{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "3c568ab9",
   "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",
   "id": "7ecc547f",
   "metadata": {},
   "source": [
    "# Rotations\n",
    "\n",
    "80/10/10 Split, 30 epochs\n",
    "\n",
    "Expansion Factor: 2\n",
    "\n",
    "## Index\n",
    "0. degrees\n",
    "1. top-1 accuracy\n",
    "2. top-5 accuracy\n",
    "3. last val loss\n",
    "4. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "1b2471d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "standard_res = [20.88, 48.24, 3.34, 25.25]\n",
    "\n",
    "flipped_res = [44.84, 72.45, 2.84, 49.02]\n",
    "flipped_batch256_res = [31.5, 60.59, 3.44, 36.33]\n",
    "\n",
    "# default batch size (128)\n",
    "rot_results = np.array([\n",
    "    [1, 44.6, 71.34, 2.84, 48.71],\n",
    "    [5, 46.45, 73.5, 2.85, 47.61],\n",
    "    [10, 45.71, 72.64, 2.93, 45.89],\n",
    "    [20, 42.12, 70.41, 2.95, 40.99],\n",
    "    [30, 28.17, 56.52, 3.44, 30.58],\n",
    "    [40, 25.08, 51.33, 3.46, 28.37]\n",
    "])\n",
    "\n",
    "rot_batch256_results = np.array([\n",
    "    [1, 34.22, 62.08, 3.45, 38.23],\n",
    "    [5, 32.43, 60.90, 3.35, 34.77],\n",
    "    [10, 30.27, 58.62, 3.47, 30.86],\n",
    "    [20, 26.87, 53.80, 3.36, 28.96],\n",
    "    [30, 18.47, 41.2, 3.79, 21.82],\n",
    "    [40, 15.19, 37.37, 3.87, 18.19],\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "c664a31c",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1000x800 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=\"279.754375pt\" version=\"1.1\" viewBox=\"0 0 352.343125 279.754375\" width=\"352.343125pt\" 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>2021-04-29T18:09:31.160887</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 0 279.754375 \nL 352.343125 279.754375 \nL 352.343125 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 40.603125 242.198125 \nL 345.143125 242.198125 \nL 345.143125 22.318125 \nL 40.603125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 47.347018 242.198125 \nL 47.347018 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=\"m2bf4a6f4ec\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.347018\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(44.165768 256.796563)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(#p1f9de53cbc)\" d=\"M 82.84119 242.198125 \nL 82.84119 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=\"82.84119\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 5 -->\n      <g transform=\"translate(79.65994 256.796563)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 118.335363 242.198125 \nL 118.335363 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=\"118.335363\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 10 -->\n      <g transform=\"translate(111.972863 256.796563)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_4\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 153.829535 242.198125 \nL 153.829535 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=\"153.829535\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 15 -->\n      <g transform=\"translate(147.467035 256.796563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 189.323708 242.198125 \nL 189.323708 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=\"189.323708\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 20 -->\n      <g transform=\"translate(182.961208 256.796563)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_6\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 224.81788 242.198125 \nL 224.81788 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=\"224.81788\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 25 -->\n      <g transform=\"translate(218.45538 256.796563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 260.312053 242.198125 \nL 260.312053 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"260.312053\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 30 -->\n      <g transform=\"translate(253.949553 256.796563)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_8\">\n     <g id=\"line2d_15\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 295.806225 242.198125 \nL 295.806225 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"295.806225\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 35 -->\n      <g transform=\"translate(289.443725 256.796563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-33\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 331.300398 242.198125 \nL 331.300398 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"331.300398\" xlink:href=\"#m2bf4a6f4ec\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 40 -->\n      <g transform=\"translate(324.937898 256.796563)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=\"text_10\">\n     <!-- Degrees Rotation -->\n     <g transform=\"translate(149.572344 270.474688)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 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 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" 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 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 id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" 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 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 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 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 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      </defs>\n      <use xlink:href=\"#DejaVuSans-44\"/>\n      <use x=\"77.001953\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"138.525391\" xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"202.001953\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"240.865234\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"302.388672\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"363.912109\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"416.011719\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"447.798828\" xlink:href=\"#DejaVuSans-52\"/>\n      <use x=\"512.78125\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"573.962891\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"613.171875\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"674.451172\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"713.660156\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"741.443359\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"802.625\" xlink:href=\"#DejaVuSans-6e\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 40.603125 242.198125 \nL 345.143125 242.198125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m3ca4478681\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m3ca4478681\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 10 -->\n      <g transform=\"translate(20.878125 245.997344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_21\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 40.603125 210.786696 \nL 345.143125 210.786696 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m3ca4478681\" y=\"210.786696\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(20.878125 214.585915)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_23\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 40.603125 179.375268 \nL 345.143125 179.375268 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m3ca4478681\" y=\"179.375268\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 30 -->\n      <g transform=\"translate(20.878125 183.174487)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-33\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 40.603125 147.963839 \nL 345.143125 147.963839 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m3ca4478681\" y=\"147.963839\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 40 -->\n      <g transform=\"translate(20.878125 