"175.355411\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"409.233865\" xlink:href=\"#ma6bf5b9919\" y=\"117.470893\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"409.518809\" xlink:href=\"#ma6bf5b9919\" y=\"124.437477\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"409.680869\" xlink:href=\"#ma6bf5b9919\" y=\"244.40298\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"409.742877\" xlink:href=\"#ma6bf5b9919\" y=\"256.488315\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"409.953752\" xlink:href=\"#ma6bf5b9919\" y=\"146.865356\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"409.975242\" xlink:href=\"#ma6bf5b9919\" y=\"133.054101\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"409.988149\" xlink:href=\"#ma6bf5b9919\" y=\"231.606059\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.086432\" xlink:href=\"#ma6bf5b9919\" y=\"243.738847\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.206525\" xlink:href=\"#ma6bf5b9919\" y=\"262.514513\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.290979\" xlink:href=\"#ma6bf5b9919\" y=\"155.839901\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.353792\" xlink:href=\"#ma6bf5b9919\" y=\"245.464598\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.353811\" xlink:href=\"#ma6bf5b9919\" y=\"247.066146\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.485075\" xlink:href=\"#ma6bf5b9919\" y=\"253.77258\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.562748\" xlink:href=\"#ma6bf5b9919\" y=\"140.699046\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.640282\" xlink:href=\"#ma6bf5b9919\" y=\"239.734779\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"410.840216\" xlink:href=\"#ma6bf5b9919\" y=\"273.586929\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"411.214744\" xlink:href=\"#ma6bf5b9919\" y=\"255.942891\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"411.248998\" xlink:href=\"#ma6bf5b9919\" y=\"100.126242\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"411.314333\" xlink:href=\"#ma6bf5b9919\" y=\"89.751589\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"411.364877\" xlink:href=\"#ma6bf5b9919\" y=\"250.757459\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"411.491715\" xlink:href=\"#ma6bf5b9919\" y=\"213.16523\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"411.725733\" xlink:href=\"#ma6bf5b9919\" y=\"144.39677\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"411.857085\" xlink:href=\"#ma6bf5b9919\" y=\"127.531063\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"411.90979\" xlink:href=\"#ma6bf5b9919\" y=\"80.278547\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.106377\" xlink:href=\"#ma6bf5b9919\" y=\"122.566159\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.130522\" xlink:href=\"#ma6bf5b9919\" y=\"251.431052\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.275871\" xlink:href=\"#ma6bf5b9919\" y=\"120.416352\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.297701\" xlink:href=\"#ma6bf5b9919\" y=\"242.404373\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.380129\" xlink:href=\"#ma6bf5b9919\" y=\"130.994863\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.380989\" xlink:href=\"#ma6bf5b9919\" y=\"144.840616\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.560526\" xlink:href=\"#ma6bf5b9919\" y=\"152.165635\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.758052\" xlink:href=\"#ma6bf5b9919\" y=\"79.010819\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.787004\" xlink:href=\"#ma6bf5b9919\" y=\"88.397432\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.814966\" xlink:href=\"#ma6bf5b9919\" y=\"224.921451\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.876352\" xlink:href=\"#ma6bf5b9919\" y=\"257.718088\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"412.890893\" xlink:href=\"#ma6bf5b9919\" y=\"140.999896\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"413.012659\" xlink:href=\"#ma6bf5b9919\" y=\"106.429175\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"413.106915\" xlink:href=\"#ma6bf5b9919\" y=\"123.704881\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"413.118742\" xlink:href=\"#ma6bf5b9919\" y=\"266.885467\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"413.230338\" xlink:href=\"#ma6bf5b9919\" y=\"245.32522\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"413.436856\" xlink:href=\"#ma6bf5b9919\" y=\"89.148278\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"413.546874\" xlink:href=\"#ma6bf5b9919\" y=\"95.09367\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"413.727594\" xlink:href=\"#ma6bf5b9919\" y=\"240.654744\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"413.744\" xlink:href=\"#ma6bf5b9919\" y=\"167.624934\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"414.065965\" xlink:href=\"#ma6bf5b9919\" y=\"147.279295\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"414.754652\" xlink:href=\"#ma6bf5b9919\" y=\"139.425766\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"414.918738\" xlink:href=\"#ma6bf5b9919\" y=\"205.405901\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"415.038897\" xlink:href=\"#ma6bf5b9919\" y=\"137.02857\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"415.443947\" xlink:href=\"#ma6bf5b9919\" y=\"237.389397\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"415.474316\" xlink:href=\"#ma6bf5b9919\" y=\"243.405624\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"415.499458\" xlink:href=\"#ma6bf5b9919\" y=\"264.972439\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"415.53159\" xlink:href=\"#ma6bf5b9919\" y=\"123.269425\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"415.552315\" xlink:href=\"#ma6bf5b9919\" y=\"107.675622\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"415.788593\" xlink:href=\"#ma6bf5b9919\" y=\"233.648955\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"415.988557\" xlink:href=\"#ma6bf5b9919\" y=\"227.747832\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.000174\" xlink:href=\"#ma6bf5b9919\" y=\"220.14922\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.019664\" xlink:href=\"#ma6bf5b9919\" y=\"220.461752\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.065176\" xlink:href=\"#ma6bf5b9919\" y=\"112.132972\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.255101\" xlink:href=\"#ma6bf5b9919\" y=\"69.386658\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.448145\" xlink:href=\"#ma6bf5b9919\" y=\"248.30627\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.798819\" xlink:href=\"#ma6bf5b9919\" y=\"243.134494\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.850725\" xlink:href=\"#ma6bf5b9919\" y=\"251.258948\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.89804\" xlink:href=\"#ma6bf5b9919\" y=\"115.12607\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.956544\" xlink:href=\"#ma6bf5b9919\" y=\"243.885292\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"416.979365\" xlink:href=\"#ma6bf5b9919\" y=\"234.788005\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.130254\" xlink:href=\"#ma6bf5b9919\" y=\"141.654909\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.248176\" xlink:href=\"#ma6bf5b9919\" y=\"103.386958\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.288518\" xlink:href=\"#ma6bf5b9919\" y=\"273.681672\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.301993\" xlink:href=\"#ma6bf5b9919\" y=\"93.279872\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.635876\" xlink:href=\"#ma6bf5b9919\" y=\"137.882884\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.770199\" xlink:href=\"#ma6bf5b9919\" y=\"268.075011\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.914998\" xlink:href=\"#ma6bf5b9919\" y=\"142.932779\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.924497\" xlink:href=\"#ma6bf5b9919\" y=\"96.68715\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"417.937465\" xlink:href=\"#ma6bf5b9919\" y=\"69.834708\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"418.049139\" xlink:href=\"#ma6bf5b9919\" y=\"264.521977\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"418.466106\" xlink:href=\"#ma6bf5b9919\" y=\"222.479673\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"418.7867\" xlink:href=\"#ma6bf5b9919\" y=\"231.759912\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"419.061425\" xlink:href=\"#ma6bf5b9919\" y=\"257.597782\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"419.131829\" xlink:href=\"#ma6bf5b9919\" y=\"246.127681\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"419.189653\" xlink:href=\"#ma6bf5b9919\" y=\"106.071581\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"419.205884\" xlink:href=\"#ma6bf5b9919\" y=\"254.951828\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"419.934475\" xlink:href=\"#ma6bf5b9919\" y=\"228.012726\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"419.960518\" xlink:href=\"#ma6bf5b9919\" y=\"261.835101\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.018374\" xlink:href=\"#ma6bf5b9919\" y=\"225.165272\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.062092\" xlink:href=\"#ma6bf5b9919\" y=\"206.892283\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.271294\" xlink:href=\"#ma6bf5b9919\" y=\"77.066861\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.532544\" xlink:href=\"#ma6bf5b9919\" y=\"122.927478\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.574946\" xlink:href=\"#ma6bf5b9919\" y=\"215.778021\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.689141\" xlink:href=\"#ma6bf5b9919\" y=\"128.142099\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.804573\" xlink:href=\"#ma6bf5b9919\" y=\"240.6966\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.867861\" xlink:href=\"#ma6bf5b9919\" y=\"219.491563\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"420.874071\" xlink:href=\"#ma6bf5b9919\" y=\"121.22792\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.004905\" xlink:href=\"#ma6bf5b9919\" y=\"110.30133\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.013334\" xlink:href=\"#ma6bf5b9919\" y=\"244.022414\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.057857\" xlink:href=\"#ma6bf5b9919\" y=\"213.397643\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.074597\" xlink:href=\"#ma6bf5b9919\" y=\"92.569846\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.29819\" xlink:href=\"#ma6bf5b9919\" y=\"237.582154\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.629021\" xlink:href=\"#ma6bf5b9919\" y=\"233.712633\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.659497\" xlink:href=\"#ma6bf5b9919\" y=\"250.317889\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.704502\" xlink:href=\"#ma6bf5b9919\" y=\"237.836141\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.89941\" xlink:href=\"#ma6bf5b9919\" y=\"231.023774\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"421.934272\" xlink:href=\"#ma6bf5b9919\" y=\"233.357404\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"422.195031\" xlink:href=\"#ma6bf5b9919\" y=\"240.521203\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"422.244253\" xlink:href=\"#ma6bf5b9919\" y=\"255.599547\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"422.369435\" xlink:href=\"#ma6bf5b9919\" y=\"251.32381\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"422.459117\" xlink:href=\"#ma6bf5b9919\" y=\"218.987511\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"422.510844\" xlink:href=\"#ma6bf5b9919\" y=\"118.028748\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"422.540547\" xlink:href=\"#ma6bf5b9919\" y=\"63.498013\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"422.661717\" xlink:href=\"#ma6bf5b9919\" y=\"251.249849\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"422.730001\" xlink:href=\"#ma6bf5b9919\" y=\"87.755722\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"423.323729\" xlink:href=\"#ma6bf5b9919\" y=\"63.770198\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"423.519142\" xlink:href=\"#ma6bf5b9919\" y=\"233.389104\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"423.608756\" xlink:href=\"#ma6bf5b9919\" y=\"99.477481\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"423.729163\" xlink:href=\"#ma6bf5b9919\" y=\"118.152169\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"423.770566\" xlink:href=\"#ma6bf5b9919\" y=\"104.202592\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"423.972152\" xlink:href=\"#ma6bf5b9919\" y=\"232.127041\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"424.012019\" xlink:href=\"#ma6bf5b9919\" y=\"114.600277\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"424.46171\" xlink:href=\"#ma6bf5b9919\" y=\"230.31273\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"424.555348\" xlink:href=\"#ma6bf5b9919\" y=\"101.063381\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"424.620536\" xlink:href=\"#ma6bf5b9919\" y=\"222.70241\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"424.820616\" xlink:href=\"#ma6bf5b9919\" y=\"106.443003\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"424.867337\" xlink:href=\"#ma6bf5b9919\" y=\"126.51014\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"424.88818\" xlink:href=\"#ma6bf5b9919\" y=\"209.55587\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"424.909993\" xlink:href=\"#ma6bf5b9919\" y=\"230.235794\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.029435\" xlink:href=\"#ma6bf5b9919\" y=\"225.468908\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.220852\" xlink:href=\"#ma6bf5b9919\" y=\"245.702921\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.330001\" xlink:href=\"#ma6bf5b9919\" y=\"61.375489\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.391586\" xlink:href=\"#ma6bf5b9919\" y=\"250.263534\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.41764\" xlink:href=\"#ma6bf5b9919\" y=\"123.100215\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.436155\" xlink:href=\"#ma6bf5b9919\" y=\"249.513414\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.449771\" xlink:href=\"#ma6bf5b9919\" y=\"221.899258\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.538806\" xlink:href=\"#ma6bf5b9919\" y=\"217.289173\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.56301\" xlink:href=\"#ma6bf5b9919\" y=\"91.278362\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.838227\" xlink:href=\"#ma6bf5b9919\" y=\"227.067748\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"425.852172\" xlink:href=\"#ma6bf5b9919\" y=\"113.968212\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"426.066271\" xlink:href=\"#ma6bf5b9919\" y=\"246.082963\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"426.48688\" xlink:href=\"#ma6bf5b9919\" y=\"242.413767\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"426.529495\" xlink:href=\"#ma6bf5b9919\" y=\"230.322799\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"426.76387\" xlink:href=\"#ma6bf5b9919\" y=\"234.410098\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"427.238483\" xlink:href=\"#ma6bf5b9919\" y=\"206.817034\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"427.467577\" xlink:href=\"#ma6bf5b9919\" y=\"263.433691\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"427.669276\" xlink:href=\"#ma6bf5b9919\" y=\"250.497522\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"427.740084\" xlink:href=\"#ma6bf5b9919\" y=\"109.682672\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"427.747344\" xlink:href=\"#ma6bf5b9919\" y=\"75.479869\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.046614\" xlink:href=\"#ma6bf5b9919\" y=\"76.810471\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.078515\" xlink:href=\"#ma6bf5b9919\" y=\"240.416638\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.128885\" xlink:href=\"#ma6bf5b9919\" y=\"100.304235\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.403617\" xlink:href=\"#ma6bf5b9919\" y=\"256.21122\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.428824\" xlink:href=\"#ma6bf5b9919\" y=\"129.312261\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.592184\" xlink:href=\"#ma6bf5b9919\" y=\"254.262311\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.603379\" xlink:href=\"#ma6bf5b9919\" y=\"222.865566\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.608654\" xlink:href=\"#ma6bf5b9919\" y=\"245.483251\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.644234\" xlink:href=\"#ma6bf5b9919\" y=\"238.968154\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.681271\" xlink:href=\"#ma6bf5b9919\" y=\"239.562957\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.873714\" xlink:href=\"#ma6bf5b9919\" y=\"214.632033\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.936741\" xlink:href=\"#ma6bf5b9919\" y=\"76.265387\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"428.99535\" xlink:href=\"#ma6bf5b9919\" y=\"240.50887\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.031894\" xlink:href=\"#ma6bf5b9919\" y=\"100.276699\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.039951\" xlink:href=\"#ma6bf5b9919\" y=\"118.038819\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.14059\" xlink:href=\"#ma6bf5b9919\" y=\"103.661936\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.194009\" xlink:href=\"#ma6bf5b9919\" y=\"231.695931\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.380538\" xlink:href=\"#ma6bf5b9919\" y=\"118.011995\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.435723\" xlink:href=\"#ma6bf5b9919\" y=\"129.508861\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.497341\" xlink:href=\"#ma6bf5b9919\" y=\"91.229257\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.621023\" xlink:href=\"#ma6bf5b9919\" y=\"115.31481\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.8116\" xlink:href=\"#ma6bf5b9919\" y=\"260.532741\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.826274\" xlink:href=\"#ma6bf5b9919\" y=\"220.69948\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"429.871693\" xlink:href=\"#ma6bf5b9919\" y=\"227.885697\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"430.264206\" xlink:href=\"#ma6bf5b9919\" y=\"81.444832\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"430.369775\" xlink:href=\"#ma6bf5b9919\" y=\"90.057777\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"430.420729\" xlink:href=\"#ma6bf5b9919\" y=\"207.916878\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"430.573039\" xlink:href=\"#ma6bf5b9919\" y=\"91.726909\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"430.82561\" xlink:href=\"#ma6bf5b9919\" y=\"85.439676\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"430.903221\" xlink:href=\"#ma6bf5b9919\" y=\"239.571621\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"431.270993\" xlink:href=\"#ma6bf5b9919\" y=\"219.422118\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"431.823415\" xlink:href=\"#ma6bf5b9919\" y=\"254.256571\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"431.845099\" xlink:href=\"#ma6bf5b9919\" y=\"102.404369\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"432.197587\" xlink:href=\"#ma6bf5b9919\" y=\"106.198247\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"432.268467\" xlink:href=\"#ma6bf5b9919\" y=\"90.904134\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"432.443348\" xlink:href=\"#ma6bf5b9919\" y=\"235.173282\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"432.465292\" xlink:href=\"#ma6bf5b9919\" y=\"85.785909\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"432.505533\" xlink:href=\"#ma6bf5b9919\" y=\"263.517203\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"432.76391\" xlink:href=\"#ma6bf5b9919\" y=\"214.746222\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.041513\" xlink:href=\"#ma6bf5b9919\" y=\"227.074767\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.100587\" xlink:href=\"#ma6bf5b9919\" y=\"227.426525\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.104629\" xlink:href=\"#ma6bf5b9919\" y=\"226.876242\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.141116\" xlink:href=\"#ma6bf5b9919\" y=\"96.521703\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.143874\" xlink:href=\"#ma6bf5b9919\" y=\"240.301881\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.18942\" xlink:href=\"#ma6bf5b9919\" y=\"224.221098\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.5592\" xlink:href=\"#ma6bf5b9919\" y=\"227.950648\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.611975\" xlink:href=\"#ma6bf5b9919\" y=\"142.467234\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.637059\" xlink:href=\"#ma6bf5b9919\" y=\"110.967252\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.6451\" xlink:href=\"#ma6bf5b9919\" y=\"85.371136\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.92971\" xlink:href=\"#ma6bf5b9919\" y=\"112.383011\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"433.984912\" xlink:href=\"#ma6bf5b9919\" y=\"209.222057\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.010461\" xlink:href=\"#ma6bf5b9919\" y=\"128.730532\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.025333\" xlink:href=\"#ma6bf5b9919\" y=\"113.898121\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.335035\" xlink:href=\"#ma6bf5b9919\" y=\"101.742563\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.41615\" xlink:href=\"#ma6bf5b9919\" y=\"233.586343\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.43769\" xlink:href=\"#ma6bf5b9919\" y=\"78.080764\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.483604\" xlink:href=\"#ma6bf5b9919\" y=\"106.617939\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.485857\" xlink:href=\"#ma6bf5b9919\" y=\"232.320465\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.686951\" xlink:href=\"#ma6bf5b9919\" y=\"68.13466\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.76662\" xlink:href=\"#ma6bf5b9919\" y=\"256.893959\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"434.915003\" xlink:href=\"#ma6bf5b9919\" y=\"226.886054\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"435.033469\" xlink:href=\"#ma6bf5b9919\" y=\"94.245686\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"435.079745\" xlink:href=\"#ma6bf5b9919\" y=\"98.393432\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"435.097513\" xlink:href=\"#ma6bf5b9919\" y=\"98.299839\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"435.147153\" xlink:href=\"#ma6bf5b9919\" y=\"94.48034\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"435.357693\" xlink:href=\"#ma6bf5b9919\" y=\"256.446448\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"435.576344\" xlink:href=\"#ma6bf5b9919\" y=\"254.405107\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"435.692846\" xlink:href=\"#ma6bf5b9919\" y=\"110.510348\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"435.862011\" xlink:href=\"#ma6bf5b9919\" y=\"78.616851\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.157128\" xlink:href=\"#ma6bf5b9919\" y=\"85.965189\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.176428\" xlink:href=\"#ma6bf5b9919\" y=\"90.321276\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.178651\" xlink:href=\"#ma6bf5b9919\" y=\"83.453502\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.267462\" xlink:href=\"#ma6bf5b9919\" y=\"233.572003\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.318868\" xlink:href=\"#ma6bf5b9919\" y=\"108.061742\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.38287\" xlink:href=\"#ma6bf5b9919\" y=\"224.00292\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.449143\" xlink:href=\"#ma6bf5b9919\" y=\"49.636328\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.476226\" xlink:href=\"#ma6bf5b9919\" y=\"229.924012\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.539989\" xlink:href=\"#ma6bf5b9919\" y=\"230.530179\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.587609\" xlink:href=\"#ma6bf5b9919\" y=\"93.974998\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.858786\" xlink:href=\"#ma6bf5b9919\" y=\"123.495058\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.913967\" xlink:href=\"#ma6bf5b9919\" y=\"122.251567\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"436.979547\" xlink:href=\"#ma6bf5b9919\" y=\"252.523596\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"437.069413\" xlink:href=\"#ma6bf5b9919\" y=\"257.70862\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"437.125673\" xlink:href=\"#ma6bf5b9919\" y=\"254.638113\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"437.158292\" xlink:href=\"#ma6bf5b9919\" y=\"59.04122\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"437.284484\" xlink:href=\"#ma6bf5b9919\" y=\"90.732416\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"437.406664\" xlink:href=\"#ma6bf5b9919\" y=\"110.918531\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"437.561277\" xlink:href=\"#ma6bf5b9919\" y=\"124.38271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"437.735959\" xlink:href=\"#ma6bf5b9919\" y=\"109.683727\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"437.989827\" xlink:href=\"#ma6bf5b9919\" y=\"226.636121\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"438.425356\" xlink:href=\"#ma6bf5b9919\" y=\"95.512452\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"438.597769\" xlink:href=\"#ma6bf5b9919\" y=\"91.642681\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"438.62029\" xlink:href=\"#ma6bf5b9919\" y=\"111.775125\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"439.095232\" xlink:href=\"#ma6bf5b9919\" y=\"223.855944\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"439.111869\" xlink:href=\"#ma6bf5b9919\" y=\"81.82096\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"439.159547\" xlink:href=\"#ma6bf5b9919\" y=\"242.312293\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"439.263936\" xlink:href=\"#ma6bf5b9919\" y=\"91.29032\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"439.337188\" xlink:href=\"#ma6bf5b9919\" y=\"95.548329\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"439.620878\" xlink:href=\"#ma6bf5b9919\" y=\"215.497259\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"439.786944\" xlink:href=\"#ma6bf5b9919\" y=\"231.485384\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.030511\" xlink:href=\"#ma6bf5b9919\" y=\"119.935471\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.148313\" xlink:href=\"#ma6bf5b9919\" y=\"106.026476\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.15539\" xlink:href=\"#ma6bf5b9919\" y=\"230.63813\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.175314\" xlink:href=\"#ma6bf5b9919\" y=\"213.265678\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.332932\" xlink:href=\"#ma6bf5b9919\" y=\"69.463864\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.339993\" xlink:href=\"#ma6bf5b9919\" y=\"118.30652\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.576717\" xlink:href=\"#ma6bf5b9919\" y=\"223.223174\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.586674\" xlink:href=\"#ma6bf5b9919\" y=\"137.281187\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.674643\" xlink:href=\"#ma6bf5b9919\" y=\"71.333328\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.803022\" xlink:href=\"#ma6bf5b9919\" y=\"117.461078\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.835531\" xlink:href=\"#ma6bf5b9919\" y=\"192.976551\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"440.87813\" xlink:href=\"#ma6bf5b9919\" y=\"222.858613\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.028426\" xlink:href=\"#ma6bf5b9919\" y=\"71.560032\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.340594\" xlink:href=\"#ma6bf5b9919\" y=\"230.106248\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.376161\" xlink:href=\"#ma6bf5b9919\" y=\"83.282022\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.499508\" xlink:href=\"#ma6bf5b9919\" y=\"94.322086\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.548589\" xlink:href=\"#ma6bf5b9919\" y=\"124.55066\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.56143\" xlink:href=\"#ma6bf5b9919\" y=\"245.805099\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.582032\" xlink:href=\"#ma6bf5b9919\" y=\"128.031925\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.605441\" xlink:href=\"#ma6bf5b9919\" y=\"74.69997\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.689146\" xlink:href=\"#ma6bf5b9919\" y=\"99.544188\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"441.804159\" xlink:href=\"#ma6bf5b9919\" y=\"100.827567\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"442.007474\" xlink:href=\"#ma6bf5b9919\" y=\"113.217956\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"442.044631\" xlink:href=\"#ma6bf5b9919\" y=\"87.225251\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"442.201123\" xlink:href=\"#ma6bf5b9919\" y=\"216.390457\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"442.305509\" xlink:href=\"#ma6bf5b9919\" y=\"131.268303\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"442.422422\" xlink:href=\"#ma6bf5b9919\" y=\"58.824908\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"442.572551\" xlink:href=\"#ma6bf5b9919\" y=\"132.042775\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"442.803779\" xlink:href=\"#ma6bf5b9919\" y=\"235.794687\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"442.967171\" xlink:href=\"#ma6bf5b9919\" y=\"144.42203\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.093778\" xlink:href=\"#ma6bf5b9919\" y=\"217.702424\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.142854\" xlink:href=\"#ma6bf5b9919\" y=\"266.782742\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.205272\" xlink:href=\"#ma6bf5b9919\" y=\"83.84334\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.336732\" xlink:href=\"#ma6bf5b9919\" y=\"215.437127\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.415341\" xlink:href=\"#ma6bf5b9919\" y=\"229.227975\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.521889\" xlink:href=\"#ma6bf5b9919\" y=\"104.523572\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.63611\" xlink:href=\"#ma6bf5b9919\" y=\"77.481371\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.78245\" xlink:href=\"#ma6bf5b9919\" y=\"94.158596\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"443.927121\" xlink:href=\"#ma6bf5b9919\" y=\"219.653207\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"444.045184\" xlink:href=\"#ma6bf5b9919\" y=\"214.620558\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"444.233324\" xlink:href=\"#ma6bf5b9919\" y=\"231.607366\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"444.507644\" xlink:href=\"#ma6bf5b9919\" y=\"225.605756\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"444.691099\" xlink:href=\"#ma6bf5b9919\" y=\"119.755579\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"444.692452\" xlink:href=\"#ma6bf5b9919\" y=\"95.751932\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"444.985\" xlink:href=\"#ma6bf5b9919\" y=\"133.287341\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.037578\" xlink:href=\"#ma6bf5b9919\" y=\"71.759641\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.047878\" xlink:href=\"#ma6bf5b9919\" y=\"78.253026\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.071268\" xlink:href=\"#ma6bf5b9919\" y=\"89.242834\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.205791\" xlink:href=\"#ma6bf5b9919\" y=\"65.148882\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.525625\" xlink:href=\"#ma6bf5b9919\" y=\"115.950376\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.627287\" xlink:href=\"#ma6bf5b9919\" y=\"86.804717\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.866265\" xlink:href=\"#ma6bf5b9919\" y=\"73.969163\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.901168\" xlink:href=\"#ma6bf5b9919\" y=\"106.832515\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.953556\" xlink:href=\"#ma6bf5b9919\" y=\"59.328057\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"445.976067\" xlink:href=\"#ma6bf5b9919\" y=\"221.23674\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