{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig_dpi = 200"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Different Train/Validation/Test Splits\n",
    "\n",
    "## Index\n",
    "0. train prop\n",
    "1. val prop\n",
    "2. test prop\n",
    "3. top-1 accuracy\n",
    "4. top-5 accuracy\n",
    "5. last val loss\n",
    "6. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "split_results = np.array([\n",
    "    [50, 5, 45, 8.14, 20.7, 5.77, 8.29],\n",
    "    [50, 25, 25, 7.91, 20.9, 5.59, 8.41],\n",
    "    [70, 15, 15, 15.81, 34.62, 4.92, 16.82],\n",
    "    [80, 10, 10, 20.94, 44.1, 4.39, 24.45],\n",
    "    [90, 5, 5, 20.62, 45.19, 4.17, 30.29]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "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<svg height=\"207.754375pt\" version=\"1.1\" viewBox=\"0 0 352.350625 207.754375\" width=\"352.350625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-04-28T22:44:56.303233</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 207.754375 \nL 352.350625 207.754375 \nL 352.350625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 72.790625 170.198125 \nL 338.788125 170.198125 \nL 338.788125 22.318125 \nL 72.790625 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 72.790625 163.476307 \nL 116.095018 163.476307 \nL 116.095018 141.070246 \nL 72.790625 141.070246 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 72.790625 135.468731 \nL 114.87143 135.468731 \nL 114.87143 113.06267 \nL 72.790625 113.06267 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 72.790625 107.461155 \nL 156.899034 107.461155 \nL 156.899034 85.055095 \nL 72.790625 85.055095 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 72.790625 79.45358 \nL 184.190378 79.45358 \nL 184.190378 57.047519 \nL 72.790625 57.047519 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 72.790625 51.446004 \nL 182.487994 51.446004 \nL 182.487994 29.039943 \nL 72.790625 29.039943 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 116.095018 163.476307 \nL 182.91359 163.476307 \nL 182.91359 141.070246 \nL 116.095018 141.070246 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 114.87143 135.468731 \nL 183.97758 135.468731 \nL 183.97758 113.06267 \nL 114.87143 113.06267 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 156.899034 107.461155 \nL 256.967294 107.461155 \nL 256.967294 85.055095 \nL 156.899034 85.055095 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 184.190378 79.45358 \nL 307.40042 79.45358 \nL 307.40042 57.047519 \nL 184.190378 57.047519 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#pc2b17418aa)\" d=\"M 182.487994 51.446004 \nL 313.199165 51.446004 \nL 313.199165 29.039943 \nL 182.487994 29.039943 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pc2b17418aa)\" d=\"M 72.790625 170.198125 \nL 72.790625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"me8552f4a8d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"72.790625\" xlink:href=\"#me8552f4a8d\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(69.609375 184.796562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#pc2b17418aa)\" d=\"M 125.990125 170.198125 \nL 125.990125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"125.990125\" xlink:href=\"#me8552f4a8d\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 10 -->\n      <g transform=\"translate(119.627625 184.796562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#pc2b17418aa)\" d=\"M 179.189625 170.198125 \nL 179.189625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"179.189625\" xlink:href=\"#me8552f4a8d\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 20 -->\n      <g transform=\"translate(172.827125 184.796562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pc2b17418aa)\" d=\"M 232.389125 170.198125 \nL 232.389125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"232.389125\" xlink:href=\"#me8552f4a8d\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 30 -->\n      <g transform=\"translate(226.026625 184.796562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-33\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#pc2b17418aa)\" d=\"M 285.588625 170.198125 \nL 285.588625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"285.588625\" xlink:href=\"#me8552f4a8d\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 40 -->\n      <g transform=\"translate(279.226125 184.796562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#pc2b17418aa)\" d=\"M 338.788125 170.198125 \nL 338.788125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"338.788125\" xlink:href=\"#me8552f4a8d\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(332.425625 184.796562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- % Test Accuracy -->\n     <g transform=\"translate(165.187031 198.474687)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 4653 2053 \nQ 4381 2053 4226 1822 \nQ 4072 1591 4072 1178 \nQ 4072 772 4226 539 \nQ 4381 306 4653 306 \nQ 4919 306 5073 539 \nQ 5228 772 5228 1178 \nQ 5228 1588 5073 1820 \nQ 4919 2053 4653 2053 \nz\nM 4653 2450 \nQ 5147 2450 5437 2106 \nQ 5728 1763 5728 1178 \nQ 5728 594 5436 251 \nQ 5144 -91 4653 -91 \nQ 4153 -91 3862 251 \nQ 3572 594 3572 1178 \nQ 3572 1766 3864 2108 \nQ 4156 2450 4653 2450 \nz\nM 1428 4353 \nQ 1159 4353 1004 4120 \nQ 850 3888 850 3481 \nQ 850 3069 1003 2837 \nQ 1156 2606 1428 2606 \nQ 1700 2606 1854 2837 \nQ 2009 3069 2009 3481 \nQ 2009 3884 1853 4118 \nQ 1697 4353 1428 4353 \nz\nM 4250 4750 \nL 4750 4750 \nL 1831 -91 \nL 1331 -91 \nL 4250 4750 \nz\nM 1428 4750 \nQ 1922 4750 2215 4408 \nQ 2509 4066 2509 3481 \nQ 2509 2891 2217 2550 \nQ 1925 2209 1428 2209 \nQ 931 2209 642 2551 \nQ 353 2894 353 3481 \nQ 353 4063 643 4406 \nQ 934 4750 1428 4750 \nz\n\" id=\"DejaVuSans-25\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n       <path d=\"M -19 4666 \nL 3928 4666 \nL 3928 4134 \nL 2272 4134 \nL 2272 0 \nL 1638 0 \nL 1638 4134 \nL -19 4134 \nL -19 4666 \nz\n\" id=\"DejaVuSans-54\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" id=\"DejaVuSans-41\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" id=\"DejaVuSans-79\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-25\"/>\n      <use x=\"95.019531\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"126.806641\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"170.890625\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"232.414062\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"284.513672\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"323.722656\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"355.509766\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"422.167969\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"477.148438\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"532.128906\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"595.507812\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"636.621094\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"697.900391\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"752.880859\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_13\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m635f276161\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"72.790625\" xlink:href=\"#m635f276161\" y=\"152.273277\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 50/5/45 -->\n      <g transform=\"translate(27.240625 156.072495)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1625 4666 \nL 2156 4666 \nL 531 -594 \nL 0 -594 \nL 1625 4666 \nz\n\" id=\"DejaVuSans-2f\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"160.9375\" xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"224.560547\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"258.251953\" xlink:href=\"#DejaVuSans-34\"/>\n       <use x=\"321.875\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"72.790625\" xlink:href=\"#m635f276161\" y=\"124.265701\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 50/25/25 -->\n      <g transform=\"translate(20.878125 128.06492)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"160.9375\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"224.560547\" xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"288.183594\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"321.875\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"385.498047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"72.790625\" xlink:href=\"#m635f276161\" y=\"96.258125\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 70/15/15 -->\n      <g transform=\"translate(20.878125 100.057344)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-37\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"160.9375\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"224.560547\" xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"288.183594\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"321.875\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"385.498047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"72.790625\" xlink:href=\"#m635f276161\" y=\"68.250549\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 80/10/10 -->\n      <g transform=\"translate(20.878125 72.049768)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-38\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"160.9375\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"224.560547\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"288.183594\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"321.875\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"385.498047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"72.790625\" xlink:href=\"#m635f276161\" y=\"40.242973\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 90/5/5 -->\n      <g transform=\"translate(33.603125 44.042192)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 703 97 \nL 703 672 \nQ 941 559 1184 500 \nQ 1428 441 1663 441 \nQ 2288 441 2617 861 \nQ 2947 1281 2994 2138 \nQ 2813 1869 2534 1725 \nQ 2256 1581 1919 1581 \nQ 1219 1581 811 2004 \nQ 403 2428 403 3163 \nQ 403 3881 828 4315 \nQ 1253 4750 1959 4750 \nQ 2769 4750 3195 4129 \nQ 3622 3509 3622 2328 \nQ 3622 1225 3098 567 \nQ 2575 -91 1691 -91 \nQ 1453 -91 1209 -44 \nQ 966 3 703 97 \nz\nM 1959 2075 \nQ 2384 2075 2632 2365 \nQ 2881 2656 2881 3163 \nQ 2881 3666 2632 3958 \nQ 2384 4250 1959 4250 \nQ 1534 4250 1286 3958 \nQ 1038 3666 1038 3163 \nQ 1038 2656 1286 2365 \nQ 1534 2075 1959 2075 \nz\n\" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-39\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"160.9375\" xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"224.560547\" xlink:href=\"#DejaVuSans-2f\"/>\n       <use x=\"258.251953\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_13\">\n     <!