151.763058)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_27\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 40.603125 116.552411 \nL 345.143125 116.552411 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m3ca4478681\" y=\"116.552411\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 50 -->\n      <g transform=\"translate(20.878125 120.351629)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_29\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 40.603125 85.140982 \nL 345.143125 85.140982 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m3ca4478681\" y=\"85.140982\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 60 -->\n      <g transform=\"translate(20.878125 88.940201)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_31\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 40.603125 53.729554 \nL 345.143125 53.729554 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m3ca4478681\" y=\"53.729554\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 70 -->\n      <g transform=\"translate(20.878125 57.528772)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      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_33\">\n      <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 40.603125 22.318125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m3ca4478681\" y=\"22.318125\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 80 -->\n      <g transform=\"translate(20.878125 26.117344)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      </g>\n     </g>\n    </g>\n    <g id=\"text_19\">\n     <!-- % Accuracy -->\n     <g transform=\"translate(14.798438 161.426094)rotate(-90)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 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 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-41\"/>\n      <use x=\"193.464844\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"248.445312\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"303.425781\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"366.804688\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"407.917969\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"469.197266\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"524.177734\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_35\">\n    <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 54.445852 133.514582 \nL 82.84119 127.703468 \nL 118.335363 130.027914 \nL 189.323708 141.304616 \nL 260.312053 185.123559 \nL 331.300398 194.829691 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mba5f26410e\" style=\"stroke:#1f77b4;\"/>\n    </defs>\n    <g clip-path=\"url(#p1f9de53cbc)\">\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"54.445852\" xlink:href=\"#mba5f26410e\" y=\"133.514582\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.84119\" xlink:href=\"#mba5f26410e\" y=\"127.703468\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.335363\" xlink:href=\"#mba5f26410e\" y=\"130.027914\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.323708\" xlink:href=\"#mba5f26410e\" y=\"141.304616\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"260.312053\" xlink:href=\"#mba5f26410e\" y=\"185.123559\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"331.300398\" xlink:href=\"#mba5f26410e\" y=\"194.829691\"/>\n    </g>\n   </g>\n   <g id=\"line2d_36\">\n    <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 54.445852 49.520422 \nL 82.84119 42.735554 \nL 118.335363 45.436936 \nL 189.323708 52.441685 \nL 260.312053 96.072159 \nL 331.300398 112.374691 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mcd9986b624\" style=\"stroke:#ff7f0e;\"/>\n    </defs>\n    <g clip-path=\"url(#p1f9de53cbc)\">\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"54.445852\" xlink:href=\"#mcd9986b624\" y=\"49.520422\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"82.84119\" xlink:href=\"#mcd9986b624\" y=\"42.735554\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"118.335363\" xlink:href=\"#mcd9986b624\" y=\"45.436936\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"189.323708\" xlink:href=\"#mcd9986b624\" y=\"52.441685\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"260.312053\" xlink:href=\"#mcd9986b624\" y=\"96.072159\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"331.300398\" xlink:href=\"#mcd9986b624\" y=\"112.374691\"/>\n    </g>\n   </g>\n   <g id=\"line2d_37\">\n    <path clip-path=\"url(#p1f9de53cbc)\" d=\"M 54.445852 120.604485 \nL 82.84119 124.059742 \nL 118.335363 129.462508 \nL 189.323708 144.854108 \nL 260.312053 177.553405 \nL 331.300398 184.495331 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mec39ea9dcf\" style=\"stroke:#2ca02c;\"/>\n    </defs>\n    <g clip-path=\"url(#p1f9de53cbc)\">\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"54.445852\" xlink:href=\"#mec39ea9dcf\" y=\"120.604485\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"82.84119\" xlink:href=\"#mec39ea9dcf\" y=\"124.059742\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"118.335363\" xlink:href=\"#mec39ea9dcf\" y=\"129.462508\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"189.323708\" xlink:href=\"#mec39ea9dcf\" y=\"144.854108\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"260.312053\" xlink:href=\"#mec39ea9dcf\" y=\"177.553405\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"331.300398\" xlink:href=\"#mec39ea9dcf\" y=\"184.495331\"/>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 40.603125 242.198125 \nL 40.603125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 345.143125 242.198125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 40.603125 242.198125 \nL 345.143125 242.198125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 40.603125 22.318125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_20\">\n    <!-- Accuracy for Rotated Training Data -->\n    <g transform=\"translate(88.1525 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 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" 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     </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-52\"/>\n     <use x=\"722.607422\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"783.789062\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"822.998047\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"884.277344\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"923.486328\" xlink:href=\"#DejaVuSans-65\"/>\n     <use x=\"985.009766\" xlink:href=\"#DejaVuSans-64\"/>\n     <use x=\"1048.486328\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"1080.273438\" xlink:href=\"#DejaVuSans-54\"/>\n     <use x=\"1126.607422\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"1167.720703\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1229\" xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"1256.783203\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1320.162109\" xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"1347.945312\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1411.324219\" xlink:href=\"#DejaVuSans-67\"/>\n     <use x=\"1474.800781\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"1506.587891\" xlink:href=\"#DejaVuSans-44\"/>\n     <use x=\"1583.589844\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1644.869141\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1684.078125\" xlink:href=\"#DejaVuSans-61\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 47.603125 237.198125 \nL 172.814063 237.198125 \nQ 174.814063 237.198125 174.814063 235.198125 \nL 174.814063 192.16375 \nQ 174.814063 190.16375 172.814063 190.16375 \nL 47.603125 190.16375 \nQ 45.603125 190.16375 45.603125 192.16375 \nL 45.603125 235.198125 \nQ 45.603125 237.198125 47.603125 237.198125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_38\">\n     <path d=\"M 49.603125 198.262188 \nL 69.603125 198.262188 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_39\">\n     <g>\n      <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"59.603125\" xlink:href=\"#mba5f26410e\" y=\"198.262188\"/>\n     </g>\n    </g>\n    <g id=\"text_21\">\n     <!