"446.09211\" xlink:href=\"#ma6bf5b9919\" y=\"61.845831\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"446.117062\" xlink:href=\"#ma6bf5b9919\" y=\"86.587755\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"446.215109\" xlink:href=\"#ma6bf5b9919\" y=\"206.371347\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"446.253044\" xlink:href=\"#ma6bf5b9919\" y=\"212.882844\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"446.6115\" xlink:href=\"#ma6bf5b9919\" y=\"107.688099\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"446.617904\" xlink:href=\"#ma6bf5b9919\" y=\"106.031769\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"446.847493\" xlink:href=\"#ma6bf5b9919\" y=\"223.433335\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"447.017597\" xlink:href=\"#ma6bf5b9919\" y=\"238.212048\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"447.04999\" xlink:href=\"#ma6bf5b9919\" y=\"232.08128\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"447.115232\" xlink:href=\"#ma6bf5b9919\" y=\"236.752504\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"447.332719\" xlink:href=\"#ma6bf5b9919\" y=\"237.220713\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"447.725348\" xlink:href=\"#ma6bf5b9919\" y=\"116.612057\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"448.135885\" xlink:href=\"#ma6bf5b9919\" y=\"234.557811\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"448.20066\" xlink:href=\"#ma6bf5b9919\" y=\"234.775882\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"448.222242\" xlink:href=\"#ma6bf5b9919\" y=\"249.691059\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"448.427083\" xlink:href=\"#ma6bf5b9919\" y=\"235.608396\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"448.543069\" xlink:href=\"#ma6bf5b9919\" y=\"202.082382\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.017826\" xlink:href=\"#ma6bf5b9919\" y=\"90.82034\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.309522\" xlink:href=\"#ma6bf5b9919\" y=\"51.495375\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.326921\" xlink:href=\"#ma6bf5b9919\" y=\"206.932696\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.359038\" xlink:href=\"#ma6bf5b9919\" y=\"140.777929\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.374432\" xlink:href=\"#ma6bf5b9919\" y=\"218.110769\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.740223\" xlink:href=\"#ma6bf5b9919\" y=\"232.688897\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.763445\" xlink:href=\"#ma6bf5b9919\" y=\"224.83805\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.81456\" xlink:href=\"#ma6bf5b9919\" y=\"181.3767\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.907046\" xlink:href=\"#ma6bf5b9919\" y=\"131.60894\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.95985\" xlink:href=\"#ma6bf5b9919\" y=\"120.268511\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.959953\" xlink:href=\"#ma6bf5b9919\" y=\"218.551897\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"449.985121\" xlink:href=\"#ma6bf5b9919\" y=\"78.96802\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"450.017194\" xlink:href=\"#ma6bf5b9919\" y=\"132.7763\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"450.267252\" xlink:href=\"#ma6bf5b9919\" y=\"123.160217\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"450.295643\" xlink:href=\"#ma6bf5b9919\" y=\"209.667176\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"450.368674\" xlink:href=\"#ma6bf5b9919\" y=\"61.757652\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"450.944655\" xlink:href=\"#ma6bf5b9919\" y=\"118.405831\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"451.109838\" xlink:href=\"#ma6bf5b9919\" y=\"56.396105\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"451.324367\" xlink:href=\"#ma6bf5b9919\" y=\"92.255866\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"451.338177\" xlink:href=\"#ma6bf5b9919\" y=\"218.589446\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"451.404323\" xlink:href=\"#ma6bf5b9919\" y=\"211.907271\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"451.680589\" xlink:href=\"#ma6bf5b9919\" y=\"105.156059\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"451.702888\" xlink:href=\"#ma6bf5b9919\" y=\"240.482146\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"451.811728\" xlink:href=\"#ma6bf5b9919\" y=\"74.154552\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"452.077503\" xlink:href=\"#ma6bf5b9919\" y=\"214.292116\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"452.079379\" xlink:href=\"#ma6bf5b9919\" y=\"94.011222\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"452.291427\" xlink:href=\"#ma6bf5b9919\" y=\"109.58255\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"452.373469\" xlink:href=\"#ma6bf5b9919\" y=\"236.991898\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"452.431064\" xlink:href=\"#ma6bf5b9919\" y=\"230.556081\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"452.453587\" xlink:href=\"#ma6bf5b9919\" y=\"216.66207\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"452.657529\" xlink:href=\"#ma6bf5b9919\" y=\"209.420973\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"452.996531\" xlink:href=\"#ma6bf5b9919\" y=\"95.056972\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.063353\" xlink:href=\"#ma6bf5b9919\" y=\"113.055075\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.08975\" xlink:href=\"#ma6bf5b9919\" y=\"90.116967\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.101432\" xlink:href=\"#ma6bf5b9919\" y=\"215.606626\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.177027\" xlink:href=\"#ma6bf5b9919\" y=\"98.47656\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.324278\" xlink:href=\"#ma6bf5b9919\" y=\"201.279813\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.507715\" xlink:href=\"#ma6bf5b9919\" y=\"232.999831\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.532204\" xlink:href=\"#ma6bf5b9919\" y=\"212.462976\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.538336\" xlink:href=\"#ma6bf5b9919\" y=\"71.002753\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.663762\" xlink:href=\"#ma6bf5b9919\" y=\"75.544165\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.956933\" xlink:href=\"#ma6bf5b9919\" y=\"113.983651\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"453.970466\" xlink:href=\"#ma6bf5b9919\" y=\"69.354583\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"454.138338\" xlink:href=\"#ma6bf5b9919\" y=\"240.689351\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"454.219828\" xlink:href=\"#ma6bf5b9919\" y=\"102.615086\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"454.286173\" xlink:href=\"#ma6bf5b9919\" y=\"213.671949\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"454.359477\" xlink:href=\"#ma6bf5b9919\" y=\"58.309345\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"454.586592\" xlink:href=\"#ma6bf5b9919\" y=\"62.927623\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"454.654804\" xlink:href=\"#ma6bf5b9919\" y=\"217.064906\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"454.890093\" xlink:href=\"#ma6bf5b9919\" y=\"232.018646\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.01975\" xlink:href=\"#ma6bf5b9919\" y=\"77.528206\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.062373\" xlink:href=\"#ma6bf5b9919\" y=\"210.505565\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.237922\" xlink:href=\"#ma6bf5b9919\" y=\"204.853122\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.612328\" xlink:href=\"#ma6bf5b9919\" y=\"228.027174\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.629968\" xlink:href=\"#ma6bf5b9919\" y=\"206.895457\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.715771\" xlink:href=\"#ma6bf5b9919\" y=\"108.403018\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.741244\" xlink:href=\"#ma6bf5b9919\" y=\"217.184209\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.810387\" xlink:href=\"#ma6bf5b9919\" y=\"219.386313\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"455.859027\" xlink:href=\"#ma6bf5b9919\" y=\"92.190818\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.007626\" xlink:href=\"#ma6bf5b9919\" y=\"102.788447\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.051349\" xlink:href=\"#ma6bf5b9919\" y=\"118.080815\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.129498\" xlink:href=\"#ma6bf5b9919\" y=\"233.25488\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.329856\" xlink:href=\"#ma6bf5b9919\" y=\"203.221304\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.425009\" xlink:href=\"#ma6bf5b9919\" y=\"217.95391\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.48167\" xlink:href=\"#ma6bf5b9919\" y=\"236.840954\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.631203\" xlink:href=\"#ma6bf5b9919\" y=\"68.102792\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.746962\" xlink:href=\"#ma6bf5b9919\" y=\"192.891131\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"456.88878\" xlink:href=\"#ma6bf5b9919\" y=\"203.237374\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"457.00096\" xlink:href=\"#ma6bf5b9919\" y=\"228.915529\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"457.104262\" xlink:href=\"#ma6bf5b9919\" y=\"27.950698\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"457.291212\" xlink:href=\"#ma6bf5b9919\" y=\"212.966373\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"457.540202\" xlink:href=\"#ma6bf5b9919\" y=\"107.384749\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"457.567323\" xlink:href=\"#ma6bf5b9919\" y=\"218.974208\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"457.887538\" xlink:href=\"#ma6bf5b9919\" y=\"206.444992\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"458.105591\" xlink:href=\"#ma6bf5b9919\" y=\"242.947428\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"458.171825\" xlink:href=\"#ma6bf5b9919\" y=\"98.967114\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"458.24569\" xlink:href=\"#ma6bf5b9919\" y=\"231.653172\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"458.333399\" xlink:href=\"#ma6bf5b9919\" y=\"87.069376\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"458.334\" xlink:href=\"#ma6bf5b9919\" y=\"235.007518\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"458.62132\" xlink:href=\"#ma6bf5b9919\" y=\"222.341931\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"459.006595\" xlink:href=\"#ma6bf5b9919\" y=\"219.506882\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"459.222294\" xlink:href=\"#ma6bf5b9919\" y=\"213.525407\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"459.681839\" xlink:href=\"#ma6bf5b9919\" y=\"89.902818\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"459.687421\" xlink:href=\"#ma6bf5b9919\" y=\"242.148695\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"459.778372\" xlink:href=\"#ma6bf5b9919\" y=\"199.551097\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"459.940238\" xlink:href=\"#ma6bf5b9919\" y=\"231.130316\"/>\n",
       "     <use style=\"fill:#4c72b0;\" x=\"460.049716\" xlink:href=\"#ma6bf5b9919\" y=\"124.286316\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_32\">\n",
       "    <path clip-path=\"url(#p35f9edf01a)\" d=\"M 54.231534 172.638447 \n",
       "L 54.448297 172.312172 \n",
       "L 54.647051 123.352746 \n",
       "L 54.762949 171.838583 \n",
       "L 54.969836 123.122768 \n",
       "L 55.220857 171.149473 \n",
       "L 55.267503 122.911384 \n",
       "L 55.317605 171.003896 \n",
       "L 55.486514 170.749757 \n",
       "L 55.577742 122.691791 \n",
       "L 55.593181 170.58928 \n",
       "L 55.705708 170.419999 \n",
       "L 55.76075 122.562598 \n",
       "L 55.90505 170.120153 \n",
       "L 55.951537 122.428188 \n",
       "L 56.033192 169.927428 \n",
       "L 56.130195 169.78155 \n",
       "L 56.418179 122.100615 \n",
       "L 56.758357 121.862876 \n",
       "L 56.843253 168.709634 \n",
       "L 56.936108 168.570108 \n",
       "L 57.090245 168.338533 \n",
       "L 57.179478 121.569816 \n",
       "L 57.299371 121.486634 \n",
       "L 57.408524 167.860497 \n",
       "L 57.70671 167.412828 \n",
       "L 57.858268 121.10036 \n",
       "L 58.13836 120.907702 \n",
       "L 58.328716 166.479664 \n",
       "L 58.540292 120.632324 \n",
       "L 58.764002 165.827216 \n",
       "L 59.048843 120.285738 \n",
       "L 59.086696 165.343878 \n",
       "L 59.086696 165.343878 \n",
       "L 59.086696 165.343878 \n",
       "L 59.156759 120.212458 \n",
       "L 59.517136 119.968419 \n",
       "L 59.723524 164.39097 \n",
       "L 59.985574 163.999247 \n",
       "L 60.265838 119.464765 \n",
       "L 60.557751 119.269626 \n",
       "L 60.833021 162.734179 \n",
       "L 60.93461 162.582716 \n",
       "L 61.194074 118.846668 \n",
       "L 61.418569 118.698241 \n",
       "L 61.490524 161.754646 \n",
       "L 61.502107 161.737405 \n",
       "L 61.745793 118.482639 \n",
       "L 61.807853 161.282569 \n",
       "L 61.947371 161.075162 \n",
       "L 62.448856 118.022404 \n",
       "L 62.653302 160.027151 \n",
       "L 62.657023 117.886925 \n",
       "L 62.927422 159.620872 \n",
       "L 63.612948 158.606594 \n",
       "L 64.098882 116.958536 \n",
       "L 64.109857 157.873036 \n",
       "L 64.109857 157.873036 \n",
       "L 64.109857 157.873036 \n",
       "L 64.127221 116.940465 \n",
       "L 64.251944 157.663548 \n",
       "L 64.896189 156.715239 \n",
       "L 64.910503 116.443707 \n",
       "L 64.923284 156.675413 \n",
       "L 65.05991 156.474663 \n",
       "L 65.143591 116.296897 \n",
       "L 65.523467 116.058636 \n",
       "L 65.714762 155.514165 \n",
       "L 65.870435 155.286259 \n",
       "L 65.884657 115.833251 \n",
       "L 66.022192 155.064248 \n",
       "L 66.300221 115.575337 \n",
       "L 66.448231 154.44185 \n",
       "L 66.567745 115.410098 \n",
       "L 66.728279 154.033444 \n",
       "L 66.743715 115.30175 \n",
       "L 67.220772 115.00938 \n",
       "L 67.234187 153.29714 \n",
       "L 67.234187 153.29714 \n",
       "L 67.234187 153.29714 \n",
       "L 67.28225 114.971848 \n",
       "L 67.43757 153.001686 \n",
       "L 67.798659 152.477932 \n",
       "L 68.375437 114.310042 \n",
       "L 69.471629 113.657106 \n",
       "L 69.567097 149.928441 \n",
       "L 69.597332 149.885089 \n",
       "L 69.812498 149.576813 \n",
       "L 70.020432 113.334275 \n",
       "L 70.106908 149.155688 \n",
       "L 70.252369 148.947916 \n",
       "L 70.581782 113.006884 \n",
       "L 70.650141 148.380772 \n",
       "L 70.694122 112.941709 \n",
       "L 70.84587 148.102256 \n",
       "L 70.947445 112.795165 \n",
       "L 71.113322 112.699524 \n",
       "L 71.195532 147.605631 \n",
       "L 71.397824 112.536073 \n",
       "L 71.544441 147.111281 \n",
       "L 71.649774 112.391944 \n",
       "L 71.68479 146.912773 \n",
       "L 71.69505 146.89827 \n",
       "L 72.21867 146.159508 \n",
       "L 72.434426 111.946827 \n",
       "L 72.568484 145.667558 \n",
       "L 72.683696 145.505818 \n",
       "L 72.949025 111.658001 \n",
       "L 73.024172 111.616029 \n",
       "L 73.711457 144.06939 \n",
       "L 73.730873 111.223898 \n",
       "L 73.802527 143.942674 \n",
       "L 73.949391 111.103594 \n",
       "L 74.092834 143.539366 \n",
       "L 74.275215 143.286489 \n",
       "L 74.452041 110.828566 \n",
       "L 74.605658 142.8293 \n",
       "L 74.713991 110.686182 \n",
       "L 74.932211 110.568063 \n",
       "L 74.992338 142.295937 \n",
       "L 75.094609 142.155168 \n",
       "L 75.308888 141.860637 \n",
       "L 75.441582 110.294107 \n",
       "L 75.532959 141.553242 \n",
       "L 75.717402 110.146791 \n",
       "L 75.936825 141.00075 \n",
       "L 75.978025 110.008259 \n",
       "L 76.603095 140.093749 \n",
       "L 76.984991 139.576424 \n",
       "L 76.988887 109.477098 \n",
       "L 77.024918 139.522448 \n",
       "L 77.164767 109.385685 \n",
       "L 77.734079 109.091837 \n",
       "L 77.838783 138.426771 \n",
       "L 78.11338 108.897805 \n",
       "L 78.166779 137.987706 \n",
       "L 78.277666 108.814199 \n",
       "L 78.478678 108.71226 \n",
       "L 78.574071 137.444538 \n",
       "L 78.69372 137.285408 \n",
       "L 78.751721 108.574423 \n",
       "L 78.807563 137.134185 \n",
       "L 78.903224 108.498256 \n",
       "L 78.906458 137.002964 \n",
       "L 79.346488 136.420771 \n",
       "L 79.396712 108.251717 \n",
       "L 79.43578 136.302966 \n",
       "L 79.747766 135.892253 \n",
       "L 79.851878 108.026444 \n",
       "L 80.146837 135.368948 \n",
       "L 80.558645 134.831388 \n",
       "L 80.577755 107.671418 \n",
       "L 80.935488 134.341674 \n",
       "L 80.955755 107.488605 \n",
       "L 81.039255 134.207202 \n",
       "L 81.64177 133.429628 \n",
       "L 81.787922 107.091151 \n",
       "L 82.183482 132.735292 \n",
       "L 82.426209 106.790987 \n",
       "L 82.530295 132.293175 \n",
       "L 83.266754 131.360682 \n",
       "L 83.396503 106.342537 \n",
       "L 83.706879 106.201094 \n",
       "L 83.743629 130.761544 \n",
       "L 83.809735 130.678784 \n",
       "L 84.075148 106.034535 \n",
       "L 84.109296 130.304655 \n",
       "L 84.135837 130.271579 \n",
       "L 84.135837 130.271579 \n",
       "L 84.157222 105.997603 \n",
       "L 84.18248 130.21348 \n",
       "L 84.471046 129.854844 \n",
       "L 84.557212 105.818593 \n",
       "L 84.608868 129.68405 \n",
       "L 84.608868 129.68405 \n",
       "L 84.608868 129.68405 \n",
       "L 84.618595 105.791266 \n",
       "L 85.781585 105.280793 \n",
       "L 86.076978 127.884812 \n",
       "L 86.242557 127.684232 \n",
       "L 86.34024 105.040516 \n",
       "L 86.748397 104.867002 \n",
       "L 86.801939 127.010193 \n",
       "L 86.806664 127.004522 \n",
       "L 86.806664 127.004522 \n",
       "L 86.854511 104.822173 \n",
       "L 87.617829 104.503137 \n",
       "L 87.755842 125.873718 \n",
       "L 87.764674 104.442456 \n",
       "L 88.636648 104.086751 \n",
       "L 88.653872 124.81904 \n",
       "L 88.786762 104.026315 \n",
       "L 88.934123 124.492981 \n",
       "L 89.336245 124.027721 \n",
       "L 89.402638 103.780836 \n",
       "L 89.438213 123.910231 \n",
       "L 90.212156 123.024975 \n",
       "L 90.221269 103.46071 \n",
       "L 90.225076 123.010296 \n",
       "L 90.467363 103.365855 \n",
       "L 90.567092 122.622872 \n",
       "L 90.774474 103.248379 \n",
       "L 90.823098 122.334374 \n",
       "L 91.205012 121.906391 \n",
       "L 91.387965 103.016696 \n",
       "L 91.602543 121.463984 \n",
       "L 91.633876 121.429248 \n",
       "L 91.718247 102.89362 \n",
       "L 91.819607 121.223751 \n",
       "L 92.304198 102.678127 \n",
       "L 92.514088 102.601827 \n",
       "L 92.601606 120.366174 \n",
       "L 92.737157 102.521252 \n",
       "L 92.839528 120.10773 \n",
       "L 92.9279 120.012032 \n",
       "L 93.009521 119.923788 \n",
       "L 93.106858 102.388883 \n",
       "L 93.119887 119.804684 \n",
       "L 93.44258 102.269949 \n",
       "L 93.45646 119.443021 \n",
       "L 93.667683 119.217256 \n",
       "L 93.687973 102.183779 \n",
       "L 93.894581 118.975776 \n",
       "L 93.927663 118.940657 \n",
       "L 94.60557 118.226115 \n",
       "L 94.968355 101.744685 \n",
       "L 95.22642 101.658326 \n",
       "L 95.263225 117.542265 \n",
       "L 95.386239 101.605205 \n",
       "L 95.507797 117.290323 \n",
       "L 95.561894 117.23477 \n",
       "L 95.634757 117.160047 \n",
       "L 95.816646 101.463523 \n",
       "L 96.051278 101.387133 \n",
       "L 96.216253 116.567847 \n",
       "L 96.308412 101.304103 \n",
       "L 96.552595 101.225921 \n",
       "L 96.691225 116.08963 \n",
       "L 96.708214 116.072617 \n",
       "L 96.722278 101.171975 \n",
       "L 96.868844 101.12563 \n",
       "L 96.900412 115.880593 \n",
       "L 97.080361 101.05916 \n",
       "L 97.21438 115.568676 \n",
       "L 97.244321 115.539046 \n",
       "L 97.327181 115.457148 \n",
       "L 97.438954 100.947588 \n",
       "L 97.458433 115.327736 \n",
       "L 97.720341 115.070652 \n",
       "L 97.814101 100.832369 \n",
       "L 98.008049 100.773405 \n",
       "L 98.034891 114.763939 \n",
       "L 98.034891 114.763939 \n",
       "L 98.034891 114.763939 \n",
       "L 98.114768 100.741137 \n",
       "L 98.437062 100.644443 \n",
       "L 98.7017 114.121158 \n",
       "L 98.819398 114.008755 \n",
       "L 98.891906 100.509921 \n",
       "L 98.942773 113.891271 \n",
       "L 98.960865 113.874072 \n",
       "L 99.318413 100.385847 \n",
       "L 99.613059 113.259114 \n",
       "L 99.710928 113.167682 \n",
       "L 99.86076 113.028136 \n",
       "L 99.948161 100.206312 \n",
       "L 100.059605 100.174996 \n",
       "L 100.358804 112.568049 \n",
       "L 100.466834 112.46902 \n",
       "L 100.951917 99.929207 \n",
       "L 100.973428 112.0083 \n",
       "L 101.043196 111.945325 \n",
       "L 101.043196 111.945325 \n",
       "L 101.119738 99.883965 \n",
       "L 102.21987 99.595132 \n",
       "L 102.599035 110.571185 \n",
       "L 102.663731 110.515307 \n",
       "L 102.793519 99.449865 \n",
       "L 103.151151 99.361158 \n",
       "L 103.170064 110.081502 \n",
       "L 103.282379 99.328966 \n",
       "L 103.297384 109.973404 \n",
       "L 103.513271 99.272793 \n",
       "L 103.600438 109.7177 \n",
       "L 103.600438 109.7177 \n",
       "L 103.600438 109.7177 \n",
       "L 103.700708 99.22763 \n",
       "L 103.906694 109.461589 \n",
       "L 103.969727 99.163497 \n",
       "L 104.17414 109.239825 \n",
       "L 104.451333 109.011849 \n",
       "L 104.647777 99.005451 \n",
       "L 105.151774 98.891317 \n",
       "L 105.181263 108.420676 \n",
       "L 105.472254 98.820226 \n",
       "L 105.539989 108.135033 \n",
       "L 105.569124 108.111975 \n",
       "L 105.886169 98.730119 \n",
       "L 106.292679 107.546241 \n",
       "L 106.384704 107.47524 \n",
       "L 106.578681 98.58368 \n",
       "L 106.736633 107.205703 \n",
       "L 106.799951 107.157544 \n",
       "L 107.082195 98.480604 \n",
       "L 107.17533 106.874144 \n",
       "L 107.193159 106.860774 \n",
       "L 107.279711 98.440952 \n",
       "L 107.459116 98.405319 \n",
       "L 107.520268 106.616917 \n",
       "L 107.661664 98.365526 \n",
       "L 107.832009 106.387084 \n",
       "L 107.895585 98.320148 \n",
       "L 107.95043 106.300435 \n",
       "L 108.243406 106.087628 \n",
       "L 108.261873 98.250336 \n",
       "L 108.320246 106.032183 \n",
       "L 108.512348 98.203474 \n",
       "L 108.574622 105.849731 \n",
       "L 108.694694 105.764195 \n",
       "L 108.723769 98.164472 \n",
       "L 108.749617 105.725194 \n",
       "L 108.906201 98.131225 \n",
       "L 109.021679 98.110376 \n",
       "L 109.212736 105.399477 \n",
       "L 109.543121 98.018116 \n",
       "L 109.587165 105.140252 \n",
       "L 110.037618 97.933481 \n",
       "L 110.15004 104.757518 \n",
       "L 110.233703 97.90069 \n",
       "L 110.401361 97.873001 \n",
       "L 110.541028 104.4966 \n",
       "L 110.737391 104.367094 \n",
       "L 110.774687 97.812496 \n",
       "L 110.852867 104.291415 \n",
       "L 110.901356 104.259743 \n",
       "L 110.989538 97.778395 \n",
       "L 111.012082 104.187654 \n",
       "L 111.07937 104.144006 \n",
       "L 111.258522 97.736445 \n",
       "L 111.285795 104.010858 \n",
       "L 111.361638 103.962225 \n",
       "L 111.382902 97.717326 \n",
       "L 111.669704 103.766268 \n",
       "L 111.701715 103.746052 \n",
       "L 112.252768 97.588556 \n",
       "L 112.479267 97.556446 \n",
       "L 112.873869 103.024859 \n",
       "L 112.916467 97.496125 \n",
       "L 113.270412 102.78931 \n",
       "L 113.338447 102.749327 \n",
       "L 113.67573 102.55298 \n",
       "L 114.025758 97.352901 \n",
       "L 114.270543 102.214299 \n",
       "L 114.433711 97.303779 \n",
       "L 114.895204 97.250512 \n",
       "L 115.29138 101.655739 \n",
       "L 115.890951 101.34112 \n",
       "L 115.929016 97.140069 \n",
       "L 115.936365 101.317697 \n",
       "L 116.394656 101.084536 \n",
       "L 116.454417 97.088651 \n",
       "L 116.496179 101.033678 \n",
       "L 116.849607 100.858876 \n",
       "L 116.985083 97.039944 \n",
       "L 117.005199 97.038162 \n",
       "L 117.259786 100.660393 \n",
       "L 117.492218 96.996428 \n",
       "L 117.903329 100.358514 \n",
       "L 118.019484 96.954328 \n",
       "L 118.152095 96.944244 \n",
       "L 118.174756 100.234691 \n",
       "L 118.350812 96.929513 \n",
       "L 118.73841 96.902092 \n",
       "L 118.821329 99.948119 \n",
       "L 118.994775 96.884907 \n",
       "L 119.131755 99.814743 \n",
       "L 119.296443 96.865657 \n",
       "L 119.349206 99.722945 \n",
       "L 119.504621 99.658161 \n",
       "L 119.847334 96.833215 \n",
       "L 120.102728 96.819364 \n",
       "L 120.12174 99.407708 \n",
       "L 120.658293 96.791837 \n",
       "L 120.704886 99.181042 \n",
       "L 120.704886 99.181042 \n",
       "L 120.704886 99.181042 \n",
       "L 120.730401 96.788526 \n",
       "L 120.851046 96.78312 \n",
       "L 121.331447 98.948363 \n",
       "L 121.412294 98.919161 \n",
       "L 121.490583 96.757274 \n",
       "L 122.132939 98.667181 \n",
       "L 122.182201 96.734645 \n",
       "L 122.293559 96.731519 \n",
       "L 122.545809 98.529567 \n",
       "L 122.71395 96.721009 \n",
       "L 122.789444 98.450673 \n",
       "L 122.94785 98.400299 \n",
       "L 123.247434 96.710616 \n",
       "L 123.252331 98.305514 \n",
       "L 123.579861 98.206556 \n",
       "L 123.70742 96.704298 \n",
       "L 123.728293 98.162735 \n",
       "L 124.189368 96.700304 \n",
       "L 124.415744 97.968136 \n",
       "L 124.614506 96.699013 \n",
       "L 124.753681 96.699044 \n",
       "L 124.823041 97.859333 \n",
       "L 124.828899 96.699155 \n",
       "L 125.215049 97.759185 \n",
       "L 125.358609 96.701786 \n",
       "L 125.672094 96.704872 \n",
       "L 125.70229 97.640965 \n",
       "L 126.055929 96.7102 \n",
       "L 126.36985 96.715824 \n",
       "L 126.681948 97.424303 \n",
       "L 126.919233 97.376058 \n",
       "L 127.170379 96.735327 \n",
       "L 127.197646 96.736121 \n",
       "L 127.27269 97.307258 \n",
       "L 127.273671 97.307072 \n",
       "L 127.3108 96.739512 \n",
       "L 127.494762 97.26591 \n",
       "L 127.499659 96.7455 \n",
       "L 127.581786 97.250103 \n",
       "L 127.886686 97.196476 \n",
       "L 128.170573 96.770109 \n",
       "L 128.211323 97.142385 \n",
       "L 128.843771 97.045921 \n",
       "L 128.869951 96.801301 \n",
       "L 129.091429 97.011361 \n",
       "L 129.221438 96.819111 \n",
       "L 129.790456 96.923575 \n",
       "L 129.84667 96.85432 \n",
       "L 129.904378 96.910636 \n",
       "L 131.45388 96.772736 \n",
       "L 132.011737 97.011109 \n",
       "L 132.018176 96.74016 \n",
       "L 132.176005 96.732736 \n",
       "L 132.213665 97.028488 \n",
       "L 132.774877 97.079256 \n",
       "L 132.95759 96.706842 \n",
       "L 133.053087 97.105768 \n",
       "L 133.075417 96.704508 \n",
       "L 133.075417 96.704508 \n",
       "L 133.075417 96.704508 \n",
       "L 133.103923 97.110708 \n",
       "L 133.388137 96.700306 \n",
       "L 133.75348 97.176455 \n",
       "L 134.200817 97.224554 \n",
       "L 134.361746 96.705775 \n",
       "L 134.45894 97.253355 \n",
       "L 134.610772 96.711683 \n",
       "L 134.625511 97.272347 \n",
       "L 134.721763 96.714908 \n",
       "L 134.87186 97.30102 \n",
       "L 135.249125 96.735216 \n",
       "L 135.25051 97.346449 \n",
       "L 135.359629 96.740515 \n",
       "L 135.444036 97.370302 \n",
       "L 135.545589 96.750249 \n",
       "L 135.764337 97.410726 \n",
       "L 135.877966 96.770196 \n",
       "L 136.246204 96.796113 \n",
       "L 136.246795 97.473835 \n",
       "L 136.291668 96.799591 \n",
       "L 136.615003 96.82609 \n",
       "L 136.657342 97.529637 \n",
       "L 136.807127 96.8433 \n",
       "L 137.059078 96.867523 \n",
       "L 137.366969 97.630638 \n",
       "L 137.524563 97.65385 \n",
       "L 137.544597 96.919493 \n",
       "L 137.623016 96.92854 \n",
       "L 137.648129 97.672248 \n",
       "L 137.792771 96.948747 \n",
       "L 138.050186 96.981012 \n",
       "L 138.514423 97.80613 \n",
       "L 138.625757 97.823958 \n",
       "L 138.645012 97.063047 \n",
       "L 138.645012 97.063047 \n",
       "L 138.645012 97.063047 \n",
       "L 138.689778 97.834273 \n",
       "L 139.649467 97.994497 \n",
       "L 139.883978 97.267395 \n",
       "L 140.123691 98.07754 \n",
       "L 140.488654 98.14319 \n",
       "L 140.550729 97.396053 \n",
       "L 140.811814 98.202582 \n",
       "L 140.900841 98.219152 \n",
       "L 140.920332 97.472996 \n",
       "L 141.119058 98.260148 \n",
       "L 141.236396 97.54197 \n",
       "L 141.28729 97.55335 \n",
       "L 141.45233 97.590776 \n",
       "L 141.498136 98.332648 \n",
       "L 141.639588 98.360118 \n",
       "L 142.093764 97.743802 \n",
       "L 142.243774 97.781325 \n",
       "L 142.26512 98.484311 \n",
       "L 142.294079 97.794055 \n",
       "L 142.759787 97.915415 \n",
       "L 142.820369 98.598254 \n",
       "L 142.930909 97.961597 \n",
       "L 143.098679 98.656676 \n",
       "L 143.213136 98.039627 \n",
       "L 143.422374 98.725724 \n",
       "L 143.424225 98.099504 \n",
       "L 143.947707 98.253584 \n",
       "L 143.972172 98.845705 \n",
       "L 144.178433 98.324021 \n",
       "L 144.819147 99.03719 \n",
       "L 144.926368 98.562957 \n",
       "L 144.970724 99.072308 \n",
       "L 145.42196 99.178378 \n",
       "L 145.4591 98.743006 \n",
       "L 145.510751 98.760898 \n",
       "L 145.743755 98.842567 \n",
       "L 145.878114 99.28792 \n",
       "L 145.98557 98.928977 \n",
       "L 146.045245 98.95056 \n",
       "L 146.33059 99.055177 \n",
       "L 146.583707 99.461945 \n",
       "L 146.973256 99.560401 \n",
       "L 147.191797 99.385086 \n",
       "L 150.137856 100.673318 \n",
       "L 150.48143 100.522944 \n",
       "L 150.577828 100.886735 \n",
       "L 150.728489 100.961063 \n",
       "L 150.92833 100.655314 \n",
       "L 151.093622 101.143832 \n",
       "L 151.133177 100.716722 \n",
       "L 152.314292 101.079751 \n",
       "L 152.31901 101.784339 \n",
       "L 152.535565 101.149457 \n",
       "L 152.723929 102.005136 \n",
       "L 152.784388 102.038491 \n",
       "L 152.800131 101.233501 \n",
       "L 152.800131 101.233501 \n",
       "L 152.800131 101.233501 \n",
       "L 152.827258 102.062204 \n",
       "L 152.873636 101.256986 \n",
       "L 153.269824 101.384584 \n",
       "L 153.46041 102.418305 \n",
       "L 153.792548 102.609505 \n",
       "L 153.949159 101.607339 \n",
       "L 153.972404 101.615049 \n",
       "L 154.195259 102.845375 \n",
       "L 154.262763 101.711857 \n",
       "L 154.347888 101.740411 \n",
       "L 154.499779 103.026668 \n",
       "L 154.557628 101.8111 \n",
       "L 154.662939 103.124841 \n",
       "L 154.693795 101.857246 \n",
       "L 154.980863 103.318209 \n",
       "L 155.223954 103.467908 \n",
       "L 155.338259 102.078367 \n",
       "L 155.480894 102.12791 \n",
       "L 155.508506 103.645166 \n",
       "L 155.764215 103.806317 \n",
       "L 155.926034 102.283932 \n",
       "L 156.131181 104.040653 \n",
       "L 156.486122 102.483263 \n",
       "L 156.683882 102.554446 \n",
       "L 156.81698 104.488244 \n",
       "L 156.833053 102.608416 \n",
       "L 156.833053 102.608416 \n",
       "L 156.833053 102.608416 \n",
       "L 156.856849 104.514651 \n",
       "L 156.93785 102.646474 \n",
       "L 157.213644 102.747191 \n",
       "L 157.380677 104.865519 \n",
       "L 157.398856 102.815283 \n",
       "L 157.398856 102.815283 \n",
       "L 157.398856 102.815283 \n",
       "L 157.445575 104.909495 \n",
       "L 157.680187 105.0694 \n",
       "L 157.790251 102.960378 \n",
       "L 157.836062 105.176443 \n",
       "L 157.857999 102.985658 \n",