-- Dataset Split (Train/Val/Test) -->\n     <g transform=\"translate(14.798438 166.697969)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-44\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3425 4513 \nL 3425 3897 \nQ 3066 4069 2747 4153 \nQ 2428 4238 2131 4238 \nQ 1616 4238 1336 4038 \nQ 1056 3838 1056 3469 \nQ 1056 3159 1242 3001 \nQ 1428 2844 1947 2747 \nL 2328 2669 \nQ 3034 2534 3370 2195 \nQ 3706 1856 3706 1288 \nQ 3706 609 3251 259 \nQ 2797 -91 1919 -91 \nQ 1588 -91 1214 -16 \nQ 841 59 441 206 \nL 441 856 \nQ 825 641 1194 531 \nQ 1563 422 1919 422 \nQ 2459 422 2753 634 \nQ 3047 847 3047 1241 \nQ 3047 1584 2836 1778 \nQ 2625 1972 2144 2069 \nL 1759 2144 \nQ 1053 2284 737 2584 \nQ 422 2884 422 3419 \nQ 422 4038 858 4394 \nQ 1294 4750 2059 4750 \nQ 2388 4750 2728 4690 \nQ 3069 4631 3425 4513 \nz\n\" id=\"DejaVuSans-53\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1984 4856 \nQ 1566 4138 1362 3434 \nQ 1159 2731 1159 2009 \nQ 1159 1288 1364 580 \nQ 1569 -128 1984 -844 \nL 1484 -844 \nQ 1016 -109 783 600 \nQ 550 1309 550 2009 \nQ 550 2706 781 3412 \nQ 1013 4119 1484 4856 \nL 1984 4856 \nz\n\" id=\"DejaVuSans-28\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 513 4856 \nL 1013 4856 \nQ 1481 4119 1714 3412 \nQ 1947 2706 1947 2009 \nQ 1947 1309 1714 600 \nQ 1481 -109 1013 -844 \nL 513 -844 \nQ 928 -128 1133 580 \nQ 1338 1288 1338 2009 \nQ 1338 2731 1133 3434 \nQ 928 4138 513 4856 \nz\n\" id=\"DejaVuSans-29\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-44\"/>\n      <use x=\"77.001953\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"138.28125\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"177.490234\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"238.769531\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"290.869141\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"352.392578\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"391.601562\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"423.388672\" xlink:href=\"#DejaVuSans-53\"/>\n      <use x=\"486.865234\" xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"550.341797\" xlink:href=\"#DejaVuSans-6c\"/>\n      <use x=\"578.125\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"605.908203\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"645.117188\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"676.904297\" xlink:href=\"#DejaVuSans-28\"/>\n      <use x=\"715.917969\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"762.251953\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"803.365234\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"864.644531\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"892.427734\" xlink:href=\"#DejaVuSans-6e\"/>\n      <use x=\"955.806641\" xlink:href=\"#DejaVuSans-2f\"/>\n      <use x=\"989.498047\" xlink:href=\"#DejaVuSans-56\"/>\n      <use x=\"1050.15625\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"1111.435547\" xlink:href=\"#DejaVuSans-6c\"/>\n      <use x=\"1139.21875\" xlink:href=\"#DejaVuSans-2f\"/>\n      <use x=\"1172.910156\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"1216.994141\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"1278.517578\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"1330.617188\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"1369.826172\" xlink:href=\"#DejaVuSans-29\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 72.790625 170.198125 \nL 72.790625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 338.788125 170.198125 \nL 338.788125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 72.790625 170.198125 \nL 338.788125 170.198125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 72.790625 22.318125 \nL 338.788125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_14\">\n    <!