-- Top-1 Accuracy -->\n     <g transform=\"translate(77.603125 201.762188)scale(0.1 -0.1)\">\n      <defs>\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 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      <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n    <g id=\"line2d_40\">\n     <path d=\"M 49.603125 212.940313 \nL 69.603125 212.940313 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_41\">\n     <g>\n      <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"59.603125\" xlink:href=\"#mcd9986b624\" y=\"212.940313\"/>\n     </g>\n    </g>\n    <g id=\"text_22\">\n     <!-- Top-5 Accuracy -->\n     <g transform=\"translate(77.603125 216.440313)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      <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n    <g id=\"line2d_42\">\n     <path d=\"M 49.603125 227.618438 \nL 69.603125 227.618438 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_43\">\n     <g>\n      <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"59.603125\" xlink:href=\"#mec39ea9dcf\" y=\"227.618438\"/>\n     </g>\n    </g>\n    <g id=\"text_23\">\n     <!-- Final Val. Accuracy -->\n     <g transform=\"translate(77.603125 231.118438)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" 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 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 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n      <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n      <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n      <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n      <use x=\"412.001953\" xlink:href=\"#DejaVuSans-2e\"/>\n      <use x=\"443.789062\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"475.576172\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"542.234375\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"597.214844\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"652.195312\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"715.574219\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"756.6875\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"817.966797\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"872.947266\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p1f9de53cbc\">\n   <rect height=\"219.88\" width=\"304.54\" x=\"40.603125\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
    "plt.plot(rot_results[:, 0], rot_results[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
    "\n",
    "plt.ylim(10, 80)\n",
    "\n",
    "plt.title('Accuracy for Rotated Training Data')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Degrees Rotation')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('rot-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "1d3ecda0",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1000x800 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=\"279.754375pt\" version=\"1.1\" viewBox=\"0 0 352.343125 279.754375\" width=\"352.343125pt\" 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>2021-04-29T18:09:31.627670</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 0 279.754375 \nL 352.343125 279.754375 \nL 352.343125 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 40.603125 242.198125 \nL 345.143125 242.198125 \nL 345.143125 22.318125 \nL 40.603125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 47.347018 242.198125 \nL 47.347018 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=\"m4ac8217b3c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.347018\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(44.165768 256.796563)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(#p845f6bbce1)\" d=\"M 82.84119 242.198125 \nL 82.84119 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=\"82.84119\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 5 -->\n      <g transform=\"translate(79.65994 256.796563)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 118.335363 242.198125 \nL 118.335363 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=\"118.335363\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 10 -->\n      <g transform=\"translate(111.972863 256.796563)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_4\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 153.829535 242.198125 \nL 153.829535 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=\"153.829535\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 15 -->\n      <g transform=\"translate(147.467035 256.796563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 189.323708 242.198125 \nL 189.323708 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=\"189.323708\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 20 -->\n      <g transform=\"translate(182.961208 256.796563)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_6\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 224.81788 242.198125 \nL 224.81788 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=\"224.81788\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 25 -->\n      <g transform=\"translate(218.45538 256.796563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 260.312053 242.198125 \nL 260.312053 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"260.312053\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 30 -->\n      <g transform=\"translate(253.949553 256.796563)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_8\">\n     <g id=\"line2d_15\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 295.806225 242.198125 \nL 295.806225 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"295.806225\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 35 -->\n      <g transform=\"translate(289.443725 256.796563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-33\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 331.300398 242.198125 \nL 331.300398 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"331.300398\" xlink:href=\"#m4ac8217b3c\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 40 -->\n      <g transform=\"translate(324.937898 256.796563)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=\"text_10\">\n     <!-- Degrees Rotation -->\n     <g transform=\"translate(149.572344 270.474688)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 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 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" 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 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 id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" 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 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 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 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 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      </defs>\n      <use xlink:href=\"#DejaVuSans-44\"/>\n      <use x=\"77.001953\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"138.525391\" xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"202.001953\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"240.865234\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"302.388672\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"363.912109\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"416.011719\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"447.798828\" xlink:href=\"#DejaVuSans-52\"/>\n      <use x=\"512.78125\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"573.962891\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"613.171875\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"674.451172\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"713.660156\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"741.443359\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"802.625\" xlink:href=\"#DejaVuSans-6e\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 40.603125 242.198125 \nL 345.143125 242.198125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m341d2b5d09\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m341d2b5d09\" y=\"242.