       "L 157.94324 103.017535 \n",
       "L 158.281495 105.485857 \n",
       "L 158.486872 105.630273 \n",
       "L 158.595732 103.264097 \n",
       "L 158.889245 105.916409 \n",
       "L 158.964028 103.405257 \n",
       "L 159.035407 106.021394 \n",
       "L 159.456857 106.327218 \n",
       "L 159.853325 103.752003 \n",
       "L 159.976261 106.710447 \n",
       "L 160.018834 103.817455 \n",
       "L 160.018834 103.817455 \n",
       "L 160.018834 103.817455 \n",
       "L 160.080842 106.788451 \n",
       "L 160.4017 107.029523 \n",
       "L 160.600047 104.049575 \n",
       "L 160.630188 107.202803 \n",
       "L 161.096676 107.560714 \n",
       "L 161.39631 104.373315 \n",
       "L 161.472556 104.404661 \n",
       "L 161.559147 104.440334 \n",
       "L 161.60796 107.959347 \n",
       "L 161.773511 108.08984 \n",
       "L 162.098517 104.664292 \n",
       "L 162.201754 108.430597 \n",
       "L 162.239536 104.723344 \n",
       "L 162.239536 104.723344 \n",
       "L 162.239536 104.723344 \n",
       "L 162.254191 108.472638 \n",
       "L 162.336058 104.763881 \n",
       "L 162.409636 104.794847 \n",
       "L 162.440885 108.622878 \n",
       "L 163.377373 105.207334 \n",
       "L 163.468193 105.24654 \n",
       "L 163.564382 105.288156 \n",
       "L 163.961058 109.878481 \n",
       "L 164.116393 105.528821 \n",
       "L 164.177059 110.061514 \n",
       "L 164.619208 105.750753 \n",
       "L 164.678081 110.490449 \n",
       "L 164.698519 105.785994 \n",
       "L 164.806867 105.834243 \n",
       "L 164.899147 110.681649 \n",
       "L 165.276015 106.044536 \n",
       "L 165.299689 106.055208 \n",
       "L 165.385366 111.106336 \n",
       "L 165.435284 106.116437 \n",
       "L 166.128065 106.432177 \n",
       "L 166.266049 111.890012 \n",
       "L 166.33873 106.529151 \n",
       "L 166.882212 106.781394 \n",
       "L 166.983875 112.5424 \n",
       "L 167.213118 112.753301 \n",
       "L 167.252037 106.954736 \n",
       "L 167.325221 106.989201 \n",
       "L 167.800124 113.298937 \n",
       "L 167.959203 107.290007 \n",
       "L 168.070917 113.553343 \n",
       "L 168.113027 107.363597 \n",
       "L 168.168097 107.39 \n",
       "L 168.485788 113.946392 \n",
       "L 168.816601 114.262635 \n",
       "L 168.953753 107.769958 \n",
       "L 169.01581 114.454276 \n",
       "L 169.217877 114.649588 \n",
       "L 169.220777 107.900489 \n",
       "L 169.454472 108.015305 \n",
       "L 169.799005 115.21644 \n",
       "L 169.9691 108.270043 \n",
       "L 170.067719 108.319156 \n",
       "L 170.155509 108.362957 \n",
       "L 170.21971 115.631544 \n",
       "L 170.499716 115.910011 \n",
       "L 170.636832 108.604442 \n",
       "L 170.794959 116.205515 \n",
       "L 171.223064 116.637414 \n",
       "L 171.480943 109.033403 \n",
       "L 171.624358 117.045908 \n",
       "L 171.942575 117.372326 \n",
       "L 172.104171 109.354555 \n",
       "L 172.210005 109.409465 \n",
       "L 172.32919 117.771847 \n",
       "L 172.497864 109.559361 \n",
       "L 172.653643 109.640813 \n",
       "L 172.864642 118.330468 \n",
       "L 172.985288 109.814995 \n",
       "L 173.087976 109.869141 \n",
       "L 173.294067 118.782878 \n",
       "L 173.587124 119.093854 \n",
       "L 173.71671 110.202865 \n",
       "L 173.797345 110.245938 \n",
       "L 173.858933 119.383892 \n",
       "L 174.278728 110.504366 \n",
       "L 174.403854 119.969984 \n",
       "L 174.671363 120.259949 \n",
       "L 175.388192 111.10833 \n",
       "L 175.460255 111.147961 \n",
       "L 175.499823 111.169741 \n",
       "L 175.681114 121.367614 \n",
       "L 175.894423 111.387757 \n",
       "L 176.050547 111.474418 \n",
       "L 176.169833 121.911098 \n",
       "L 176.179933 111.546409 \n",
       "L 176.99862 112.005544 \n",
       "L 177.059856 122.913005 \n",
       "L 177.195438 112.116849 \n",
       "L 177.273234 123.155511 \n",
       "L 177.279202 112.164329 \n",
       "L 178.226949 112.706035 \n",
       "L 178.28481 124.317106 \n",
       "L 178.363972 112.785035 \n",
       "L 178.363972 112.785035 \n",
       "L 178.363972 112.785035 \n",
       "L 178.408876 124.460913 \n",
       "L 178.521563 112.876106 \n",
       "L 179.054817 113.185949 \n",
       "L 179.122077 125.293209 \n",
       "L 179.616627 125.875893 \n",
       "L 179.641698 113.529934 \n",
       "L 179.957837 126.280525 \n",
       "L 180.438042 126.853567 \n",
       "L 180.508452 114.043641 \n",
       "L 180.960645 127.481904 \n",
       "L 181.459226 128.085866 \n",
       "L 181.804719 114.824435 \n",
       "L 181.894024 128.61611 \n",
       "L 181.969975 114.925046 \n",
       "L 182.19607 128.986384 \n",
       "L 182.255936 115.099712 \n",
       "L 182.255936 115.099712 \n",
       "L 182.255936 115.099712 \n",
       "L 182.282002 129.092013 \n",
       "L 182.847561 115.463359 \n",
       "L 183.097625 130.100824 \n",
       "L 183.19286 115.677014 \n",
       "L 183.79454 116.051782 \n",
       "L 183.901501 131.105968 \n",
       "L 184.069943 116.224367 \n",
       "L 184.293191 131.599558 \n",
       "L 184.776228 132.21166 \n",
       "L 184.910134 116.754914 \n",
       "L 185.024971 132.528313 \n",
       "L 185.48182 133.11242 \n",
       "L 185.591518 117.189609 \n",
       "L 185.635299 117.217674 \n",
       "L 185.738625 133.442186 \n",
       "L 186.346695 134.227045 \n",
       "L 186.383724 117.699946 \n",
       "L 186.642976 117.868102 \n",
       "L 186.663084 134.637635 \n",
       "L 186.67304 117.887639 \n",
       "L 186.900258 118.035537 \n",
       "L 186.957833 135.021485 \n",
       "L 188.144787 136.580121 \n",
       "L 188.153266 118.858836 \n",
       "L 188.34318 118.984751 \n",
       "L 188.804754 137.455443 \n",
       "L 188.978653 119.408225 \n",
       "L 189.019976 119.435876 \n",
       "L 189.037749 137.765916 \n",
       "L 189.069257 119.468871 \n",
       "L 189.139137 119.515691 \n",
       "L 189.291728 138.105197 \n",
       "L 189.341708 119.651638 \n",
       "L 189.509809 119.764704 \n",
       "L 189.701366 138.654262 \n",
       "L 189.841491 119.988467 \n",
       "L 189.94776 120.060346 \n",
       "L 190.085405 120.153583 \n",
       "L 190.13761 139.241454 \n",
       "L 190.316854 139.483447 \n",
       "L 191.012527 120.785537 \n",
       "L 191.155349 120.883497 \n",
       "L 191.327686 140.855915 \n",
       "L 191.697285 121.256668 \n",
       "L 191.852909 121.364256 \n",
       "L 191.976331 141.743392 \n",
       "L 192.03971 121.493649 \n",
       "L 192.640565 142.657507 \n",
       "L 192.658382 121.924133 \n",
       "L 192.738358 121.98 \n",
       "L 192.78754 142.860483 \n",
       "L 193.091305 122.227136 \n",
       "L 193.370722 122.423468 \n",
       "L 193.488239 143.831627 \n",
       "L 193.495778 122.511534 \n",
       "L 193.495778 122.511534 \n",
       "L 193.495778 122.511534 \n",
       "L 193.567979 143.942501 \n",
       "L 193.783695 122.714741 \n",
       "L 193.878073 122.78149 \n",
       "L 193.93774 144.45757 \n",
       "L 194.092762 122.93358 \n",
       "L 194.202601 144.827453 \n",
       "L 194.220382 144.852313 \n",
       "L 194.372401 123.132209 \n",
       "L 194.415414 123.162813 \n",
       "L 194.470436 145.202271 \n",
       "L 194.516268 123.234628 \n",
       "L 194.61822 145.409421 \n",
       "L 194.77762 123.421087 \n",
       "L 194.803418 145.669343 \n",
       "L 195.264344 123.769703 \n",
       "L 195.27019 146.326066 \n",
       "L 195.419163 146.536143 \n",
       "L 195.628276 124.031527 \n",
       "L 195.68199 124.070255 \n",
       "L 195.701742 146.935254 \n",
       "L 195.741737 124.113357 \n",
       "L 196.076973 147.466479 \n",
       "L 196.136561 124.398851 \n",
       "L 196.190431 124.437893 \n",
       "L 196.502039 148.069949 \n",
       "L 196.586845 124.725853 \n",
       "L 196.828982 148.535312 \n",
       "L 196.842388 124.912093 \n",
       "L 196.842388 124.912093 \n",
       "L 196.842388 124.912093 \n",
       "L 196.931788 148.681855 \n",
       "L 197.22235 149.096571 \n",
       "L 197.392177 125.314394 \n",
       "L 197.45411 149.427927 \n",
       "L 197.481142 125.379699 \n",
       "L 198.081509 150.327401 \n",
       "L 198.158212 125.878577 \n",
       "L 198.23526 125.935556 \n",
       "L 198.459552 126.101667 \n",
       "L 198.570735 151.031209 \n",
       "L 198.597522 126.204026 \n",
       "L 198.614501 126.216632 \n",
       "L 198.840508 126.384624 \n",
       "L 198.901787 151.508634 \n",
       "L 199.048099 126.539246 \n",
       "L 199.225733 151.976702 \n",
       "L 199.311756 126.736067 \n",
       "L 199.498031 152.370812 \n",
       "L 199.713784 127.037122 \n",
       "L 199.773822 127.082178 \n",
       "L 200.185823 153.368923 \n",
       "L 200.4253 153.717309 \n",
       "L 200.499935 127.629078 \n",
       "L 200.630627 154.016358 \n",
       "L 201.016211 154.578786 \n",
       "L 201.029759 128.030431 \n",
       "L 201.029759 128.030431 \n",
       "L 201.029759 128.030431 \n",
       "L 201.046691 154.623293 \n",
       "L 201.791619 155.713041 \n",
       "L 201.915327 128.70554 \n",
       "L 202.140325 156.224463 \n",
       "L 202.241124 128.955243 \n",
       "L 202.791137 129.378402 \n",
       "L 202.85 157.267738 \n",
       "L 202.949487 129.500603 \n",
       "L 203.136436 157.689711 \n",
       "L 203.437877 158.13432 \n",
       "L 203.589286 129.996028 \n",
       "L 203.628908 130.026798 \n",
       "L 203.832748 158.717533 \n",
       "L 204.625455 159.890941 \n",
       "L 204.780125 130.925247 \n",
       "L 204.874523 130.999297 \n",
       "L 205.03766 160.502407 \n",
       "L 205.121713 131.193472 \n",
       "L 205.203249 160.748279 \n",
       "L 205.262023 131.303863 \n",
       "L 205.473181 161.149364 \n",
       "L 205.482749 131.477774 \n",
       "L 205.552852 131.533073 \n",
       "L 205.904035 161.790261 \n",
       "L 206.111425 131.974793 \n",
       "L 206.465703 132.255965 \n",
       "L 206.49467 162.670154 \n",
       "L 206.939422 132.633145 \n",
       "L 206.958585 163.36227 \n",
       "L 207.899593 164.768617 \n",
       "L 207.899816 133.402034 \n",
       "L 207.899816 133.402034 \n",
       "L 207.899816 133.402034 \n",
       "L 207.906923 164.779583 \n",
       "L 207.998152 133.481076 \n",
       "L 208.022328 164.952269 \n",
       "L 208.55123 165.744217 \n",
       "L 208.573454 133.944665 \n",
       "L 208.573454 133.944665 \n",
       "L 208.573454 133.944665 \n",
       "L 208.665452 165.915356 \n",
       "L 208.748126 134.085808 \n",
       "L 208.752001 134.088942 \n",
       "L 209.001674 134.291009 \n",
       "L 209.127999 166.608756 \n",
       "L 209.822906 167.65149 \n",
       "L 209.842333 134.974063 \n",
       "L 209.98733 167.898373 \n",
       "L 210.073616 135.162705 \n",
       "L 210.322969 168.402507 \n",
       "L 210.354643 135.392335 \n",
       "L 210.354643 135.392335 \n",
       "L 210.354643 135.392335 \n",
       "L 210.368116 168.470335 \n",
       "L 210.659674 135.642089 \n",
       "L 210.935121 135.868074 \n",
       "L 211.054364 169.501762 \n",
       "L 211.144139 136.039845 \n",
       "L 211.14839 136.043341 \n",
       "L 211.14839 136.043341 \n",
       "L 211.215137 169.743507 \n",
       "L 211.724869 170.51018 \n",
       "L 211.731277 136.523665 \n",
       "L 212.399824 137.076895 \n",
       "L 212.417168 171.551861 \n",
       "L 212.815788 172.151804 \n",
       "L 212.963787 137.545481 \n",
       "L 213.047732 172.500922 \n",
       "L 213.200936 137.743037 \n",
       "L 213.393053 173.020719 \n",
       "L 214.568158 174.789467 \n",
       "L 214.674215 138.977037 \n",
       "L 214.91909 139.183241 \n",
       "L 214.987782 175.42092 \n",
       "L 215.040062 139.285222 \n",
       "L 215.040062 139.285222 \n",
       "L 215.040062 139.285222 \n",
       "L 215.06668 175.539631 \n",
       "L 215.144273 139.373135 \n",
       "L 215.42093 139.606791 \n",
       "L 215.579802 176.311527 \n",
       "L 215.641175 139.793082 \n",
       "L 215.76206 176.585627 \n",
       "L 215.766381 139.899095 \n",
       "L 216.596279 140.603759 \n",
       "L 216.658332 177.932843 \n",
       "L 216.702514 140.69421 \n",
       "L 216.999418 178.445175 \n",
       "L 217.085878 141.021073 \n",
       "L 217.307712 178.908048 \n",
       "L 217.510667 179.212652 \n",
       "L 217.546061 141.414378 \n",
       "L 217.58116 141.444419 \n",
       "L 217.680964 179.468168 \n",
       "L 217.781701 141.616168 \n",
       "L 217.928636 141.74213 \n",
       "L 218.105529 180.104875 \n",
       "L 218.153276 141.934903 \n",
       "L 218.804792 142.495343 \n",
       "L 219.02463 181.481511 \n",
       "L 219.11793 142.765409 \n",
       "L 219.564944 143.151719 \n",
       "L 219.692258 182.479814 \n",
       "L 220.645705 183.902679 \n",
       "L 220.912478 144.321707 \n",
       "L 220.915369 144.324226 \n",
       "L 221.46043 144.799749 \n",
       "L 221.676038 185.436029 \n",
       "L 222.35982 186.450899 \n",
       "L 222.436655 145.654605 \n",
       "L 222.436655 145.654605 \n",
       "L 222.436655 145.654605 \n",
       "L 222.467074 186.609873 \n",
       "L 222.533237 145.739397 \n",
       "L 223.117641 146.253284 \n",
       "L 223.395341 187.98319 \n",
       "L 223.425541 188.027788 \n",
       "L 223.580224 146.661038 \n",
       "L 223.724511 146.7884 \n",
       "L 223.773327 188.541009 \n",
       "L 224.496585 189.605977 \n",
       "L 224.510203 147.483374 \n",
       "L 224.638307 189.814274 \n",
       "L 225.552755 191.155112 \n",
       "L 225.72788 148.565176 \n",
       "L 225.926008 191.700757 \n",
       "L 226.087498 148.885733 \n",
       "L 226.209386 192.114353 \n",
       "L 226.291772 149.068031 \n",
       "L 226.291772 149.068031 \n",
       "L 226.291772 149.068031 \n",
       "L 226.314086 192.267017 \n",
       "L 226.519053 192.565644 \n",
       "L 226.561773 149.30922 \n",
       "L 226.570161 149.316717 \n",
       "L 226.752939 149.480145 \n",
       "L 226.786047 192.95417 \n",
       "L 227.045143 193.33068 \n",
       "L 227.265245 149.938851 \n",
       "L 227.603228 194.139882 \n",
       "L 227.671725 150.303461 \n",
       "L 227.799683 150.418357 \n",
       "L 227.935604 194.620618 \n",
       "L 228.075937 150.666604 \n",
       "L 228.30504 195.153882 \n",
       "L 228.502109 151.050079 \n",
       "L 228.610105 195.593354 \n",
       "L 228.850573 151.364083 \n",
       "L 228.925023 151.431223 \n",
       "L 229.020825 196.183755 \n",
       "L 229.202241 151.681381 \n",
       "L 229.564906 152.009023 \n",
       "L 229.573124 196.975296 \n",
       "L 229.640564 152.077428 \n",
       "L 229.686474 197.137403 \n",
       "L 230.101513 152.49458 \n",
       "L 230.141874 197.787477 \n",
       "L 230.153413 152.541591 \n",
       "L 230.575447 152.924177 \n",
       "L 230.709528 198.595021 \n",
       "L 230.73596 153.06983 \n",
       "L 230.833014 153.157938 \n",
       "L 231.106404 199.157738 \n",
       "L 231.265929 153.551292 \n",
       "L 231.297109 199.427573 \n",
       "L 231.380797 153.655757 \n",
       "L 231.412255 153.684372 \n",
       "L 231.422801 199.605215 \n",
       "L 231.915114 200.299444 \n",
       "L 232.167731 154.37246 \n",
       "L 232.41227 200.997921 \n",
       "L 232.444995 154.625402 \n",
       "L 232.915379 201.702051 \n",
       "L 233.016944 201.843859 \n",
       "L 233.138832 155.259316 \n",
       "L 233.285368 202.218092 \n",
       "L 233.791966 202.922167 \n",
       "L 233.80921 155.873037 \n",
       "L 233.80921 155.873037 \n",
       "L 233.80921 155.873037 \n",
       "L 233.839602 202.988221 \n",
       "L 233.975994 156.02591 \n",
       "L 234.221208 156.250802 \n",
       "L 234.594102 204.030912 \n",
       "L 234.637827 156.633247 \n",
       "L 234.692727 156.683676 \n",
       "L 234.917841 204.476236 \n",
       "L 234.985725 156.95294 \n",
       "L 235.153081 204.799029 \n",
       "L 235.186316 157.137406 \n",
       "L 235.271151 157.215449 \n",
       "L 235.363991 205.08786 \n",
       "L 235.50237 157.428248 \n",
       "L 235.595249 157.513764 \n",
       "L 235.598122 205.407848 \n",
       "L 235.966704 205.910201 \n",
       "L 235.992721 157.879955 \n",
       "L 236.111388 206.106928 \n",
       "L 236.126436 158.003229 \n",
       "L 236.732249 206.94806 \n",
       "L 236.892136 158.709922 \n",
       "L 236.950144 158.763513 \n",
       "L 237.230226 207.619074 \n",
       "L 237.850669 208.450478 \n",
       "L 237.906146 159.647756 \n",
       "L 237.906146 159.647756 \n",
       "L 237.906146 159.647756 \n",
       "L 237.945211 208.576707 \n",
       "L 238.146871 208.845546 \n",
       "L 238.307355 160.019415 \n",
       "L 238.354167 160.0628 \n",
       "L 238.429438 160.13257 \n",
       "L 238.447049 209.244682 \n",
       "L 238.868357 209.802755 \n",
       "L 239.333242 160.971179 \n",
       "L 239.458401 210.580099 \n",
       "L 239.690946 210.885083 \n",
       "L 239.808067 161.412364 \n",
       "L 239.919642 211.184249 \n",
       "L 239.932846 161.52837 \n",
       "L 240.243035 211.605977 \n",
       "L 240.650384 162.195984 \n",
       "L 240.686338 212.181544 \n",
       "L 241.571905 213.322401 \n",
       "L 241.580019 163.062206 \n",
       "L 241.672069 163.14805 \n",
       "L 241.711614 163.184933 \n",
       "L 241.815288 213.633827 \n",
       "L 241.86519 163.328194 \n",
       "L 242.171141 214.087492 \n",
       "L 242.210498 163.650436 \n",
       "L 242.2672 163.703368 \n",
       "L 242.287142 214.234946 \n",
       "L 243.696571 216.009214 \n",
       "L 243.853993 165.186412 \n",
       "L 243.94408 165.270705 \n",
       "L 244.207877 165.517593 \n",
       "L 244.25552 216.703804 \n",
       "L 244.341848 165.643008 \n",
       "L 244.525885 217.037895 \n",
       "L 244.632558 165.915222 \n",
       "L 244.837784 217.421767 \n",
       "L 244.861317 166.129491 \n",
       "L 244.861317 166.129491 \n",
       "L 244.861317 166.129491 \n",
       "L 244.934119 217.539996 \n",
       "L 245.220769 217.890848 \n",
       "L 245.248439 166.49222 \n",
       "L 245.248439 166.49222 \n",
       "L 245.248439 166.49222 \n",
       "L 245.300326 217.987972 \n",
       "L 245.503359 166.73116 \n",
       "L 246.096293 167.287168 \n",
       "L 246.167394 219.039326 \n",
       "L 246.306686 219.206987 \n",
       "L 246.503123 167.668845 \n",
       "L 246.891438 168.033281 \n",
       "L 246.941896 219.967163 \n",
       "L 247.29676 220.388665 \n",
       "L 247.364775 168.477669 \n",
       "L 247.471555 220.595439 \n",
       "L 247.516833 168.620462 \n",
       "L 247.587486 220.73227 \n",
       "L 247.604534 168.702827 \n",
       "L 247.629715 168.726477 \n",
       "L 247.783676 220.963266 \n",
       "L 248.018578 169.091745 \n",
       "L 248.075218 221.305214 \n",
       "L 248.168579 169.232671 \n",
       "L 248.444492 221.736059 \n",
       "L 248.592273 169.630801 \n",
       "L 248.834552 169.858506 \n",
       "L 248.858701 222.216279 \n",
       "L 249.084891 222.477143 \n",
       "L 249.191034 170.193597 \n",
       "L 249.245982 170.245253 \n",
       "L 249.588215 223.054112 \n",
       "L 249.779577 223.272194 \n",
       "L 249.873529 170.835295 \n",
       "L 250.042251 170.993959 \n",
       "L 250.243395 223.797821 \n",
       "L 250.475471 171.401394 \n",
       "L 250.510079 224.098137 \n",
       "L 250.596761 171.515474 \n",
       "L 250.729612 224.344304 \n",
       "L 250.853302 171.756779 \n",
       "L 250.875231 224.507064 \n",
       "L 251.297085 172.174236 \n",
       "L 251.348595 225.033227 \n",
       "L 252.776617 226.593092 \n",
       "L 252.859714 173.644328 \n",
       "L 252.890563 173.67335 \n",
       "L 253.192303 227.039285 \n",
       "L 253.406623 174.158837 \n",
       "L 253.571383 227.443046 \n",
       "L 253.714209 227.594388 \n",
       "L 253.92212 174.643756 \n",
       "L 254.000162 174.717164 \n",
       "L 254.081632 174.793795 \n",
       "L 254.104282 228.005529 \n",
       "L 254.747439 228.676358 \n",
       "L 254.783026 175.453455 \n",
       "L 254.91968 228.854505 \n",
       "L 255.24043 229.184548 \n",
       "L 255.555971 176.180211 \n",
       "L 255.608688 229.560723 \n",
       "L 255.615799 176.236453 \n",
       "L 255.95146 176.551967 \n",
       "L 256.957757 230.913358 \n",
       "L 257.129277 177.658597 \n",
       "L 257.14662 231.099496 \n",
       "L 257.43473 177.945445 \n",
       "L 257.620392 178.119765 \n",
       "L 257.725819 231.665337 \n",
       "L 258.182793 178.647651 \n",
       "L 258.348197 232.264892 \n",
       "L 258.354148 178.808439 \n",
       "L 258.601581 232.50645 \n",
       "L 258.752144 232.649289 \n",
       "L 259.102227 179.510084 \n",
       "L 259.258528 233.125855 \n",
       "L 259.886725 233.708784 \n",
       "L 260.189207 180.528626 \n",
       "L 260.222553 234.016625 \n",
       "L 260.295535 180.628191 \n",
       "L 260.452 180.774683 \n",
       "L 261.067142 234.779054 \n",
       "L 261.147382 234.850608 \n",
       "L 261.190936 181.466125 \n",
       "L 261.780035 235.409367 \n",
       "L 261.919998 182.14766 \n",
       "L 262.402496 235.949713 \n",
       "L 262.645682 182.825322 \n",
       "L 262.707495 182.88301 \n",
       "L 262.980631 183.13785 \n",
       "L 263.127362 236.567081 \n",
       "L 263.138902 183.285469 \n",
       "L 264.27072 184.339958 \n",
       "L 264.429486 237.643626 \n",
       "L 264.952592 184.974213 \n",
       "L 265.148277 238.219811 \n",
       "L 265.512857 185.494735 \n",
       "L 265.516218 238.509726 \n",
       "L 265.695078 238.64942 \n",
       "L 265.696647 185.665361 \n",
       "L 265.696647 185.665361 \n",
       "L 265.696647 185.665361 \n",
       "L 265.783789 238.718405 \n",
       "L 265.811435 185.771896 \n",
       "L 265.811435 185.771896 \n",
       "L 265.811435 185.771896 \n",
       "L 265.988891 238.877135 \n",
       "L 266.009795 238.893253 \n",
       "L 266.08092 186.021905 \n",
       "L 266.123573 186.061462 \n",
       "L 266.236381 186.166067 \n",
       "L 266.273932 239.095953 \n",
       "L 266.522175 186.430964 \n",
       "L 266.60807 239.349821 \n",
       "L 266.90959 239.576451 \n",
       "L 266.935798 186.814054 \n",
       "L 267.035554 186.906394 \n",
       "L 267.268753 239.843356 \n",
       "L 267.326663 187.175742 \n",
       "L 267.342739 187.190611 \n",
       "L 267.761382 187.57763 \n",
       "L 267.81191 240.240663 \n",
       "L 267.954981 240.344043 \n",
       "L 268.16421 187.94967 \n",
       "L 268.200601 240.520282 \n",
       "L 268.219164 188.000396 \n",
       "L 268.407835 240.667754 \n",
       "L 268.592451 188.344782 \n",
       "L 268.973838 188.696311 \n",
       "L 269.149133 241.186073 \n",
       "L 269.241807 188.943098 \n",
       "L 269.512135 241.434615 \n",
       "L 270.010845 241.770393 \n",
       "L 270.298819 189.914861 \n",
       "L 270.476418 190.077863 \n",
       "L 270.546436 242.123645 \n",
       "L 270.680225 190.26482 \n",
       "L 270.953552 190.515381 \n",
       "L 271.034885 242.43913 \n",
       "L 271.319704 190.850729 \n",
       "L 271.825931 191.313775 \n",
       "L 271.900296 242.982361 \n",
       "L 272.089553 243.098468 \n",
       "L 272.182995 191.639961 \n",
       "L 272.448559 243.316049 \n",
       "L 272.662737 192.077652 \n",
       "L 272.869023 192.265656 \n",
       "L 272.902606 243.586217 \n",
       "L 273.167677 192.537624 \n",
       "L 273.501428 243.933932 \n",
       "L 273.613985 192.943565 \n",
       "L 273.629827 192.957963 \n",
       "L 273.893759 193.197731 \n",
       "L 274.064741 244.252062 \n",
       "L 274.186457 193.463385 \n",
       "L 274.57498 244.532682 \n",
       "L 274.622069 193.85826 \n",
       "L 274.746664 244.625487 \n",
       "L 275.066637 194.260642 \n",
       "L 275.097463 244.812581 \n",
       "L 275.418344 244.980729 \n",
       "L 275.638674 194.777469 \n",
       "L 275.98401 245.270174 \n",
       "L 276.031436 195.131706 \n",
       "L 276.156763 195.244633 \n",
       "L 276.474653 245.513999 \n",
       "L 276.60144 195.644888 \n",
       "L 277.389394 196.35247 \n",
       "L 277.673707 246.081449 \n",
       "L 277.810876 246.143783 \n",
       "L 277.81275 196.731749 \n",
       "L 277.849513 196.764654 \n",
       "L 278.582088 197.419347 \n",
       "L 278.896655 246.618401 \n",
       "L 279.423801 246.836753 \n",
       "L 279.466242 198.206881 \n",
       "L 279.610963 246.912373 \n",
       "L 279.913508 247.032496 \n",
       "L 280.059595 198.733738 \n",
       "L 280.284916 198.933453 \n",
       "L 280.426632 247.230242 \n",
       "L 280.647645 247.31309 \n",
       "L 280.739277 199.335577 \n",
       "L 280.966896 247.430287 \n",
       "L 281.090667 199.646009 \n",
       "L 281.121051 247.485828 \n",
       "L 281.474465 247.610581 \n",
       "L 281.537286 200.039856 \n",
       "L 281.596842 200.092314 \n",
       "L 281.793861 247.720229 \n",
       "L 283.797152 248.34064 \n",
       "L 284.072684 202.259969 \n",
       "L 284.421436 202.56319 \n",
       "L 284.438386 248.514596 \n",
       "L 284.493701 202.625952 \n",
       "L 284.736413 248.591364 \n",
       "L 284.740376 202.840017 \n",
       "L 285.048666 203.107167 \n",
       "L 285.34315 248.739635 \n",
       "L 285.406097 203.416362 \n",
       "L 285.406097 203.416362 \n",
       "L 285.406097 203.416362 \n",
       "L 285.494036 248.774837 \n",
       "L 285.503005 203.500092 \n",
       "L 285.57292 248.792975 \n",
       "L 285.693883 203.664887 \n",
       "L 286.186631 204.089523 \n",
       "L 286.306488 248.952917 \n",
       "L 286.399038 204.272219 \n",
       "L 286.725668 249.037225 \n",
       "L 286.809831 204.62495 \n",
       "L 286.853354 204.662275 \n",
       "L 286.925863 249.075669 \n",
       "L 286.93847 204.735243 \n",
       "L 287.041966 249.097425 \n",
       "L 287.102375 204.875657 \n",
       "L 287.524871 249.183661 \n",
       "L 287.701546 249.213497 \n",
       "L 287.92956 205.582315 \n",
       "L 288.092516 205.721134 \n",
       "L 288.229126 249.297121 \n",
       "L 288.310035 205.90623 \n",
       "L 288.310035 205.90623 \n",
       "L 288.310035 205.90623 \n",
       "L 288.330276 249.312217 \n",
       "L 288.344618 205.935637 \n",
       "L 288.637657 249.35624 \n",
       "L 289.323209 249.444383 \n",
       "L 289.352129 206.789723 \n",
       "L 289.410591 206.839124 \n",
       "L 289.586947 206.988045 \n",
       "L 289.649329 249.481442 \n",
       "L 289.64982 207.041099 \n",
       "L 290.232017 207.531404 \n",
       "L 290.247325 249.541232 \n",
       "L 290.390464 207.664537 \n",
       "L 290.437317 249.558015 \n",
       "L 290.553233 249.567731 \n",
       "L 290.739096 207.957013 \n",
       "L 290.842894 208.043968 \n",
       "L 290.897909 249.594271 \n",
       "L 290.974713 208.154315 \n",
       "L 291.232161 249.616651 \n",
       "L 291.346079 208.464695 \n",
       "L 291.36857 249.624835 \n",
       "L 291.462149 208.561553 \n",
       "L 291.462149 208.561553 \n",
       "L 291.462149 208.561553 \n",
       "L 291.47913 249.631063 \n",
       "L 291.894206 249.651218 \n",
       "L 291.906042 208.931307 \n",
       "L 291.91996 208.942883 \n",
       "L 292.210159 249.663139 \n",
       "L 292.324368 249.666721 \n",
       "L 292.472837 209.401886 \n",
       "L 293.215347 210.015684 \n",
       "L 293.400335 249.681502 \n",
       "L 293.460661 210.217801 \n",
       "L 293.508456 210.25714 \n",
       "L 293.624224 210.352375 \n",
       "L 293.626442 249.680247 \n",
       "L 294.223991 249.669642 \n",
       "L 294.476732 211.051344 \n",
       "L 294.560276 249.659024 \n",
       "L 294.759474 211.282248 \n",
       "L 294.834367 249.647892 \n",
       "L 294.986383 211.467223 \n",
       "L 295.233392 249.627709 \n",
       "L 295.321076 249.622642 \n",
       "L 295.673866 249.599957 \n",
       "L 295.716395 212.060292 \n",
       "L 295.826779 212.149698 \n",
       "L 295.829132 249.588806 \n",
       "L 296.44772 212.651287 \n",
       "L 296.454965 249.536628 \n",
       "L 296.56523 212.745952 \n",
       "L 296.631949 249.519772 \n",
       "L 296.659949 212.822197 \n",
       "L 296.980198 213.079585 \n",
       "L 297.049298 249.476357 \n",
       "L 297.0936 213.170579 \n",
       "L 297.170185 249.46282 \n",
       "L 297.193148 249.4602 \n",
       "L 297.379882 213.399947 \n",
       "L 297.387955 249.437345 \n",
       "L 297.509892 213.503945 \n",
       "L 297.534187 213.523368 \n",
       "L 297.607009 249.410308 \n",
       "L 297.944559 249.365872 \n",
       "L 297.949267 213.854651 \n",
       "L 298.030737 249.353988 \n",
       "L 298.134859 249.339338 \n",
       "L 298.495059 214.288641 \n",
       "L 298.516768 214.305865 \n",
       "L 298.838171 249.232012 \n",
       "L 298.873166 214.588211 \n",
       "L 299.059223 249.195269 \n",
       "L 299.069159 214.743143 \n",
       "L 299.146296 214.804052 \n",
       "L 299.701936 215.241695 \n",
       "L 299.753586 249.070503 \n",
       "L 299.974726 215.455838 \n",
       "L 300.56404 215.916826 \n",
       "L 300.945819 248.823244 \n",
       "L 301.20999 248.762818 \n",
       "L 301.408369 216.573381 \n",
       "L 301.598991 248.67012 \n",
       "L 301.891952 216.947315 \n",
       "L 302.286112 248.495579 \n",
       "L 302.45856 217.383479 \n",
       "L 302.490552 217.408042 \n",
       "L 302.517968 248.433574 \n",
       "L 302.568658 217.467982 \n",
       "L 302.964851 248.309648 \n",
       "L 302.992846 248.301691 \n",
       "L 303.041698 217.830126 \n",
       "L 303.225458 217.970399 \n",
       "L 303.238287 248.230955 \n",
       "L 303.342391 248.200424 \n",
       "L 303.538564 218.208882 \n",
       "L 303.607276 248.121319 \n",
       "L 303.962924 218.531038 \n",
       "L 303.979386 248.006754 \n",
       "L 304.130687 218.658056 \n",
       "L 304.648279 247.790733 \n",
       "L 304.721911 219.104141 \n",
       "L 304.763624 219.135523 \n",
       "L 304.876762 247.71398 \n",
       "L 305.353661 247.548925 \n",
       "L 305.365223 219.586769 \n",
       "L 305.612138 219.771241 \n",
       "L 305.759308 247.403376 \n",
       "L 305.762753 247.402119 \n",
       "L 306.369434 247.175555 \n",
       "L 306.399573 220.35666 \n",
       "L 306.657561 220.547502 \n",
       "L 306.796857 247.0096 \n",
       "L 306.925306 246.958706 \n",
       "L 307.284467 221.009253 \n",
       "L 307.297282 246.808665 \n",
       "L 307.357019 246.784201 \n",
       "L 307.716444 246.634864 \n",
       "L 307.89541 221.456512 \n",
       "L 307.905504 221.463878 \n",
       "L 307.958187 246.532354 \n",
       "L 308.030743 221.555218 \n",
       "L 308.161199 246.444986 \n",
       "L 308.269761 246.397786 \n",
       "L 308.487465 246.302126 \n",
       "L 308.58148 221.95552 \n",
       "L 308.64682 246.231255 \n",
       "L 309.010705 246.066728 \n",
       "L 309.571048 222.669149 \n",
       "L 309.713439 245.738425 \n",
       "L 309.931464 222.927248 \n",
       "L 310.107404 245.548299 \n",
       "L 310.384888 223.250563 \n",
       "L 310.673009 223.4552 \n",
       "L 310.873226 245.166283 \n",
       "L 310.913165 223.625288 \n",
       "L 311.167673 245.015048 \n",
       "L 311.349654 223.933299 \n",
       "L 311.427102 223.987798 \n",
       "L 311.500917 224.039697 \n",
       "L 311.696881 244.737175 \n",
       "L 311.777848 224.234035 \n",
       "L 311.841125 224.278357 \n",
       "L 312.641899 224.83657 \n",
       "L 312.726798 244.174175 \n",
       "L 312.766755 224.923157 \n",
       "L 312.888963 244.082864 \n",
       "L 313.332417 243.829486 \n",
       "L 313.373036 225.341866 \n",
       "L 313.634709 243.653679 \n",
       "L 314.204287 243.315653 \n",
       "L 314.420522 226.058434 \n",
       "L 314.517546 226.124365 \n",
       "L 314.917479 226.395333 \n",
       "L 315.005098 242.825507 \n",
       "L 315.035906 226.475325 \n",
       "L 315.068789 226.497515 \n",
       "L 315.168551 242.723335 \n",
       "L 315.385112 242.586857 \n",
       "L 315.392036 226.71519 \n",
