test_matplotlib_3d_chart_2.ipynb

{
 "nbformat": 4,
 "nbformat_minor": 2,
 "metadata": {
  "language_info": {
   "name": "python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   }
  },
  "orig_nbformat": 2,
  "file_extension": ".py",
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3
 },
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "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 (https://matplotlib.org/) -->\n<svg height=\"231.84pt\" version=\"1.1\" viewBox=\"0 0 349.2 231.84\" width=\"349.2pt\" 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 0 231.84 \nL 349.2 231.84 \nL 349.2 0 \nL 0 0 \nz\n\"/>\n  </g>\n  <g id=\"patch_2\">\n   <path d=\"M 7.2 224.64 \nL 342 224.64 \nL 342 7.2 \nL 7.2 7.2 \nz\n\"/>\n  </g>\n  <g id=\"pane3d_1\">\n   <g id=\"patch_3\">\n    <path d=\"M 51.653053 163.846944 \nL 200.438921 139.100612 \nL 201.161897 30.452705 \nL 47.085153 49.950299 \n\" style=\"fill:#f2f2f2;opacity:0.5;stroke:#f2f2f2;stroke-linejoin:miter;\"/>\n   </g>\n  </g>\n  <g id=\"pane3d_2\">\n   <g id=\"patch_4\">\n    <path d=\"M 200.438921 139.100612 \nL 309.642108 175.286682 \nL 314.435064 58.988089 \nL 201.161897 30.452705 \n\" style=\"fill:#e6e6e6;opacity:0.5;stroke:#e6e6e6;stroke-linejoin:miter;\"/>\n   </g>\n  </g>\n  <g id=\"pane3d_3\">\n   <g id=\"patch_5\">\n    <path d=\"M 51.653053 163.846944 \nL 154.749917 204.261794 \nL 309.642108 175.286682 \nL 200.438921 139.100612 \n\" style=\"fill:#ececec;opacity:0.5;stroke:#ececec;stroke-linejoin:miter;\"/>\n   </g>\n  </g>\n  <g id=\"axis3d_1\">\n   <g id=\"line2d_1\">\n    <path d=\"M 51.653053 163.846944 \nL 154.749917 204.261794 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_1\">\n    <!-- X -->\n    <defs>\n     <path d=\"M 6.296875 72.90625 \nL 16.890625 72.90625 \nL 35.015625 45.796875 \nL 53.21875 72.90625 \nL 63.8125 72.90625 \nL 40.375 37.890625 \nL 65.375 0 \nL 54.78125 0 \nL 34.28125 31 \nL 13.625 0 \nL 2.984375 0 \nL 29 38.921875 \nz\n\" id=\"DejaVuSans-88\"/>\n    </defs>\n    <g style=\"fill:#ffffff;\" transform=\"translate(70.18576 210.763259)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-88\"/>\n    </g>\n   </g>\n   <g id=\"Line3DCollection_1\">\n    <path d=\"M 53.557414 164.593469 \nL 202.464718 139.77189 \nL 203.257617 30.980652 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 72.146109 171.880396 \nL 222.221614 146.318625 \nL 223.70749 36.132313 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 91.308621 179.392265 \nL 242.555888 153.056684 \nL 244.775908 41.439796 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 111.071935 187.139652 \nL 263.493226 159.994576 \nL 266.491367 46.910279 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 131.464758 195.133813 \nL 285.060859 167.141326 \nL 288.884138 52.551388 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 152.517652 203.386727 \nL 307.287683 174.506509 \nL 311.986412 58.371233 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"xtick_1\">\n    <g id=\"line2d_2\">\n     <path d=\"M 54.81317 164.384145 \nL 51.042608 165.012666 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_2\">\n     <!-- 0.0 -->\n     <defs>\n      <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n     </defs>\n     <g style=\"fill:#ffffff;\" transform=\"translate(33.376662 183.106899)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_2\">\n    <g id=\"line2d_3\">\n     <path d=\"M 73.412705 171.664662 \nL 69.609545 172.312439 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_3\">\n     <!-- 0.2 -->\n     <defs>\n      <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n     </defs>\n     <g style=\"fill:#ffffff;\" transform=\"translate(51.809333 190.571825)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_3\">\n    <g id=\"line2d_4\">\n     <path d=\"M 92.586132 179.169821 \nL 88.750145 179.837753 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_4\">\n     <!-- 0.4 -->\n     <defs>\n      <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n     </defs>\n     <g style=\"fill:#ffffff;\" transform=\"translate(70.811941 198.267567)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_4\">\n    <g id=\"line2d_5\">\n     <path d=\"M 112.360429 186.910182 \nL 108.491409 187.599225 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_5\">\n     <!