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 10 -->\n      <g transform=\"translate(20.878125 245.997344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_21\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 40.603125 210.786696 \nL 345.143125 210.786696 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m341d2b5d09\" y=\"210.786696\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(20.878125 214.585915)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_23\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 40.603125 179.375268 \nL 345.143125 179.375268 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m341d2b5d09\" y=\"179.375268\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 30 -->\n      <g transform=\"translate(20.878125 183.174487)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-33\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_25\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 40.603125 147.963839 \nL 345.143125 147.963839 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m341d2b5d09\" y=\"147.963839\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 40 -->\n      <g transform=\"translate(20.878125 151.763058)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_27\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 40.603125 116.552411 \nL 345.143125 116.552411 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m341d2b5d09\" y=\"116.552411\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 50 -->\n      <g transform=\"translate(20.878125 120.351629)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_29\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 40.603125 85.140982 \nL 345.143125 85.140982 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m341d2b5d09\" y=\"85.140982\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 60 -->\n      <g transform=\"translate(20.878125 88.940201)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_31\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 40.603125 53.729554 \nL 345.143125 53.729554 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m341d2b5d09\" y=\"53.729554\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 70 -->\n      <g transform=\"translate(20.878125 57.528772)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      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_33\">\n      <path clip-path=\"url(#p845f6bbce1)\" d=\"M 40.603125 22.318125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m341d2b5d09\" y=\"22.318125\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 80 -->\n      <g transform=\"translate(20.878125 26.117344)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      </g>\n     </g>\n    </g>\n    <g id=\"text_19\">\n     <!-- % Accuracy -->\n     <g transform=\"translate(14.798438 161.426094)rotate(-90)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 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 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-41\"/>\n      <use x=\"193.464844\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"248.445312\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"303.425781\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"366.804688\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"407.917969\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"469.197266\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"524.177734\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_35\">\n    <path clip-path=\"url(#p845f6bbce1)\" d=\"M 54.445852 166.119645 \nL 82.84119 171.742291 \nL 118.335363 178.527159 \nL 189.323708 189.207045 \nL 260.312053 215.592645 \nL 331.300398 225.895594 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"md0f179dbe8\" style=\"stroke:#1f77b4;\"/>\n    </defs>\n    <g clip-path=\"url(#p845f6bbce1)\">\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"54.445852\" xlink:href=\"#md0f179dbe8\" y=\"166.119645\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.84119\" xlink:href=\"#md0f179dbe8\" y=\"171.742291\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.335363\" xlink:href=\"#md0f179dbe8\" y=\"178.527159\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.323708\" xlink:href=\"#md0f179dbe8\" y=\"189.207045\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"260.312053\" xlink:href=\"#md0f179dbe8\" y=\"215.592645\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"331.300398\" xlink:href=\"#md0f179dbe8\" y=\"225.895594\"/>\n    </g>\n   </g>\n   <g id=\"line2d_36\">\n    <path clip-path=\"url(#p845f6bbce1)\" d=\"M 54.445852 78.607405 \nL 82.84119 82.313954 \nL 118.335363 89.475759 \nL 189.323708 104.616068 \nL 260.312053 144.194468 \nL 331.300398 156.225045 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"me100ff3161\" style=\"stroke:#ff7f0e;\"/>\n    </defs>\n    <g clip-path=\"url(#p845f6bbce1)\">\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"54.445852\" xlink:href=\"#me100ff3161\" y=\"78.607405\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"82.84119\" xlink:href=\"#me100ff3161\" y=\"82.313954\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"118.335363\" xlink:href=\"#me100ff3161\" y=\"89.475759\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"189.323708\" xlink:href=\"#me100ff3161\" y=\"104.616068\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"260.312053\" xlink:href=\"#me100ff3161\" y=\"144.194468\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"331.300398\" xlink:href=\"#me100ff3161\" y=\"156.225045\"/>\n    </g>\n   </g>\n   <g id=\"line2d_37\">\n    <path clip-path=\"url(#p845f6bbce1)\" d=\"M 54.445852 153.523662 \nL 82.84119 164.392016 \nL 118.335363 176.673885 \nL 189.323708 182.642056 \nL 260.312053 205.069816 \nL 331.300398 216.472165 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"m49b6ed2571\" style=\"stroke:#2ca02c;\"/>\n    </defs>\n    <g clip-path=\"url(#p845f6bbce1)\">\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"54.445852\" xlink:href=\"#m49b6ed2571\" y=\"153.523662\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"82.84119\" xlink:href=\"#m49b6ed2571\" y=\"164.392016\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"118.335363\" xlink:href=\"#m49b6ed2571\" y=\"176.673885\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"189.323708\" xlink:href=\"#m49b6ed2571\" y=\"182.642056\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"260.312053\" xlink:href=\"#m49b6ed2571\" y=\"205.069816\"/>\n     <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"331.300398\" xlink:href=\"#m49b6ed2571\" y=\"216.472165\"/>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 40.603125 242.198125 \nL 40.603125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 345.143125 242.198125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 40.603125 242.198125 \nL 345.143125 242.198125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 40.603125 22.318125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_20\">\n    <!