-- Accuracy for Dataset Split Proportions -->\n    <g transform=\"translate(91.6375 16.318125)scale(0.12 -0.12)\">\n     <defs>\n      <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n      <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n      <path d=\"M 1259 4147 \nL 1259 2394 \nL 2053 2394 \nQ 2494 2394 2734 2622 \nQ 2975 2850 2975 3272 \nQ 2975 3691 2734 3919 \nQ 2494 4147 2053 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2053 4666 \nQ 2838 4666 3239 4311 \nQ 3641 3956 3641 3272 \nQ 3641 2581 3239 2228 \nQ 2838 1875 2053 1875 \nL 1259 1875 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-50\" transform=\"scale(0.015625)\"/>\n     </defs>\n     <use xlink:href=\"#DejaVuSans-41\"/>\n     <use x=\"66.658203\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"121.638672\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"176.619141\" xlink:href=\"#DejaVuSans-75\"/>\n     <use x=\"239.998047\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"281.111328\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"342.390625\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"397.371094\" xlink:href=\"#DejaVuSans-79\"/>\n     <use x=\"456.550781\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"488.337891\" xlink:href=\"#DejaVuSans-66\"/>\n     <use x=\"523.542969\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"584.724609\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"625.837891\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"657.625\" xlink:href=\"#DejaVuSans-44\"/>\n     <use x=\"734.626953\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"795.90625\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"835.115234\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"896.394531\" xlink:href=\"#DejaVuSans-73\"/>\n     <use x=\"948.494141\" xlink:href=\"#DejaVuSans-65\"/>\n     <use x=\"1010.017578\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1049.226562\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"1081.013672\" xlink:href=\"#DejaVuSans-53\"/>\n     <use x=\"1144.490234\" xlink:href=\"#DejaVuSans-70\"/>\n     <use x=\"1207.966797\" xlink:href=\"#DejaVuSans-6c\"/>\n     <use x=\"1235.75\" xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"1263.533203\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1302.742188\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"1334.529297\" xlink:href=\"#DejaVuSans-50\"/>\n     <use x=\"1393.082031\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"1431.945312\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"1493.126953\" xlink:href=\"#DejaVuSans-70\"/>\n     <use x=\"1556.603516\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"1617.785156\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"1658.898438\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1698.107422\" xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"1725.890625\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"1787.072266\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1850.451172\" xlink:href=\"#DejaVuSans-73\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_17\">\n     <path d=\"M 272.942812 165.198125 \nL 331.788125 165.198125 \nQ 333.788125 165.198125 333.788125 163.198125 \nL 333.788125 134.841875 \nQ 333.788125 132.841875 331.788125 132.841875 \nL 272.942812 132.841875 \nQ 270.942812 132.841875 270.942812 134.841875 \nL 270.942812 163.198125 \nQ 270.942812 165.198125 272.942812 165.198125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"patch_18\">\n     <path d=\"M 274.942812 144.440312 \nL 294.942812 144.440312 \nL 294.942812 137.440312 \nL 274.942812 137.440312 \nz\n\" style=\"fill:#1f77b4;\"/>\n    </g>\n    <g id=\"text_15\">\n     <!-- Top-1 -->\n     <g transform=\"translate(302.942812 144.440312)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 313 2009 \nL 1997 2009 \nL 1997 1497 \nL 313 1497 \nL 313 2009 \nz\n\" id=\"DejaVuSans-2d\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n      <use x=\"204.826172\" xlink:href=\"#DejaVuSans-31\"/>\n     </g>\n    </g>\n    <g id=\"patch_19\">\n     <path d=\"M 274.942812 159.118437 \nL 294.942812 159.118437 \nL 294.942812 152.118437 \nL 274.942812 152.118437 \nz\n\" style=\"fill:#ff7f0e;\"/>\n    </g>\n    <g id=\"text_16\">\n     <!-- Top-5 -->\n     <g transform=\"translate(302.942812 159.118437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n      <use x=\"204.826172\" xlink:href=\"#DejaVuSans-35\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pc2b17418aa\">\n   <rect height=\"147.88\" width=\"265.9975\" x=\"72.790625\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "split_labels = [f\"{int(i[0])}/{int(i[1])}/{int(i[2])}\" for i in split_results]\n",
    "\n",
    "fig = plt.figure(figsize=(5, 3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.barh(range(len(split_labels)), [i[3] for i in split_results], tick_label=split_labels, label='Top-1')\n",
    "plt.barh(range(len(split_labels)), [i[4] - i[3] for i in split_results], tick_label=split_labels, label='Top-5', left=[i[3] for i in split_results])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Accuracy for Dataset Split Proportions')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Dataset Split (Train/Val/Test)')\n",
    "\n",
    "plt.xlim(0, 50)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('split-barh.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pythonjvsc74a57bd0333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b",
   "display_name": "Python 3.9.3  ('.venv': venv)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.3"
  },
  "metadata": {
   "interpreter": {
    "hash": "333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}