-- 0.6 -->\n     <defs>\n      <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n     </defs>\n     <g style=\"fill:#ffffff;\" transform=\"translate(90.411336 206.204998)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_5\">\n    <g id=\"line2d_6\">\n     <path d=\"M 132.764292 194.896976 \nL 128.862064 195.608147 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_6\">\n     <!-- 0.8 -->\n     <defs>\n      <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n     </defs>\n     <g style=\"fill:#ffffff;\" transform=\"translate(110.636079 214.395684)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_6\">\n    <g id=\"line2d_7\">\n     <path d=\"M 153.828272 203.142165 \nL 149.892697 203.876546 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_7\">\n     <!-- 1.0 -->\n     <defs>\n      <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n     </defs>\n     <g style=\"fill:#ffffff;\" transform=\"translate(131.516584 222.851944)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-49\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n  <g id=\"axis3d_2\">\n   <g id=\"line2d_8\">\n    <path d=\"M 309.642108 175.286682 \nL 154.749917 204.261794 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_8\">\n    <!-- Y -->\n    <defs>\n     <path d=\"M -0.203125 72.90625 \nL 10.40625 72.90625 \nL 30.609375 42.921875 \nL 50.6875 72.90625 \nL 61.28125 72.90625 \nL 35.5 34.71875 \nL 35.5 0 \nL 25.59375 0 \nL 25.59375 34.71875 \nz\n\" id=\"DejaVuSans-89\"/>\n    </defs>\n    <g style=\"fill:#ffffff;\" transform=\"translate(251.185565 219.493811)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-89\"/>\n    </g>\n   </g>\n   <g id=\"Line3DCollection_2\">\n    <path d=\"M 50.337034 49.538791 \nL 54.787582 163.325603 \nL 158.027034 203.648756 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 81.185773 45.635047 \nL 84.535248 158.377918 \nL 189.097922 197.836439 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 111.380476 41.814067 \nL 113.673571 153.53158 \nL 219.479879 192.152998 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 140.941725 38.073248 \nL 142.221084 148.783507 \nL 249.195566 186.594194 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 169.889247 34.410093 \nL 170.195575 144.13074 \nL 278.266663 181.155971 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 198.241958 30.822208 \nL 197.614126 139.570437 \nL 306.713919 175.834447 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"xtick_7\">\n    <g id=\"line2d_9\">\n     <path d=\"M 157.132069 203.299202 \nL 159.82059 204.349281 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_9\">\n     <!-- 0.0 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(159.124388 224.196662)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_8\">\n    <g id=\"line2d_10\">\n     <path d=\"M 188.19227 197.494676 \nL 190.912855 198.521335 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_10\">\n     <!-- 0.2 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(190.20901 218.217016)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_9\">\n    <g id=\"line2d_11\">\n     <path d=\"M 218.564231 191.818768 \nL 221.314804 192.822783 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_11\">\n     <!-- 0.4 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(220.601862 212.370443)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_10\">\n    <g id=\"line2d_12\">\n     <path d=\"M 248.270575 186.267251 \nL 251.049174 187.249361 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_12\">\n     <!-- 0.6 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(250.325781 206.652551)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_11\">\n    <g id=\"line2d_13\">\n     <path d=\"M 277.332948 180.836079 \nL 280.137715 181.796994 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_13\">\n     <!-- 0.8 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(279.402611 201.059136)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_12\">\n    <g id=\"line2d_14\">\n     <path d=\"M 305.772064 175.521381 \nL 308.601241 176.46178 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_14\">\n     <!-- 1.0 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(307.853256 195.586179)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-49\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n  <g id=\"axis3d_3\">\n   <g id=\"line2d_15\">\n    <path d=\"M 309.642108 175.286682 \nL 314.435064 58.988089 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_15\">\n    <!