-- Accuracy for Rotated Training Data -->\n    <g transform=\"translate(88.1525 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 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" 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     </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-52\"/>\n     <use x=\"722.607422\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"783.789062\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"822.998047\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"884.277344\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"923.486328\" xlink:href=\"#DejaVuSans-65\"/>\n     <use x=\"985.009766\" xlink:href=\"#DejaVuSans-64\"/>\n     <use x=\"1048.486328\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"1080.273438\" xlink:href=\"#DejaVuSans-54\"/>\n     <use x=\"1126.607422\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"1167.720703\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1229\" xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"1256.783203\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1320.162109\" xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"1347.945312\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1411.324219\" xlink:href=\"#DejaVuSans-67\"/>\n     <use x=\"1474.800781\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"1506.587891\" xlink:href=\"#DejaVuSans-44\"/>\n     <use x=\"1583.589844\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1644.869141\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1684.078125\" xlink:href=\"#DejaVuSans-61\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 212.932187 74.3525 \nL 338.143125 74.3525 \nQ 340.143125 74.3525 340.143125 72.3525 \nL 340.143125 29.318125 \nQ 340.143125 27.318125 338.143125 27.318125 \nL 212.932187 27.318125 \nQ 210.932187 27.318125 210.932187 29.318125 \nL 210.932187 72.3525 \nQ 210.932187 74.3525 212.932187 74.3525 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_38\">\n     <path d=\"M 214.932187 35.416563 \nL 234.932187 35.416563 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_39\">\n     <g>\n      <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"224.932187\" xlink:href=\"#md0f179dbe8\" y=\"35.416563\"/>\n     </g>\n    </g>\n    <g id=\"text_21\">\n     <!-- Top-1 Accuracy -->\n     <g transform=\"translate(242.932187 38.916563)scale(0.1 -0.1)\">\n      <defs>\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 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      <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n    <g id=\"line2d_40\">\n     <path d=\"M 214.932187 50.094688 \nL 234.932187 50.094688 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_41\">\n     <g>\n      <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"224.932187\" xlink:href=\"#me100ff3161\" y=\"50.094688\"/>\n     </g>\n    </g>\n    <g id=\"text_22\">\n     <!-- Top-5 Accuracy -->\n     <g transform=\"translate(242.932187 53.594688)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      <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n    <g id=\"line2d_42\">\n     <path d=\"M 214.932187 64.772813 \nL 234.932187 64.772813 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_43\">\n     <g>\n      <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"224.932187\" xlink:href=\"#m49b6ed2571\" y=\"64.772813\"/>\n     </g>\n    </g>\n    <g id=\"text_23\">\n     <!-- Final Val. Accuracy -->\n     <g transform=\"translate(242.932187 68.272813)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" 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 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 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-46\"/>\n      <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n      <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n      <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n      <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n      <use x=\"412.001953\" xlink:href=\"#DejaVuSans-2e\"/>\n      <use x=\"443.789062\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"475.576172\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"542.234375\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"597.214844\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"652.195312\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"715.574219\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"756.6875\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"817.966797\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"872.947266\" xlink:href=\"#DejaVuSans-79\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p845f6bbce1\">\n   <rect height=\"219.88\" width=\"304.54\" x=\"40.603125\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
    "plt.plot(rot_batch256_results[:, 0], rot_batch256_results[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
    "\n",
    "plt.ylim(10, 80)\n",
    "\n",
    "plt.title('Accuracy for Rotated Training Data')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Degrees Rotation')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('rot-accuracy-256batch.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c75a7fcb",
   "metadata": {},
   "source": [
    "# All\n",
    "\n",
    "Flip, rotate both ways, flip both rotations\n",
    "\n",
    "Expansion Factor: 6\n",
    "\n",
    "## Index\n",
    "0. degrees\n",
    "1. top-1 accuracy\n",
    "2. top-5 accuracy\n",
    "3. last val loss\n",
    "4. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "dd63f155",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_results = np.array([\n",
    "    [5, 53.24, 79.49, 2.69, 55.64]\n",
    "])\n",
    "\n",
    "all_results_ba = np.array([\n",
    "    [5, 26.37, 48.05, 5.07, 27.39]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "3d6e9057",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1200x600 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 0 424.418125 207.754375\" width=\"424.418125pt\" 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>2021-04-29T18:09:32.088697</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 424.418125 207.754375 \nL 424.418125 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 101.446875 170.198125 \nL 407.674375 170.198125 \nL 407.674375 22.318125 \nL 101.446875 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p0502d757c1)\" d=\"M 101.446875 163.476307 \nL 264.482396 163.476307 \nL 264.482396 135.173914 \nL 101.446875 135.173914 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p0502d757c1)\" d=\"M 101.446875 128.098316 \nL 243.689549 128.098316 \nL 243.689549 99.795924 \nL 101.446875 99.795924 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p0502d757c1)\" d=\"M 101.446875 92.720326 \nL 238.759286 92.720326 \nL 238.759286 64.417934 \nL 101.446875 64.417934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p0502d757c1)\" d=\"M 101.446875 57.342336 \nL 165.387177 57.342336 \nL 165.387177 29.039943 \nL 101.446875 29.039943 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p0502d757c1)\" d=\"M 264.482396 163.476307 \nL 344.867115 163.476307 \nL 344.867115 135.173914 \nL 264.482396 135.173914 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p0502d757c1)\" d=\"M 243.689549 128.098316 \nL 326.524087 128.098316 \nL 326.524087 99.795924 \nL 243.689549 99.795924 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p0502d757c1)\" d=\"M 238.759286 92.720326 \nL 323.308699 92.720326 \nL 323.308699 64.417934 \nL 238.759286 64.417934 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p0502d757c1)\" d=\"M 165.387177 57.342336 \nL 249.171021 57.342336 \nL 249.171021 29.039943 \nL 165.387177 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(#p0502d757c1)\" d=\"M 101.446875 170.198125 \nL 101.446875 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=\"mc72930aa22\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(98.265625 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(#p0502d757c1)\" d=\"M 132.069625 170.198125 \nL 132.069625 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=\"132.069625\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 10 -->\n      <g transform=\"translate(125.707125 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(#p0502d757c1)\" d=\"M 162.692375 170.198125 \nL 162.692375 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=\"162.692375\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 20 -->\n      <g transform=\"translate(156.329875 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(#p0502d757c1)\" d=\"M 