       "L 315.600775 242.449693 \n",
       "L 315.621778 226.869385 \n",
       "L 315.87894 227.041475 \n",
       "L 315.906905 242.252848 \n",
       "L 315.985283 242.202047 \n",
       "L 316.170204 227.235734 \n",
       "L 316.231687 242.041271 \n",
       "L 316.296838 241.998489 \n",
       "L 317.098722 241.462693 \n",
       "L 317.122332 227.865907 \n",
       "L 317.197407 227.915278 \n",
       "L 317.226341 241.37585 \n",
       "L 317.269522 227.962659 \n",
       "L 317.44987 241.222705 \n",
       "L 317.738684 228.269851 \n",
       "L 317.78996 228.303314 \n",
       "L 317.871411 240.930319 \n",
       "L 318.279915 228.621953 \n",
       "L 318.290604 228.628882 \n",
       "L 318.618045 228.840681 \n",
       "L 318.851879 240.232256 \n",
       "L 318.956103 240.15658 \n",
       "L 318.994977 229.083373 \n",
       "L 319.285903 239.91526 \n",
       "L 319.332068 229.299397 \n",
       "L 319.57246 229.452862 \n",
       "L 319.699319 239.608788 \n",
       "L 319.827708 239.512715 \n",
       "L 319.828603 229.615841 \n",
       "L 319.947755 229.691464 \n",
       "L 320.050164 239.345251 \n",
       "L 320.091065 239.314323 \n",
       "L 320.431487 229.997232 \n",
       "L 320.468443 230.020509 \n",
       "L 320.518659 238.988427 \n",
       "L 320.521858 238.985972 \n",
       "L 320.82592 230.245066 \n",
       "L 321.635373 230.749457 \n",
       "L 321.723984 238.044776 \n",
       "L 321.814091 237.972758 \n",
       "L 322.157853 231.072001 \n",
       "L 322.258723 231.133997 \n",
       "L 322.771574 231.447818 \n",
       "L 322.969332 237.031471 \n",
       "L 323.064552 236.952409 \n",
       "L 323.102423 231.64904 \n",
       "L 323.240649 236.805601 \n",
       "L 323.281767 236.771212 \n",
       "L 323.5511 236.544926 \n",
       "L 323.564198 231.928272 \n",
       "L 323.669136 231.991463 \n",
       "L 323.759277 232.045666 \n",
       "L 323.901917 236.247512 \n",
       "L 324.220528 235.974798 \n",
       "L 324.323523 232.383306 \n",
       "L 324.370972 232.41157 \n",
       "L 325.030985 235.269988 \n",
       "L 325.46194 234.888769 \n",
       "L 325.509703 233.083792 \n",
       "L 325.528678 233.094894 \n",
       "L 325.595161 234.770023 \n",
       "L 325.762929 234.619882 \n",
       "L 325.88734 233.304133 \n",
       "L 326.300343 234.134433 \n",
       "L 326.518018 233.669223 \n",
       "L 326.743067 233.798621 \n",
       "L 327.258999 233.251585 \n",
       "L 327.300341 234.117039 \n",
       "L 327.300341 234.117039 \n",
       "L 327.300341 234.117039 \n",
       "L 327.314859 233.199481 \n",
       "L 327.314859 233.199481 \n",
       "L 327.314859 233.199481 \n",
       "L 327.366079 234.154412 \n",
       "L 327.643166 232.89178 \n",
       "L 327.736039 234.363998 \n",
       "L 328.097892 234.567765 \n",
       "L 328.143648 232.417922 \n",
       "L 328.143648 232.417922 \n",
       "L 328.143648 232.417922 \n",
       "L 328.262814 234.660233 \n",
       "L 328.330646 234.698191 \n",
       "L 328.520564 232.05726 \n",
       "L 328.810861 234.965692 \n",
       "L 329.318061 231.283504 \n",
       "L 329.824655 230.784547 \n",
       "L 329.982151 235.609093 \n",
       "L 330.02583 230.584815 \n",
       "L 330.458967 230.151734 \n",
       "L 330.491773 235.884997 \n",
       "L 331.140451 236.23262 \n",
       "L 331.413432 229.182829 \n",
       "L 331.71244 236.535817 \n",
       "L 331.853504 236.61011 \n",
       "L 332.066116 228.508878 \n",
       "L 332.121579 236.750769 \n",
       "L 332.337828 228.225615 \n",
       "L 332.69446 227.851436 \n",
       "L 332.789524 237.09823 \n",
       "L 332.905733 227.628497 \n",
       "L 333.195378 237.307248 \n",
       "L 333.44583 227.054308 \n",
       "L 333.853418 226.616959 \n",
       "L 334.06091 237.747661 \n",
       "L 334.262149 226.174933 \n",
       "L 334.411833 226.012197 \n",
       "L 334.585306 238.010935 \n",
       "L 334.79418 225.594432 \n",
       "L 335.019359 225.347005 \n",
       "L 335.110899 238.272105 \n",
       "L 335.274213 225.065735 \n",
       "L 335.340386 238.385286 \n",
       "L 335.720314 238.571521 \n",
       "L 335.898632 224.371093 \n",
       "L 336.088334 238.750557 \n",
       "L 336.427128 223.77712 \n",
       "L 336.482178 238.940669 \n",
       "L 336.693169 239.041882 \n",
       "L 336.744998 223.417229 \n",
       "L 337.088723 239.230434 \n",
       "L 337.303947 222.779631 \n",
       "L 337.698257 222.326225 \n",
       "L 337.975522 239.647465 \n",
       "L 338.01544 221.959356 \n",
       "L 338.262236 221.672584 \n",
       "L 338.564576 239.920109 \n",
       "L 338.583726 221.297307 \n",
       "L 338.583726 221.297307 \n",
       "L 338.583726 221.297307 \n",
       "L 338.588257 239.930997 \n",
       "L 338.588257 239.930997 \n",
       "L 338.588257 239.930997 \n",
       "L 338.624577 221.249483 \n",
       "L 338.736104 221.118761 \n",
       "L 338.830572 240.042079 \n",
       "L 338.975787 220.837046 \n",
       "L 339.234091 240.225742 \n",
       "L 339.350722 220.394238 \n",
       "L 339.769404 219.896726 \n",
       "L 339.823103 240.490867 \n",
       "L 339.897896 219.743405 \n",
       "L 339.941866 240.543897 \n",
       "L 340.411995 219.126994 \n",
       "L 340.667359 240.864719 \n",
       "L 340.787913 240.917508 \n",
       "L 340.925681 218.506381 \n",
       "L 340.943798 240.985547 \n",
       "L 341.087942 218.309379 \n",
       "L 341.252402 241.119509 \n",
       "L 341.480346 241.217829 \n",
       "L 341.530476 217.769764 \n",
       "L 341.645598 241.288772 \n",
       "L 341.670714 217.598053 \n",
       "L 341.670714 217.598053 \n",
       "L 341.670714 217.598053 \n",
       "L 341.698376 241.311372 \n",
       "L 341.698376 241.311372 \n",
       "L 341.698376 241.311372 \n",
       "L 341.734729 217.51956 \n",
       "L 341.95877 241.422448 \n",
       "L 341.97483 217.224527 \n",
       "L 342.085367 241.476198 \n",
       "L 342.23609 241.539975 \n",
       "L 343.125914 215.796556 \n",
       "L 343.205446 241.944529 \n",
       "L 343.845765 242.206405 \n",
       "L 344.646484 213.876829 \n",
       "L 344.831793 242.601291 \n",
       "L 344.889807 213.566206 \n",
       "L 345.080733 242.699375 \n",
       "L 345.354511 212.970405 \n",
       "L 345.44456 242.841553 \n",
       "L 345.547737 212.721686 \n",
       "L 345.793503 212.404513 \n",
       "L 345.891582 243.014332 \n",
       "L 346.033453 243.068726 \n",
       "L 346.15077 211.941808 \n",
       "L 346.172619 211.913448 \n",
       "L 346.541307 243.261694 \n",
       "L 346.564437 243.270418 \n",
       "L 346.665559 211.27173 \n",
       "L 347.591325 210.056915 \n",
       "L 347.673712 243.682115 \n",
       "L 347.903645 209.644299 \n",
       "L 348.163798 243.859832 \n",
       "L 348.253565 209.180374 \n",
       "L 348.285901 243.90371 \n",
       "L 348.542119 243.995264 \n",
       "L 348.910533 208.304772 \n",
       "L 349.086407 208.069367 \n",
       "L 349.599315 244.365584 \n",
       "L 349.648028 207.314859 \n",
       "L 349.766201 244.422943 \n",
       "L 350.181374 206.594477 \n",
       "L 350.21972 244.577303 \n",
       "L 350.21972 244.577303 \n",
       "L 350.21972 244.577303 \n",
       "L 350.332135 206.390176 \n",
       "L 350.538245 244.684389 \n",
       "L 350.654889 205.951822 \n",
       "L 350.828085 244.780878 \n",
       "L 350.902432 205.61472 \n",
       "L 351.071212 205.384435 \n",
       "L 351.388333 244.964806 \n",
       "L 352.117769 203.948675 \n",
       "L 352.762329 245.401441 \n",
       "L 353.572033 245.649102 \n",
       "L 353.774239 201.649759 \n",
       "L 353.882962 245.742297 \n",
       "L 353.919492 201.446693 \n",
       "L 353.919492 201.446693 \n",
       "L 353.919492 201.446693 \n",
       "L 353.962184 245.765872 \n",
       "L 354.040602 201.277204 \n",
       "L 354.725426 200.315838 \n",
       "L 354.976477 246.061618 \n",
       "L 354.996539 199.933874 \n",
       "L 354.996539 199.933874 \n",
       "L 354.996539 199.933874 \n",
       "L 355.031875 246.077445 \n",
       "L 355.031875 246.077445 \n",
       "L 355.031875 246.077445 \n",
       "L 355.057036 199.848538 \n",
       "L 355.404596 199.357542 \n",
       "L 355.472719 246.202183 \n",
       "L 355.472719 246.202183 \n",
       "L 355.472719 246.202183 \n",
       "L 355.511661 199.206046 \n",
       "L 355.511661 199.206046 \n",
       "L 355.511661 199.206046 \n",
       "L 355.532622 246.218967 \n",
       "L 355.673548 198.976756 \n",
       "L 356.514816 197.781059 \n",
       "L 356.724397 246.544638 \n",
       "L 356.819336 197.346564 \n",
       "L 356.948656 246.60416 \n",
       "L 357.298832 246.695986 \n",
       "L 357.321985 196.627487 \n",
       "L 357.544408 246.759569 \n",
       "L 357.555997 196.291927 \n",
       "L 357.555997 196.291927 \n",
       "L 357.555997 196.291927 \n",
       "L 357.617003 246.778237 \n",
       "L 357.734851 246.808416 \n",
       "L 357.820744 195.911706 \n",
       "L 357.911896 246.853464 \n",
       "L 358.018528 195.627253 \n",
       "L 358.031435 246.883682 \n",
       "L 358.031435 246.883682 \n",
       "L 358.031435 246.883682 \n",
       "L 358.095349 195.516677 \n",
       "L 358.20286 246.926739 \n",
       "L 358.259535 195.280177 \n",
       "L 358.894146 194.36391 \n",
       "L 359.250146 247.182659 \n",
       "L 360.133174 192.565586 \n",
       "L 360.259611 247.417717 \n",
       "L 360.737788 247.525072 \n",
       "L 360.812847 191.574149 \n",
       "L 360.950773 191.372548 \n",
       "L 360.961422 247.574397 \n",
       "L 361.532808 247.697866 \n",
       "L 361.594763 190.429512 \n",
       "L 361.594763 190.429512 \n",
       "L 361.594763 190.429512 \n",
       "L 361.603521 247.712891 \n",
       "L 361.892255 189.992931 \n",
       "L 362.521867 189.067069 \n",
       "L 362.652181 247.929077 \n",
       "L 362.788479 188.674266 \n",
       "L 363.212126 188.049229 \n",
       "L 363.240452 248.044911 \n",
       "L 363.363834 187.82515 \n",
       "L 363.386969 248.073152 \n",
       "L 363.544442 187.558214 \n",
       "L 363.770901 248.146 \n",
       "L 363.809648 187.165916 \n",
       "L 363.984827 248.185865 \n",
       "L 364.077357 248.202948 \n",
       "L 364.107804 186.724424 \n",
       "L 364.235576 248.231932 \n",
       "L 364.403748 186.285747 \n",
       "L 364.837865 248.339665 \n",
       "L 365.128847 248.390237 \n",
       "L 365.394209 184.81444 \n",
       "L 365.489814 248.451633 \n",
       "L 366.111853 248.553954 \n",
       "L 366.829739 182.674305 \n",
       "L 367.695189 181.380297 \n",
       "L 368.024899 248.840964 \n",
       "L 368.4125 248.894017 \n",
       "L 368.454903 180.242415 \n",
       "L 369.131293 179.227998 \n",
       "L 369.24377 249.001995 \n",
       "L 369.553244 178.594623 \n",
       "L 369.774317 249.066768 \n",
       "L 369.971443 249.090012 \n",
       "L 370.142284 177.709824 \n",
       "L 370.786744 176.741088 \n",
       "L 370.80719 249.183599 \n",
       "L 370.980464 176.449774 \n",
       "L 371.445186 249.249638 \n",
       "L 371.626604 249.267561 \n",
       "L 371.671836 175.40974 \n",
       "L 371.961414 249.299645 \n",
       "L 371.96472 174.969017 \n",
       "L 372.507262 249.349184 \n",
       "L 372.808312 249.375037 \n",
       "L 372.810605 173.695878 \n",
       "L 373.120865 173.228852 \n",
       "L 373.308969 249.41572 \n",
       "L 373.426224 172.769204 \n",
       "L 373.445979 249.426349 \n",
       "L 373.445979 249.426349 \n",
       "L 373.445979 249.426349 \n",
       "L 373.484039 172.682176 \n",
       "L 373.827661 249.454819 \n",
       "L 374.109201 249.474742 \n",
       "L 374.2303 171.558962 \n",
       "L 374.545696 249.503822 \n",
       "L 374.807377 249.520201 \n",
       "L 374.916162 170.526961 \n",
       "L 375.032945 249.533685 \n",
       "L 375.116341 170.22584 \n",
       "L 375.116341 170.22584 \n",
       "L 375.116341 170.22584 \n",
       "L 375.226848 249.544807 \n",
       "L 375.895301 249.579817 \n",
       "L 375.964515 168.950529 \n",
       "L 376.17278 249.592834 \n",
       "L 376.474562 249.60598 \n",
       "L 376.495935 168.152069 \n",
       "L 376.594748 249.610923 \n",
       "L 376.633979 167.944743 \n",
       "L 376.745831 167.776784 \n",
       "L 376.834902 249.620299 \n",
       "L 377.328447 249.637474 \n",
       "L 377.614192 166.473787 \n",
       "L 377.944221 249.654952 \n",
       "L 378.0275 165.854273 \n",
       "L 378.163124 249.660109 \n",
       "L 378.593574 249.668632 \n",
       "L 378.629385 164.952978 \n",
       "L 378.869637 164.593527 \n",
       "L 379.089603 249.675796 \n",
       "L 379.187474 164.118295 \n",
       "L 379.448897 249.679207 \n",
       "L 379.529326 163.607553 \n",
       "L 379.699207 163.353903 \n",
       "L 379.733608 249.680849 \n",
       "L 380.110145 249.681581 \n",
       "L 380.209433 162.592754 \n",
       "L 380.366646 249.68114 \n",
       "L 380.373511 162.348208 \n",
       "L 380.470381 249.680745 \n",
       "L 381.904806 249.662523 \n",
       "L 382.02839 159.888483 \n",
       "L 383.107407 158.292124 \n",
       "L 383.234071 249.624388 \n",
       "L 383.61105 249.609854 \n",
       "L 383.924027 157.088397 \n",
       "L 383.928177 249.596355 \n",
       "L 383.928177 249.596355 \n",
       "L 383.928177 249.596355 \n",
       "L 383.958188 157.038131 \n",
       "L 384.064002 156.882477 \n",
       "L 384.166242 249.585457 \n",
       "L 384.166242 249.585457 \n",
       "L 384.166242 249.585457 \n",
       "L 384.176537 156.717015 \n",
       "L 384.441105 249.572061 \n",
       "L 384.544822 249.566779 \n",
       "L 384.558075 156.156639 \n",
       "L 384.681954 249.559604 \n",
       "L 384.701589 155.946103 \n",
       "L 384.757719 249.555547 \n",
       "L 385.290167 155.08411 \n",
       "L 385.405507 249.518153 \n",
       "L 385.594585 249.506324 \n",
       "L 385.676609 154.519467 \n",
       "L 385.812773 249.492162 \n",
       "L 385.920173 154.164139 \n",
       "L 386.444326 249.448071 \n",
       "L 387.504776 249.36369 \n",
       "L 387.545279 151.80491 \n",
       "L 387.641347 249.351881 \n",
       "L 387.958775 249.323603 \n",
       "L 388.152956 150.928212 \n",
       "L 388.583312 150.309253 \n",
       "L 388.701908 249.252863 \n",
       "L 388.710027 150.127317 \n",
       "L 388.953273 249.227496 \n",
       "L 389.200975 149.423781 \n",
       "L 389.308811 149.269544 \n",
       "L 389.33671 249.187402 \n",
       "L 389.520189 148.967528 \n",
       "L 389.692427 148.721744 \n",
       "L 389.71333 249.146376 \n",
       "L 389.718023 249.145854 \n",
       "L 389.718023 249.145854 \n",
       "L 389.753579 148.634547 \n",
       "L 389.966388 249.117893 \n",
       "L 389.980736 249.116256 \n",
       "L 390.117196 148.116804 \n",
       "L 390.162694 249.095292 \n",
       "L 391.124375 248.97818 \n",
       "L 391.470412 146.201496 \n",
       "L 391.716823 145.854751 \n",
       "L 391.786056 248.891443 \n",
       "L 392.09802 248.848809 \n",
       "L 392.160633 145.231858 \n",
       "L 392.284896 248.822737 \n",
       "L 392.584054 144.63957 \n",
       "L 392.947827 144.132297 \n",
       "L 393.777572 248.600154 \n",
       "L 393.79274 248.597761 \n",
       "L 393.818541 142.924209 \n",
       "L 393.892726 248.581925 \n",
       "L 394.005683 142.665704 \n",
       "L 394.438332 248.493502 \n",
       "L 394.472934 248.48778 \n",
       "L 394.897206 248.41651 \n",
       "L 394.952229 141.364622 \n",
       "L 395.341406 248.339698 \n",
       "L 395.471978 140.654865 \n",
       "L 395.552064 248.302486 \n",
       "L 395.799828 248.258074 \n",
       "L 395.911672 140.057084 \n",
       "L 395.915844 248.237038 \n",
       "L 396.102559 248.202863 \n",
       "L 396.291759 139.542338 \n",
       "L 396.491887 248.13033 \n",
       "L 397.059874 138.50787 \n",
       "L 397.826244 137.483648 \n",
       "L 397.848516 247.864171 \n",
       "L 397.848516 247.864171 \n",
       "L 397.848516 247.864171 \n",
       "L 398.010713 137.238317 \n",
       "L 398.373366 136.757396 \n",
       "L 398.677378 247.691319 \n",
       "L 398.919895 136.036149 \n",
       "L 399.371203 247.540674 \n",
       "L 399.438066 247.52587 \n",
       "L 399.754293 134.943323 \n",
       "L 399.787442 134.900117 \n",
       "L 399.892753 247.423868 \n",
       "L 399.904886 134.747178 \n",
       "L 400.129348 134.455448 \n",
       "L 400.296134 247.331432 \n",
       "L 400.328473 247.323943 \n",
       "L 400.456255 134.031924 \n",
       "L 400.697114 247.237738 \n",
       "L 400.709338 247.234853 \n",
       "L 401.024588 133.299491 \n",
       "L 401.082915 247.14589 \n",
       "L 401.178819 247.1228 \n",
       "L 401.450903 132.753352 \n",
       "L 401.481801 247.049176 \n",
       "L 401.489798 247.047219 \n",
       "L 401.661887 247.00493 \n",
       "L 401.872674 132.215835 \n",
       "L 402.207001 246.868792 \n",
       "L 402.353335 131.60671 \n",
       "L 402.884461 130.937962 \n",
       "L 403.253103 246.598265 \n",
       "L 403.546339 246.52025 \n",
       "L 403.79362 129.80398 \n",
       "L 403.796494 246.452943 \n",
       "L 403.917293 129.650789 \n",
       "L 404.043218 129.495075 \n",
       "L 404.177472 246.349104 \n",
       "L 404.306118 129.170847 \n",
       "L 404.526651 246.252521 \n",
       "L 404.552184 246.245406 \n",
       "L 404.797106 246.176788 \n",
       "L 404.817936 128.543021 \n",
       "L 404.934876 246.137898 \n",
       "L 404.951133 246.133295 \n",
       "L 405.565111 245.957328 \n",
       "L 405.581664 127.61463 \n",
       "L 405.672603 245.926093 \n",
       "L 405.846598 127.294969 \n",
       "L 406.040321 245.818282 \n",
       "L 406.47452 245.689067 \n",
       "L 406.692706 126.282479 \n",
       "L 406.811885 245.587241 \n",
       "L 407.181037 125.704023 \n",
       "L 407.497605 245.376433 \n",
       "L 407.598291 245.345047 \n",
       "L 407.627091 125.179476 \n",
       "L 407.746553 125.039619 \n",
       "L 407.868217 245.260358 \n",
       "L 407.960436 245.231243 \n",
       "L 408.148319 245.171638 \n",
       "L 408.291836 124.404632 \n",
       "L 408.560188 124.094191 \n",
       "L 408.570241 245.036385 \n",
       "L 409.064178 123.514864 \n",
       "L 409.518809 122.996464 \n",
       "L 409.680869 244.671116 \n",
       "L 409.742877 244.650329 \n",
       "L 409.975242 122.480051 \n",
       "L 409.988149 244.567697 \n",
       "L 410.086432 244.534404 \n",
       "L 410.206525 244.493581 \n",
       "L 410.290979 122.125214 \n",
       "L 410.353792 244.443308 \n",
       "L 410.353811 244.443302 \n",
       "L 410.485075 244.398295 \n",
       "L 410.562748 121.821368 \n",
       "L 410.640282 244.344839 \n",
       "L 411.214744 244.144731 \n",
       "L 411.314333 120.98875 \n",
       "L 411.364877 244.09185 \n",
       "L 411.491715 244.046985 \n",
       "L 411.725733 120.537819 \n",
       "L 412.106377 120.123674 \n",
       "L 412.130522 243.818409 \n",
       "L 412.275871 119.940218 \n",
       "L 412.297701 243.757869 \n",
       "L 412.297701 243.757869 \n",
       "L 412.297701 243.757869 \n",
       "L 412.380989 119.826739 \n",
       "L 412.787004 119.390578 \n",
       "L 412.814966 243.568666 \n",
       "L 412.876352 243.546023 \n",
       "L 412.876352 243.546023 \n",
       "L 412.890893 119.279526 \n",
       "L 413.106915 119.049332 \n",
       "L 413.118742 243.456223 \n",
       "L 413.230338 243.414669 \n",
       "L 413.546874 118.58354 \n",
       "L 413.727594 243.227905 \n",
       "L 413.744 118.376165 \n",
       "L 414.754652 117.325991 \n",
       "L 414.918738 242.769884 \n",
       "L 415.038897 117.034594 \n",
       "L 415.443947 242.563179 \n",
       "L 415.499458 242.541163 \n",
       "L 415.552315 116.512717 \n",
       "L 415.788593 242.425964 \n",
       "L 416.019664 242.333271 \n",
       "L 416.065176 115.997182 \n",
       "L 416.255101 115.807743 \n",
       "L 416.448145 242.159909 \n",
       "L 416.850725 241.995281 \n",
       "L 416.89804 115.172413 \n",
       "L 416.956544 241.951728 \n",
       "L 416.979365 241.94232 \n",
       "L 417.130254 114.945224 \n",
       "L 417.248176 114.830319 \n",
       "L 417.288518 241.814339 \n",
       "L 417.288518 241.814339 \n",
       "L 417.288518 241.814339 \n",
       "L 417.301993 114.777984 \n",
       "L 417.635876 114.454758 \n",
       "L 417.770199 241.612959 \n",
       "L 417.937465 114.164977 \n",
       "L 418.049139 241.495243 \n",
       "L 419.131829 241.030727 \n",
       "L 419.189653 112.984158 \n",
       "L 419.205884 240.998514 \n",
       "L 420.062092 240.621997 \n",
       "L 420.271294 111.993568 \n",
       "L 420.532544 111.75845 \n",
       "L 420.574946 240.392885 \n",
       "L 420.689141 111.618295 \n",
       "L 420.804573 240.289435 \n",
       "L 420.867861 240.260828 \n",
       "L 420.874071 111.453535 \n",
       "L 421.004905 111.337465 \n",
       "L 421.013334 240.19492 \n",
       "L 421.057857 240.174706 \n",
       "L 421.057857 240.174706 \n",
       "L 421.074597 111.275804 \n",
       "L 421.29819 240.065243 \n",
       "L 422.459117 239.528268 \n",
       "L 422.540547 110.005959 \n",
       "L 422.661717 239.433169 \n",
       "L 422.730001 109.845664 \n",
       "L 423.323729 109.34903 \n",
       "L 423.519142 239.026149 \n",
       "L 423.608756 109.113706 \n",
       "L 423.770566 108.98101 \n",
       "L 423.972152 238.808147 \n",
       "L 424.012019 108.784211 \n",
       "L 424.46171 238.570266 \n",
       "L 424.555348 108.346688 \n",
       "L 424.620536 238.492582 \n",
       "L 424.867337 108.098803 \n",
       "L 424.88818 238.361109 \n",
       "L 424.909993 238.350362 \n",
       "L 425.220852 238.196708 \n",
       "L 425.330001 107.735721 \n",
       "L 425.391586 238.111911 \n",
       "L 425.391586 238.111911 \n",
       "L 425.391586 238.111911 \n",
       "L 425.41764 107.667556 \n",
       "L 425.449771 238.082947 \n",
       "L 425.538806 238.038563 \n",
       "L 425.56301 107.554917 \n",
       "L 425.838227 237.888729 \n",
       "L 425.852172 107.33246 \n",
       "L 426.066271 237.774025 \n",
       "L 427.669276 236.95344 \n",
       "L 427.747344 105.927587 \n",
       "L 428.046614 105.714244 \n",
       "L 428.078515 236.739964 \n",
       "L 428.078515 236.739964 \n",
       "L 428.078515 236.739964 \n",
       "L 428.128885 105.656005 \n",
       "L 428.403617 236.56923 \n",
       "L 428.428824 105.445181 \n",
       "L 428.592184 236.469735 \n",
       "L 428.681271 236.422611 \n",
       "L 428.873714 236.320557 \n",
       "L 428.936741 105.093557 \n",
       "L 428.99535 236.25587 \n",
       "L 428.99535 236.25587 \n",
       "L 428.99535 236.25587 \n",
       "L 429.14059 104.954346 \n",
       "L 429.194009 236.149917 \n",
       "L 429.435723 104.754743 \n",
       "L 429.621023 104.630601 \n",
       "L 429.8116 235.818135 \n",
       "L 429.871693 235.785659 \n",
       "L 430.369775 104.138275 \n",
       "L 430.420729 235.487359 \n",
       "L 430.573039 104.007205 \n",
       "L 430.82561 103.845885 \n",
       "L 430.903221 235.222868 \n",
       "L 431.823415 234.71239 \n",
       "L 431.845099 103.212177 \n",
       "L 432.268467 102.957276 \n",
       "L 432.443348 234.364036 \n",
       "L 432.465292 102.840431 \n",
       "L 432.505533 234.328896 \n",
       "L 433.104629 233.988527 \n",
       "L 433.141116 102.447273 \n",
       "L 433.18942 233.940087 \n",
       "L 433.5592 233.728064 \n",
       "L 433.6451 102.162224 \n",
       "L 433.92971 102.004336 \n",
       "L 433.984912 233.482421 \n",
       "L 433.984912 233.482421 \n",
       "L 433.984912 233.482421 \n",
       "L 434.025333 101.95179 \n",
       "L 434.335035 101.783337 \n",
       "L 434.41615 233.231905 \n",
       "L 434.41615 233.231905 \n",
       "L 434.41615 233.231905 \n",
       "L 434.483604 101.703468 \n",
       "L 434.485857 233.191251 \n",
       "L 434.686951 101.595143 \n",
       "L 434.76662 233.027064 \n",
       "L 434.915003 232.940002 \n",
       "L 435.097513 101.379926 \n",
       "L 435.147153 101.354223 \n",
       "L 435.357693 232.679079 \n",
       "L 435.576344 232.549554 \n",
       "L 435.692846 101.076184 \n",
       "L 436.178651 100.835656 \n",
       "L 436.267462 232.13733 \n",
       "L 436.318868 100.767461 \n",
       "L 436.38287 232.068078 \n",
       "L 436.449143 100.704597 \n",
       "L 436.476226 232.011972 \n",
       "L 436.539989 231.973606 \n",
       "L 436.587609 100.638301 \n",
       "L 436.913967 100.484178 \n",
       "L 436.979547 231.708145 \n",
       "L 437.069413 231.653662 \n",
       "L 437.125673 231.619517 \n",
       "L 437.158292 100.370758 \n",
       "L 437.735959 100.109295 \n",
       "L 437.989827 231.09154 \n",
       "L 438.425356 99.809624 \n",
       "L 438.62029 99.727335 \n",
       "L 439.095232 230.406638 \n",
       "L 439.111869 99.524627 \n",
       "L 439.159547 230.366462 \n",
       "L 439.337188 99.434017 \n",
       "L 439.620878 230.077233 \n",
       "L 439.786944 229.972669 \n",
       "L 440.030511 99.164308 \n",
       "L 440.148313 99.11985 \n",
       "L 440.15539 229.739833 \n",
       "L 440.175314 229.727209 \n",
       "L 440.339993 99.048362 \n",
       "L 440.576717 229.472156 \n",
       "L 440.674643 98.926082 \n",
       "L 440.803022 98.880027 \n",
       "L 440.835531 229.306977 \n",
       "L 440.87813 229.279735 \n",
       "L 441.028426 98.800313 \n",
       "L 441.340594 228.983001 \n",
       "L 441.376161 98.680208 \n",
       "L 441.548589 98.621946 \n",
       "L 441.56143 228.840667 \n",
       "L 441.56143 228.840667 \n",
       "L 441.56143 228.840667 \n",
       "L 441.689146 98.575089 \n",
       "L 442.044631 98.459129 \n",
       "L 442.201123 228.426057 \n",
       "L 442.305509 98.376357 \n",
       "L 442.572551 98.293671 \n",
       "L 442.803779 228.032325 \n",
       "L 442.967171 98.175269 \n",
       "L 443.093778 227.841785 \n",
       "L 443.142854 227.809471 \n",
       "L 443.205272 98.106018 \n",
       "L 443.336732 227.681619 \n",
       "L 443.415341 227.629693 \n",
       "L 443.521889 98.016483 \n",
       "L 443.78245 97.94499 \n",
       "L 443.927121 227.290386 \n",
       "L 444.507644 226.902908 \n",
       "L 444.692452 97.710832 \n",
       "L 445.953556 97.426361 \n",
       "L 445.976067 225.910613 \n",
       "L 446.117062 97.392893 \n",
       "L 446.215109 225.747443 \n",
       "L 446.253044 225.721507 \n",
       "L 446.617904 97.295258 \n",
       "L 446.847493 225.313591 \n",
       "L 447.332719 224.978558 \n",
       "L 447.725348 97.105558 \n",
       "L 448.135885 224.41995 \n",
       "L 448.222242 224.359589 \n",
       "L 448.543069 224.134837 \n",
       "L 449.017826 96.929864 \n",
       "L 449.309522 96.897032 \n",
       "L 449.326921 223.582389 \n",
       "L 449.326921 223.582389 \n",
       "L 449.326921 223.582389 \n",
       "L 449.359038 96.891708 \n",
       "L 449.374432 223.548752 \n",
       "L 449.81456 223.23634 \n",
       "L 449.95985 96.832886 \n",
       "L 449.959953 223.132814 \n",
       "L 449.959953 223.132814 \n",
       "L 449.959953 223.132814 \n",
       "L 450.017194 96.827829 \n",
       "L 450.267252 96.806917 \n",
       "L 450.295643 222.893179 \n",
       "L 450.295643 222.893179 \n",
       "L 450.295643 222.893179 \n",
       "L 450.368674 96.798962 \n",
       "L 451.324367 96.738953 \n",
       "L 451.338177 222.143577 \n",
       "L 451.404323 222.095744 \n",
       "L 451.680589 96.723503 \n",
       "L 451.702888 221.879436 \n",
       "L 451.811728 96.718761 \n",
       "L 452.077503 221.607101 \n",
       "L 452.079379 96.710664 \n",
       "L 452.291427 96.705755 \n",
       "L 452.373469 221.391215 \n",
       "L 452.453587 221.332666 \n",
       "L 452.657529 221.183414 \n",
       "L 453.063353 96.699136 \n",
       "L 453.08975 96.699222 \n",
       "L 453.101432 220.857508 \n",
       "L 453.177027 96.699652 \n",
       "L 453.324278 220.693362 \n",
       "L 453.532204 220.539884 \n",
       "L 453.538336 96.703835 \n",
       "L 453.970466 96.713916 \n",
       "L 454.138338 220.09071 \n",
       "L 454.219828 96.722249 \n",
       "L 454.286173 219.980762 \n",
       "L 454.359477 96.727721 \n",
       "L 454.586592 96.737852 \n",
       "L 454.654804 219.705928 \n",
       "L 454.890093 219.530007 \n",
       "L 455.01975 96.761409 \n",
       "L 455.062373 219.40095 \n",
       "L 455.629968 218.974295 \n",
       "L 455.715771 96.810892 \n",
       "L 455.741244 218.890387 \n",
       "L 455.810387 218.838208 \n",
       "L 455.859027 96.822855 \n",
       "L 456.051349 96.83987 \n",
       "L 456.129498 218.596957 \n",
       "L 456.48167 218.3299 \n",
       "L 456.631203 96.897789 \n",
       "L 456.746962 218.128166 \n",
       "L 457.00096 217.934571 \n",
       "L 457.104262 96.952399 \n",
       "L 457.291212 217.71281 \n",
       "L 457.540202 97.008573 \n",
       "L 457.567323 217.501326 \n",
       "L 458.105591 217.08758 \n",
       "L 458.171825 97.099909 \n",
       "L 458.24569 216.979575 \n",
       "L 458.333399 97.125163 \n",
       "L 458.334 216.911428 \n",
       "L 459.222294 216.223097 \n",
       "L 459.681839 97.365882 \n",
       "L 459.687421 215.860619 \n",
       "L 459.778372 215.789577 \n",
       "L 459.940238 215.663011 \n",
       "L 460.049716 97.440831 \n",
       "L 460.049716 97.440831 \n",
       "\" style=\"fill:none;stroke:#bfbf00;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_33\">\n",
       "    <path clip-path=\"url(#p35f9edf01a)\" d=\"M 54.231534 158.010712 \n",
       "L 54.969836 156.743566 \n",
       "L 55.486514 155.346436 \n",
       "L 55.90505 153.37789 \n",
       "L 56.130195 151.663259 \n",
       "L 56.843253 142.150743 \n",
       "L 57.70671 131.233909 \n",
       "L 58.13836 128.361773 \n",
       "L 58.540292 126.90672 \n",
       "L 59.086696 125.879506 \n",
       "L 59.517136 125.493375 \n",
       "L 59.985574 125.447924 \n",
       "L 60.265838 125.604474 \n",
       "L 60.833021 126.300907 \n",
       "L 61.490524 127.631529 \n",
       "L 61.947371 128.801867 \n",
       "L 64.923284 136.99297 \n",
       "L 65.523467 137.89996 \n",
       "L 66.022192 138.277781 \n",
       "L 66.448231 138.341285 \n",
       "L 66.743715 138.262011 \n",
       "L 67.43757 137.765556 \n",
       "L 68.375437 136.651805 \n",
       "L 69.812498 134.449256 \n",
       "L 71.195532 131.860025 \n",
       "L 73.024172 128.122905 \n",
       "L 73.949391 127.402245 \n",
       "L 75.094609 126.847956 \n",
       "L 75.978025 126.096047 \n",
       "L 76.603095 125.916677 \n",
       "L 76.988887 126.311079 \n",
       "L 77.164767 126.687092 \n",
       "L 77.449733 127.626149 \n",
       "L 77.838783 129.706214 \n",
       "L 78.277666 133.473238 \n",
       "L 78.906458 139.73231 \n",
       "L 79.43578 142.936799 \n",
       "L 79.851878 144.361574 \n",
       "L 80.40532 145.273257 \n",
       "L 80.577755 145.336288 \n",
       "L 81.039255 145.061419 \n",
       "L 81.362824 144.528492 \n",
       "L 81.787922 143.442926 \n",
       "L 82.530295 140.551468 \n",
       "L 83.396503 135.519694 \n",
       "L 84.314713 128.153853 \n",
       "L 84.923294 121.213939 \n",
       "L 85.598985 113.487228 \n",
       "L 86.076978 110.314255 \n",
       "L 86.34024 109.636096 \n",
       "L 86.534038 109.626512 \n",
       "L 86.854511 110.542992 \n",
       "L 87.617829 116.275721 \n",
       "L 88.163227 119.602167 \n",
       "L 88.552579 120.870989 \n",
       "L 88.786762 121.190673 \n",
       "L 88.934123 121.227863 \n",
       "L 89.461004 120.408035 \n",
       "L 89.818524 119.109678 \n",
       "L 90.467363 115.598893 \n",
       "L 91.387965 110.27722 \n",
       "L 91.819607 108.886348 \n",
       "L 92.514088 107.824583 \n",
       "L 93.009521 107.569914 \n",
       "L 94.60557 107.030784 \n",
       "L 95.561894 106.168651 \n",
       "L 97.327181 104.018569 \n",
       "L 98.114768 103.203501 \n",
       "L 98.960865 102.589659 \n",
       "L 99.86076 102.28461 \n",