-- Z -->\n    <defs>\n     <path d=\"M 5.609375 72.90625 \nL 62.890625 72.90625 \nL 62.890625 65.375 \nL 16.796875 8.296875 \nL 64.015625 8.296875 \nL 64.015625 0 \nL 4.5 0 \nL 4.5 7.515625 \nL 50.59375 64.59375 \nL 5.609375 64.59375 \nz\n\" id=\"DejaVuSans-90\"/>\n    </defs>\n    <g style=\"fill:#ffffff;\" transform=\"translate(355.5269 122.78437)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-90\"/>\n    </g>\n   </g>\n   <g id=\"Line3DCollection_3\">\n    <path d=\"M 309.734637 173.041509 \nL 200.452916 136.997562 \nL 51.564794 161.646293 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 310.629638 151.324776 \nL 200.588202 116.666874 \nL 50.711252 140.363962 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 311.536989 129.308363 \nL 200.725216 96.076626 \nL 49.846211 118.794898 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 312.456949 106.986025 \nL 200.86399 75.221816 \nL 48.969436 96.933268 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 313.389781 84.35134 \nL 201.004559 54.097311 \nL 48.080687 74.773079 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n    <path d=\"M 314.335757 61.397706 \nL 201.146957 32.697846 \nL 47.179717 52.308171 \n\" style=\"fill:none;stroke:#ffffff;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"xtick_13\">\n    <g id=\"line2d_16\">\n     <path d=\"M 308.79124 172.730353 \nL 311.625048 173.665016 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_16\">\n     <!-- 0.0 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(322.961938 181.574749)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_14\">\n    <g id=\"line2d_17\">\n     <path d=\"M 309.679206 151.025434 \nL 312.534171 151.924615 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_17\">\n     <!-- 0.2 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(324.004073 159.822535)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_15\">\n    <g id=\"line2d_18\">\n     <path d=\"M 310.579417 129.021193 \nL 313.455856 129.883819 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_18\">\n     <!-- 0.4 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(325.060616 137.769569)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_16\">\n    <g id=\"line2d_19\">\n     <path d=\"M 311.492129 106.711395 \nL 314.390365 107.536359 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_19\">\n     <!-- 0.6 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(326.13187 115.409571)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_17\">\n    <g id=\"line2d_20\">\n     <path d=\"M 312.417603 84.08963 \nL 315.337967 84.87579 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_20\">\n     <!-- 0.8 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(327.218142 92.736082)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-48\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"xtick_18\">\n    <g id=\"line2d_21\">\n     <path d=\"M 313.356111 61.14931 \nL 316.29894 61.895486 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-width:0.8;\"/>\n    </g>\n    <g id=\"text_21\">\n     <!-- 1.0 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(328.319752 69.742464)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-49\"/>\n      <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"line2d_22\">\n    <path clip-path=\"url(#p1cb284dea8)\" d=\"M 129.956573 149.699285 \nL 135.441969 149.289652 \nL 140.89955 148.883759 \nL 146.311467 148.484589 \nL 151.660218 148.095079 \nL 156.928706 147.718115 \nL 162.100298 147.356514 \nL 167.158881 147.01302 \nL 172.088911 146.690294 \nL 176.87546 146.390905 \nL 181.504256 146.117323 \nL 185.961726 145.871911 \nL 190.235027 145.656921 \nL 194.31208 145.474486 \nL 198.181597 145.326613 \nL 201.833105 145.215183 \nL 205.256972 145.141941 \nL 208.444423 145.108498 \nL 211.387558 145.11632 \nL 214.079368 145.166732 \nL 216.513745 145.26091 \nL 218.685497 145.399881 \nL 220.590351 145.584518 \nL 222.224965 145.815542 \nL 223.586934 146.093518 \nL 224.674787 146.418851 \nL 225.488 146.791789 \nL 226.02699 147.212419 \nL 226.293118 147.680668 \nL 226.288686 148.1963 \nL 226.016935 148.758917 \nL 225.482045 149.367961 \nL 224.689121 150.022709 \nL 223.644192 150.722276 \nL 222.354202 151.465618 \nL 220.826995 152.25153 \nL 219.071305 153.078646 \nL 217.096741 153.945445 \nL 214.913767 154.850251 \nL 212.533684 