193.315125 170.198125 \nL 193.315125 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=\"193.315125\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 30 -->\n      <g transform=\"translate(186.952625 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(#p0502d757c1)\" d=\"M 223.937875 170.198125 \nL 223.937875 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=\"223.937875\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 40 -->\n      <g transform=\"translate(217.575375 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(#p0502d757c1)\" d=\"M 254.560625 170.198125 \nL 254.560625 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=\"254.560625\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(248.198125 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=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#p0502d757c1)\" d=\"M 285.183375 170.198125 \nL 285.183375 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"285.183375\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 60 -->\n      <g transform=\"translate(278.820875 184.796562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <path clip-path=\"url(#p0502d757c1)\" d=\"M 315.806125 170.198125 \nL 315.806125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.806125\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 70 -->\n      <g transform=\"translate(309.443625 184.796562)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <path clip-path=\"url(#p0502d757c1)\" d=\"M 346.428875 170.198125 \nL 346.428875 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"346.428875\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 80 -->\n      <g transform=\"translate(340.066375 184.796562)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#p0502d757c1)\" d=\"M 377.051625 170.198125 \nL 377.051625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"377.051625\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 90 -->\n      <g transform=\"translate(370.689125 184.796562)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <path clip-path=\"url(#p0502d757c1)\" d=\"M 407.674375 170.198125 \nL 407.674375 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"407.674375\" xlink:href=\"#mc72930aa22\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 100 -->\n      <g transform=\"translate(398.130625 184.796562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_12\">\n     <!-- % Test Accuracy -->\n     <g transform=\"translate(213.958281 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_23\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m07fe05f6ff\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#m07fe05f6ff\" y=\"149.325111\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- Full 5.0° -->\n      <g transform=\"translate(53.270313 148.285267)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" 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 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 1600 4347 \nQ 1350 4347 1178 4173 \nQ 1006 4000 1006 3750 \nQ 1006 3503 1178 3333 \nQ 1350 3163 1600 3163 \nQ 1850 3163 2022 3333 \nQ 2194 3503 2194 3750 \nQ 2194 3997 2020 4172 \nQ 1847 4347 1600 4347 \nz\nM 1600 4750 \nQ 1800 4750 1984 4673 \nQ 2169 4597 2303 4453 \nQ 2447 4313 2519 4134 \nQ 2591 3956 2591 3750 \nQ 2591 3338 2302 3052 \nQ 2013 2766 1594 2766 \nQ 1172 2766 890 3047 \nQ 609 3328 609 3750 \nQ 609 4169 896 4459 \nQ 1184 4750 1600 4750 \nz\n\" id=\"DejaVuSans-b0\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"52.019531\" xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"115.398438\" xlink:href=\"#DejaVuSans-6c\"/>\n       <use x=\"143.181641\" xlink:href=\"#DejaVuSans-6c\"/>\n       <use x=\"170.964844\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"202.751953\" xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"266.375\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"298.162109\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"361.785156\" xlink:href=\"#DejaVuSans-b0\"/>\n      </g>\n      <!-- E: 6 -->\n      <g transform=\"translate(75.21875 159.483079)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 628 4666 \nL 3578 4666 \nL 3578 4134 \nL 1259 4134 \nL 1259 2753 \nL 3481 2753 \nL 3481 2222 \nL 1259 2222 \nL 1259 531 \nL 3634 531 \nL 3634 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-45\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 750 794 \nL 1409 794 \nL 1409 0 \nL 750 0 \nL 750 794 \nz\nM 750 3309 \nL 1409 3309 \nL 1409 2516 \nL 750 2516 \nL 750 3309 \nz\n\" id=\"DejaVuSans-3a\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-3a\"/>\n       <use x=\"96.875\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"128.662109\" xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#m07fe05f6ff\" y=\"113.94712\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- Clockwise 5.0° -->\n      <g transform=\"translate(20.878125 112.907276)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 4122 4306 \nL 4122 3641 \nQ 3803 3938 3442 4084 \nQ 3081 4231 2675 4231 \nQ 1875 4231 1450 3742 \nQ 1025 3253 1025 2328 \nQ 1025 1406 1450 917 \nQ 1875 428 2675 428 \nQ 3081 428 3442 575 \nQ 3803 722 4122 1019 \nL 4122 359 \nQ 3791 134 3420 21 \nQ 3050 -91 2638 -91 \nQ 1578 -91 968 557 \nQ 359 1206 359 2328 \nQ 359 3453 968 4101 \nQ 1578 4750 2638 4750 \nQ 3056 4750 3426 4639 \nQ 3797 4528 4122 4306 \nz\n\" id=\"DejaVuSans-43\" 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 581 4863 \nL 1159 4863 \nL 1159 1991 \nL 2875 3500 \nL 3609 3500 \nL 1753 1863 \nL 3688 0 \nL 2938 0 \nL 1159 1709 \nL 1159 0 \nL 581 0 \nL 581 4863 \nz\n\" id=\"DejaVuSans-6b\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" id=\"DejaVuSans-77\" 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       </defs>\n       <use xlink:href=\"#DejaVuSans-43\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-6c\"/>\n       <use x=\"97.607422\" xlink:href=\"#DejaVuSans-6f\"/>\n       <use x=\"158.789062\" xlink:href=\"#DejaVuSans-63\"/>\n       <use x=\"213.769531\" xlink:href=\"#DejaVuSans-6b\"/>\n       <use x=\"271.679688\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"353.466797\" xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"381.25\" xlink:href=\"#DejaVuSans-73\"/>\n       <use x=\"433.349609\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"494.873047\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"526.660156\" xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"590.283203\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"622.070312\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"685.693359\" xlink:href=\"#DejaVuSans-b0\"/>\n      </g>\n      <!-- E: 2 -->\n      <g transform=\"translate(75.21875 124.105089)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-3a\"/>\n       <use x=\"96.875\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"128.662109\" xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#m07fe05f6ff\" y=\"78.56913\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- Flipped -->\n      <g transform=\"translate(57.940625 77.529286)scale(0.1 -0.1)\">\n       <defs>\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 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"57.519531\" xlink:href=\"#DejaVuSans-6c\"/>\n       <use x=\"85.302734\" xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"113.085938\" xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"176.5625\" xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"240.039062\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"301.5625\" xlink:href=\"#DejaVuSans-64\"/>\n      </g>\n      <!