       "L 100.466834 102.269505 \n",
       "L 101.470688 102.518886 \n",
       "L 102.663731 103.148736 \n",
       "L 103.969727 104.134593 \n",
       "L 105.886169 105.933627 \n",
       "L 107.193159 107.006014 \n",
       "L 107.832009 107.245114 \n",
       "L 108.320246 107.242875 \n",
       "L 108.906201 107.018501 \n",
       "L 109.543121 106.494663 \n",
       "L 110.15004 105.72076 \n",
       "L 110.901356 104.382656 \n",
       "L 111.701715 102.47256 \n",
       "L 112.916467 98.683155 \n",
       "L 114.433711 93.967459 \n",
       "L 115.29138 92.089683 \n",
       "L 115.936365 91.30172 \n",
       "L 116.496179 91.101451 \n",
       "L 116.985083 91.27616 \n",
       "L 117.259786 91.50125 \n",
       "L 117.903329 92.318466 \n",
       "L 118.821329 93.935454 \n",
       "L 120.12174 96.322077 \n",
       "L 120.851046 97.34025 \n",
       "L 121.490583 97.906485 \n",
       "L 122.293559 98.120796 \n",
       "L 122.94785 97.89541 \n",
       "L 123.70742 97.259547 \n",
       "L 124.614506 96.167437 \n",
       "L 126.055929 94.412687 \n",
       "L 126.681948 93.904433 \n",
       "L 127.3108 93.656875 \n",
       "L 127.886686 93.68568 \n",
       "L 128.211323 93.805132 \n",
       "L 129.221438 94.557324 \n",
       "L 131.799256 97.046439 \n",
       "L 132.459295 97.37428 \n",
       "L 134.395138 98.101004 \n",
       "L 134.87186 98.618268 \n",
       "L 135.545589 99.817416 \n",
       "L 136.807127 102.555451 \n",
       "L 137.059078 102.787193 \n",
       "L 137.366969 102.777144 \n",
       "L 137.648129 102.46144 \n",
       "L 138.050186 101.463655 \n",
       "L 139.649467 95.385801 \n",
       "L 140.073417 94.809277 \n",
       "L 140.123691 94.788788 \n",
       "L 140.550729 95.007777 \n",
       "L 140.920332 95.715379 \n",
       "L 141.498136 97.557311 \n",
       "L 142.294079 100.941235 \n",
       "L 143.424225 105.583956 \n",
       "L 143.972172 106.9158 \n",
       "L 144.178433 107.172184 \n",
       "L 144.819147 107.060469 \n",
       "L 144.970724 106.847452 \n",
       "L 145.743755 104.967889 \n",
       "L 147.191797 100.579547 \n",
       "L 148.173268 99.115817 \n",
       "L 148.4731 99.067731 \n",
       "L 148.773676 99.200829 \n",
       "L 149.101274 99.523819 \n",
       "L 151.133177 102.21096 \n",
       "L 152.31901 103.124385 \n",
       "L 152.873636 103.804308 \n",
       "L 154.980863 106.952525 \n",
       "L 155.508506 107.19565 \n",
       "L 156.016938 107.030451 \n",
       "L 156.486122 106.540251 \n",
       "L 157.213644 105.295657 \n",
       "L 158.889245 102.161538 \n",
       "L 159.456857 101.630145 \n",
       "L 160.080842 101.541887 \n",
       "L 160.630188 101.857355 \n",
       "L 161.472556 102.791633 \n",
       "L 164.177059 106.337666 \n",
       "L 165.435284 108.57249 \n",
       "L 167.213118 112.536983 \n",
       "L 169.01581 116.504266 \n",
       "L 169.9691 118.107572 \n",
       "L 170.636832 118.848065 \n",
       "L 171.223064 119.155038 \n",
       "L 171.624358 119.151956 \n",
       "L 172.230685 118.795474 \n",
       "L 172.653643 118.298763 \n",
       "L 173.294067 117.206161 \n",
       "L 174.403854 114.704658 \n",
       "L 175.681114 111.904484 \n",
       "L 176.179933 111.115472 \n",
       "L 177.059856 110.391415 \n",
       "L 177.534509 110.390244 \n",
       "L 177.875664 110.552917 \n",
       "L 178.521563 111.189482 \n",
       "L 179.321214 112.419405 \n",
       "L 180.960645 115.558548 \n",
       "L 183.19286 119.643952 \n",
       "L 184.457229 122.059969 \n",
       "L 185.591518 124.790943 \n",
       "L 186.900258 127.948332 \n",
       "L 187.753153 129.474131 \n",
       "L 188.34318 130.137623 \n",
       "L 188.804754 130.35529 \n",
       "L 189.139137 130.319121 \n",
       "L 189.509809 130.07218 \n",
       "L 190.007304 129.392894 \n",
       "L 190.316854 128.778925 \n",
       "L 191.327686 125.950666 \n",
       "L 193.091305 120.278767 \n",
       "L 193.567979 119.723233 \n",
       "L 193.93774 119.85054 \n",
       "L 194.220382 120.297601 \n",
       "L 194.61822 121.427206 \n",
       "L 195.419163 124.85665 \n",
       "L 196.842388 130.527529 \n",
       "L 197.481142 132.671231 \n",
       "L 198.614501 135.685251 \n",
       "L 199.311756 136.884005 \n",
       "L 199.773822 137.343644 \n",
       "L 200.4253 137.528975 \n",
       "L 200.9646 137.353522 \n",
       "L 201.496873 137.183248 \n",
       "L 201.915327 137.638597 \n",
       "L 202.241124 138.538314 \n",
       "L 202.791137 141.423493 \n",
       "L 203.374409 146.33596 \n",
       "L 203.990449 151.750787 \n",
       "L 204.874523 157.700355 \n",
       "L 205.482749 160.116734 \n",
       "L 205.904035 161.098878 \n",
       "L 206.355268 161.620856 \n",
       "L 206.49467 161.685865 \n",
       "L 207.102771 161.539143 \n",
       "L 207.906923 160.587124 \n",
       "L 208.752001 159.071677 \n",
       "L 209.98733 156.394237 \n",
       "L 210.659674 154.610143 \n",
       "L 211.44869 151.887722 \n",
       "L 212.417168 148.092046 \n",
       "L 212.718249 147.753099 \n",
       "L 212.815788 147.768023 \n",
       "L 213.047732 148.063412 \n",
       "L 213.393053 149.349098 \n",
       "L 214.674215 154.28661 \n",
       "L 215.213112 155.298385 \n",
       "L 215.641175 155.715026 \n",
       "L 215.914523 155.771751 \n",
       "L 216.141241 155.681429 \n",
       "L 216.658332 154.956813 \n",
       "L 217.085878 153.77055 \n",
       "L 217.680964 151.242164 \n",
       "L 218.432768 146.754863 \n",
       "L 219.02463 143.522649 \n",
       "L 219.237813 143.353185 \n",
       "L 219.564944 144.200637 \n",
       "L 219.692258 144.8739 \n",
       "L 220.41012 152.024362 \n",
       "L 221.46043 169.130406 \n",
       "L 222.533237 185.251082 \n",
       "L 223.580224 195.992135 \n",
       "L 223.773327 197.315905 \n",
       "L 224.412003 199.291463 \n",
       "L 224.496585 199.216021 \n",
       "L 224.638307 198.915586 \n",
       "L 224.753645 198.513146 \n",
       "L 225.102999 196.447443 \n",
       "L 225.72788 189.663009 \n",
       "L 227.671725 163.413845 \n",
       "L 227.935604 162.37352 \n",
       "L 228.075937 162.323611 \n",
       "L 228.30504 163.062532 \n",
       "L 229.020825 168.923679 \n",
       "L 229.640564 173.417448 \n",
       "L 230.141874 175.419515 \n",
       "L 230.575447 176.408742 \n",
       "L 231.106404 177.100778 \n",
       "L 231.915114 177.71366 \n",
       "L 232.915379 178.488593 \n",
       "L 233.553842 179.262565 \n",
       "L 234.146226 180.346395 \n",
       "L 234.692727 181.856538 \n",
       "L 235.186316 183.928488 \n",
       "L 235.598122 186.500224 \n",
       "L 236.126436 191.610424 \n",
       "L 236.950144 202.798776 \n",
       "L 237.123424 202.621075 \n",
       "L 237.379788 199.614423 \n",
       "L 238.447049 184.129515 \n",
       "L 238.868357 180.777422 \n",
       "L 239.458401 177.699399 \n",
       "L 239.932846 176.282454 \n",
       "L 240.243035 175.806532 \n",
       "L 240.686338 175.692061 \n",
       "L 240.970068 175.936096 \n",
       "L 241.580019 177.155916 \n",
       "L 242.287142 179.324128 \n",
       "L 242.577414 180.232009 \n",
       "L 243.077056 181.366841 \n",
       "L 243.696571 181.193226 \n",
       "L 244.632558 178.297275 \n",
       "L 244.934119 178.140854 \n",
       "L 245.300326 178.619282 \n",
       "L 245.82806 180.014956 \n",
       "L 246.306686 181.785977 \n",
       "L 246.941896 185.266202 \n",
       "L 247.783676 191.829884 \n",
       "L 249.245982 204.560832 \n",
       "L 249.873529 206.965075 \n",
       "L 250.510079 208.155822 \n",
       "L 251.348595 209.530051 \n",
       "L 251.671182 210.435346 \n",
       "L 252.890563 214.80736 \n",
       "L 253.192303 215.027462 \n",
       "L 253.406623 214.790924 \n",
       "L 253.714209 213.833284 \n",
       "L 254.525389 209.490347 \n",
       "L 255.24043 206.230226 \n",
       "L 255.860781 204.603212 \n",
       "L 255.95146 204.49388 \n",
       "L 256.957757 205.631482 \n",
       "L 257.43473 207.834241 \n",
       "L 257.725819 209.789663 \n",
       "L 258.752144 218.344995 \n",
       "L 259.102227 218.950429 \n",
       "L 259.258528 218.294401 \n",
       "L 259.668605 213.439443 \n",
       "L 260.189207 207.28671 \n",
       "L 260.452 205.836119 \n",
       "L 261.190936 204.125056 \n",
       "L 262.402496 202.758992 \n",
       "L 263.138902 201.532662 \n",
       "L 264.221519 199.020234 \n",
       "L 265.811435 195.157758 \n",
       "L 266.273932 194.49679 \n",
       "L 266.60807 194.296293 \n",
       "L 267.035554 194.494225 \n",
       "L 267.342739 195.029534 \n",
       "L 267.81191 196.65769 \n",
       "L 268.219164 199.112875 \n",
       "L 268.592451 202.600246 \n",
       "L 269.149133 212.043815 \n",
       "L 269.59638 226.235141 \n",
       "L 270.010845 237.737989 \n",
       "L 270.298819 238.977928 \n",
       "L 270.546436 237.173519 \n",
       "L 271.848289 221.115132 \n",
       "L 272.448559 217.789949 \n",
       "L 272.902606 216.077194 \n",
       "L 273.464609 214.985795 \n",
       "L 273.764663 214.752635 \n",
       "L 274.186457 214.692093 \n",
       "L 274.746664 214.983173 \n",
       "L 275.097463 215.368073 \n",
       "L 275.638674 216.325923 \n",
       "L 276.156763 217.80209 \n",
       "L 276.823452 220.544758 \n",
       "L 278.100315 226.759384 \n",
       "L 278.896655 229.329098 \n",
       "L 279.466242 230.3087 \n",
       "L 279.913508 230.703799 \n",
       "L 280.426632 230.83877 \n",
       "L 281.090667 230.63458 \n",
       "L 283.367339 229.530411 \n",
       "L 283.797152 228.962704 \n",
       "L 284.226039 227.321429 \n",
       "L 284.644401 223.858771 \n",
       "L 285.693883 212.379667 \n",
       "L 286.186631 209.730878 \n",
       "L 286.399038 209.090832 \n",
       "L 286.853354 208.598296 \n",
       "L 287.102375 208.779338 \n",
       "L 287.701546 210.31335 \n",
       "L 288.344618 213.355239 \n",
       "L 289.27483 219.636608 \n",
       "L 290.138853 227.139105 \n",
       "L 291.47913 239.321389 \n",
       "L 291.91996 239.137912 \n",
       "L 292.472837 236.404627 \n",
       "L 293.123305 233.589713 \n",
       "L 293.215347 233.465209 \n",
       "L 293.460661 233.645144 \n",
       "L 294.986383 236.137086 \n",
       "L 295.537012 236.45031 \n",
       "L 295.829132 236.464061 \n",
       "L 297.0936 235.967268 \n",
       "L 298.516768 235.297202 \n",
       "L 298.873166 235.350253 \n",
       "L 299.146296 235.567396 \n",
       "L 299.701936 236.697275 \n",
       "L 300.56404 239.298688 \n",
       "L 300.945819 235.558569 \n",
       "L 301.598991 221.053591 \n",
       "L 301.891952 217.140203 \n",
       "L 302.490552 213.381422 \n",
       "L 302.568658 213.209525 \n",
       "L 302.992846 213.333569 \n",
       "L 303.238287 214.152731 \n",
       "L 303.607276 216.303783 \n",
       "L 304.130687 221.068687 \n",
       "L 304.876762 230.861311 \n",
       "L 306.399573 255.190846 \n",
       "L 306.657561 255.126542 \n",
       "L 306.925306 253.220198 \n",
       "L 308.269761 234.388427 \n",
       "L 308.85209 230.015276 \n",
       "L 309.010705 229.095437 \n",
       "L 309.713439 226.038715 \n",
       "L 310.107404 225.024107 \n",
       "L 310.384888 224.652051 \n",
       "L 310.673009 224.614865 \n",
       "L 310.913165 224.890535 \n",
       "L 311.349654 226.159489 \n",
       "L 313.373036 233.557516 \n",
       "L 314.517546 237.065643 \n",
       "L 315.985283 241.049649 \n",
       "L 316.404091 243.099902 \n",
       "L 317.44987 249.215602 \n",
       "L 317.738684 248.29185 \n",
       "L 317.871411 246.562596 \n",
       "L 318.618045 228.910131 \n",
       "L 318.994977 223.664693 \n",
       "L 319.57246 219.02324 \n",
       "L 319.947755 217.68639 \n",
       "L 320.091065 217.481015 \n",
       "L 320.468443 217.687361 \n",
       "L 320.521858 217.800435 \n",
       "L 320.82592 218.822474 \n",
       "L 321.158114 220.652205 \n",
       "L 321.814091 226.424162 \n",
       "L 322.374295 233.863035 \n",
       "L 323.402479 248.978978 \n",
       "L 323.669136 249.84412 \n",
       "L 323.759277 249.845625 \n",
       "L 323.901917 249.622714 \n",
       "L 324.220528 248.353715 \n",
       "L 324.370972 247.46098 \n",
       "L 325.509703 237.385022 \n",
       "L 326.518018 227.941672 \n",
       "L 326.967616 225.015809 \n",
       "L 327.366079 223.555076 \n",
       "L 327.643166 223.353284 \n",
       "L 327.736039 223.462792 \n",
       "L 328.810861 225.926494 \n",
       "L 329.824655 227.623738 \n",
       "L 330.803523 228.793036 \n",
       "L 333.853418 231.812632 \n",
       "L 335.019359 232.733616 \n",
       "L 335.720314 233.032374 \n",
       "L 336.348541 233.069112 \n",
       "L 336.744998 232.972256 \n",
       "L 337.303947 232.6891 \n",
       "L 338.262236 231.887536 \n",
       "L 339.823103 230.136402 \n",
       "L 345.891582 223.09385 \n",
       "L 350.828085 217.857685 \n",
       "L 351.388333 217.367025 \n",
       "L 352.117769 216.935128 \n",
       "L 352.762329 216.811805 \n",
       "L 353.572033 216.987664 \n",
       "L 355.472719 217.653158 \n",
       "L 356.181788 217.620277 \n",
       "L 356.948656 217.629181 \n",
       "L 357.321985 217.825278 \n",
       "L 357.847151 218.481717 \n",
       "L 358.259535 219.354993 \n",
       "L 358.894146 221.253163 \n",
       "L 359.250146 222.438532 \n",
       "L 360.259611 224.859259 \n",
       "L 360.597501 224.972273 \n",
       "L 360.812847 224.798375 \n",
       "L 361.164853 224.082611 \n",
       "L 361.892255 221.321551 \n",
       "L 362.652181 218.653363 \n",
       "L 362.788479 218.337185 \n",
       "L 363.386969 217.621603 \n",
       "L 363.544442 217.599669 \n",
       "L 363.904884 217.793249 \n",
       "L 364.235576 218.265659 \n",
       "L 365.128847 219.988339 \n",
       "L 365.766473 220.498787 \n",
       "L 366.111853 220.574261 \n",
       "L 366.829739 219.303542 \n",
       "L 367.28436 217.472662 \n",
       "L 368.024899 212.815106 \n",
       "L 369.24377 203.590006 \n",
       "L 369.971443 199.521449 \n",
       "L 370.634619 197.093936 \n",
       "L 370.980464 196.347037 \n",
       "L 371.445186 195.981261 \n",
       "L 371.671836 197.215556 \n",
       "L 371.96472 201.649067 \n",
       "L 373.120865 230.73601 \n",
       "L 373.484039 233.761564 \n",
       "L 373.827661 233.350677 \n",
       "L 374.680489 231.517741 \n",
       "L 375.226848 230.789927 \n",
       "L 375.895301 230.342288 \n",
       "L 376.17278 230.291931 \n",
       "L 376.745831 230.429383 \n",
       "L 377.0491 230.629064 \n",
       "L 377.614192 231.213936 \n",
       "L 378.0275 231.694771 \n",
       "L 378.163124 231.436076 \n",
       "L 378.629385 226.898856 \n",
       "L 379.187474 215.087748 \n",
       "L 379.733608 206.309762 \n",
       "L 381.904806 196.464039 \n",
       "L 382.160397 195.76795 \n",
       "L 382.80892 194.700088 \n",
       "L 383.234071 194.412455 \n",
       "L 383.61105 194.44882 \n",
       "L 384.064002 194.977871 \n",
       "L 384.441105 195.999685 \n",
       "L 384.757719 197.44197 \n",
       "L 385.405507 202.585048 \n",
       "L 386.444326 215.199714 \n",
       "L 386.781381 215.149006 \n",
       "L 387.641347 205.137455 \n",
       "L 388.519404 194.14856 \n",
       "L 389.200975 188.725225 \n",
       "L 389.753579 185.52331 \n",
       "L 390.162694 183.743506 \n",
       "L 391.124375 181.581671 \n",
       "L 391.470412 181.541628 \n",
       "L 391.786056 181.880391 \n",
       "L 392.160633 182.782319 \n",
       "L 392.584054 184.512451 \n",
       "L 392.947827 186.663872 \n",
       "L 394.005683 197.636991 \n",
       "L 394.952229 214.874563 \n",
       "L 395.412949 209.30037 \n",
       "L 396.102559 194.889803 \n",
       "L 396.491887 190.511201 \n",
       "L 397.114344 186.861288 \n",
       "L 397.421919 185.92076 \n",
       "L 398.124657 184.801734 \n",
       "L 398.677378 184.428006 \n",
       "L 399.438066 184.2052 \n",
       "L 400.456255 184.136801 \n",
       "L 401.450903 184.313765 \n",
       "L 401.872674 184.501739 \n",
       "L 402.723095 185.175183 \n",
       "L 403.253103 185.830539 \n",
       "L 404.043218 187.184753 \n",
       "L 404.951133 189.298416 \n",
       "L 406.040321 192.53102 \n",
       "L 407.181037 196.906152 \n",
       "L 408.148319 201.649096 \n",
       "L 408.570241 204.238052 \n",
       "L 409.233865 208.753638 \n",
       "L 409.680869 210.085731 \n",
       "L 409.742877 210.049464 \n",
       "L 409.988149 209.077155 \n",
       "L 410.290979 205.235157 \n",
       "L 410.840216 195.364677 \n",
       "L 411.491715 184.044075 \n",
       "L 412.297701 175.433856 \n",
       "L 413.118742 169.2065 \n",
       "L 413.744 165.88299 \n",
       "L 414.065965 164.736723 \n",
       "L 414.754652 163.79949 \n",
       "L 415.038897 164.069007 \n",
       "L 415.552315 165.57271 \n",
       "L 416.065176 168.346928 \n",
       "L 416.448145 171.174439 \n",
       "L 417.301993 179.607037 \n",
       "L 417.937465 189.066625 \n",
       "L 418.049139 191.376851 \n",
       "L 418.466106 202.864409 \n",
       "L 418.7867 207.964288 \n",
       "L 419.061425 208.906958 \n",
       "L 419.131829 208.820187 \n",
       "L 419.205884 208.62484 \n",
       "L 420.271294 202.737532 \n",
       "L 421.074597 196.62588 \n",
       "L 421.89941 187.774317 \n",
       "L 422.730001 176.046999 \n",
       "L 423.323729 167.366276 \n",
       "L 423.519142 166.177716 \n",
       "L 423.608756 166.309707 \n",
       "L 423.770566 167.433191 \n",
       "L 424.012019 170.916395 \n",
       "L 425.449771 205.574973 \n",
       "L 425.56301 206.534943 \n",
       "L 425.852172 207.585698 \n",
       "L 426.066271 207.279434 \n",
       "L 426.76387 203.524518 \n",
       "L 427.669276 195.426309 \n",
       "L 428.128885 189.632168 \n",
       "L 428.681271 180.357004 \n",
       "L 429.621023 162.168687 \n",
       "L 429.871693 159.074883 \n",
       "L 430.264206 156.882468 \n",
       "L 430.369775 156.905587 \n",
       "L 430.420729 157.023301 \n",
       "L 430.573039 157.820879 \n",
       "L 431.270993 164.712104 \n",
       "L 431.845099 169.068913 \n",
       "L 432.268467 170.780974 \n",
       "L 432.505533 171.156299 \n",
       "L 432.76391 171.032446 \n",
       "L 433.18942 169.483605 \n",
       "L 434.025333 163.180271 \n",
       "L 434.485857 161.354095 \n",
       "L 436.587609 156.165442 \n",
       "L 437.735959 152.655641 \n",
       "L 438.425356 149.831716 \n",
       "L 439.337188 144.848329 \n",
       "L 440.175314 139.768882 \n",
       "L 440.339993 139.937583 \n",
       "L 440.674643 142.083788 \n",
       "L 441.028426 146.789312 \n",
       "L 441.804159 159.018247 \n",
       "L 442.305509 163.130842 \n",
       "L 442.572551 164.056652 \n",
       "L 442.803779 164.179996 \n",
       "L 443.093778 163.43439 \n",
       "L 443.336732 162.013608 \n",
       "L 443.63611 159.213241 \n",
       "L 444.045184 153.359566 \n",
       "L 444.507644 143.444828 \n",
       "L 445.071268 129.881727 \n",
       "L 445.205791 128.401379 \n",
       "L 445.525625 128.63452 \n",
       "L 445.627287 129.922997 \n",
       "L 446.09211 142.940346 \n",
       "L 446.617904 159.909557 \n",
       "L 447.115232 168.881682 \n",
       "L 447.332719 171.353018 \n",
       "L 447.725348 174.368462 \n",
       "L 448.222242 176.286531 \n",
       "L 448.543069 176.676314 \n",
       "L 449.017826 176.236874 \n",
       "L 449.374432 175.169772 \n",
       "L 450.017194 171.677807 \n",
       "L 450.368674 168.860419 \n",
       "L 451.109838 160.376647 \n",
       "L 452.079379 147.410659 \n",
       "L 452.291427 147.052861 \n",
       "L 452.373469 147.121218 \n",
       "L 452.453587 147.22857 \n",
       "L 452.657529 147.6686 \n",
       "L 453.101432 150.214598 \n",
       "L 453.324278 153.060182 \n",
       "L 453.663762 159.308211 \n",
       "L 454.359477 173.32886 \n",
       "L 454.654804 177.270566 \n",
       "L 455.062373 180.027911 \n",
       "L 455.237922 180.435846 \n",
       "L 455.629968 179.991092 \n",
       "L 455.859027 179.03192 \n",
       "L 456.48167 174.954655 \n",
       "L 457.00096 171.965549 \n",
       "L 457.104262 171.661713 \n",
       "L 457.291212 171.54753 \n",
       "L 457.567323 172.828024 \n",
       "L 460.049716 199.647432 \n",
       "L 460.049716 199.647432 \n",
       "\" style=\"fill:none;stroke:#ff0000;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_34\">\n",
       "    <path clip-path=\"url(#p35f9edf01a)\" d=\"M 54.231534 141.355998 \n",
       "L 54.762949 141.19085 \n",
       "L 56.033192 140.371449 \n",
       "L 57.408524 138.509454 \n",
       "L 58.13836 137.692736 \n",
       "L 58.764002 137.301199 \n",
       "L 61.106818 136.878578 \n",
       "L 61.947371 136.925233 \n",
       "L 62.927422 136.460603 \n",
       "L 63.612948 136.198538 \n",
       "L 64.251944 135.858315 \n",
       "L 66.022192 135.364423 \n",
       "L 67.28225 134.571714 \n",
       "L 69.471629 132.699522 \n",
       "L 69.812498 132.567928 \n",
       "L 70.947445 131.720861 \n",
       "L 73.024172 129.921559 \n",
       "L 73.949391 129.700007 \n",
       "L 74.605658 129.316652 \n",
       "L 74.992338 129.22165 \n",
       "L 75.978025 129.074872 \n",
       "L 77.024918 129.105849 \n",
       "L 78.101916 128.813072 \n",
       "L 79.346488 128.921216 \n",
       "L 79.43578 128.90489 \n",
       "L 80.577755 127.995763 \n",
       "L 81.787922 126.504361 \n",
       "L 86.854511 119.105934 \n",
       "L 89.55249 116.782327 \n",
       "L 90.225076 115.707513 \n",
       "L 91.156615 114.051385 \n",
       "L 94.60557 108.648043 \n",
       "L 96.552595 106.046862 \n",
       "L 97.814101 105.105042 \n",
       "L 98.114768 104.923042 \n",
       "L 98.960865 104.322894 \n",
       "L 99.948161 103.70648 \n",
       "L 101.056284 103.448041 \n",
       "L 101.470688 103.372388 \n",
       "L 102.21987 103.161274 \n",
       "L 102.793519 103.188176 \n",
       "L 103.297384 103.373415 \n",
       "L 104.647777 102.974656 \n",
       "L 105.886169 103.169702 \n",
       "L 107.082195 102.761548 \n",
       "L 109.587165 100.898562 \n",
       "L 110.401361 100.244013 \n",
       "L 111.382902 99.927345 \n",
       "L 112.916467 99.419006 \n",
       "L 114.433711 98.084244 \n",
       "L 115.936365 96.925118 \n",
       "L 116.639873 96.836783 \n",
       "L 117.259786 96.88567 \n",
       "L 118.994775 96.636609 \n",
       "L 119.504621 96.530848 \n",
       "L 121.490583 96.004413 \n",
       "L 122.94785 96.266285 \n",
       "L 123.728293 96.409847 \n",
       "L 125.249795 96.149619 \n",
       "L 125.70229 95.962787 \n",
       "L 127.07136 95.261734 \n",
       "L 127.3108 95.250752 \n",
       "L 127.581786 95.327774 \n",
       "L 130.001009 95.460879 \n",
       "L 132.459295 96.527065 \n",
       "L 133.388137 96.728112 \n",
       "L 134.45894 97.261248 \n",
       "L 135.545589 98.407867 \n",
       "L 137.059078 99.249551 \n",
       "L 138.050186 99.373858 \n",
       "L 139.413206 99.387382 \n",
       "L 140.123691 99.379071 \n",
       "L 140.751729 99.350847 \n",
       "L 142.093764 99.975328 \n",
       "L 143.213136 100.520213 \n",
       "L 144.178433 100.837813 \n",
       "L 145.878114 101.598043 \n",
       "L 148.029595 101.318813 \n",
       "L 148.4731 101.57533 \n",
       "L 149.441292 102.151836 \n",
       "L 151.133177 103.194241 \n",
       "L 153.46041 104.195042 \n",
       "L 154.262763 104.537798 \n",
       "L 154.693795 104.619608 \n",
       "L 155.338259 104.511628 \n",
       "L 155.764215 104.463098 \n",
       "L 156.93785 104.641454 \n",
       "L 157.445575 104.781445 \n",
       "L 157.94324 104.770189 \n",
       "L 160.080842 105.290855 \n",
       "L 164.177059 109.035452 \n",
       "L 165.435284 109.787193 \n",
       "L 166.33873 110.668836 \n",
       "L 168.168097 112.625382 \n",
       "L 168.816601 113.16768 \n",
       "L 169.799005 113.32579 \n",
       "L 170.21971 113.622131 \n",
       "L 171.223064 114.42925 \n",
       "L 171.942575 114.709727 \n",
       "L 172.864642 114.813227 \n",
       "L 173.71671 115.012576 \n",
       "L 173.858933 115.001633 \n",
       "L 174.671363 115.161524 \n",
       "L 176.070201 115.400786 \n",
       "L 177.059856 115.547743 \n",
       "L 177.279202 115.676904 \n",
       "L 178.654761 117.225498 \n",
       "L 180.508452 118.774528 \n",
       "L 181.969975 120.095224 \n",
       "L 182.282002 120.341144 \n",
       "L 184.293191 122.548001 \n",
       "L 185.591518 124.11882 \n",
       "L 187.120979 125.581537 \n",
       "L 188.804754 127.034857 \n",
       "L 189.841491 127.120942 \n",
       "L 190.316854 127.362296 \n",
       "L 192.03971 128.249115 \n",
       "L 192.738358 128.416014 \n",
       "L 193.567979 129.304965 \n",
       "L 194.372401 130.457296 \n",
       "L 196.931788 134.991088 \n",
       "L 197.481142 136.182681 \n",
       "L 200.630627 141.66297 \n",
       "L 202.949487 146.01348 \n",
       "L 203.990449 148.314098 \n",
       "L 205.482749 151.443324 \n",
       "L 207.667072 154.00782 \n",
       "L 208.665452 154.725369 \n",
       "L 208.752001 154.746162 \n",
       "L 210.322969 155.739203 \n",
       "L 211.731277 156.159476 \n",
       "L 212.417168 156.275892 \n",
       "L 216.702514 158.505628 \n",
       "L 217.546061 159.303222 \n",
       "L 217.928636 159.552559 \n",
       "L 218.432768 159.971502 \n",
       "L 219.11793 160.600523 \n",
       "L 219.692258 161.419575 \n",
       "L 222.533237 166.273605 \n",
       "L 224.753645 170.68927 \n",
       "L 225.552755 171.329773 \n",
       "L 226.087498 171.607825 \n",
       "L 227.265245 171.916154 \n",
       "L 228.075937 172.390313 \n",
       "L 230.575447 175.355207 \n",
       "L 231.265929 176.724947 \n",
       "L 231.841034 177.682248 \n",
       "L 232.915379 179.042293 \n",
       "L 233.663489 180.157569 \n",
       "L 235.598122 183.789628 \n",
       "L 236.950144 186.588168 \n",
       "L 237.485462 187.241337 \n",
       "L 238.146871 187.499471 \n",
       "L 238.447049 187.535941 \n",
       "L 240.686338 189.160948 \n",
       "L 242.287142 190.721704 \n",
       "L 243.077056 191.566275 \n",
       "L 244.632558 192.949782 \n",
       "L 246.856069 196.592778 \n",
       "L 248.444492 200.092862 \n",
       "L 250.042251 203.151792 \n",
       "L 250.596761 203.643448 \n",
       "L 252.168309 205.027713 \n",
       "L 252.890563 205.276777 \n",
       "L 253.714209 205.42294 \n",
       "L 254.104282 205.471677 \n",
       "L 254.91968 205.6755 \n",
       "L 255.24043 205.634761 \n",
       "L 255.723733 205.506054 \n",
       "L 255.95146 205.672647 \n",
       "L 257.14662 207.180883 \n",
       "L 257.725819 207.651805 \n",
       "L 259.258528 209.048 \n",
       "L 259.668605 209.113519 \n",
       "L 260.295535 209.00854 \n",
       "L 260.452 209.066233 \n",
       "L 261.919998 209.856612 \n",
       "L 262.707495 210.122458 \n",
       "L 263.517196 210.373693 \n",
       "L 266.009795 211.838184 \n",
       "L 266.273932 211.869058 \n",
       "L 267.81191 212.76746 \n",
       "L 268.973838 214.791687 \n",
       "L 269.869977 216.675375 \n",
       "L 270.298819 217.110437 \n",
       "L 271.034885 217.600026 \n",
       "L 271.599754 217.717797 \n",
       "L 272.379887 218.318589 \n",
       "L 272.902606 218.440461 \n",
       "L 273.629827 218.437757 \n",
       "L 274.186457 218.655111 \n",
       "L 274.746664 218.64957 \n",
       "L 275.418344 218.928347 \n",
       "L 275.638674 219.050004 \n",
       "L 276.60144 220.088559 \n",
       "L 277.389394 221.026846 \n",
       "L 277.849513 221.721508 \n",
       "L 278.582088 222.681042 \n",
       "L 279.610963 223.963135 \n",
       "L 281.977252 225.941668 \n",
       "L 282.95276 226.31385 \n",
       "L 283.367339 226.167587 \n",
       "L 284.493701 225.34111 \n",
       "L 284.740376 225.235742 \n",
       "L 285.693883 224.665282 \n",
       "L 286.186631 224.465258 \n",
       "L 286.725668 224.467654 \n",
       "L 286.93847 224.554 \n",
       "L 287.102375 224.63252 \n",
       "L 288.092516 225.087108 \n",
       "L 289.039998 225.941251 \n",
       "L 289.64982 226.105625 \n",
       "L 290.553233 226.665666 \n",
       "L 291.91996 227.810914 \n",
       "L 292.849338 228.323162 \n",
       "L 293.626442 229.09312 \n",
       "L 294.476732 229.971605 \n",
       "L 294.986383 230.282532 \n",
       "L 295.537012 230.480881 \n",
       "L 296.659949 230.342016 \n",
       "L 297.607009 230.708255 \n",
       "L 298.516768 231.045173 \n",
       "L 299.146296 231.187552 \n",
       "L 299.974726 231.582334 \n",
       "L 300.945819 231.873697 \n",
       "L 301.891952 231.923933 \n",
       "L 302.568658 232.132588 \n",
       "L 306.399573 234.356998 \n",
       "L 306.925306 234.346834 \n",
       "L 308.030743 233.91171 \n",
       "L 311.349654 233.380912 \n",
       "L 312.641899 233.604728 \n",
       "L 313.634709 233.825775 \n",
       "L 314.204287 234.124406 \n",
       "L 317.269522 236.310184 \n",
       "L 317.871411 236.302306 \n",
       "L 318.994977 235.887487 \n",
       "L 320.82592 235.961458 \n",
       "L 323.064552 236.516919 \n",
       "L 323.901917 236.143188 \n",
       "L 324.370972 235.767027 \n",
       "L 325.595161 234.611886 \n",
       "L 326.300343 233.835515 \n",
       "L 326.967616 233.274345 \n",
       "L 327.736039 232.722287 \n",
       "L 328.520564 232.377593 \n",
       "L 329.559882 231.913262 \n",
       "L 331.413432 231.426252 \n",
       "L 333.195378 231.303531 \n",
       "L 334.411833 231.436894 \n",
       "L 335.340386 231.524182 \n",
       "L 335.790888 231.367408 \n",
       "L 336.744998 230.838586 \n",
       "L 337.303947 230.552954 \n",
       "L 338.830572 229.286325 \n",
       "L 340.787913 227.877098 \n",
       "L 341.530476 227.499592 \n",
       "L 341.97483 227.440004 \n",
       "L 342.23609 227.371007 \n",
       "L 343.845765 226.397275 \n",
       "L 344.889807 225.538304 \n",
       "L 345.793503 225.1518 \n",
       "L 346.172619 225.083244 \n",
       "L 346.665559 224.824574 \n",
       "L 347.903645 224.213706 \n",
       "L 348.910533 224.113125 \n",
       "L 350.654889 223.80614 \n",
       "L 352.117769 223.986884 \n",
       "L 352.762329 224.082458 \n",
       "L 353.572033 223.874802 \n",
       "L 354.040602 223.657816 \n",
       "L 354.50195 223.671754 \n",
       "L 354.725426 223.726124 \n",
       "L 355.057036 223.941014 \n",
       "L 356.181788 223.890235 \n",
       "L 356.819336 223.855367 \n",
       "L 357.244308 223.861682 \n",
       "L 357.617003 223.838358 \n",
       "L 358.018528 223.644835 \n",
       "L 358.541954 223.364487 \n",
       "L 359.250146 223.541167 \n",
       "L 360.660122 223.28606 \n",
       "L 362.176642 221.93125 \n",
       "L 363.240452 221.448315 \n",
       "L 363.984827 221.361998 \n",
       "L 364.837865 220.808312 \n",
       "L 365.766473 220.097619 \n",
       "L 367.28436 218.868486 \n",
       "L 367.932116 218.672392 \n",
       "L 368.182202 218.608796 \n",
       "L 369.131293 218.336244 \n",
       "L 370.142284 218.308159 \n",
       "L 370.980464 218.210872 \n",
       "L 371.96472 218.763473 \n",
       "L 372.810605 219.931302 \n",
       "L 374.007928 220.678633 \n",
       "L 374.680489 220.518982 \n",
       "L 375.519078 220.115893 \n",
       "L 375.964515 219.7954 \n",
       "L 377.328447 218.189755 \n",
       "L 378.507486 216.187441 \n",
       "L 379.733608 213.45537 \n",
       "L 380.658286 212.493663 \n",
       "L 381.168532 211.424361 \n",
       "L 382.160397 208.765272 \n",
       "L 383.234071 206.988545 \n",
       "L 384.176537 205.566536 \n",
       "L 384.558075 205.538735 \n",
       "L 384.757719 205.362633 \n",
       "L 386.444326 203.16034 \n",
       "L 386.781381 202.499067 \n",
       "L 388.583312 198.217453 \n",
       "L 389.520189 196.756807 \n",
       "L 391.470412 195.372595 \n",
       "L 392.09802 195.229955 \n",
       "L 392.584054 194.457332 \n",