155.791234 \nL 209.968604 156.766417 \nL 207.231427 157.773676 \nL 204.335808 158.810746 \nL 201.296126 159.875228 \nL 198.127445 160.964589 \nL 194.845477 162.076176 \nL 191.466532 163.207215 \nL 188.007473 164.354826 \nL 184.48566 165.516029 \nL 180.918895 166.68775 \nL 177.325359 167.866838 \nL 173.723542 169.05007 \nL 170.13218 170.234169 \nL 166.570175 171.41581 \nL 163.056517 172.59164 \nL 159.610206 173.758287 \nL 156.250163 174.912378 \nL 152.995144 176.050555 \nL 149.863651 177.169488 \nL 146.873837 178.265893 \nL 144.043418 179.33655 \nL 141.389576 180.378318 \nL 138.928865 181.388153 \nL 136.677126 182.363126 \nL 134.649388 183.300435 \nL 132.859786 184.197428 \nL 131.321476 185.051615 \nL 130.046554 185.860683 \nL 129.045981 186.622511 \nL 128.329517 187.335186 \nL 127.905656 187.99701 \nL 127.781571 188.606517 \nL 127.963068 189.162478 \nL 128.454547 189.663914 \nL 129.258973 190.110098 \nL 130.377852 190.500563 \nL 131.811223 190.835106 \nL 133.557657 191.113789 \nL 135.614261 191.336938 \nL 137.976699 191.505143 \nL 140.639221 191.619255 \nL 143.594691 191.680377 \nL 146.834642 191.689864 \nL 150.349319 191.649309 \nL 154.127748 191.560537 \nL 158.157796 191.425593 \nL 162.426251 191.246727 \nL 166.918895 191.026387 \nL 171.620593 190.767198 \nL 176.515375 190.471953 \nL 181.586531 190.143593 \nL 186.816703 189.785193 \nL 192.187974 189.399945 \nL 197.681969 188.991141 \nL 203.279945 188.562157 \nL 208.962886 188.116435 \nL 214.711594 187.657469 \nL 220.506779 187.188784 \nL 226.329147 186.713927 \nL 232.15948 186.236443 \n\" style=\"fill:none;stroke:#8dd3c7;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"Path3DCollection_1\">\n    <defs>\n     <path d=\"M 0 2.236068 \nC 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \nC 2.000462 1.161816 2.236068 0.593012 2.236068 0 \nC 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \nC 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \nC -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \nC -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \nC -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \nC -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \nz\n\" id=\"C0_0_ddfb901fae\"/>\n    </defs>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.785665;stroke:#ff0000;stroke-opacity:0.785665;\" x=\"122.994062\" xlink:href=\"#C0_0_ddfb901fae\" y=\"106.131961\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.731154;stroke:#ff0000;stroke-opacity:0.731154;\" x=\"128.013424\" xlink:href=\"#C0_0_ddfb901fae\" y=\"142.997399\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.66382;stroke:#ff0000;stroke-opacity:0.66382;\" x=\"124.897526\" xlink:href=\"#C0_0_ddfb901fae\" y=\"163.270223\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.640408;stroke:#ff0000;stroke-opacity:0.640408;\" x=\"109.815017\" xlink:href=\"#C0_0_ddfb901fae\" y=\"132.354974\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.986084;stroke:#ff0000;stroke-opacity:0.986084;\" x=\"152.590443\" xlink:href=\"#C0_0_ddfb901fae\" y=\"100.900553\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.845247;stroke:#ff0000;stroke-opacity:0.845247;\" x=\"123.188878\" xlink:href=\"#C0_0_ddfb901fae\" y=\"81.24416\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.586895;stroke:#ff0000;stroke-opacity:0.586895;\" x=\"76.459413\" xlink:href=\"#C0_0_ddfb901fae\" y=\"64.724784\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.403131;stroke:#ff0000;stroke-opacity:0.403131;\" x=\"69.825977\" xlink:href=\"#C0_0_ddfb901fae\" y=\"125.12513\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.780276;stroke:#ff0000;stroke-opacity:0.780276;\" x=\"122.744514\" xlink:href=\"#C0_0_ddfb901fae\" y=\"107.753928\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.645436;stroke:#ff0000;stroke-opacity:0.645436;\" x=\"126.181746\" xlink:href=\"#C0_0_ddfb901fae\" y=\"174.595106\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.446938;stroke:#ff0000;stroke-opacity:0.446938;\" x=\"79.526773\" xlink:href=\"#C0_0_ddfb901fae\" y=\"132.74598\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.503937;stroke:#ff0000;stroke-opacity:0.503937;\" x=\"87.502747\" xlink:href=\"#C0_0_ddfb901fae\" y=\"130.061521\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.926169;stroke:#ff0000;stroke-opacity:0.926169;\" x=\"151.799225\" xlink:href=\"#C0_0_ddfb901fae\" y=\"124.313061\