-- E: 2 -->\n      <g transform=\"translate(75.21875 88.727099)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-3a\"/>\n       <use x=\"96.875\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"128.662109\" xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#m07fe05f6ff\" y=\"43.191139\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- Unaugmented -->\n      <g transform=\"translate(23.323438 42.151296)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 556 4666 \nL 1191 4666 \nL 1191 1831 \nQ 1191 1081 1462 751 \nQ 1734 422 2344 422 \nQ 2950 422 3222 751 \nQ 3494 1081 3494 1831 \nL 3494 4666 \nL 4128 4666 \nL 4128 1753 \nQ 4128 841 3676 375 \nQ 3225 -91 2344 -91 \nQ 1459 -91 1007 375 \nQ 556 841 556 1753 \nL 556 4666 \nz\n\" id=\"DejaVuSans-55\" 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 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" id=\"DejaVuSans-6d\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"73.193359\" xlink:href=\"#DejaVuSans-6e\"/>\n       <use x=\"136.572266\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"197.851562\" xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"261.230469\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"324.707031\" xlink:href=\"#DejaVuSans-6d\"/>\n       <use x=\"422.119141\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"483.642578\" xlink:href=\"#DejaVuSans-6e\"/>\n       <use x=\"547.021484\" xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"586.230469\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"647.753906\" xlink:href=\"#DejaVuSans-64\"/>\n      </g>\n      <!-- E: 1 -->\n      <g transform=\"translate(75.21875 53.349108)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-3a\"/>\n       <use x=\"96.875\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"128.662109\" xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_17\">\n     <!-- Data Augmentation Methods -->\n     <g transform=\"translate(14.798438 168.212812)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 628 4666 \nL 1569 4666 \nL 2759 1491 \nL 3956 4666 \nL 4897 4666 \nL 4897 0 \nL 4281 0 \nL 4281 4097 \nL 3078 897 \nL 2444 897 \nL 1241 4097 \nL 1241 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4d\" 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 4863 \nL 1159 4863 \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-68\" 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-20\"/>\n      <use x=\"270.556641\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"338.964844\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"402.34375\" xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"465.820312\" xlink:href=\"#DejaVuSans-6d\"/>\n      <use x=\"563.232422\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"624.755859\" xlink:href=\"#DejaVuSans-6e\"/>\n      <use x=\"688.134766\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"727.34375\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"788.623047\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"827.832031\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"855.615234\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"916.796875\" xlink:href=\"#DejaVuSans-6e\"/>\n      <use x=\"980.175781\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"1011.962891\" xlink:href=\"#DejaVuSans-4d\"/>\n      <use x=\"1098.242188\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"1159.765625\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"1198.974609\" xlink:href=\"#DejaVuSans-68\"/>\n      <use x=\"1262.353516\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"1323.535156\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"1387.011719\" xlink:href=\"#DejaVuSans-73\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 101.446875 170.198125 \nL 101.446875 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 407.674375 170.198125 \nL 407.674375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 101.446875 170.198125 \nL 407.674375 170.198125 \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 101.446875 22.318125 \nL 407.674375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_18\">\n    <!-- Best Accuracy for Data Augmentations -->\n    <g transform=\"translate(137.975 16.318125)scale(0.12 -0.12)\">\n     <defs>\n      <path d=\"M 1259 2228 \nL 1259 519 \nL 2272 519 \nQ 2781 519 3026 730 \nQ 3272 941 3272 1375 \nQ 3272 1813 3026 2020 \nQ 2781 2228 2272 2228 \nL 1259 2228 \nz\nM 1259 4147 \nL 1259 2741 \nL 2194 2741 \nQ 2656 2741 2882 2914 \nQ 3109 3088 3109 3444 \nQ 3109 3797 2882 3972 \nQ 2656 4147 2194 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2241 4666 \nQ 2963 4666 3353 4366 \nQ 3744 4066 3744 3513 \nQ 3744 3084 3544 2831 \nQ 3344 2578 2956 2516 \nQ 3422 2416 3680 2098 \nQ 3938 1781 3938 1306 \nQ 3938 681 3513 340 \nQ 3088 0 2303 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-42\" transform=\"scale(0.015625)\"/>\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     </defs>\n     <use xlink:href=\"#DejaVuSans-42\"/>\n     <use x=\"68.603516\" xlink:href=\"#DejaVuSans-65\"/>\n     <use x=\"130.126953\" xlink:href=\"#DejaVuSans-73\"/>\n     <use x=\"182.226562\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"221.435547\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"253.222656\" xlink:href=\"#DejaVuSans-41\"/>\n     <use x=\"319.880859\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"374.861328\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"429.841797\" xlink:href=\"#DejaVuSans-75\"/>\n     <use x=\"493.220703\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"534.333984\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"595.613281\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"650.59375\" xlink:href=\"#DejaVuSans-79\"/>\n     <use x=\"709.773438\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"741.560547\" xlink:href=\"#DejaVuSans-66\"/>\n     <use x=\"776.765625\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"837.947266\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"879.060547\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"910.847656\" xlink:href=\"#DejaVuSans-44\"/>\n     <use x=\"987.849609\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1049.128906\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1088.337891\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1149.617188\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"1181.404297\" xlink:href=\"#DejaVuSans-41\"/>\n     <use x=\"1249.8125\" xlink:href=\"#DejaVuSans-75\"/>\n     <use x=\"1313.191406\" xlink:href=\"#DejaVuSans-67\"/>\n     <use x=\"1376.667969\" xlink:href=\"#DejaVuSans-6d\"/>\n     <use x=\"1474.080078\" xlink:href=\"#DejaVuSans-65\"/>\n     <use x=\"1535.603516\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1598.982422\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1638.191406\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1699.470703\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1738.679688\" xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"1766.462891\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"1827.644531\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1891.023438\" xlink:href=\"#DejaVuSans-73\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_15\">\n     <path d=\"M 341.829062 59.674375 \nL 400.674375 59.674375 \nQ 402.674375 59.674375 402.674375 57.674375 \nL 402.674375 29.318125 \nQ 402.674375 27.318125 400.674375 27.318125 \nL 341.829062 27.318125 \nQ 339.829062 27.318125 339.829062 29.318125 \nL 339.829062 57.674375 \nQ 339.829062 59.674375 341.829062 59.674375 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"patch_16\">\n     <path d=\"M 343.829062 38.916562 \nL 363.829062 38.916562 \nL 363.829062 31.916562 \nL 343.829062 31.916562 \nz\n\" style=\"fill:#1f77b4;\"/>\n    </g>\n    <g id=\"text_19\">\n     <!-- Top-1 -->\n     <g transform=\"translate(371.829062 38.916562)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_17\">\n     <path d=\"M 343.829062 53.594687 \nL 363.829062 53.594687 \nL 363.829062 46.594687 \nL 343.829062 46.594687 \nz\n\" style=\"fill:#ff7f0e;\"/>\n    </g>\n    <g id=\"text_20\">\n     <!-- Top-5 -->\n     <g transform=\"translate(371.829062 53.594687)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=\"p0502d757c1\">\n   <rect height=\"147.88\" width=\"306.2275\" x=\"101.446875\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "best_results = [standard_res, flipped_res]\n",