       "L 392.947827 194.38032 \n",
       "L 393.892726 194.535665 \n",
       "L 394.005683 194.448067 \n",
       "L 394.472934 194.509776 \n",
       "L 394.952229 194.154745 \n",
       "L 395.552064 193.351951 \n",
       "L 396.491887 191.718551 \n",
       "L 397.114344 190.272031 \n",
       "L 398.124657 189.139195 \n",
       "L 398.373366 189.150621 \n",
       "L 398.919895 189.568639 \n",
       "L 399.438066 189.813181 \n",
       "L 399.787442 189.875062 \n",
       "L 400.709338 190.583426 \n",
       "L 401.082915 190.577232 \n",
       "L 401.178819 190.604154 \n",
       "L 402.723095 190.000926 \n",
       "L 402.884461 190.104727 \n",
       "L 403.546339 190.812166 \n",
       "L 403.796494 190.961377 \n",
       "L 404.306118 191.691706 \n",
       "L 404.657356 192.192176 \n",
       "L 404.951133 192.141235 \n",
       "L 405.846598 191.690671 \n",
       "L 406.040321 191.770837 \n",
       "L 407.181037 191.702701 \n",
       "L 407.627091 191.881977 \n",
       "L 407.960436 191.886223 \n",
       "L 408.291836 191.616676 \n",
       "L 409.064178 190.917275 \n",
       "L 410.290979 189.921369 \n",
       "L 410.640282 189.263781 \n",
       "L 410.840216 188.875316 \n",
       "L 411.491715 187.333965 \n",
       "L 412.297701 186.022331 \n",
       "L 412.560526 185.763454 \n",
       "L 413.012659 185.619106 \n",
       "L 413.230338 185.687886 \n",
       "L 414.065965 185.380812 \n",
       "L 416.850725 183.767026 \n",
       "L 417.635876 182.684507 \n",
       "L 418.049139 182.436556 \n",
       "L 418.7867 182.703469 \n",
       "L 419.205884 182.707205 \n",
       "L 420.062092 182.320038 \n",
       "L 420.271294 182.005316 \n",
       "L 420.874071 181.711986 \n",
       "L 421.074597 181.678948 \n",
       "L 421.704502 182.186379 \n",
       "L 421.934272 182.16391 \n",
       "L 422.244253 182.011206 \n",
       "L 422.661717 181.264107 \n",
       "L 422.730001 181.104966 \n",
       "L 423.519142 180.016425 \n",
       "L 423.770566 179.756414 \n",
       "L 424.620536 179.802177 \n",
       "L 424.909993 179.967363 \n",
       "L 425.220852 180.188497 \n",
       "L 425.449771 180.16441 \n",
       "L 425.852172 179.727067 \n",
       "L 426.066271 179.555729 \n",
       "L 426.529495 178.924069 \n",
       "L 427.238483 177.148832 \n",
       "L 428.128885 174.852947 \n",
       "L 428.681271 173.582481 \n",
       "L 429.194009 171.7011 \n",
       "L 429.621023 170.696721 \n",
       "L 429.871693 170.266548 \n",
       "L 430.573039 168.663881 \n",
       "L 431.845099 167.149694 \n",
       "L 432.268467 166.510688 \n",
       "L 432.505533 166.377182 \n",
       "L 433.104629 165.501016 \n",
       "L 433.6451 163.858429 \n",
       "L 434.43769 161.848115 \n",
       "L 436.587609 158.611405 \n",
       "L 437.158292 157.795792 \n",
       "L 437.561277 157.036319 \n",
       "L 438.62029 155.56466 \n",
       "L 439.263936 155.275605 \n",
       "L 439.620878 155.044626 \n",
       "L 439.786944 154.952982 \n",
       "L 441.689146 152.918564 \n",
       "L 442.044631 153.050176 \n",
       "L 443.336732 154.584562 \n",
       "L 443.927121 154.658703 \n",
       "L 444.233324 154.669849 \n",
       "L 445.071268 154.059252 \n",
       "L 445.205791 154.237366 \n",
       "L 445.976067 155.906574 \n",
       "L 446.617904 158.356077 \n",
       "L 447.115232 160.382025 \n",
       "L 447.725348 161.535907 \n",
       "L 448.222242 162.483445 \n",
       "L 449.374432 162.785181 \n",
       "L 449.81456 162.934714 \n",
       "L 450.017194 162.811869 \n",
       "L 450.368674 162.770656 \n",
       "L 451.109838 163.272406 \n",
       "L 451.811728 163.999536 \n",
       "L 452.657529 165.355529 \n",
       "L 453.101432 165.795241 \n",
       "L 453.663762 167.032822 \n",
       "L 454.359477 169.305234 \n",
       "L 455.741244 173.316763 \n",
       "L 456.129498 174.054671 \n",
       "L 456.746962 175.234529 \n",
       "L 458.334 177.190239 \n",
       "L 459.006595 177.67847 \n",
       "L 459.222294 177.732606 \n",
       "L 460.049716 177.733436 \n",
       "L 460.049716 177.733436 \n",
       "\" style=\"fill:none;stroke:#0000ff;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_35\">\n",
       "    <path clip-path=\"url(#p35f9edf01a)\" d=\"M 54.231534 94.339745 \n",
       "L 55.317605 94.004711 \n",
       "L 56.418179 93.475378 \n",
       "L 56.843253 91.662187 \n",
       "L 56.988511 89.673077 \n",
       "L 57.408524 88.726273 \n",
       "L 58.13836 87.631926 \n",
       "L 58.540292 87.299404 \n",
       "L 59.086696 87.20344 \n",
       "L 59.517136 87.398586 \n",
       "L 59.985574 87.885138 \n",
       "L 60.833021 89.101905 \n",
       "L 61.194074 89.882113 \n",
       "L 61.502107 92.186988 \n",
       "L 61.947371 93.132112 \n",
       "L 62.657023 93.543887 \n",
       "L 64.404507 93.686291 \n",
       "L 66.567745 93.604273 \n",
       "L 67.43757 93.474673 \n",
       "L 67.798659 92.983704 \n",
       "L 68.375437 89.871985 \n",
       "L 70.252369 83.783815 \n",
       "L 70.947445 82.936889 \n",
       "L 71.69505 82.46365 \n",
       "L 72.568484 82.219955 \n",
       "L 73.024172 82.197947 \n",
       "L 74.275215 82.434806 \n",
       "L 75.978025 83.13155 \n",
       "L 78.166779 84.316744 \n",
       "L 78.574071 84.651552 \n",
       "L 78.906458 85.147909 \n",
       "L 79.747766 86.214549 \n",
       "L 80.146837 86.388375 \n",
       "L 80.577755 86.370369 \n",
       "L 81.039255 85.942983 \n",
       "L 81.499537 84.97307 \n",
       "L 81.787922 84.403569 \n",
       "L 82.948311 82.794195 \n",
       "L 83.809735 81.367049 \n",
       "L 84.135837 80.351183 \n",
       "L 84.471046 79.151379 \n",
       "L 86.076978 76.92343 \n",
       "L 86.748397 75.706275 \n",
       "L 87.617829 74.681872 \n",
       "L 88.219758 74.0672 \n",
       "L 88.786762 70.230169 \n",
       "L 90.467363 69.103152 \n",
       "L 91.387965 68.534701 \n",
       "L 91.819607 67.732963 \n",
       "L 92.514088 66.693997 \n",
       "L 93.687973 66.152628 \n",
       "L 95.816646 65.473778 \n",
       "L 97.814101 64.965993 \n",
       "L 100.973428 64.455572 \n",
       "L 103.700708 64.175593 \n",
       "L 105.472254 64.225533 \n",
       "L 110.989538 64.601019 \n",
       "L 113.67573 64.535829 \n",
       "L 121.490583 64.154086 \n",
       "L 135.25051 64.546177 \n",
       "L 138.050186 64.746158 \n",
       "L 140.550729 64.6574 \n",
       "L 144.970724 64.403697 \n",
       "L 147.191797 64.534725 \n",
       "L 151.937038 64.916223 \n",
       "L 156.856849 65.004251 \n",
       "L 160.4017 65.221727 \n",
       "L 162.336058 65.645839 \n",
       "L 163.564382 66.092323 \n",
       "L 164.899147 66.799617 \n",
       "L 166.128065 68.714899 \n",
       "L 169.01581 69.777057 \n",
       "L 170.794959 70.102628 \n",
       "L 172.230685 70.097665 \n",
       "L 174.671363 69.867547 \n",
       "L 175.894423 70.079239 \n",
       "L 176.179933 70.186199 \n",
       "L 176.99862 73.953395 \n",
       "L 179.122077 75.456773 \n",
       "L 180.508452 76.733137 \n",
       "L 182.255936 78.671262 \n",
       "L 182.847561 79.216685 \n",
       "L 183.659037 81.564002 \n",
       "L 185.265637 84.339866 \n",
       "L 185.48182 85.042604 \n",
       "L 185.738625 86.138782 \n",
       "L 186.383724 87.048415 \n",
       "L 188.153266 88.911225 \n",
       "L 188.705219 89.14132 \n",
       "L 189.139137 89.093853 \n",
       "L 189.701366 88.767641 \n",
       "L 190.316854 88.161599 \n",
       "L 192.640565 85.639567 \n",
       "L 193.091305 85.033184 \n",
       "L 193.567979 84.681777 \n",
       "L 194.106836 84.643392 \n",
       "L 194.516268 84.830885 \n",
       "L 194.803418 85.202997 \n",
       "L 195.419163 86.447724 \n",
       "L 196.076973 87.305259 \n",
       "L 196.586845 88.382375 \n",
       "L 196.931788 89.48873 \n",
       "L 197.481142 92.409198 \n",
       "L 198.23526 93.521403 \n",
       "L 200.185823 93.974568 \n",
       "L 201.915327 94.38079 \n",
       "L 202.85 94.824067 \n",
       "L 203.268315 95.210896 \n",
       "L 203.374409 95.448568 \n",
       "L 203.628908 97.330761 \n",
       "L 203.990449 98.693271 \n",
       "L 204.625455 104.442879 \n",
       "L 205.121713 105.763804 \n",
       "L 205.552852 108.85453 \n",
       "L 205.904035 111.169634 \n",
       "L 206.49467 112.808275 \n",
       "L 207.102771 113.327841 \n",
       "L 208.285086 113.894034 \n",
       "L 209.275155 114.077853 \n",
       "L 210.322969 113.982497 \n",
       "L 211.731277 113.654194 \n",
       "L 213.393053 113.060969 \n",
       "L 214.568158 110.988658 \n",
       "L 215.579802 105.89043 \n",
       "L 215.914523 105.56372 \n",
       "L 216.702514 105.139759 \n",
       "L 217.58116 104.946984 \n",
       "L 218.153276 105.001328 \n",
       "L 218.804792 105.301531 \n",
       "L 219.237813 105.71564 \n",
       "L 219.692258 107.985555 \n",
       "L 220.41012 111.841265 \n",
       "L 220.645705 112.760868 \n",
       "L 221.073368 113.233194 \n",
       "L 222.299532 114.361828 \n",
       "L 222.533237 114.590956 \n",
       "L 223.117641 120.536034 \n",
       "L 223.773327 122.545194 \n",
       "L 224.510203 123.897311 \n",
       "L 225.102999 124.255509 \n",
       "L 226.087498 124.465643 \n",
       "L 227.265245 124.618886 \n",
       "L 227.799683 125.044182 \n",
       "L 228.075937 125.286543 \n",
       "L 229.202241 125.735964 \n",
       "L 230.339884 126.403062 \n",
       "L 231.297109 127.194505 \n",
       "L 232.167731 129.009786 \n",
       "L 232.444995 130.897263 \n",
       "L 233.975994 132.390309 \n",
       "L 235.598122 132.787751 \n",
       "L 238.354167 133.159846 \n",
       "L 240.243035 133.160515 \n",
       "L 242.287142 132.938409 \n",
       "L 243.853993 132.536718 \n",
       "L 244.525885 132.158586 \n",
       "L 244.934119 131.766485 \n",
       "L 245.503359 131.513127 \n",
       "L 245.82806 131.593013 \n",
       "L 246.306686 132.148081 \n",
       "L 246.891438 132.741716 \n",
       "L 247.364775 133.242739 \n",
       "L 247.783676 133.91577 \n",
       "L 248.075218 135.966417 \n",
       "L 248.716683 136.498384 \n",
       "L 249.873529 137.546047 \n",
       "L 250.042251 137.715075 \n",
       "L 250.243395 143.430203 \n",
       "L 250.875231 152.405641 \n",
       "L 251.348595 153.900352 \n",
       "L 252.890563 154.304083 \n",
       "L 254.91968 154.526484 \n",
       "L 261.147382 154.861358 \n",
       "L 264.429486 154.868354 \n",
       "L 267.954981 154.947677 \n",
       "L 269.462124 155.21187 \n",
       "L 270.010845 155.380522 \n",
       "L 270.298819 155.574609 \n",
       "L 270.546436 157.233553 \n",
       "L 270.881473 157.47325 \n",
       "L 274.746664 158.95502 \n",
       "L 275.097463 161.013024 \n",
       "L 276.60144 164.089177 \n",
       "L 276.823452 165.070741 \n",
       "L 277.314763 168.24058 \n",
       "L 278.896655 169.841138 \n",
       "L 280.059595 170.563916 \n",
       "L 281.121051 171.086598 \n",
       "L 281.977252 171.318728 \n",
       "L 282.95276 171.258517 \n",
       "L 284.072684 170.838003 \n",
       "L 285.57292 170.249445 \n",
       "L 286.399038 170.123885 \n",
       "L 287.701546 170.223206 \n",
       "L 289.138545 170.606056 \n",
       "L 290.437317 171.159882 \n",
       "L 290.974713 171.524783 \n",
       "L 291.232161 172.790325 \n",
       "L 291.47913 176.905784 \n",
       "L 292.472837 178.182563 \n",
       "L 292.849338 180.273395 \n",
       "L 293.626442 180.63509 \n",
       "L 298.516768 182.092072 \n",
       "L 299.146296 183.894145 \n",
       "L 299.974726 184.238192 \n",
       "L 306.925306 186.253534 \n",
       "L 308.64682 186.441012 \n",
       "L 310.107404 186.364411 \n",
       "L 314.917479 185.755933 \n",
       "L 319.332068 185.84417 \n",
       "L 321.127863 185.578337 \n",
       "L 322.374295 185.217455 \n",
       "L 323.901917 184.546407 \n",
       "L 324.370972 184.266377 \n",
       "L 325.030985 182.139801 \n",
       "L 327.366079 181.56178 \n",
       "L 328.810861 181.358153 \n",
       "L 330.491773 181.342387 \n",
       "L 331.853504 181.57498 \n",
       "L 333.195378 182.036781 \n",
       "L 333.44583 182.252093 \n",
       "L 333.69557 184.105603 \n",
       "L 334.585306 185.027325 \n",
       "L 335.476489 185.671577 \n",
       "L 336.482178 185.904357 \n",
       "L 337.698257 185.962943 \n",
       "L 338.975787 185.771446 \n",
       "L 339.350722 185.640299 \n",
       "L 340.411995 184.878379 \n",
       "L 341.252402 183.985765 \n",
       "L 341.394133 183.222209 \n",
       "L 341.530476 182.100208 \n",
       "L 343.845765 180.675748 \n",
       "L 344.646484 177.204638 \n",
       "L 344.889807 171.442605 \n",
       "L 345.547737 170.356993 \n",
       "L 347.591325 167.74006 \n",
       "L 347.83144 165.68481 \n",
       "L 348.285901 164.387283 \n",
       "L 349.086407 163.513345 \n",
       "L 350.828085 162.061272 \n",
       "L 351.388333 161.709282 \n",
       "L 352.117769 161.38343 \n",
       "L 353.183427 161.283739 \n",
       "L 354.040602 161.544206 \n",
       "L 355.057036 162.162611 \n",
       "L 355.673548 162.684575 \n",
       "L 357.555997 164.704332 \n",
       "L 358.381123 166.337736 \n",
       "L 358.541954 167.119405 \n",
       "L 358.894146 167.943079 \n",
       "L 359.250146 168.063228 \n",
       "L 360.812847 168.160874 \n",
       "L 361.603521 168.039804 \n",
       "L 361.892255 167.814549 \n",
       "L 362.521867 165.291246 \n",
       "L 362.788479 164.434909 \n",
       "L 363.544442 162.814145 \n",
       "L 363.984827 161.207157 \n",
       "L 364.319628 158.7681 \n",
       "L 365.128847 157.659327 \n",
       "L 365.489814 155.365721 \n",
       "L 366.111853 154.4329 \n",
       "L 366.901195 143.057863 \n",
       "L 366.957496 137.698363 \n",
       "L 367.28436 136.788285 \n",
       "L 367.695189 133.685415 \n",
       "L 368.024899 128.661108 \n",
       "L 368.454903 128.005167 \n",
       "L 369.24377 127.218727 \n",
       "L 369.553244 125.29721 \n",
       "L 370.142284 124.873944 \n",
       "L 370.980464 124.49704 \n",
       "L 371.96472 124.255217 \n",
       "L 375.964515 123.621281 \n",
       "L 376.17278 123.35054 \n",
       "L 376.834902 110.09813 \n",
       "L 377.0491 108.776593 \n",
       "L 377.328447 107.85518 \n",
       "L 377.614192 102.419323 \n",
       "L 378.163124 102.074558 \n",
       "L 379.529326 101.749848 \n",
       "L 383.234071 101.18686 \n",
       "L 384.757719 100.701391 \n",
       "L 385.290167 100.078699 \n",
       "L 385.405507 99.144067 \n",
       "L 385.676609 95.066104 \n",
       "L 386.444326 91.59008 \n",
       "L 386.781381 91.444269 \n",
       "L 388.953273 91.024619 \n",
       "L 392.584054 90.595316 \n",
       "L 398.373366 89.884341 \n",
       "L 399.675386 82.239128 \n",
       "L 400.456255 74.467393 \n",
       "L 400.709338 73.822625 \n",
       "L 401.872674 73.319051 \n",
       "L 403.253103 73.013552 \n",
       "L 404.657356 72.962356 \n",
       "L 406.040321 73.153097 \n",
       "L 408.291836 73.593327 \n",
       "L 409.518809 73.531998 \n",
       "L 410.562748 73.235159 \n",
       "L 411.725733 72.64078 \n",
       "L 412.890893 71.796914 \n",
       "L 413.744 71.209194 \n",
       "L 414.754652 70.792767 \n",
       "L 415.788593 70.614287 \n",
       "L 416.979365 70.651501 \n",
       "L 421.704502 71.091568 \n",
       "L 423.770566 70.902427 \n",
       "L 425.220852 70.556628 \n",
       "L 425.852172 70.192504 \n",
       "L 426.066271 68.722607 \n",
       "L 426.76387 67.853611 \n",
       "L 427.747344 66.79602 \n",
       "L 428.681271 64.662367 \n",
       "L 429.039951 63.142665 \n",
       "L 429.871693 62.467614 \n",
       "L 431.270993 61.746971 \n",
       "L 432.76391 61.362229 \n",
       "L 438.425356 59.966795 \n",
       "L 440.030511 59.895102 \n",
       "L 445.627287 60.061043 \n",
       "L 449.374432 60.24047 \n",
       "L 452.079379 60.09127 \n",
       "L 453.663762 60.071116 \n",
       "L 454.890093 60.291368 \n",
       "L 456.48167 60.822389 \n",
       "L 457.291212 61.306395 \n",
       "L 457.567323 61.860032 \n",
       "L 458.24569 70.89345 \n",
       "L 458.62132 72.136818 \n",
       "L 459.006595 80.123631 \n",
       "L 459.222294 89.915726 \n",
       "L 460.049716 90.567526 \n",
       "L 460.049716 90.567526 \n",
       "\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:6.475,2.8;stroke-dashoffset:0;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_36\">\n",
       "    <path clip-path=\"url(#p35f9edf01a)\" d=\"M 54.231534 210.925897 \n",
       "L 54.448297 206.867441 \n",
       "L 54.647051 204.011935 \n",
       "L 54.874087 202.950637 \n",
       "L 55.267503 201.669567 \n",
       "L 55.317605 198.993158 \n",
       "L 55.623447 195.188757 \n",
       "L 55.705708 194.684367 \n",
       "L 55.76075 192.924965 \n",
       "L 56.033192 192.607957 \n",
       "L 56.418179 192.315388 \n",
       "L 57.152465 191.42721 \n",
       "L 57.408524 190.972584 \n",
       "L 58.13836 189.416516 \n",
       "L 58.328716 183.340228 \n",
       "L 58.540292 180.403738 \n",
       "L 59.048843 180.047711 \n",
       "L 59.723524 179.843189 \n",
       "L 60.833021 179.752856 \n",
       "L 61.947371 179.853664 \n",
       "L 65.255254 180.259367 \n",
       "L 66.567745 180.19927 \n",
       "L 67.798659 180.02251 \n",
       "L 69.683332 179.495917 \n",
       "L 72.00145 178.572833 \n",
       "L 72.063677 178.294467 \n",
       "L 72.21867 176.943329 \n",
       "L 73.024172 176.611152 \n",
       "L 75.094609 176.357552 \n",
       "L 77.024918 176.360744 \n",
       "L 78.906458 176.586347 \n",
       "L 81.499537 176.879985 \n",
       "L 82.948311 176.412252 \n",
       "L 83.809735 175.947943 \n",
       "L 84.618595 175.30748 \n",
       "L 85.003197 174.77093 \n",
       "L 85.039311 174.663735 \n",
       "L 85.598985 167.634838 \n",
       "L 85.781585 166.943313 \n",
       "L 86.076978 165.173429 \n",
       "L 86.34024 160.677483 \n",
       "L 87.617829 159.050898 \n",
       "L 87.764674 157.347972 \n",
       "L 91.387965 155.654314 \n",
       "L 91.602543 155.485327 \n",
       "L 91.718247 153.72071 \n",
       "L 91.819607 153.562797 \n",
       "L 93.667683 151.52971 \n",
       "L 93.927663 150.826135 \n",
       "L 94.968355 149.208843 \n",
       "L 95.634757 148.414188 \n",
       "L 95.816646 146.695265 \n",
       "L 96.308412 145.246948 \n",
       "L 96.552595 143.202544 \n",
       "L 97.244321 142.841595 \n",
       "L 100.358804 141.989707 \n",
       "L 104.451333 140.832118 \n",
       "L 106.384704 140.136512 \n",
       "L 107.279711 140.065999 \n",
       "L 108.320246 140.251307 \n",
       "L 110.737391 140.790574 \n",
       "L 111.701715 140.836414 \n",
       "L 113.338447 140.679966 \n",
       "L 114.737358 140.340473 \n",
       "L 115.890951 139.812711 \n",
       "L 117.005199 139.27392 \n",
       "L 119.847334 138.199301 \n",
       "L 120.851046 137.901364 \n",
       "L 121.412294 136.059981 \n",
       "L 121.490583 136.001233 \n",
       "L 123.579861 135.098486 \n",
       "L 125.215049 134.564744 \n",
       "L 126.57354 134.362251 \n",
       "L 127.886686 134.385386 \n",
       "L 129.221438 134.627508 \n",
       "L 130.254811 134.975072 \n",
       "L 132.179884 135.943707 \n",
       "L 132.379657 136.142262 \n",
       "L 132.459295 137.799 \n",
       "L 138.689778 140.053879 \n",
       "L 140.123691 140.231983 \n",
       "L 143.213136 140.351179 \n",
       "L 144.970724 140.406381 \n",
       "L 148.029595 140.321045 \n",
       "L 149.847018 140.652078 \n",
       "L 155.764215 141.934774 \n",
       "L 157.445575 141.858307 \n",
       "L 159.035407 141.801145 \n",
       "L 160.4017 141.973935 \n",
       "L 161.773511 142.380616 \n",
       "L 162.440885 142.684369 \n",
       "L 163.564382 146.821298 \n",
       "L 164.116393 149.214926 \n",
       "L 164.678081 150.376019 \n",
       "L 164.899147 151.619694 \n",
       "L 165.435284 152.901976 \n",
       "L 165.882988 155.519022 \n",
       "L 166.563932 156.175715 \n",
       "L 167.325221 156.615318 \n",
       "L 168.614559 156.988174 \n",
       "L 170.067719 157.114104 \n",
       "L 171.480943 157.009834 \n",
       "L 172.985288 156.688104 \n",
       "L 176.179933 155.862512 \n",
       "L 177.616954 155.973114 \n",
       "L 179.321214 156.409491 \n",
       "L 181.969975 157.322472 \n",
       "L 182.282002 159.37389 \n",
       "L 182.847561 160.511347 \n",
       "L 183.19286 166.596283 \n",
       "L 183.339108 167.474087 \n",
       "L 183.433917 172.11125 \n",
       "L 183.79454 174.340338 \n",
       "L 184.069943 174.999431 \n",
       "L 184.776228 175.376785 \n",
       "L 186.383724 175.929679 \n",
       "L 188.153266 176.300581 \n",
       "L 189.841491 176.430394 \n",
       "L 192.03971 176.348825 \n",
       "L 194.092762 176.369499 \n",
       "L 195.419163 176.60105 \n",
       "L 195.741737 176.704197 \n",
       "L 196.136561 177.032367 \n",
       "L 196.190431 178.443592 \n",
       "L 196.828982 178.939025 \n",
       "L 199.048099 180.180918 \n",
       "L 199.225733 180.412592 \n",
       "L 199.498031 183.916324 \n",
       "L 199.773822 189.589375 \n",
       "L 201.046691 191.586203 \n",
       "L 201.915327 192.532966 \n",
       "L 202.140325 192.712701 \n",
       "L 202.241124 194.36904 \n",
       "L 202.513955 196.234854 \n",
       "L 202.85 202.862718 \n",
       "L 202.949487 203.250057 \n",
       "L 203.268315 211.702636 \n",
       "L 203.374409 212.52694 \n",
       "L 203.437877 214.035224 \n",
       "L 203.832748 214.985197 \n",
       "L 203.990449 215.273975 \n",
       "L 204.79479 217.535266 \n",
       "L 205.262023 225.805678 \n",
       "L 205.552852 226.664193 \n",
       "L 206.111425 227.361407 \n",
       "L 206.49467 227.534966 \n",
       "L 207.102771 227.298797 \n",
       "L 207.667072 226.531501 \n",
       "L 208.285086 225.191518 \n",
       "L 208.752001 218.344025 \n",
       "L 209.127999 217.132042 \n",
       "L 210.242407 215.623651 \n",
       "L 212.040948 214.108055 \n",
       "L 212.584013 211.528499 \n",
       "L 212.815788 210.874445 \n",
       "L 213.200936 203.440002 \n",
       "L 213.393053 203.271674 \n",
       "L 215.914523 201.678109 \n",
       "L 216.141241 198.313202 \n",
       "L 216.596279 196.257888 \n",
       "L 216.999418 196.17778 \n",
       "L 217.307712 196.252267 \n",
       "L 217.58116 197.038729 \n",
       "L 217.680964 197.656511 \n",
       "L 217.928636 201.657985 \n",
       "L 219.237813 203.031683 \n",
       "L 219.564944 204.712604 \n",
       "L 219.692258 210.665155 \n",
       "L 220.165345 214.280446 \n",
       "L 220.915369 216.093384 \n",
       "L 221.073368 216.745237 \n",
       "L 221.36898 220.731524 \n",
       "L 221.570759 226.242952 \n",
       "L 222.152193 230.581769 \n",
       "L 222.533237 231.6638 \n",
       "L 223.724511 241.317074 \n",
       "L 223.773327 241.513186 \n",
       "L 224.510203 242.489348 \n",
       "L 224.753645 242.429861 \n",
       "L 225.102999 242.058443 \n",
       "L 226.209386 238.214086 \n",
       "L 226.314086 237.16511 \n",
       "L 227.045143 234.734798 \n",
       "L 227.603228 233.389811 \n",
       "L 227.935604 231.925041 \n",
       "L 228.502109 231.878251 \n",
       "L 228.610105 231.902236 \n",
       "L 228.850573 232.340928 \n",
       "L 229.202241 233.915929 \n",
       "L 229.686474 235.363453 \n",
       "L 230.426945 240.043885 \n",
       "L 230.575447 240.621804 \n",
       "L 230.833014 242.555981 \n",
       "L 231.915114 244.091086 \n",
       "L 232.444995 246.307833 \n",
       "L 233.138832 247.978804 \n",
       "L 233.553842 250.373137 \n",
       "L 233.975994 251.573445 \n",
       "L 234.692727 252.648291 \n",
       "L 235.363991 253.250661 \n",
       "L 236.126436 253.631504 \n",
       "L 237.379788 253.924905 \n",
       "L 238.740316 254.211906 \n",
       "L 239.458401 254.537218 \n",
       "L 239.932846 254.891738 \n",
       "L 240.686338 255.935735 \n",
       "L 240.970068 256.466524 \n",
       "L 241.580019 258.496977 \n",
       "L 242.287142 259.186067 \n",
       "L 243.077056 259.939342 \n",
       "L 244.030785 262.631517 \n",
       "L 244.934119 264.225514 \n",
       "L 245.82806 265.507923 \n",
       "L 246.503123 267.556843 \n",
       "L 247.629715 269.176875 \n",
       "L 248.168579 270.903997 \n",
       "L 249.245982 271.478586 \n",
       "L 250.510079 271.836924 \n",
       "L 251.671182 271.927883 \n",
       "L 253.406623 271.750134 \n",
       "L 255.95146 271.426995 \n",
       "L 257.725819 271.524109 \n",
       "L 260.452 272.081091 \n",
       "L 263.138902 272.701141 \n",
       "L 264.429486 272.70403 \n",
       "L 266.60807 272.678035 \n",
       "L 267.342739 272.827341 \n",
       "L 267.954981 273.640208 \n",
       "L 268.592451 274.67712 \n",
       "L 270.298819 276.644465 \n",
       "L 273.501428 279.368981 \n",
       "L 274.746664 280.165593 \n",
       "L 276.156763 281.063677 \n",
       "L 277.673707 281.72405 \n",
       "L 283.367339 283.499791 \n",
       "L 285.837611 284.073708 \n",
       "L 287.524871 284.208704 \n",
       "L 290.138853 284.404761 \n",
       "L 291.47913 284.69696 \n",
       "L 293.215347 285.083478 \n",
       "L 295.321076 285.212568 \n",
       "L 299.753586 285.120554 \n",
       "L 301.598991 284.955354 \n",
       "L 303.979386 284.161287 \n",
       "L 306.399573 283.440287 \n",
       "L 308.58148 283.040569 \n",
       "L 310.107404 283.031511 \n",
       "L 314.824706 283.154934 \n",
       "L 321.814091 282.979185 \n",
       "L 324.323523 282.866878 \n",
       "L 325.88734 283.050796 \n",
       "L 329.559882 283.461222 \n",
       "L 332.121579 283.516087 \n",
       "L 334.262149 283.317622 \n",
       "L 338.510647 282.674243 \n",
       "L 340.787913 282.289724 \n",
       "L 341.97483 282.349448 \n",
       "L 343.332949 282.661636 \n",
       "L 344.889807 283.002838 \n",
       "L 346.049153 282.966447 \n",
       "L 346.860523 282.80154 \n",
       "L 348.163798 282.254749 \n",
       "L 351.071212 280.841957 \n",
       "L 352.117769 280.747941 \n",
       "L 353.572033 280.982116 \n",
       "L 354.976477 281.515934 \n",
       "L 356.514816 282.112535 \n",
       "L 358.20286 282.487274 \n",
       "L 359.250146 282.533594 \n",
       "L 360.961422 282.256588 \n",
       "L 363.212126 281.53363 \n",
       "L 365.128847 280.735577 \n",
       "L 366.957496 279.831279 \n",
       "L 367.695189 279.205394 \n",
       "L 369.131293 277.640052 \n",
       "L 369.971443 277.287981 \n",
       "L 370.634619 277.21569 \n",
       "L 370.980464 277.256706 \n",
       "L 371.671836 277.513888 \n",
       "L 371.96472 277.687975 \n",
       "L 372.507262 278.253742 \n",
       "L 373.445979 279.560727 \n",
       "L 374.2303 279.855796 \n",
       "L 375.519078 279.960184 \n",
       "L 377.0491 279.871555 \n",
       "L 378.0275 279.618593 \n",
       "L 378.163124 279.569029 \n",
       "L 378.629385 279.013061 \n",
       "L 379.529326 277.74699 \n",
       "L 381.904806 276.208925 \n",
       "L 383.234071 275.812141 \n",
       "L 384.757719 275.574782 \n",
       "L 388.152956 275.404036 \n",
       "L 394.952229 275.196076 \n",
       "L 400.456255 274.709363 \n",
       "L 404.043218 274.753701 \n",
       "L 407.497605 275.055185 \n",
       "L 409.233865 275.065174 \n",
       "L 410.840216 274.8681 \n",
       "L 412.560526 274.405888 \n",
       "L 414.918738 273.298659 \n",
       "L 415.788593 273.203585 \n",
       "L 416.850725 273.343194 \n",
       "L 418.049139 273.756476 \n",
       "L 420.018374 274.487591 \n",
       "L 421.29819 274.62928 \n",
       "L 422.730001 274.599718 \n",
       "L 424.012019 274.423354 \n",
       "L 424.909993 274.009913 \n",
       "L 426.066271 273.139842 \n",
       "L 426.76387 272.466655 \n",
       "L 428.681271 269.862555 \n",
       "L 429.871693 268.731697 \n",
       "L 433.104629 265.958637 \n",
       "L 433.6451 265.36727 \n",
       "L 436.178651 263.471297 \n",
       "L 437.158292 262.249384 \n",
       "L 437.406664 262.15219 \n",
       "L 441.804159 261.822527 \n",
       "L 452.453587 261.551491 \n",
       "L 454.286173 261.858691 \n",
       "L 454.654804 262.090057 \n",
       "L 455.062373 263.13265 \n",
       "L 455.237922 263.698082 \n",
       "L 456.051349 265.46588 \n",
       "L 456.329856 267.069039 \n",
       "L 457.291212 273.167411 \n",
       "L 458.24569 277.494976 \n",
       "L 458.62132 278.383348 \n",
       "L 459.222294 279.224933 \n",
       "L 460.049716 279.773463 \n",
       "L 460.049716 279.773463 \n",
       "\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:6.475,2.8;stroke-dashoffset:0;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_37\">\n",
       "    <path clip-path=\"url(#p35f9edf01a)\" d=\"M 54.231534 67.593478 \n",
       "L 54.762949 67.555264 \n",
       "L 55.90505 67.030658 \n",
       "L 56.130195 66.783815 \n",
       "L 57.70671 64.786311 \n",
       "L 58.13836 64.355499 \n",
       "L 58.764002 63.977842 \n",
       "L 61.194074 63.590312 \n",
       "L 61.807853 63.668478 \n",
       "L 61.947371 63.628395 \n",
       "L 62.927422 63.161902 \n",
       "L 63.612948 62.917665 \n",
       "L 64.251944 62.603258 \n",
       "L 66.022192 62.141018 \n",
       "L 67.234187 61.371628 \n",
       "L 69.130402 59.576108 \n",
       "L 70.252369 59.08079 \n",
       "L 71.195532 58.287997 \n",
       "L 72.949025 56.757114 \n",
       "L 73.024172 56.719534 \n",
       "L 73.949391 56.505462 \n",
       "L 75.717402 55.893449 \n",
       "L 76.603095 55.962073 \n",
       "L 77.024918 55.909905 \n",
       "L 77.838783 55.666455 \n",
       "L 78.277666 55.654274 \n",
       "L 78.906458 55.705915 \n",
       "L 79.43578 55.722289 \n",
       "L 80.577755 54.813047 \n",
       "L 81.787922 53.290425 \n",
       "L 86.801939 45.933008 \n",
       "L 89.504549 43.673444 \n",
       "L 90.065781 42.848613 \n",
       "L 91.602543 40.094193 \n",
       "L 93.927663 36.437062 \n",
       "L 96.308412 33.106354 \n",
       "L 97.814101 31.967772 \n",
       "L 98.114768 31.783147 \n",
       "L 98.960865 31.170434 \n",
       "L 99.948161 30.537624 \n",
       "L 101.056284 30.258342 \n",
       "L 101.470688 30.169856 \n",
       "L 102.21987 29.94451 \n",
       "L 102.793519 29.971919 \n",
       "L 103.297384 30.15572 \n",
       "L 104.647777 29.751557 \n",
       "L 105.886169 29.965303 \n",
       "L 107.082195 29.580819 \n",
       "L 109.543121 27.761913 \n",
       "L 110.401361 27.055773 \n",
       "L 111.701715 26.584369 \n",
       "L 112.916467 26.178978 \n",
       "L 114.433711 24.845722 \n",
       "L 115.936365 23.713807 \n",
       "L 116.639873 23.626586 \n",
       "L 117.005199 23.690456 \n",
       "L 117.492218 23.618068 \n",
       "L 118.539216 23.403219 \n",
       "L 119.504621 23.302862 \n",
       "L 121.490583 22.770007 \n",
       "L 122.94785 23.04929 \n",
       "L 123.728293 23.182597 \n",
       "L 125.358609 22.890361 \n",
       "L 126.36985 22.384845 \n",
       "L 127.197646 22.029715 \n",
       "L 127.581786 22.115866 \n",
       "L 129.904378 22.21239 \n",
       "L 132.459295 23.32686 \n",
       "L 133.388137 23.537091 \n",
       "L 134.45894 24.088616 \n",
       "L 135.545589 25.23216 \n",
       "L 137.059078 26.06905 \n",
       "L 138.050186 26.189157 \n",
       "L 139.413206 26.198006 \n",
       "L 140.123691 26.19306 \n",
       "L 140.751729 26.170284 \n",
       "L 142.093764 26.812533 \n",
       "L 143.098679 27.336237 \n",
       "L 144.178433 27.665791 \n",
       "L 145.878114 28.417568 \n",
       "L 148.029595 28.101795 \n",
       "L 148.4731 28.360303 \n",
       "L 149.441292 28.951308 \n",
       "L 151.133177 30.019754 \n",
       "L 153.269824 30.9279 \n",
       "L 154.195259 31.376659 \n",
       "L 154.693795 31.479135 \n",
       "L 155.338259 31.372429 \n",
       "L 155.926034 31.34085 \n",
       "L 157.857999 31.61151 \n",
       "L 158.889245 31.78102 \n",