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.607172;stroke:#ff0000;stroke-opacity:0.607172;\" x=\"123.755417\" xlink:href=\"#C0_0_ddfb901fae\" y=\"184.338008\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.605073;stroke:#ff0000;stroke-opacity:0.605073;\" x=\"99.468559\" xlink:href=\"#C0_0_ddfb901fae\" y=\"119.369253\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.636341;stroke:#ff0000;stroke-opacity:0.636341;\" x=\"124.415121\" xlink:href=\"#C0_0_ddfb901fae\" y=\"173.6839\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.626195;stroke:#ff0000;stroke-opacity:0.626195;\" x=\"104.081363\" xlink:href=\"#C0_0_ddfb901fae\" y=\"122.868734\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.758033;stroke:#ff0000;stroke-opacity:0.758033;\" x=\"148.066564\" xlink:href=\"#C0_0_ddfb901fae\" y=\"185.913683\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.663767;stroke:#ff0000;stroke-opacity:0.663767;\" x=\"128.173176\" xlink:href=\"#C0_0_ddfb901fae\" y=\"172.176114\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#ff0000;fill-opacity:0.791293;stroke:#ff0000;stroke-opacity:0.791293;\" x=\"114.42889\" xlink:href=\"#C0_0_ddfb901fae\" y=\"80.503255\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.773016;stroke:#008000;stroke-opacity:0.773016;\" x=\"117.767084\" xlink:href=\"#C0_0_ddfb901fae\" y=\"97.352911\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.532211;stroke:#008000;stroke-opacity:0.532211;\" x=\"92.956276\" xlink:href=\"#C0_0_ddfb901fae\" y=\"132.789774\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.553398;stroke:#008000;stroke-opacity:0.553398;\" x=\"108.180422\" xlink:href=\"#C0_0_ddfb901fae\" y=\"165.038643\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.843954;stroke:#008000;stroke-opacity:0.843954;\" x=\"133.504588\" xlink:href=\"#C0_0_ddfb901fae\" y=\"109.770795\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.827933;stroke:#008000;stroke-opacity:0.827933;\" x=\"124.993369\" xlink:href=\"#C0_0_ddfb901fae\" y=\"93.523358\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.608774;stroke:#008000;stroke-opacity:0.608774;\" x=\"81.197509\" xlink:href=\"#C0_0_ddfb901fae\" y=\"68.241047\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.448135;stroke:#008000;stroke-opacity:0.448135;\" x=\"69.42657\" xlink:href=\"#C0_0_ddfb901fae\" y=\"104.844405\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.382534;stroke:#008000;stroke-opacity:0.382534;\" x=\"75.132032\" xlink:href=\"#C0_0_ddfb901fae\" y=\"148.301054\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.327559;stroke:#008000;stroke-opacity:0.327559;\" x=\"68.621402\" xlink:href=\"#C0_0_ddfb901fae\" y=\"154.095625\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.716825;stroke:#008000;stroke-opacity:0.716825;\" x=\"99.744836\" xlink:href=\"#C0_0_ddfb901fae\" y=\"72.447741\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.475591;stroke:#008000;stroke-opacity:0.475591;\" x=\"87.97853\" xlink:href=\"#C0_0_ddfb901fae\" y=\"143.44368\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.65135;stroke:#008000;stroke-opacity:0.65135;\" x=\"87.855986\" xlink:href=\"#C0_0_ddfb901fae\" y=\"68.136289\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;stroke:#008000;\" x=\"151.993107\" xlink:href=\"#C0_0_ddfb901fae\" y=\"93.344413\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.363831;stroke:#008000;stroke-opacity:0.363831;\" x=\"65.623731\" xlink:href=\"#C0_0_ddfb901fae\" y=\"130.49357\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.664443;stroke:#008000;stroke-opacity:0.664443;\" x=\"90.405058\" xlink:href=\"#C0_0_ddfb901fae\" y=\"69.463944\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.677829;stroke:#008000;stroke-opacity:0.677829;\" x=\"132.732616\" xlink:href=\"#C0_0_ddfb901fae\" y=\"178.542629\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.990312;stroke:#008000;stroke-opacity:0.990312;\" x=\"152.02613\" xlink:href=\"#C0_0_ddfb901fae\" y=\"97.56684\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.727178;stroke:#008000;stroke-opacity:0.727178;\" x=\"99.912355\" xlink:href=\"#C0_0_ddfb901fae\" y=\"68.485721\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.585293;stroke:#008000;stroke-opacity:0.585293;\" x=\"85.885331\" xlink:href=\"#C0_0_ddfb901fae\" y=\"90.97052\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#008000;fill-opacity:0.776023;stroke:#008000;stroke-opacity