       "L 160.080842 32.086479 \n",
       "L 162.440885 34.338362 \n",
       "L 164.116393 35.795099 \n",
       "L 165.882988 36.98923 \n",
       "L 166.983875 38.233763 \n",
       "L 167.986528 39.28292 \n",
       "L 169.01581 40.00622 \n",
       "L 169.9691 40.226799 \n",
       "L 171.480943 41.349646 \n",
       "L 171.942575 41.522764 \n",
       "L 172.864642 41.630977 \n",
       "L 173.587124 41.84752 \n",
       "L 173.858933 41.81029 \n",
       "L 174.671363 41.958051 \n",
       "L 175.894423 42.192256 \n",
       "L 176.99862 42.321975 \n",
       "L 177.279202 42.484779 \n",
       "L 178.654761 44.024425 \n",
       "L 180.508452 45.527297 \n",
       "L 182.19607 47.018069 \n",
       "L 182.282002 47.08924 \n",
       "L 184.069943 49.051354 \n",
       "L 186.007637 51.437881 \n",
       "L 188.804754 53.867117 \n",
       "L 189.841491 53.94229 \n",
       "L 190.316854 54.16902 \n",
       "L 192.03971 55.048627 \n",
       "L 192.738358 55.226864 \n",
       "L 193.567979 56.128273 \n",
       "L 194.372401 57.284022 \n",
       "L 196.931788 61.795645 \n",
       "L 197.481142 62.988332 \n",
       "L 201.046691 69.183423 \n",
       "L 202.241124 71.406325 \n",
       "L 203.268315 73.538578 \n",
       "L 205.904035 78.741042 \n",
       "L 206.49467 79.343651 \n",
       "L 207.906923 81.012579 \n",
       "L 210.354643 82.583236 \n",
       "L 211.185127 82.847199 \n",
       "L 211.614558 82.981041 \n",
       "L 212.417168 83.075659 \n",
       "L 216.596279 85.16539 \n",
       "L 217.781701 86.195932 \n",
       "L 219.11793 87.336599 \n",
       "L 219.692258 88.144543 \n",
       "L 222.533237 93.026866 \n",
       "L 224.753645 97.453471 \n",
       "L 225.552755 98.105771 \n",
       "L 226.087498 98.402413 \n",
       "L 227.265245 98.734206 \n",
       "L 228.075937 99.224355 \n",
       "L 230.575447 102.241827 \n",
       "L 231.297109 103.673295 \n",
       "L 231.915114 104.638158 \n",
       "L 232.444995 105.201775 \n",
       "L 234.221208 107.957668 \n",
       "L 234.917841 109.387013 \n",
       "L 235.363991 110.238 \n",
       "L 236.126436 111.862521 \n",
       "L 237.123424 113.726103 \n",
       "L 237.485462 114.100524 \n",
       "L 238.146871 114.347195 \n",
       "L 238.447049 114.373354 \n",
       "L 240.658162 115.911621 \n",
       "L 241.309674 116.469348 \n",
       "L 241.711614 116.789143 \n",
       "L 243.077056 118.315759 \n",
       "L 244.632558 119.719388 \n",
       "L 246.680345 123.00885 \n",
       "L 248.858701 127.816565 \n",
       "L 249.779577 129.710874 \n",
       "L 250.875231 130.617894 \n",
       "L 252.776617 132.083123 \n",
       "L 252.890563 132.065874 \n",
       "L 253.714209 132.209854 \n",
       "L 254.104282 132.261431 \n",
       "L 254.91968 132.46666 \n",
       "L 255.24043 132.424882 \n",
       "L 255.723733 132.290802 \n",
       "L 255.95146 132.449491 \n",
       "L 257.14662 133.926234 \n",
       "L 257.725819 134.395012 \n",
       "L 259.258528 135.78414 \n",
       "L 259.668605 135.836082 \n",
       "L 260.295535 135.716815 \n",
       "L 260.452 135.770915 \n",
       "L 261.919998 136.542634 \n",
       "L 262.707495 136.810725 \n",
       "L 263.517196 137.067001 \n",
       "L 266.08092 138.613838 \n",
       "L 266.273932 138.660621 \n",
       "L 267.81191 139.564978 \n",
       "L 268.973838 141.590748 \n",
       "L 269.869977 143.469903 \n",
       "L 270.298819 143.901805 \n",
       "L 271.034885 144.393468 \n",
       "L 271.599754 144.50856 \n",
       "L 272.379887 145.095101 \n",
       "L 272.902606 145.203543 \n",
       "L 273.629827 145.188692 \n",
       "L 274.186457 145.394312 \n",
       "L 274.746664 145.382277 \n",
       "L 275.418344 145.661166 \n",
       "L 275.638674 145.784645 \n",
       "L 276.60144 146.832667 \n",
       "L 277.389394 147.780097 \n",
       "L 277.849513 148.472038 \n",
       "L 278.582088 149.414861 \n",
       "L 279.610963 150.702529 \n",
       "L 281.977252 152.712283 \n",
       "L 282.95276 153.106982 \n",
       "L 283.367339 152.969741 \n",
       "L 284.493701 152.168724 \n",
       "L 284.740376 152.069602 \n",
       "L 285.837611 151.41197 \n",
       "L 286.399038 151.255249 \n",
       "L 286.93847 151.380015 \n",
       "L 287.102375 151.456865 \n",
       "L 288.092516 151.910698 \n",
       "L 289.039998 152.760212 \n",
       "L 289.64982 152.918514 \n",
       "L 290.553233 153.457087 \n",
       "L 291.91996 154.563511 \n",
       "L 292.849338 155.08106 \n",
       "L 293.626442 155.870316 \n",
       "L 294.223991 156.594606 \n",
       "L 295.321076 157.255379 \n",
       "L 295.829132 157.249072 \n",
       "L 296.659949 157.148505 \n",
       "L 297.607009 157.515753 \n",
       "L 298.516768 157.830208 \n",
       "L 299.146296 157.961606 \n",
       "L 299.974726 158.331681 \n",
       "L 300.945819 158.595491 \n",
       "L 301.891952 158.64537 \n",
       "L 302.568658 158.866241 \n",
       "L 306.399573 161.100149 \n",
       "L 306.925306 161.097349 \n",
       "L 308.161199 160.642732 \n",
       "L 311.167673 160.100616 \n",
       "L 313.634709 160.608421 \n",
       "L 314.204287 160.921097 \n",
       "L 317.226341 163.10566 \n",
       "L 317.871411 163.085474 \n",
       "L 318.994977 162.654025 \n",
       "L 320.521858 162.637834 \n",
       "L 323.102423 163.315012 \n",
       "L 323.901917 162.949204 \n",
       "L 324.370972 162.561326 \n",
       "L 325.762929 161.163863 \n",
       "L 326.967616 160.038668 \n",
       "L 327.736039 159.49415 \n",
       "L 328.520564 159.139155 \n",
       "L 329.559882 158.666091 \n",
       "L 331.413432 158.171224 \n",
       "L 333.195378 158.06227 \n",
       "L 334.411833 158.224918 \n",
       "L 335.340386 158.332743 \n",
       "L 335.790888 158.182412 \n",
       "L 336.744998 157.650052 \n",
       "L 337.303947 157.356964 \n",
       "L 338.783314 156.126923 \n",
       "L 340.667359 154.726287 \n",
       "L 341.97483 154.220554 \n",
       "L 342.23609 154.141676 \n",
       "L 343.845765 153.148369 \n",
       "L 344.889807 152.296314 \n",
       "L 345.793503 151.911161 \n",
       "L 346.172619 151.840364 \n",
       "L 346.665559 151.582333 \n",
       "L 347.903645 150.957356 \n",
       "L 348.910533 150.843457 \n",
       "L 350.654889 150.528077 \n",
       "L 352.762329 150.794047 \n",
       "L 353.572033 150.615484 \n",
       "L 354.040602 150.416095 \n",
       "L 354.50195 150.445327 \n",
       "L 354.725426 150.508162 \n",
       "L 355.057036 150.735015 \n",
       "L 356.181788 150.687594 \n",
       "L 356.819336 150.669812 \n",
       "L 357.244308 150.686953 \n",
       "L 358.381123 150.222684 \n",
       "L 358.541954 150.165307 \n",
       "L 359.250146 150.308422 \n",
       "L 360.660122 150.044066 \n",
       "L 362.176642 148.689099 \n",
       "L 363.212126 148.20716 \n",
       "L 363.544442 148.201213 \n",
       "L 364.077357 148.079895 \n",
       "L 364.403748 147.78219 \n",
       "L 365.128847 147.318346 \n",
       "L 365.766473 146.803942 \n",
       "L 367.28436 145.535397 \n",
       "L 367.932116 145.336359 \n",
       "L 368.182202 145.270371 \n",
       "L 369.131293 144.995784 \n",
       "L 370.142284 144.971253 \n",
       "L 370.980464 144.888929 \n",
       "L 371.96472 145.455397 \n",
       "L 372.810605 146.645832 \n",
       "L 374.007928 147.413796 \n",
       "L 374.680489 147.265673 \n",
       "L 375.226848 147.034554 \n",
       "L 375.964515 146.553824 \n",
       "L 377.328447 144.943679 \n",
       "L 378.559102 142.841019 \n",
       "L 379.733608 140.231349 \n",
       "L 380.658286 139.251898 \n",
       "L 381.168532 138.165698 \n",
       "L 382.160397 135.487582 \n",
       "L 383.234071 133.715636 \n",
       "L 384.176537 132.313763 \n",
       "L 384.558075 132.285592 \n",
       "L 384.757719 132.105953 \n",
       "L 386.444326 129.886583 \n",
       "L 386.781381 129.223601 \n",
       "L 388.583312 124.963173 \n",
       "L 389.520189 123.514908 \n",
       "L 391.470412 122.10915 \n",
       "L 392.09802 121.977347 \n",
       "L 392.584054 121.20368 \n",
       "L 392.947827 121.123886 \n",
       "L 393.892726 121.28978 \n",
       "L 394.005683 121.202195 \n",
       "L 394.472934 121.261216 \n",
       "L 394.952229 120.90566 \n",
       "L 395.552064 120.111318 \n",
       "L 396.491887 118.483866 \n",
       "L 397.114344 117.048682 \n",
       "L 398.124657 115.92931 \n",
       "L 398.373366 115.941239 \n",
       "L 398.919895 116.361614 \n",
       "L 400.456255 117.241362 \n",
       "L 400.709338 117.405077 \n",
       "L 401.082915 117.400302 \n",
       "L 401.178819 117.426623 \n",
       "L 402.59548 116.727592 \n",
       "L 402.884461 116.912243 \n",
       "L 403.546339 117.626717 \n",
       "L 403.796494 117.780693 \n",
       "L 404.306118 118.511369 \n",
       "L 404.657356 119.010504 \n",
       "L 404.951133 118.952777 \n",
       "L 405.846598 118.489098 \n",
       "L 406.040321 118.564765 \n",
       "L 407.181037 118.494385 \n",
       "L 407.627091 118.677113 \n",
       "L 407.960436 118.679105 \n",
       "L 408.291836 118.406668 \n",
       "L 409.064178 117.711411 \n",
       "L 410.290979 116.743531 \n",
       "L 410.640282 116.084096 \n",
       "L 410.840216 115.69508 \n",
       "L 411.491715 114.156213 \n",
       "L 412.297701 112.8525 \n",
       "L 412.560526 112.592021 \n",
       "L 413.012659 112.441535 \n",
       "L 413.230338 112.502293 \n",
       "L 414.065965 112.168612 \n",
       "L 416.850725 110.591298 \n",
       "L 417.635876 109.495503 \n",
       "L 418.049139 109.23584 \n",
       "L 418.7867 109.48605 \n",
       "L 419.205884 109.490556 \n",
       "L 420.062092 109.112677 \n",
       "L 420.271294 108.800818 \n",
       "L 420.874071 108.515367 \n",
       "L 421.074597 108.480114 \n",
       "L 421.704502 108.984788 \n",
       "L 422.195031 108.855298 \n",
       "L 422.369435 108.631622 \n",
       "L 423.323729 106.949493 \n",
       "L 424.012019 106.532592 \n",
       "L 424.820616 106.684113 \n",
       "L 425.330001 107.014462 \n",
       "L 425.449771 106.983984 \n",
       "L 425.852172 106.540319 \n",
       "L 426.066271 106.364509 \n",
       "L 426.529495 105.727764 \n",
       "L 427.238483 103.951812 \n",
       "L 428.128885 101.673243 \n",
       "L 428.681271 100.412136 \n",
       "L 429.194009 98.52956 \n",
       "L 429.621023 97.519007 \n",
       "L 429.871693 97.085822 \n",
       "L 430.573039 95.477 \n",
       "L 431.845099 93.965822 \n",
       "L 432.268467 93.336837 \n",
       "L 432.505533 93.208672 \n",
       "L 433.104629 92.343393 \n",
       "L 433.6451 90.704211 \n",
       "L 434.43769 88.700924 \n",
       "L 436.587609 85.465407 \n",
       "L 437.158292 84.639348 \n",
       "L 437.561277 83.865552 \n",
       "L 438.62029 82.374455 \n",
       "L 439.337188 82.011518 \n",
       "L 439.786944 81.772037 \n",
       "L 441.689146 79.784377 \n",
       "L 442.044631 79.914006 \n",
       "L 443.336732 81.441564 \n",
       "L 443.927121 81.509246 \n",
       "L 444.233324 81.51669 \n",
       "L 445.071268 80.90279 \n",
       "L 445.205791 81.078024 \n",
       "L 445.976067 82.743951 \n",
       "L 446.617904 85.179965 \n",
       "L 447.115232 87.193743 \n",
       "L 447.725348 88.330612 \n",
       "L 448.222242 89.272905 \n",
       "L 449.374432 89.584976 \n",
       "L 449.81456 89.740944 \n",
       "L 450.017194 89.618103 \n",
       "L 450.368674 89.573163 \n",
       "L 451.109838 90.071413 \n",
       "L 451.811728 90.80846 \n",
       "L 452.657529 92.168959 \n",
       "L 453.101432 92.611568 \n",
       "L 453.663762 93.838038 \n",
       "L 454.359477 96.085942 \n",
       "L 455.741244 100.048813 \n",
       "L 456.129498 100.762937 \n",
       "L 456.746962 101.892397 \n",
       "L 458.24569 103.618226 \n",
       "L 459.222294 104.037185 \n",
       "L 460.049716 103.842282 \n",
       "L 460.049716 103.842282 \n",
       "\" style=\"fill:none;stroke:#0000ff;stroke-dasharray:6.475,2.8;stroke-dashoffset:0;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_38\">\n",
       "    <path clip-path=\"url(#p35f9edf01a)\" d=\"M 54.231534 215.118517 \n",
       "L 54.969836 214.68454 \n",
       "L 55.705708 214.124419 \n",
       "L 56.130195 213.67697 \n",
       "L 57.408524 211.869773 \n",
       "L 58.13836 211.029973 \n",
       "L 58.764002 210.624557 \n",
       "L 60.93461 210.208587 \n",
       "L 61.194074 210.186711 \n",
       "L 61.807853 210.259108 \n",
       "L 61.947371 210.222071 \n",
       "L 62.927422 209.759304 \n",
       "L 63.612948 209.479412 \n",
       "L 64.251944 209.113373 \n",
       "L 66.022192 208.587829 \n",
       "L 67.28225 207.816548 \n",
       "L 68.83078 206.331093 \n",
       "L 69.130402 206.086632 \n",
       "L 70.252369 205.538217 \n",
       "L 71.368727 204.54046 \n",
       "L 72.434426 203.638913 \n",
       "L 73.024172 203.123583 \n",
       "L 73.949391 202.894552 \n",
       "L 74.605658 202.504829 \n",
       "L 74.992338 202.407202 \n",
       "L 75.978025 202.265627 \n",
       "L 76.988887 202.312003 \n",
       "L 78.277666 202.018802 \n",
       "L 79.346488 202.103896 \n",
       "L 79.43578 202.087492 \n",
       "L 80.577755 201.178478 \n",
       "L 81.787922 199.718297 \n",
       "L 84.618595 195.436519 \n",
       "L 85.781585 193.68917 \n",
       "L 86.808213 192.376907 \n",
       "L 87.617829 191.702812 \n",
       "L 89.504549 190.016811 \n",
       "L 90.065781 189.18682 \n",
       "L 91.602543 186.420169 \n",
       "L 93.927663 182.789105 \n",
       "L 96.691225 179.065882 \n",
       "L 98.960865 177.475354 \n",
       "L 99.948161 176.875336 \n",
       "L 101.119738 176.64447 \n",
       "L 101.857356 176.459638 \n",
       "L 102.663731 176.389884 \n",
       "L 103.033383 176.529915 \n",
       "L 103.297384 176.59111 \n",
       "L 104.647777 176.197754 \n",
       "L 105.886169 176.374102 \n",
       "L 107.082195 175.942278 \n",
       "L 110.852867 173.286303 \n",
       "L 111.701715 173.037092 \n",
       "L 112.916467 172.659033 \n",
       "L 114.270543 171.448505 \n",
       "L 115.936365 170.136429 \n",
       "L 116.639873 170.04698 \n",
       "L 117.259786 170.102435 \n",
       "L 119.131755 169.857689 \n",
       "L 119.504621 169.758835 \n",
       "L 121.490583 169.238818 \n",
       "L 122.94785 169.483279 \n",
       "L 123.728293 169.637098 \n",
       "L 124.828899 169.479686 \n",
       "L 125.70229 169.187072 \n",
       "L 127.139359 168.454757 \n",
       "L 127.3108 168.458063 \n",
       "L 127.581786 168.539681 \n",
       "L 130.001009 168.663649 \n",
       "L 132.459295 169.72727 \n",
       "L 133.388137 169.919133 \n",
       "L 134.45894 170.43388 \n",
       "L 135.545589 171.583574 \n",
       "L 137.059078 172.430053 \n",
       "L 138.050186 172.558559 \n",
       "L 139.413206 172.576757 \n",
       "L 140.123691 172.565083 \n",
       "L 140.751729 172.531411 \n",
       "L 142.002732 173.099395 \n",
       "L 144.970724 174.432009 \n",
       "L 145.704256 174.817678 \n",
       "L 146.045245 174.751693 \n",
       "L 146.583707 174.649492 \n",
       "L 147.191797 174.620417 \n",
       "L 148.173268 174.582705 \n",
       "L 149.101274 175.137781 \n",
       "L 151.133177 176.368729 \n",
       "L 153.694116 177.477249 \n",
       "L 154.262763 177.679715 \n",
       "L 154.980863 177.753111 \n",
       "L 155.764215 177.602324 \n",
       "L 156.93785 177.777542 \n",
       "L 157.445575 177.92343 \n",
       "L 157.94324 177.923708 \n",
       "L 160.080842 178.495232 \n",
       "L 164.177059 182.237767 \n",
       "L 165.385366 182.92849 \n",
       "L 166.603053 184.158231 \n",
       "L 168.070917 185.720893 \n",
       "L 168.816601 186.354415 \n",
       "L 169.799005 186.518575 \n",
       "L 170.21971 186.819691 \n",
       "L 171.223064 187.629896 \n",
       "L 171.942575 187.896691 \n",
       "L 172.653643 187.970008 \n",
       "L 173.294067 188.149664 \n",
       "L 175.681114 188.575491 \n",
       "L 177.059856 188.740967 \n",
       "L 177.279202 188.869029 \n",
       "L 178.654761 190.426571 \n",
       "L 180.508452 192.021759 \n",
       "L 181.894024 193.301803 \n",
       "L 182.282002 193.593049 \n",
       "L 184.293191 195.748785 \n",
       "L 185.635299 197.329719 \n",
       "L 186.383724 198.105308 \n",
       "L 187.120979 198.757404 \n",
       "L 188.804754 200.202597 \n",
       "L 189.509809 200.296401 \n",
       "L 190.085405 200.398922 \n",
       "L 190.316854 200.555571 \n",
       "L 191.976331 201.438005 \n",
       "L 192.78754 201.649324 \n",
       "L 193.93774 202.94617 \n",
       "L 194.61822 204.072957 \n",
       "L 202.949487 219.243951 \n",
       "L 203.990449 221.551105 \n",
       "L 205.482749 224.659459 \n",
       "L 207.102771 226.598186 \n",
       "L 208.022328 227.495939 \n",
       "L 208.665452 227.906413 \n",
       "L 208.752001 227.925336 \n",
       "L 210.322969 228.906033 \n",
       "L 213.393053 229.993801 \n",
       "L 215.213112 230.902407 \n",
       "L 215.914523 231.18284 \n",
       "L 216.702514 231.740627 \n",
       "L 217.546061 232.542715 \n",
       "L 217.928636 232.797107 \n",
       "L 218.432768 233.227774 \n",
       "L 219.11793 233.864447 \n",
       "L 219.692258 234.694608 \n",
       "L 222.533237 239.520345 \n",
       "L 224.753645 243.92507 \n",
       "L 225.552755 244.553775 \n",
       "L 226.087498 244.813238 \n",
       "L 227.265245 245.098102 \n",
       "L 228.075937 245.55627 \n",
       "L 230.575447 248.468586 \n",
       "L 231.106404 249.533823 \n",
       "L 231.915114 250.892714 \n",
       "L 232.444995 251.465571 \n",
       "L 234.221208 254.165653 \n",
       "L 234.917841 255.568074 \n",
       "L 235.363991 256.42736 \n",
       "L 236.126436 258.09353 \n",
       "L 237.123424 259.99448 \n",
       "L 237.485462 260.382149 \n",
       "L 238.146871 260.651748 \n",
       "L 238.447049 260.698529 \n",
       "L 240.970068 262.640689 \n",
       "L 241.86519 263.449232 \n",
       "L 242.577414 264.280945 \n",
       "L 243.077056 264.816791 \n",
       "L 244.525885 266.033747 \n",
       "L 246.096293 268.371162 \n",
       "L 247.516833 271.149493 \n",
       "L 248.716683 273.868705 \n",
       "L 249.588215 275.825462 \n",
       "L 250.042251 276.348249 \n",
       "L 250.643307 276.881975 \n",
       "L 251.348595 277.450078 \n",
       "L 252.168309 278.249071 \n",
       "L 252.890563 278.487679 \n",
       "L 253.714209 278.636026 \n",
       "L 254.104282 278.681922 \n",
       "L 254.91968 278.88434 \n",
       "L 255.24043 278.844641 \n",
       "L 255.723733 278.721306 \n",
       "L 255.95146 278.895802 \n",
       "L 257.14662 280.435531 \n",
       "L 257.725819 280.908597 \n",
       "L 259.258528 282.311861 \n",
       "L 259.668605 282.390955 \n",
       "L 260.295535 282.300264 \n",
       "L 260.979747 282.686061 \n",
       "L 262.31141 283.350211 \n",
       "L 262.707495 283.434191 \n",
       "L 263.517196 283.680384 \n",
       "L 265.879674 285.057161 \n",
       "L 266.273932 285.077494 \n",
       "L 267.81191 285.969942 \n",
       "L 268.973838 287.992625 \n",
       "L 269.869977 289.880847 \n",
       "L 270.298819 290.319068 \n",
       "L 271.034885 290.806583 \n",
       "L 271.599754 290.927034 \n",
       "L 272.379887 291.542076 \n",
       "L 272.902606 291.677379 \n",
       "L 273.629827 291.686821 \n",
       "L 274.186457 291.915909 \n",
       "L 274.746664 291.916864 \n",
       "L 275.418344 292.195529 \n",
       "L 275.638674 292.315364 \n",
       "L 276.60144 293.344452 \n",
       "L 277.389394 294.273594 \n",
       "L 277.849513 294.970978 \n",
       "L 278.582088 295.947224 \n",
       "L 279.610963 297.22374 \n",
       "L 281.977252 299.171053 \n",
       "L 282.95276 299.520719 \n",
       "L 283.367339 299.365433 \n",
       "L 284.493701 298.513495 \n",
       "L 284.740376 298.401882 \n",
       "L 285.693883 297.826372 \n",
       "L 286.186631 297.634919 \n",
       "L 286.725668 297.642487 \n",
       "L 286.93847 297.727986 \n",
       "L 287.102375 297.808175 \n",
       "L 288.092516 298.263518 \n",
       "L 289.039998 299.122289 \n",
       "L 289.64982 299.292735 \n",
       "L 290.553233 299.874246 \n",
       "L 291.91996 301.058318 \n",
       "L 293.123305 301.786632 \n",
       "L 293.626442 302.315924 \n",
       "L 294.476732 303.178742 \n",
       "L 294.986383 303.486793 \n",
       "L 295.537012 303.68078 \n",
       "L 296.659949 303.535527 \n",
       "L 297.607009 303.900757 \n",
       "L 298.516768 304.260138 \n",
       "L 299.146296 304.413497 \n",
       "L 299.974726 304.832987 \n",
       "L 300.945819 305.151902 \n",
       "L 301.891952 305.202496 \n",
       "L 302.568658 305.398935 \n",
       "L 306.399573 307.613847 \n",
       "L 306.925306 307.596318 \n",
       "L 308.030743 307.153457 \n",
       "L 311.500917 306.641183 \n",
       "L 313.225631 306.905187 \n",
       "L 313.950416 307.165968 \n",
       "L 314.917479 307.904697 \n",
       "L 315.776547 308.454455 \n",
       "L 316.874187 309.257904 \n",
       "L 317.269522 309.513524 \n",
       "L 317.871411 309.519139 \n",
       "L 318.994977 309.120948 \n",
       "L 320.82592 309.197613 \n",
       "L 322.771574 309.684419 \n",
       "L 323.240649 309.645694 \n",
       "L 323.901917 309.337172 \n",
       "L 324.370972 308.972728 \n",
       "L 325.595161 307.834833 \n",
       "L 326.300343 307.070131 \n",
       "L 326.967616 306.510021 \n",
       "L 327.736039 305.950424 \n",
       "L 328.520564 305.616032 \n",
       "L 329.65813 305.131637 \n",
       "L 331.413432 304.68128 \n",
       "L 333.44583 304.549382 \n",
       "L 335.720314 304.594238 \n",
       "L 337.056668 303.924987 \n",
       "L 337.303947 303.748945 \n",
       "L 338.830572 302.484182 \n",
       "L 340.943798 300.986527 \n",
       "L 341.734729 300.649699 \n",
       "L 342.23609 300.600337 \n",
       "L 343.845765 299.646181 \n",
       "L 344.889807 298.780295 \n",
       "L 345.793503 298.392439 \n",
       "L 346.172619 298.326123 \n",
       "L 346.665559 298.066816 \n",
       "L 347.903645 297.470056 \n",
       "L 348.910533 297.382793 \n",
       "L 350.654889 297.084203 \n",
       "L 352.117769 297.28626 \n",
       "L 352.762329 297.370869 \n",
       "L 353.572033 297.134121 \n",
       "L 354.040602 296.899536 \n",
       "L 354.50195 296.898181 \n",
       "L 354.725426 296.944087 \n",
       "L 355.057036 297.147013 \n",
       "L 356.181788 297.092875 \n",
       "L 356.819336 297.040921 \n",
       "L 357.244308 297.036411 \n",
       "L 357.617003 297.008828 \n",
       "L 358.031435 296.811642 \n",
       "L 358.541954 296.563667 \n",
       "L 359.250146 296.773913 \n",
       "L 360.660122 296.528054 \n",
       "L 362.176642 295.1734 \n",
       "L 363.240452 294.68377 \n",
       "L 363.984827 294.594791 \n",
       "L 364.837865 294.065966 \n",
       "L 366.111853 293.114446 \n",
       "L 366.957496 292.339239 \n",
       "L 368.024899 292.007801 \n",
       "L 369.131293 291.676704 \n",
       "L 370.142284 291.645065 \n",
       "L 370.980464 291.532815 \n",
       "L 371.96472 292.071549 \n",
       "L 372.810605 293.216773 \n",
       "L 374.007928 293.94347 \n",
       "L 374.680489 293.772291 \n",
       "L 375.519078 293.359229 \n",
       "L 375.964515 293.036975 \n",
       "L 377.328447 291.435831 \n",
       "L 378.163124 290.076263 \n",
       "L 379.089603 288.073472 \n",
       "L 379.699207 286.704044 \n",
       "L 380.366646 286.08943 \n",
       "L 380.658286 285.735429 \n",
       "L 381.168532 284.683025 \n",
       "L 382.160397 282.042962 \n",
       "L 383.234071 280.261454 \n",
       "L 384.176537 278.819309 \n",
       "L 384.558075 278.791877 \n",
       "L 384.757719 278.619312 \n",
       "L 386.444326 276.434097 \n",
       "L 386.781381 275.774534 \n",
       "L 388.583312 271.471734 \n",
       "L 389.520189 269.998706 \n",
       "L 391.124375 268.877617 \n",
       "L 391.470412 268.636039 \n",
       "L 392.09802 268.482563 \n",
       "L 392.584054 267.710983 \n",
       "L 392.947827 267.636754 \n",
       "L 393.892726 267.78155 \n",
       "L 394.005683 267.693939 \n",
       "L 394.472934 267.758336 \n",
       "L 394.952229 267.40383 \n",
       "L 395.552064 266.592584 \n",
       "L 396.491887 264.953237 \n",
       "L 397.114344 263.495379 \n",
       "L 398.124657 262.349081 \n",
       "L 398.373366 262.360003 \n",
       "L 398.919895 262.775664 \n",
       "L 399.438066 263.010293 \n",
       "L 399.787442 263.063981 \n",
       "L 400.709338 263.761774 \n",
       "L 401.082915 263.754161 \n",
       "L 401.178819 263.781685 \n",
       "L 402.723095 263.193351 \n",
       "L 402.884461 263.297212 \n",
       "L 403.546339 263.997615 \n",
       "L 403.796494 264.142061 \n",
       "L 404.306118 264.872042 \n",
       "L 404.657356 265.373849 \n",
       "L 404.951133 265.329694 \n",
       "L 405.846598 264.892245 \n",
       "L 406.040321 264.976909 \n",
       "L 407.181037 264.911018 \n",
       "L 407.627091 265.086841 \n",
       "L 407.960436 265.093342 \n",
       "L 408.291836 264.826683 \n",
       "L 409.064178 264.123138 \n",
       "L 410.290979 263.099206 \n",
       "L 410.640282 262.443465 \n",
       "L 410.840216 262.055551 \n",
       "L 411.491715 260.511717 \n",
       "L 412.380129 259.068683 \n",
       "L 412.560526 258.934887 \n",
       "L 413.012659 258.796676 \n",
       "L 413.230338 258.87348 \n",
       "L 414.065965 258.593013 \n",
       "L 416.065176 257.4623 \n",
       "L 416.255101 257.263651 \n",
       "L 416.448145 257.233687 \n",
       "L 416.979365 256.76435 \n",
       "L 417.301993 256.211276 \n",
       "L 417.937465 255.576962 \n",
       "L 418.7867 255.920889 \n",
       "L 419.205884 255.923853 \n",
       "L 420.062092 255.527399 \n",
       "L 420.271294 255.209813 \n",
       "L 420.874071 254.908604 \n",
       "L 421.074597 254.877782 \n",
       "L 421.704502 255.387971 \n",
       "L 421.934272 255.365063 \n",
       "L 422.244253 255.209834 \n",
       "L 422.661717 254.46428 \n",
       "L 422.730001 254.306063 \n",
       "L 423.519142 253.217724 \n",
       "L 423.770566 252.954731 \n",
       "L 424.620536 252.990732 \n",
       "L 424.909993 253.150792 \n",
       "L 425.220852 253.370234 \n",
       "L 425.449771 253.344837 \n",
       "L 425.852172 252.913814 \n",
       "L 426.066271 252.746948 \n",
       "L 426.529495 252.120375 \n",
       "L 427.238483 250.345852 \n",
       "L 428.128885 248.032651 \n",
       "L 428.681271 246.752827 \n",
       "L 429.194009 244.87264 \n",
       "L 429.621023 243.874435 \n",
       "L 429.871693 243.447275 \n",
       "L 430.573039 241.850762 \n",
       "L 431.845099 240.333567 \n",
       "L 432.268467 239.684538 \n",
       "L 432.505533 239.545693 \n",
       "L 433.104629 238.65864 \n",
       "L 433.6451 237.012647 \n",
       "L 434.43769 234.995305 \n",
       "L 436.476226 231.920857 \n",
       "L 437.158292 230.952235 \n",
       "L 437.561277 230.207086 \n",
       "L 438.62029 228.754865 \n",
       "L 439.263936 228.466214 \n",
       "L 439.620878 228.230239 \n",
       "L 439.786944 228.133928 \n",
       "L 441.689146 226.052751 \n",
       "L 442.044631 226.186345 \n",
       "L 443.336732 227.72756 \n",
       "L 443.927121 227.80816 \n",
       "L 444.233324 227.823009 \n",
       "L 445.071268 227.215715 \n",
       "L 445.205791 227.396708 \n",
       "L 446.09211 229.450583 \n",
       "L 447.332719 234.072068 \n",
       "L 448.427083 235.743773 \n",
       "L 450.017194 236.005636 \n",
       "L 450.368674 235.96815 \n",
       "L 451.324367 236.673136 \n",
       "L 451.702888 237.090014 \n",
       "L 451.811728 237.190613 \n",
       "L 452.657529 238.542098 \n",
       "L 453.101432 238.978914 \n",
       "L 453.663762 240.227605 \n",
       "L 454.359477 242.524526 \n",
       "L 455.810387 246.691182 \n",
       "L 456.051349 247.125234 \n",
       "L 456.48167 248.162737 \n",
       "L 458.105591 250.509196 \n",
       "L 458.334 250.716097 \n",
       "L 459.006595 251.330255 \n",
       "L 459.222294 251.428028 \n",
       "L 460.049716 251.62459 \n",
       "L 460.049716 251.62459 \n",
       "\" style=\"fill:none;stroke:#0000ff;stroke-dasharray:6.475,2.8;stroke-dashoffset:0;stroke-width:1.75;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 33.940625 333.36 \n",
       "L 33.940625 7.2 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 480.340625 333.36 \n",
       "L 480.340625 7.2 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 33.940625 333.36 \n",
       "L 480.340625 333.36 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 33.940625 7.2 \n",
       "L 480.340625 7.2 \n",
       "\" style=\"fill:none;\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"line2d_39\"/>\n",
       "    <g id=\"line2d_40\">\n",
       "     <g>\n",
       "      <use style=\"fill:#4c72b0;\" x=\"52.940625\" xlink:href=\"#ma6bf5b9919\" y=\"247.433437\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- Observation -->\n",
       "     <defs>\n",
       "      <path d=\"M 4.828125 34.859375 \n",
       "Q 4.828125 52.6875 14.390625 62.765625 \n",
       "Q 23.96875 72.859375 39.109375 72.859375 \n",
       "Q 49.03125 72.859375 56.984375 68.109375 \n",
       "Q 64.9375 63.375 69.109375 54.90625 \n",
       "Q 73.296875 46.4375 73.296875 35.6875 \n",
       "Q 73.296875 24.8125 68.890625 16.21875 \n",
       "Q 64.5 7.625 56.4375 3.203125 \n",
       "Q 48.390625 -1.21875 39.0625 -1.21875 \n",
       "Q 28.953125 -1.21875 20.984375 3.65625 \n",
       "Q 13.03125 8.546875 8.921875 16.984375 \n",
       "Q 4.828125 25.4375 4.828125 34.859375 \n",
       "z\n",
       "M 14.59375 34.71875 \n",
       "Q 14.59375 21.78125 21.546875 14.328125 \n",
       "Q 28.515625 6.890625 39.015625 6.890625 \n",
       "Q 49.703125 6.890625 56.609375 14.40625 \n",
       "Q 63.53125 21.921875 63.53125 35.75 \n",
       "Q 63.53125 44.484375 60.578125 51 \n",
       "Q 57.625 57.515625 51.921875 61.109375 \n",
       "Q 46.234375 64.703125 39.15625 64.703125 \n",
       "Q 29.109375 64.703125 21.84375 57.78125 \n",
       "Q 14.59375 50.875 14.59375 34.71875 \n",
       "z\n",
       "\" id=\"ArialMT-4f\"/>\n",
       "      <path d=\"M 14.703125 0 \n",
       "L 6.546875 0 \n",
       "L 6.546875 71.578125 \n",
       "L 15.328125 71.578125 \n",
       "L 15.328125 46.046875 \n",
       "Q 20.90625 53.03125 29.546875 53.03125 \n",
       "Q 34.328125 53.03125 38.59375 51.09375 \n",
       "Q 42.875 49.171875 45.625 45.671875 \n",
       "Q 48.390625 42.1875 49.953125 37.25 \n",
       "Q 51.515625 32.328125 51.515625 26.703125 \n",
       "Q 51.515625 13.375 44.921875 6.09375 \n",
       "Q 38.328125 -1.171875 29.109375 -1.171875 \n",
       "Q 19.921875 -1.171875 14.703125 6.5 \n",
       "z\n",
       "M 14.59375 26.3125 \n",
       "Q 14.59375 17 17.140625 12.84375 \n",
       "Q 21.296875 6.0625 28.375 6.0625 \n",
       "Q 34.125 6.0625 38.328125 11.0625 \n",
       "Q 42.53125 16.0625 42.53125 25.984375 \n",
       "Q 42.53125 36.140625 38.5 40.96875 \n",
       "Q 34.46875 45.796875 28.765625 45.796875 \n",
       "Q 23 45.796875 18.796875 40.796875 \n",
       "Q 14.59375 35.796875 14.59375 26.3125 \n",
       "z\n",
       "\" id=\"ArialMT-62\"/>\n",
       "      <path d=\"M 3.078125 15.484375 \n",
       "L 11.765625 16.84375 \n",
       "Q 12.5 11.625 15.84375 8.84375 \n",
       "Q 19.1875 6.0625 25.203125 6.0625 \n",
       "Q 31.25 6.0625 34.171875 8.515625 \n",
       "Q 37.109375 10.984375 37.109375 14.3125 \n",
       "Q 37.109375 17.28125 34.515625 19 \n",
       "Q 32.71875 20.171875 25.53125 21.96875 \n",
       "Q 15.875 24.421875 12.140625 26.203125 \n",
       "Q 8.40625 27.984375 6.46875 31.125 \n",
       "Q 4.546875 34.28125 4.546875 38.09375 \n",
       "Q 4.546875 41.546875 6.125 44.5 \n",
       "Q 7.71875 47.46875 10.453125 49.421875 \n",
       "Q 12.5 50.921875 16.03125 51.96875 \n",
       "Q 19.578125 53.03125 23.640625 53.03125 \n",
       "Q 29.734375 53.03125 34.34375 51.265625 \n",
       "Q 38.96875 49.515625 41.15625 46.5 \n",
       "Q 43.359375 43.5 44.1875 38.484375 \n",
       "L 35.59375 37.3125 \n",
       "Q 35.015625 41.3125 32.203125 43.546875 \n",
       "Q 29.390625 45.796875 24.265625 45.796875 \n",
       "Q 18.21875 45.796875 15.625 43.796875 \n",
       "Q 13.03125 41.796875 13.03125 39.109375 \n",
       "Q 13.03125 37.40625 14.109375 36.03125 \n",
       "Q 15.1875 34.625 17.484375 33.6875 \n",
       "Q 18.796875 33.203125 25.25 31.453125 \n",
       "Q 34.578125 28.953125 38.25 27.359375 \n",
       "Q 41.9375 25.78125 44.03125 22.75 \n",
       "Q 46.140625 19.734375 46.140625 15.234375 \n",
       "Q 46.140625 10.84375 43.578125 6.953125 \n",
       "Q 41.015625 3.078125 36.171875 0.953125 \n",
       "Q 31.34375 -1.171875 25.25 -1.171875 \n",
       "Q 15.140625 -1.171875 9.84375 3.03125 \n",
       "Q 4.546875 7.234375 3.078125 15.484375 \n",
       "z\n",
       "\" id=\"ArialMT-73\"/>\n",
       "      <path d=\"M 42.09375 16.703125 \n",
       "L 51.171875 15.578125 \n",
       "Q 49.03125 7.625 43.21875 3.21875 \n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \n",
       "Q 17 -1.171875 10.328125 5.828125 \n",
       "Q 3.65625 12.84375 3.65625 25.484375 \n",
       "Q 3.65625 38.578125 10.390625 45.796875 \n",
       "Q 17.140625 53.03125 27.875 53.03125 \n",
       "Q 38.28125 53.03125 44.875 45.953125 \n",
       "Q 51.46875 38.875 51.46875 26.03125 \n",
       "Q 51.46875 25.25 51.421875 23.6875 \n",
       "L 12.75 23.6875 \n",
       "Q 13.234375 15.140625 17.578125 10.59375 \n",
       "Q 21.921875 6.0625 28.421875 6.0625 \n",
       "Q 33.25 6.0625 36.671875 8.59375 \n",
       "Q 40.09375 11.140625 42.09375 16.703125 \n",
       "z\n",
       "M 13.234375 30.90625 \n",
       "L 42.1875 30.90625 \n",
       "Q 41.609375 37.453125 38.875 40.71875 \n",
       "Q 34.671875 45.796875 27.984375 45.796875 \n",
       "Q 21.921875 45.796875 17.796875 41.75 \n",
       "Q 13.671875 37.703125 13.234375 30.90625 \n",
       "z\n",
       "\" id=\"ArialMT-65\"/>\n",
       "      <path d=\"M 6.5 0 \n",
       "L 6.5 51.859375 \n",
       "L 14.40625 51.859375 \n",
       "L 14.40625 44 \n",
       "Q 17.4375 49.515625 20 51.265625 \n",
       "Q 22.5625 53.03125 25.640625 53.03125 \n",
       "Q 30.078125 53.03125 34.671875 50.203125 \n",
       "L 31.640625 42.046875 \n",
       "Q 28.421875 43.953125 25.203125 43.953125 \n",
       "Q 22.3125 43.953125 20.015625 42.21875 \n",
       "Q 17.71875 40.484375 16.75 37.40625 \n",
       "Q 15.28125 32.71875 15.28125 27.15625 \n",
       "L 15.28125 0 \n",
       "z\n",
       "\" id=\"ArialMT-72\"/>\n",
       "      <path d=\"M 21 0 \n",
       "L 1.265625 51.859375 \n",
       "L 10.546875 51.859375 \n",
       "L 21.6875 20.796875 \n",
       "Q 23.484375 15.765625 25 10.359375 \n",
       "Q 26.171875 14.453125 28.265625 20.21875 \n",
       "L 39.796875 51.859375 \n",
       "L 48.828125 51.859375 \n",
       "L 29.203125 0 \n",
       "z\n",
       "\" id=\"ArialMT-76\"/>\n",
       "      <path d=\"M 40.4375 6.390625 \n",
       "Q 35.546875 2.25 31.03125 0.53125 \n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \n",
       "Q 12.796875 -1.171875 8.203125 3 \n",
       "Q 3.609375 7.171875 3.609375 13.671875 \n",
       "Q 3.609375 17.484375 5.34375 20.625 \n",
       "Q 7.078125 23.78125 9.890625 25.6875 \n",
       "Q 12.703125 27.59375 16.21875 28.5625 \n",
       "Q 18.796875 29.25 24.03125 29.890625 \n",
       "Q 34.671875 31.15625 39.703125 32.90625 \n",
       "Q 39.75 34.71875 39.75 35.203125 \n",
       "Q 39.75 40.578125 37.25 42.78125 \n",
       "Q 33.890625 45.75 27.25 45.75 \n",
       "Q 21.046875 45.75 18.09375 43.578125 \n",
       "Q 15.140625 41.40625 13.71875 35.890625 \n",
       "L 5.125 37.0625 \n",
       "Q 6.296875 42.578125 8.984375 45.96875 \n",
       "Q 11.671875 49.359375 16.75 51.1875 \n",
       "Q 21.828125 53.03125 28.515625 53.03125 \n",
       "Q 35.15625 53.03125 39.296875 51.46875 \n",
       "Q 43.453125 49.90625 45.40625 47.53125 \n",
       "Q 47.359375 45.171875 48.140625 41.546875 \n",
       "Q 48.578125 39.3125 48.578125 33.453125 \n",
       "L 48.578125 21.734375 \n",
       "Q 48.578125 9.46875 49.140625 6.21875 \n",
       "Q 49.703125 2.984375 51.375 0 \n",
       "L 42.1875 0 \n",
       "Q 40.828125 2.734375 40.4375 6.390625 \n",
       "z\n",
       "M 39.703125 26.03125 \n",
       "Q 34.90625 24.078125 25.34375 22.703125 \n",
       "Q 19.921875 21.921875 17.671875 20.9375 \n",
       "Q 15.4375 19.96875 14.203125 18.09375 \n",
       "Q 12.984375 16.21875 12.984375 13.921875 \n",
       "Q 12.984375 10.40625 15.640625 8.0625 \n",
       "Q 18.3125 5.71875 23.4375 5.71875 \n",
       "Q 28.515625 5.71875 32.46875 7.9375 \n",
       "Q 36.421875 10.15625 38.28125 14.015625 \n",
       "Q 39.703125 17 39.703125 22.796875 \n",
       "z\n",
       "\" id=\"ArialMT-61\"/>\n",
       "      <path d=\"M 25.78125 7.859375 \n",
       "L 27.046875 0.09375 \n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \n",
       "Q 15.625 -0.6875 12.984375 0.828125 \n",
       "Q 10.359375 2.34375 9.28125 4.8125 \n",
       "Q 8.203125 7.28125 8.203125 15.1875 \n",
       "L 8.203125 45.015625 \n",
       "L 1.765625 45.015625 \n",
       "L 1.765625 51.859375 \n",
       "L 8.203125 51.859375 \n",
       "L 8.203125 64.703125 \n",
       "L 16.9375 69.96875 \n",
       "L 16.9375 51.859375 \n",
       "L 25.78125 51.859375 \n",
       "L 25.78125 45.015625 \n",
       "L 16.9375 45.015625 \n",
       "L 16.9375 14.703125 \n",
       "Q 16.9375 10.9375 17.40625 9.859375 \n",
       "Q 17.875 8.796875 18.921875 8.15625 \n",
       "Q 19.96875 7.515625 21.921875 7.515625 \n",
       "Q 23.390625 7.515625 25.78125 7.859375 \n",
       "z\n",
       "\" id=\"ArialMT-74\"/>\n",
       "      <path d=\"M 6.640625 61.46875 \n",
       "L 6.640625 71.578125 \n",
       "L 15.4375 71.578125 \n",
       "L 15.4375 61.46875 \n",
       "z\n",
       "M 6.640625 0 \n",
       "L 6.640625 51.859375 \n",
       "L 15.4375 51.859375 \n",
       "L 15.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-69\"/>\n",
       "      <path d=\"M 3.328125 25.921875 \n",
       "Q 3.328125 40.328125 11.328125 47.265625 \n",
       "Q 18.015625 53.03125 27.640625 53.03125 \n",
       "Q 38.328125 53.03125 45.109375 46.015625 \n",
       "Q 51.90625 39.015625 51.90625 26.65625 \n",
       "Q 51.90625 16.65625 48.90625 10.90625 \n",
       "Q 45.90625 5.171875 40.15625 2 \n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \n",
       "Q 16.75 -1.171875 10.03125 5.8125 \n",
       "Q 3.328125 12.796875 3.328125 25.921875 \n",
       "z\n",
       "M 12.359375 25.921875 \n",
       "Q 12.359375 15.96875 16.703125 11.015625 \n",
       "Q 21.046875 6.0625 27.640625 6.0625 \n",
       "Q 34.1875 6.0625 38.53125 11.03125 \n",
       "Q 42.875 16.015625 42.875 26.21875 \n",
       "Q 42.875 35.84375 38.5 40.796875 \n",
       "Q 34.125 45.75 27.640625 45.75 \n",
       "Q 21.046875 45.75 16.703125 40.8125 \n",
       "Q 12.359375 35.890625 12.359375 25.921875 \n",
       "z\n",
       "\" id=\"ArialMT-6f\"/>\n",
       "      <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.5 51.859375 \n",
       "L 14.5 44.484375 \n",
       "Q 20.21875 53.03125 31 53.03125 \n",
       "Q 35.6875 53.03125 39.625 51.34375 \n",
       "Q 43.5625 49.65625 45.515625 46.921875 \n",
       "Q 47.46875 44.1875 48.25 40.4375 \n",
       "Q 48.734375 37.984375 48.734375 31.890625 \n",
       "L 48.734375 0 \n",
       "L 39.9375 0 \n",
       "L 39.9375 31.546875 \n",
       "Q 39.9375 36.921875 38.90625 39.578125 \n",
       "Q 37.890625 42.234375 35.28125 43.8125 \n",
       "Q 32.671875 45.40625 29.15625 45.40625 \n",
       "Q 23.53125 45.40625 19.453125 41.84375 \n",
       "Q 15.375 38.28125 15.375 28.328125 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-6e\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(70.940625 250.933437)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-4f\"/>\n",
       "      <use x=\"77.783203\" xlink:href=\"#ArialMT-62\"/>\n",
       "      <use x=\"133.398438\" xlink:href=\"#ArialMT-73\"/>\n",
       "      <use x=\"183.398438\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"239.013672\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"272.314453\" xlink:href=\"#ArialMT-76\"/>\n",
       "      <use x=\"322.314453\" xlink:href=\"#ArialMT-61\"/>\n",
       "      <use x=\"377.929688\" xlink:href=\"#ArialMT-74\"/>\n",
       "      <use x=\"405.712891\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"427.929688\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"483.544922\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_41\">\n",
       "     <path d=\"M 42.940625 261.57875 \n",
       "L 62.940625 261.57875 \n",
       "\" style=\"fill:none;stroke:#bfbf00;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_42\"/>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- True Process -->\n",
       "     <defs>\n",
       "      <path d=\"M 25.921875 0 \n",
       "L 25.921875 63.140625 \n",
       "L 2.34375 63.140625 \n",
       "L 2.34375 71.578125 \n",
       "L 59.078125 71.578125 \n",
       "L 59.078125 63.140625 \n",
       "L 35.40625 63.140625 \n",
       "L 35.40625 0 \n",
       "z\n",
       "\" id=\"ArialMT-54\"/>\n",
       "      <path d=\"M 40.578125 0 \n",
       "L 40.578125 7.625 \n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \n",
       "Q 11.578125 2.34375 9.640625 5 \n",
       "Q 7.71875 7.671875 6.9375 11.53125 \n",
       "Q 6.390625 14.109375 6.390625 19.734375 \n",
       "L 6.390625 51.859375 \n",
       "L 15.1875 51.859375 \n",
       "L 15.1875 23.09375 \n",
       "Q 15.1875 16.21875 15.71875 13.8125 \n",
       "Q 16.546875 10.359375 19.234375 8.375 \n",
       "Q 21.921875 6.390625 25.875 6.390625 \n",
       "Q 29.828125 6.390625 33.296875 8.421875 \n",
       "Q 36.765625 10.453125 38.203125 13.9375 \n",
       "Q 39.65625 17.4375 39.65625 24.078125 \n",
       "L 39.65625 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-75\"/>\n",
       "      <path id=\"ArialMT-20\"/>\n",
       "      <path d=\"M 7.71875 0 \n",
       "L 7.71875 71.578125 \n",
       "L 34.71875 71.578125 \n",
       "Q 41.84375 71.578125 45.609375 70.90625 \n",
       "Q 50.875 70.015625 54.4375 67.546875 \n",
       "Q 58.015625 65.09375 60.1875 60.640625 \n",
       "Q 62.359375 56.203125 62.359375 50.875 \n",
       "Q 62.359375 41.75 56.546875 35.421875 \n",
       "Q 50.734375 29.109375 35.546875 29.109375 \n",
       "L 17.1875 29.109375 \n",
       "L 17.1875 0 \n",
       "z\n",
       "M 17.1875 37.546875 \n",
       "L 35.6875 37.546875 \n",
       "Q 44.875 37.546875 48.734375 40.96875 \n",
       "Q 52.59375 44.390625 52.59375 50.59375 \n",
       "Q 52.59375 55.078125 50.3125 58.265625 \n",
       "Q 48.046875 61.46875 44.34375 62.5 \n",
       "Q 41.9375 63.140625 35.5 63.140625 \n",
       "L 17.1875 63.140625 \n",
       "z\n",
       "\" id=\"ArialMT-50\"/>\n",
       "      <path d=\"M 40.4375 19 \n",
       "L 49.078125 17.875 \n",
       "Q 47.65625 8.9375 41.8125 3.875 \n",
       "Q 35.984375 -1.171875 27.484375 -1.171875 \n",
       "Q 16.84375 -1.171875 10.375 5.78125 \n",
       "Q 3.90625 12.75 3.90625 25.734375 \n",
       "Q 3.90625 34.125 6.6875 40.421875 \n",
       "Q 9.46875 46.734375 15.15625 49.875 \n",
       "Q 20.84375 53.03125 27.546875 53.03125 \n",
       "Q 35.984375 53.03125 41.359375 48.75 \n",
       "Q 46.734375 44.484375 48.25 36.625 \n",
       "L 39.703125 35.296875 \n",
       "Q 38.484375 40.53125 35.375 43.15625 \n",
       "Q 32.28125 45.796875 27.875 45.796875 \n",
       "Q 21.234375 45.796875 17.078125 41.03125 \n",
       "Q 12.9375 36.28125 12.9375 25.984375 \n",
       "Q 12.9375 15.53125 16.9375 10.796875 \n",
       "Q 20.953125 6.0625 27.390625 6.0625 \n",
       "Q 32.5625 6.0625 36.03125 9.234375 \n",
       "Q 39.5 12.40625 40.4375 19 \n",
       "z\n",
       "\" id=\"ArialMT-63\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(70.940625 265.07875)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-54\"/>\n",
       "      <use x=\"61.037109\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"94.337891\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"149.953125\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"205.568359\" xlink:href=\"#ArialMT-20\"/>\n",
       "      <use x=\"233.351562\" xlink:href=\"#ArialMT-50\"/>\n",
       "      <use x=\"300.050781\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"333.351562\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"388.966797\" xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"438.966797\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"494.582031\" xlink:href=\"#ArialMT-73\"/>\n",
       "      <use x=\"544.582031\" xlink:href=\"#ArialMT-73\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_43\">\n",
       "     <path d=\"M 42.940625 275.724062 \n",
       "L 62.940625 275.724062 \n",
       "\" style=\"fill:none;stroke:#ff0000;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_44\"/>\n",
       "    <g id=\"text_18\">\n",
       "     <!-- DeepKriging -->\n",
       "     <defs>\n",
       "      <path d=\"M 7.71875 0 \n",
       "L 7.71875 71.578125 \n",
       "L 32.375 71.578125 \n",
       "Q 40.71875 71.578125 45.125 70.5625 \n",
       "Q 51.265625 69.140625 55.609375 65.4375 \n",
       "Q 61.28125 60.640625 64.078125 53.1875 \n",
       "Q 66.890625 45.75 66.890625 36.1875 \n",
       "Q 66.890625 28.03125 64.984375 21.734375 \n",
       "Q 63.09375 15.4375 60.109375 11.296875 \n",
       "Q 57.125 7.171875 53.578125 4.796875 \n",
       "Q 50.046875 2.4375 45.046875 1.21875 \n",
       "Q 40.046875 0 33.546875 0 \n",
       "z\n",
       "M 17.1875 8.453125 \n",
       "L 32.46875 8.453125 \n",
       "Q 39.546875 8.453125 43.578125 9.765625 \n",
       "Q 47.609375 11.078125 50 13.484375 \n",
       "Q 53.375 16.84375 55.25 22.53125 \n",
       "Q 57.125 28.21875 57.125 36.328125 \n",
       "Q 57.125 47.5625 53.4375 53.59375 \n",
       "Q 49.75 59.625 44.484375 61.671875 \n",
       "Q 40.671875 63.140625 32.234375 63.140625 \n",
       "L 17.1875 63.140625 \n",
       "z\n",
       "\" id=\"ArialMT-44\"/>\n",
       "      <path d=\"M 6.59375 -19.875 \n",
       "L 6.59375 51.859375 \n",
       "L 14.59375 51.859375 \n",
       "L 14.59375 45.125 \n",
       "Q 17.4375 49.078125 21 51.046875 \n",
       "Q 24.5625 53.03125 29.640625 53.03125 \n",
       "Q 36.28125 53.03125 41.359375 49.609375 \n",
       "Q 46.4375 46.1875 49.015625 39.953125 \n",
       "Q 51.609375 33.734375 51.609375 26.3125 \n",
       "Q 51.609375 18.359375 48.75 11.984375 \n",
       "Q 45.90625 5.609375 40.453125 2.21875 \n",
       "Q 35.015625 -1.171875 29 -1.171875 \n",
       "Q 24.609375 -1.171875 21.109375 0.6875 \n",
       "Q 17.625 2.546875 15.375 5.375 \n",
       "L 15.375 -19.875 \n",
       "z\n",
       "M 14.546875 25.640625 \n",
       "Q 14.546875 15.625 18.59375 10.84375 \n",
       "Q 22.65625 6.0625 28.421875 6.0625 \n",
       "Q 34.28125 6.0625 38.453125 11.015625 \n",
       "Q 42.625 15.96875 42.625 26.375 \n",
       "Q 42.625 36.28125 38.546875 41.203125 \n",
       "Q 34.46875 46.140625 28.8125 46.140625 \n",
       "Q 23.1875 46.140625 18.859375 40.890625 \n",
       "Q 14.546875 35.640625 14.546875 25.640625 \n",
       "z\n",
       "\" id=\"ArialMT-70\"/>\n",
       "      <path d=\"M 7.328125 0 \n",
       "L 7.328125 71.578125 \n",
       "L 16.796875 71.578125 \n",
       "L 16.796875 36.078125 \n",
       "L 52.34375 71.578125 \n",
       "L 65.1875 71.578125 \n",
       "L 35.15625 42.578125 \n",
       "L 66.5 0 \n",
       "L 54 0 \n",
       "L 28.515625 36.234375 \n",
       "L 16.796875 24.8125 \n",
       "L 16.796875 0 \n",
       "z\n",
       "\" id=\"ArialMT-4b\"/>\n",
       "      <path d=\"M 4.984375 -4.296875 \n",
       "L 13.53125 -5.5625 \n",
       "Q 14.0625 -9.515625 16.5 -11.328125 \n",
       "Q 19.78125 -13.765625 25.4375 -13.765625 \n",
       "Q 31.546875 -13.765625 34.859375 -11.328125 \n",
       "Q 38.1875 -8.890625 39.359375 -4.5 \n",
       "Q 40.046875 -1.8125 39.984375 6.78125 \n",
       "Q 34.234375 0 25.640625 0 \n",
       "Q 14.9375 0 9.078125 7.71875 \n",
       "Q 3.21875 15.4375 3.21875 26.21875 \n",
       "Q 3.21875 33.640625 5.90625 39.90625 \n",
       "Q 8.59375 46.1875 13.6875 49.609375 \n",
       "Q 18.796875 53.03125 25.6875 53.03125 \n",
       "Q 34.859375 53.03125 40.828125 45.609375 \n",
       "L 40.828125 51.859375 \n",
       "L 48.921875 51.859375 \n",
       "L 48.921875 7.03125 \n",
       "Q 48.921875 -5.078125 46.453125 -10.125 \n",
       "Q 44 -15.1875 38.640625 -18.109375 \n",
       "Q 33.296875 -21.046875 25.484375 -21.046875 \n",
       "Q 16.21875 -21.046875 10.5 -16.875 \n",
       "Q 4.78125 -12.703125 4.984375 -4.296875 \n",
       "z\n",
       "M 12.25 26.859375 \n",
       "Q 12.25 16.65625 16.296875 11.96875 \n",
       "Q 20.359375 7.28125 26.46875 7.28125 \n",
       "Q 32.515625 7.28125 36.609375 11.9375 \n",
       "Q 40.71875 16.609375 40.71875 26.5625 \n",
       "Q 40.71875 36.078125 36.5 40.90625 \n",
       "Q 32.28125 45.75 26.3125 45.75 \n",
       "Q 20.453125 45.75 16.34375 40.984375 \n",
       "Q 12.25 36.234375 12.25 26.859375 \n",
       "z\n",
       "\" id=\"ArialMT-67\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(70.940625 279.224062)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-44\"/>\n",
       "      <use x=\"72.216797\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"127.832031\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-70\"/>\n",
       "      <use x=\"239.0625\" xlink:href=\"#ArialMT-4b\"/>\n",
       "      <use x=\"305.761719\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"339.0625\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"361.279297\" xlink:href=\"#ArialMT-67\"/>\n",
       "      <use x=\"416.894531\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"439.111328\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"494.726562\" xlink:href=\"#ArialMT-67\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_45\">\n",
       "     <path d=\"M 42.940625 289.986562 \n",
       "L 62.940625 289.986562 \n",
       "\" style=\"fill:none;stroke:#0000ff;stroke-linecap:round;stroke-width:1.75;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_46\"/>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- Kriging -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(70.940625 293.486562)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-4b\"/>\n",
       "      <use x=\"66.699219\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"100\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"122.216797\" xlink:href=\"#ArialMT-67\"/>\n",
       "      <use x=\"177.832031\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"200.048828\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"255.664062\" xlink:href=\"#ArialMT-67\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_47\">\n",
       "     <path d=\"M 42.940625 304.370937 \n",
       "L 62.940625 304.370937 \n",
       "\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:6.475,2.8;stroke-dashoffset:0;stroke-width:1.75;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_48\"/>\n",
       "    <g id=\"text_20\">\n",
       "     <!-- DeepKriging 95% prediction band -->\n",
       "     <defs>\n",
       "      <path d=\"M 5.46875 16.546875 \n",
       "L 13.921875 17.328125 \n",
       "Q 14.984375 11.375 18.015625 8.6875 \n",
       "Q 21.046875 6 25.78125 6 \n",
       "Q 29.828125 6 32.875 7.859375 \n",
       "Q 35.9375 9.71875 37.890625 12.8125 \n",
       "Q 39.84375 15.921875 41.15625 21.1875 \n",
       "Q 42.484375 26.46875 42.484375 31.9375 \n",
       "Q 42.484375 32.515625 42.4375 33.6875 \n",
       "Q 39.796875 29.5 35.234375 26.875 \n",
       "Q 30.671875 24.265625 25.34375 24.265625 \n",
       "Q 16.453125 24.265625 10.296875 30.703125 \n",
       "Q 4.15625 37.15625 4.15625 47.703125 \n",
       "Q 4.15625 58.59375 10.578125 65.234375 \n",
       "Q 17 71.875 26.65625 71.875 \n",
       "Q 33.640625 71.875 39.421875 68.109375 \n",
       "Q 45.21875 64.359375 48.21875 57.390625 \n",
       "Q 51.21875 50.4375 51.21875 37.25 \n",
       "Q 51.21875 23.53125 48.234375 15.40625 \n",
       "Q 45.265625 7.28125 39.375 3.03125 \n",
       "Q 33.5 -1.21875 25.59375 -1.21875 \n",
       "Q 17.1875 -1.21875 11.859375 3.4375 \n",
       "Q 6.546875 8.109375 5.46875 16.546875 \n",
       "z\n",
       "M 41.453125 48.140625 \n",
       "Q 41.453125 55.71875 37.421875 60.15625 \n",
       "Q 33.40625 64.59375 27.734375 64.59375 \n",
       "Q 21.875 64.59375 17.53125 59.8125 \n",
       "Q 13.1875 55.03125 13.1875 47.40625 \n",
       "Q 13.1875 40.578125 17.3125 36.296875 \n",
       "Q 21.4375 32.03125 27.484375 32.03125 \n",
       "Q 33.59375 32.03125 37.515625 36.296875 \n",
       "Q 41.453125 40.578125 41.453125 48.140625 \n",
       "z\n",
       "\" id=\"ArialMT-39\"/>\n",
       "      <path d=\"M 5.8125 54.390625 \n",
       "Q 5.8125 62.0625 9.671875 67.421875 \n",
       "Q 13.53125 72.796875 20.84375 72.796875 \n",
       "Q 27.59375 72.796875 32 67.984375 \n",
       "Q 36.421875 63.1875 36.421875 53.859375 \n",
       "Q 36.421875 44.78125 31.953125 39.875 \n",
       "Q 27.484375 34.96875 20.953125 34.96875 \n",
       "Q 14.453125 34.96875 10.125 39.796875 \n",
       "Q 5.8125 44.625 5.8125 54.390625 \n",
       "z\n",
       "M 21.09375 66.75 \n",
       "Q 17.828125 66.75 15.65625 63.90625 \n",
       "Q 13.484375 61.078125 13.484375 53.515625 \n",
       "Q 13.484375 46.625 15.671875 43.8125 \n",
       "Q 17.875 41.015625 21.09375 41.015625 \n",
       "Q 24.421875 41.015625 26.59375 43.84375 \n",
       "Q 28.765625 46.6875 28.765625 54.203125 \n",
       "Q 28.765625 61.140625 26.5625 63.9375 \n",
       "Q 24.359375 66.75 21.09375 66.75 \n",
       "z\n",
       "M 21.140625 -2.640625 \n",
       "L 60.296875 72.796875 \n",
       "L 67.4375 72.796875 \n",
       "L 28.421875 -2.640625 \n",
       "z\n",
       "M 52.09375 16.796875 \n",
       "Q 52.09375 24.515625 55.953125 29.859375 \n",
       "Q 59.8125 35.203125 67.1875 35.203125 \n",
       "Q 73.921875 35.203125 78.34375 30.390625 \n",
       "Q 82.765625 25.59375 82.765625 16.265625 \n",
       "Q 82.765625 7.171875 78.296875 2.265625 \n",
       "Q 73.828125 -2.640625 67.234375 -2.640625 \n",
       "Q 60.75 -2.640625 56.421875 2.21875 \n",
       "Q 52.09375 7.078125 52.09375 16.796875 \n",
       "z\n",
       "M 67.4375 29.15625 \n",
       "Q 64.109375 29.15625 61.9375 26.3125 \n",
       "Q 59.765625 23.484375 59.765625 15.921875 \n",
       "Q 59.765625 9.078125 61.953125 6.25 \n",
       "Q 64.15625 3.421875 67.390625 3.421875 \n",
       "Q 70.75 3.421875 72.921875 6.25 \n",
       "Q 75.09375 9.078125 75.09375 16.609375 \n",
       "Q 75.09375 23.53125 72.890625 26.34375 \n",
       "Q 70.703125 29.15625 67.4375 29.15625 \n",
       "z\n",
       "\" id=\"ArialMT-25\"/>\n",
       "      <path d=\"M 40.234375 0 \n",
       "L 40.234375 6.546875 \n",
       "Q 35.296875 -1.171875 25.734375 -1.171875 \n",
       "Q 19.53125 -1.171875 14.328125 2.25 \n",
       "Q 9.125 5.671875 6.265625 11.796875 \n",
       "Q 3.421875 17.921875 3.421875 25.875 \n",
       "Q 3.421875 33.640625 6 39.96875 \n",
       "Q 8.59375 46.296875 13.765625 49.65625 \n",
       "Q 18.953125 53.03125 25.34375 53.03125 \n",
       "Q 30.03125 53.03125 33.6875 51.046875 \n",
       "Q 37.359375 49.078125 39.65625 45.90625 \n",
       "L 39.65625 71.578125 \n",
       "L 48.390625 71.578125 \n",
       "L 48.390625 0 \n",
       "z\n",
       "M 12.453125 25.875 \n",
       "Q 12.453125 15.921875 16.640625 10.984375 \n",
       "Q 20.84375 6.0625 26.5625 6.0625 \n",
       "Q 32.328125 6.0625 36.34375 10.765625 \n",
       "Q 40.375 15.484375 40.375 25.140625 \n",
       "Q 40.375 35.796875 36.265625 40.765625 \n",
       "Q 32.171875 45.75 26.171875 45.75 \n",
       "Q 20.3125 45.75 16.375 40.96875 \n",
       "Q 12.453125 36.1875 12.453125 25.875 \n",
       "z\n",
       "\" id=\"ArialMT-64\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(70.940625 307.870937)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-44\"/>\n",
       "      <use x=\"72.216797\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"127.832031\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"183.447266\" xlink:href=\"#ArialMT-70\"/>\n",
       "      <use x=\"239.0625\" xlink:href=\"#ArialMT-4b\"/>\n",
       "      <use x=\"305.761719\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"339.0625\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"361.279297\" xlink:href=\"#ArialMT-67\"/>\n",
       "      <use x=\"416.894531\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"439.111328\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"494.726562\" xlink:href=\"#ArialMT-67\"/>\n",
       "      <use x=\"550.341797\" xlink:href=\"#ArialMT-20\"/>\n",
       "      <use x=\"578.125\" xlink:href=\"#ArialMT-39\"/>\n",
       "      <use x=\"633.740234\" xlink:href=\"#ArialMT-35\"/>\n",
       "      <use x=\"689.355469\" xlink:href=\"#ArialMT-25\"/>\n",
       "      <use x=\"778.271484\" xlink:href=\"#ArialMT-20\"/>\n",
       "      <use x=\"806.054688\" xlink:href=\"#ArialMT-70\"/>\n",
       "      <use x=\"861.669922\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"894.970703\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"950.585938\" xlink:href=\"#ArialMT-64\"/>\n",
       "      <use x=\"1006.201172\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"1028.417969\" xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"1078.417969\" xlink:href=\"#ArialMT-74\"/>\n",
       "      <use x=\"1106.201172\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"1128.417969\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"1184.033203\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"1239.648438\" xlink:href=\"#ArialMT-20\"/>\n",
       "      <use x=\"1267.431641\" xlink:href=\"#ArialMT-62\"/>\n",
       "      <use x=\"1323.046875\" xlink:href=\"#ArialMT-61\"/>\n",
       "      <use x=\"1378.662109\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"1434.277344\" xlink:href=\"#ArialMT-64\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_49\">\n",
       "     <path d=\"M 42.940625 318.755312 \n",
       "L 62.940625 318.755312 \n",
       "\" style=\"fill:none;stroke:#0000ff;stroke-dasharray:6.475,2.8;stroke-dashoffset:0;stroke-width:1.75;\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_50\"/>\n",
       "    <g id=\"text_21\">\n",
       "     <!-- Kriging 95% prediction band -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(70.940625 322.255312)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-4b\"/>\n",
       "      <use x=\"66.699219\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"100\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"122.216797\" xlink:href=\"#ArialMT-67\"/>\n",
       "      <use x=\"177.832031\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"200.048828\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"255.664062\" xlink:href=\"#ArialMT-67\"/>\n",
       "      <use x=\"311.279297\" xlink:href=\"#ArialMT-20\"/>\n",
       "      <use x=\"339.0625\" xlink:href=\"#ArialMT-39\"/>\n",
       "      <use x=\"394.677734\" xlink:href=\"#ArialMT-35\"/>\n",
       "      <use x=\"450.292969\" xlink:href=\"#ArialMT-25\"/>\n",
       "      <use x=\"539.208984\" xlink:href=\"#ArialMT-20\"/>\n",
       "      <use x=\"566.992188\" xlink:href=\"#ArialMT-70\"/>\n",
       "      <use x=\"622.607422\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"655.908203\" xlink:href=\"#ArialMT-65\"/>\n",
       "      <use x=\"711.523438\" xlink:href=\"#ArialMT-64\"/>\n",
       "      <use x=\"767.138672\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"789.355469\" xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"839.355469\" xlink:href=\"#ArialMT-74\"/>\n",
       "      <use x=\"867.138672\" xlink:href=\"#ArialMT-69\"/>\n",
       "      <use x=\"889.355469\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"944.970703\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"1000.585938\" xlink:href=\"#ArialMT-20\"/>\n",
       "      <use x=\"1028.369141\" xlink:href=\"#ArialMT-62\"/>\n",
       "      <use x=\"1083.984375\" xlink:href=\"#ArialMT-61\"/>\n",
       "      <use x=\"1139.599609\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"1195.214844\" xlink:href=\"#ArialMT-64\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p35f9edf01a\">\n",
       "   <rect height=\"326.16\" width=\"446.4\" x=\"33.940625\" y=\"7.2\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15d4e7dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pylab.plot(s, z,\".\",label=\"Observation\")\n",
    "pylab.plot(s, y,\"y\",label=\"True Process\")\n",
    "pylab.plot(s, y_dk,'red',label=\"DeepKriging\")\n",
    "pylab.plot(s, mu_GP,'blue',label=\"Kriging\")\n",
    "plt.plot(s,up95_dpk,'r--',label=\"DeepKriging 95% prediction band\")\n",
    "plt.plot(s,lo95_dpk,'r--')\n",
    "plt.plot(s,up95_GP,'b--',label=\"Kriging 95% prediction band\")\n",
    "plt.plot(s,lo95_GP,'b--')\n",
    "#pylab.plot(s, mu+1,'black',label=\"GP\")\n",
    "pylab.legend(loc='best')\n",
    "#pylab.show()\n",
    "plt.savefig(\"1DMix_compare.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Gaussian_CRPS(mu_test,sig_test,z_test):\n",
    "    n = z_test.shape[0]\n",
    "    crps = np.zeros(n)\n",
    "    for i in range(n):\n",
    "        pdf = stats.norm.pdf(z_test[i],loc=mu_test[i], scale=sig_test[i])\n",
    "        cdf = stats.norm.cdf(z_test[i],loc=mu_test[i], scale=sig_test[i])\n",
    "        scale_z = (z_test[i]-mu_test[i])/sig_test[i]\n",
    "        crps[i] = sig_test[i]*(1/np.sqrt(np.pi)*2*pdf - scale_z*(2*cdf-1)\n",
    "    return np.mean(crps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(600, 1)"
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "metadata": {},
   "outputs": [],
   "source": [
    "XRBF_test = np.hstack((X_test,phi_test))\n",
    "mu_GP_test,var_GP_test = m.predict(s_test)\n",
    "dk_crps = dcdr_model.evaluate(XRBF_test, z_test, mode='CRPS')\n",
    "Kriging_crps = Gaussian_CRPS(mu_GP_test,np.sqrt(var_GP),z_test)\n",
    "quantiles = np.linspace(0.01, 0.99, num=99)\n",
    "dcdr_aqtl = dcdr_model.evaluate(XRBF_test, z_test, quantiles=quantiles, mode='QuantileLoss')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.06022528843081059"
      ]
     },
     "execution_count": 350,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dk_crps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.06050130466399175"
      ]
     },
     "execution_count": 351,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Kriging_crps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.18754824844259477"
      ]
     },
     "execution_count": 416,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dcdr_aqtl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Gaussian_AQTL(s_test,z_test,quantiles):\n",
    "    tau = quantiles.shape[0]\n",
    "    aqtl = np.zeros(tau)\n",
    "    for t in range(tau):\n",
    "        aqtl[t] =np.mean((z_test -  m.predict_quantiles(s_test,quantiles[t:t+1])[0])*\\\n",
    "            (t- (z_test <=  m.predict_quantiles(s_test,quantiles[t:t+1])[0]))[0])    \n",
    "    return np.mean(aqtl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "metadata": {},
   "outputs": [],
   "source": [
    "kriging_aqtl = Gaussian_AQTL(s_test, z_test, quantiles=quantiles)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "61.71335578575979"
      ]
     },
     "execution_count": 418,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kriging_aqtl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}