:0.776023;\" x=\"108.561681\" xlink:href=\"#C0_0_ddfb901fae\" y=\"71.105666\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.485984;stroke:#0000ff;stroke-opacity:0.485984;\" x=\"56.988528\" xlink:href=\"#C0_0_ddfb901fae\" y=\"54.968109\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.447515;stroke:#0000ff;stroke-opacity:0.447515;\" x=\"93.182705\" xlink:href=\"#C0_0_ddfb901fae\" y=\"169.533224\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.71969;stroke:#0000ff;stroke-opacity:0.71969;\" x=\"145.802633\" xlink:href=\"#C0_0_ddfb901fae\" y=\"196.130492\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.504402;stroke:#0000ff;stroke-opacity:0.504402;\" x=\"68.538561\" xlink:href=\"#C0_0_ddfb901fae\" y=\"78.434021\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.774503;stroke:#0000ff;stroke-opacity:0.774503;\" x=\"127.799571\" xlink:href=\"#C0_0_ddfb901fae\" y=\"123.925755\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.601899;stroke:#0000ff;stroke-opacity:0.601899;\" x=\"117.244316\" xlink:href=\"#C0_0_ddfb901fae\" y=\"168.929494\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.43464;stroke:#0000ff;stroke-opacity:0.43464;\" x=\"86.611156\" xlink:href=\"#C0_0_ddfb901fae\" y=\"157.204216\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.865577;stroke:#0000ff;stroke-opacity:0.865577;\" x=\"146.899632\" xlink:href=\"#C0_0_ddfb901fae\" y=\"136.873039\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.465771;stroke:#0000ff;stroke-opacity:0.465771;\" x=\"77.111859\" xlink:href=\"#C0_0_ddfb901fae\" y=\"118.163167\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.695012;stroke:#0000ff;stroke-opacity:0.695012;\" x=\"137.031394\" xlink:href=\"#C0_0_ddfb901fae\" y=\"182.870401\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.760245;stroke:#0000ff;stroke-opacity:0.760245;\" x=\"128.661591\" xlink:href=\"#C0_0_ddfb901fae\" y=\"132.345306\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.3;stroke:#0000ff;stroke-opacity:0.3;\" x=\"66.977526\" xlink:href=\"#C0_0_ddfb901fae\" y=\"161.393819\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.893863;stroke:#0000ff;stroke-opacity:0.893863;\" x=\"138.23389\" xlink:href=\"#C0_0_ddfb901fae\" y=\"101.306066\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.791478;stroke:#0000ff;stroke-opacity:0.791478;\" x=\"147.396425\" xlink:href=\"#C0_0_ddfb901fae\" y=\"169.829351\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.545596;stroke:#0000ff;stroke-opacity:0.545596;\" x=\"74.201961\" xlink:href=\"#C0_0_ddfb901fae\" y=\"76.220265\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.917171;stroke:#0000ff;stroke-opacity:0.917171;\" x=\"147.860051\" xlink:href=\"#C0_0_ddfb901fae\" y=\"117.468764\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.574087;stroke:#0000ff;stroke-opacity:0.574087;\" x=\"102.217488\" xlink:href=\"#C0_0_ddfb901fae\" y=\"140.042084\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.601723;stroke:#0000ff;stroke-opacity:0.601723;\" x=\"100.394017\" xlink:href=\"#C0_0_ddfb901fae\" y=\"123.30834\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.344669;stroke:#0000ff;stroke-opacity:0.344669;\" x=\"63.708977\" xlink:href=\"#C0_0_ddfb901fae\" y=\"133.474813\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill:#0000ff;fill-opacity:0.505055;stroke:#0000ff;stroke-opacity:0.505055;\" x=\"75.767473\" xlink:href=\"#C0_0_ddfb901fae\" y=\"97.7597\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.74584;stroke:#000000;stroke-opacity:0.74584;\" x=\"124.995171\" xlink:href=\"#C0_0_ddfb901fae\" y=\"128.547263\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.537376;stroke:#000000;stroke-opacity:0.537376;\" x=\"103.371833\" xlink:href=\"#C0_0_ddfb901fae\" y=\"158.832781\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.861325;stroke:#000000;stroke-opacity:0.861325;\" x=\"129.707081\" xlink:href=\"#C0_0_ddfb901fae\" y=\"92.062504\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.971765;stroke:#000000;stroke-opacity:0.971765;\" x=\"143.564611\" xlink:href=\"#C0_0_ddfb901fae\" y=\"82.5313\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.870154;stroke:#000000;stroke-opacity:0.870154;\" x=\"130.281159\" xlink:href=\"#C0_0_ddfb901fae\" y=\"89.852865\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.868531;stroke:#000000;stroke-opacity:0.868531;\" x=\"147.416846\" xlink:href=\"#C0_0_ddfb901fae\" y=\"137.015664\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.609305;stroke:#000000;stroke-opacity:0.609305;\" x=\"115.226136\" xlink:href=\"#C0_0_ddfb901fae\" y=\"160.297117\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.601569;stroke:#000000;stroke-opacity:0.601569;\" x=\"114.701173\" xlink:href=\"#C0_0_ddfb901fae\" y=\"162.173625\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.612221;stroke:#000000;stroke-opacity:0.612221;\" x=\"122.668286\" xlink:href=\"#C0_0_ddfb901fae\" y=\"179.235837\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.587758;stroke:#000000;stroke-opacity:0.587758;\" x=\"76.775975\" xlink:href=\"#C0_0_ddfb901fae\" y=\"65.215458\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.908893;stroke:#000000;stroke-opacity:0.908893;\" x=\"137.314055\" xlink:href=\"#C0_0_ddfb901fae\" y=\"92.400438\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.502356;stroke:#000000;stroke-opacity:0.502356;\" x=\"64.119558\" xlink:href=\"#C0_0_ddfb901fae\" y=\"67.322697\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.673049;stroke:#000000;stroke-opacity:0.673049;\" x=\"134.2878\" xlink:href=\"#C0_0_ddfb901fae\" y=\"184.799064\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.834329;stroke:#000000;stroke-opacity:0.834329;\" x=\"149.966468\" xlink:href=\"#C0_0_ddfb901fae\" y=\"158.519932\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.419417;stroke:#000000;stroke-opacity:0.419417;\" x=\"68.547332\" xlink:href=\"#C0_0_ddfb901fae\" y=\"114.710582\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.917849;stroke:#000000;stroke-opacity:0.917849;\" x=\"144.944094\" xlink:href=\"#C0_0_ddfb901fae\" y=\"109.271697\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.665827;stroke:#000000;stroke-opacity:0.665827;\" x=\"133.381106\" xlink:href=\"#C0_0_ddfb901fae\" y=\"185.420998\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.698014;stroke:#000000;stroke-opacity:0.698014;\" x=\"131.01871\" xlink:href=\"#C0_0_ddfb901fae\" y=\"165.283879\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.702554;stroke:#000000;stroke-opacity:0.702554;\" x=\"112.636387\" xlink:href=\"#C0_0_ddfb901fae\" y=\"113.496304\"/>\n    </g>\n    <g clip-path=\"url(#p1cb284dea8)\">\n     <use style=\"fill-opacity:0.530713;stroke:#000000;stroke-opacity:0.530713;\" x=\"97.753941\" xlink:href=\"#C0_0_ddfb901fae\" y=\"146.439618\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_6\">\n     <path d=\"M 234.667188 44.55625 \nL 335 44.55625 \nQ 337 44.55625 337 42.55625 \nL 337 14.2 \nQ 337 12.2 335 12.2 \nL 234.667188 12.2 \nQ 232.667188 12.2 232.667188 14.2 \nL 232.667188 42.55625 \nQ 232.667188 44.55625 234.667188 44.55625 \nz\n\" style=\"opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_23\">\n     <path d=\"M 236.667188 20.298437 \nL 256.667188 20.298437 \n\" style=\"fill:none;stroke:#8dd3c7;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_24\"/>\n    <g id=\"text_22\">\n     <!-- curve in (x,y) -->\n     <defs>\n      <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path id=\"DejaVuSans-32\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 31 75.875 \nQ 24.46875 64.65625 21.28125 53.65625 \nQ 18.109375 42.671875 18.109375 31.390625 \nQ 18.109375 20.125 21.3125 9.0625 \nQ 24.515625 -2 31 -13.1875 \nL 23.1875 -13.1875 \nQ 15.875 -1.703125 12.234375 9.375 \nQ 8.59375 20.453125 8.59375 31.390625 \nQ 8.59375 42.28125 12.203125 53.3125 \nQ 15.828125 64.359375 23.1875 75.875 \nz\n\" id=\"DejaVuSans-40\"/>\n      <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\n      <path d=\"M 11.71875 12.40625 \nL 22.015625 12.40625 \nL 22.015625 4 \nL 14.015625 -11.625 \nL 7.71875 -11.625 \nL 11.71875 4 \nz\n\" id=\"DejaVuSans-44\"/>\n      <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n      <path d=\"M 8.015625 75.875 \nL 15.828125 75.875 \nQ 23.140625 64.359375 26.78125 53.3125 \nQ 30.421875 42.28125 30.421875 31.390625 \nQ 30.421875 20.453125 26.78125 9.375 \nQ 23.140625 -1.703125 15.828125 -13.1875 \nL 8.015625 -13.1875 \nQ 14.5 -2 17.703125 9.0625 \nQ 20.90625 20.125 20.90625 31.390625 \nQ 20.90625 42.671875 17.703125 53.65625 \nQ 14.5 64.65625 8.015625 75.875 \nz\n\" id=\"DejaVuSans-41\"/>\n     </defs>\n     <g style=\"fill:#ffffff;\" transform=\"translate(264.667188 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"54.980469\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"118.359375\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"159.472656\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"218.652344\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"280.175781\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"311.962891\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"339.746094\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"403.125\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"434.912109\" xlink:href=\"#DejaVuSans-40\"/>\n      <use x=\"473.925781\" xlink:href=\"#DejaVuSans-120\"/>\n      <use x=\"533.105469\" xlink:href=\"#DejaVuSans-44\"/>\n      <use x=\"564.892578\" xlink:href=\"#DejaVuSans-121\"/>\n      <use x=\"624.072266\" xlink:href=\"#DejaVuSans-41\"/>\n     </g>\n    </g>\n    <g id=\"Path3DCollection_2\">\n     <path d=\"M 246.667188 38.08763 \nC 247.2602 38.08763 247.829003 37.852024 248.248326 37.432701 \nC 248.667649 37.013378 248.903255 36.444575 248.903255 35.851562 \nC 248.903255 35.25855 248.667649 34.689747 248.248326 34.270424 \nC 247.829003 33.851101 247.2602 33.615495 246.667188 33.615495 \nC 246.074175 33.615495 245.505372 33.851101 245.086049 34.270424 \nC 244.666726 34.689747 244.43112 35.25855 244.43112 35.851562 \nC 244.43112 36.444575 244.666726 37.013378 245.086049 37.432701 \nC 245.505372 37.852024 246.074175 38.08763 246.667188 38.08763 \nz\n\" style=\"fill:#ff0000;stroke:#ff0000;\"/>\n    </g>\n    <g id=\"text_23\">\n     <!-- points in (x,z) -->\n     <defs>\n      <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 5.515625 54.6875 \nL 48.1875 54.6875 \nL 48.1875 46.484375 \nL 14.40625 7.171875 \nL 48.1875 7.171875 \nL 48.1875 0 \nL 4.296875 0 \nL 4.296875 8.203125 \nL 38.09375 47.515625 \nL 5.515625 47.515625 \nz\n\" id=\"DejaVuSans-122\"/>\n     </defs>\n     <g style=\"fill:#ffffff;\" transform=\"translate(264.667188 38.476562)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"124.658203\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"152.441406\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"215.820312\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"255.029297\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"307.128906\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"338.916016\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"366.699219\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"430.078125\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"461.865234\" xlink:href=\"#DejaVuSans-40\"/>\n      <use x=\"500.878906\" xlink:href=\"#DejaVuSans-120\"/>\n      <use x=\"560.058594\" xlink:href=\"#DejaVuSans-44\"/>\n      <use x=\"591.845703\" xlink:href=\"#DejaVuSans-122\"/>\n      <use x=\"644.335938\" xlink:href=\"#DejaVuSans-41\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p1cb284dea8\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"7.2\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This import registers the 3D projection, but is otherwise unused.\n",
    "from mpl_toolkits.mplot3d import Axes3D  # noqa: F401 unused import\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.gca(projection='3d')\n",
    "\n",
    "# Plot a sin curve using the x and y axes.\n",
    "x = np.linspace(0, 1, 100)\n",
    "y = np.sin(x * 2 * np.pi) / 2 + 0.5\n",
    "ax.plot(x, y, zs=0, zdir='z', label='curve in (x,y)')\n",
    "\n",
    "# Plot scatterplot data (20 2D points per colour) on the x and z axes.\n",
    "colors = ('r', 'g', 'b', 'k')\n",
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "x = np.random.sample(20 * len(colors))\n",
    "y = np.random.sample(20 * len(colors))\n",
    "c_list = []\n",
    "for c in colors:\n",
    "    c_list.extend([c] * 20)\n",
    "# By using zdir='y', the y value of these points is fixed to the zs value 0\n",
    "# and the (x,y) points are plotted on the x and z axes.\n",
    "ax.scatter(x, y, zs=0, zdir='y', c=c_list, label='points in (x,z)')\n",
    "\n",
    "# Make legend, set axes limits and labels\n",
    "ax.legend()\n",
    "ax.set_xlim(0, 1)\n",
    "ax.set_ylim(0, 1)\n",
    "ax.set_zlim(0, 1)\n",
    "ax.set_xlabel('X')\n",
    "ax.set_ylabel('Y')\n",
    "ax.set_zlabel('Z')\n",
    "\n",
    "# Customize the view angle so it's easier to see that the scatter points lie\n",
    "# on the plane y=0\n",
    "ax.view_init(elev=20., azim=-35)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}