    "best_labels = ['Unaugmented\\nE: 1', 'Flipped\\nE: 2']\n",
    "\n",
    "# Clockwise Rotation\n",
    "b_clock = rot_results[np.argmax(rot_results[:, 1])]\n",
    "best_results.append(b_clock[1:])\n",
    "best_labels.append(f'Clockwise {b_clock[0]}°\\nE: 2')\n",
    "\n",
    "best_results.append(all_results[0, 1:])\n",
    "best_labels.append(f'Full {all_results[0, 0]}°\\nE: 6')\n",
    "\n",
    "best_results = best_results[::-1]\n",
    "best_labels = best_labels[::-1]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.barh(range(len(best_labels)), [i[0] for i in best_results], tick_label=best_labels, label='Top-1')\n",
    "plt.barh(range(len(best_labels)), [i[1] - i[0] for i in best_results], tick_label=best_labels, label='Top-5', left=[i[0] for i in best_results])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Best Accuracy for Data Augmentations')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Data Augmentation Methods')\n",
    "\n",
    "plt.xlim(0, 100)\n",
    "plt.xticks(np.linspace(0, 100, 11))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('best-barh.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "bcdf6d2a",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1200x600 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 0 424.418125 207.754375\" width=\"424.418125pt\" 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>2021-04-29T18:09:32.532682</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 424.418125 207.754375 \nL 424.418125 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 101.446875 170.198125 \nL 407.674375 170.198125 \nL 407.674375 22.318125 \nL 101.446875 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pbaf709855b)\" d=\"M 101.446875 163.476307 \nL 182.199067 163.476307 \nL 182.199067 135.173914 \nL 101.446875 135.173914 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pbaf709855b)\" d=\"M 101.446875 128.098316 \nL 206.237925 128.098316 \nL 206.237925 99.795924 \nL 101.446875 99.795924 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pbaf709855b)\" d=\"M 101.446875 92.720326 \nL 197.908537 92.720326 \nL 197.908537 64.417934 \nL 101.446875 64.417934 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pbaf709855b)\" d=\"M 101.446875 57.342336 \nL 165.387177 57.342336 \nL 165.387177 29.039943 \nL 101.446875 29.039943 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pbaf709855b)\" d=\"M 182.199067 163.476307 \nL 248.589189 163.476307 \nL 248.589189 135.173914 \nL 182.199067 135.173914 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#pbaf709855b)\" d=\"M 206.237925 128.098316 \nL 291.552907 128.098316 \nL 291.552907 99.795924 \nL 206.237925 99.795924 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#pbaf709855b)\" d=\"M 197.908537 92.720326 \nL 286.990117 92.720326 \nL 286.990117 64.417934 \nL 197.908537 64.417934 \nz\n\" style=\"fill:#ff7f0e;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#pbaf709855b)\" d=\"M 165.387177 57.342336 \nL 249.171021 57.342336 \nL 249.171021 29.039943 \nL 165.387177 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(#pbaf709855b)\" d=\"M 101.446875 170.198125 \nL 101.446875 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=\"mc79a1a3301\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(98.265625 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(#pbaf709855b)\" d=\"M 132.069625 170.198125 \nL 132.069625 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=\"132.069625\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 10 -->\n      <g transform=\"translate(125.707125 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(#pbaf709855b)\" d=\"M 162.692375 170.198125 \nL 162.692375 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=\"162.692375\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 20 -->\n      <g transform=\"translate(156.329875 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(#pbaf709855b)\" d=\"M 193.315125 170.198125 \nL 193.315125 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=\"193.315125\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 30 -->\n      <g transform=\"translate(186.952625 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(#pbaf709855b)\" d=\"M 223.937875 170.198125 \nL 223.937875 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=\"223.937875\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 40 -->\n      <g transform=\"translate(217.575375 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(#pbaf709855b)\" d=\"M 254.560625 170.198125 \nL 254.560625 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=\"254.560625\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(248.198125 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=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pbaf709855b)\" d=\"M 285.183375 170.198125 \nL 285.183375 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"285.183375\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 60 -->\n      <g transform=\"translate(278.820875 184.796562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-36\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <path clip-path=\"url(#pbaf709855b)\" d=\"M 315.806125 170.198125 \nL 315.806125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.806125\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 70 -->\n      <g transform=\"translate(309.443625 184.796562)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <path clip-path=\"url(#pbaf709855b)\" d=\"M 346.428875 170.198125 \nL 346.428875 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"346.428875\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 80 -->\n      <g transform=\"translate(340.066375 184.796562)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <path clip-path=\"url(#pbaf709855b)\" d=\"M 377.051625 170.198125 \nL 377.051625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"377.051625\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 90 -->\n      <g transform=\"translate(370.689125 184.796562)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <path clip-path=\"url(#pbaf709855b)\" d=\"M 407.674375 170.198125 \nL 407.674375 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"407.674375\" xlink:href=\"#mc79a1a3301\" y=\"170.198125\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 100 -->\n      <g transform=\"translate(398.130625 184.796562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_12\">\n     <!-- % Test Accuracy -->\n     <g transform=\"translate(213.958281 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_23\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mf8f43db2e7\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#mf8f43db2e7\" y=\"149.325111\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- Full 5.0° -->\n      <g transform=\"translate(53.270313 148.285267)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" 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 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 1600 4347 \nQ 1350 4347 1178 4173 \nQ 1006 4000 1006 3750 \nQ 1006 3503 1178 3333 \nQ 1350 3163 1600 3163 \nQ 1850 3163 2022 3333 \nQ 2194 3503 2194 3750 \nQ 2194 3997 2020 4172 \nQ 1847 4347 1600 4347 \nz\nM 1600 4750 \nQ 1800 4750 1984 4673 \nQ 2169 4597 2303 4453 \nQ 2447 4313 2519 4134 \nQ 2591 3956 2591 3750 \nQ 2591 3338 2302 3052 \nQ 2013 2766 1594 2766 \nQ 1172 2766 890 3047 \nQ 609 3328 609 3750 \nQ 609 4169 896 4459 \nQ 1184 4750 1600 4750 \nz\n\" id=\"DejaVuSans-b0\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"52.019531\" xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"115.398438\" xlink:href=\"#DejaVuSans-6c\"/>\n       <use x=\"143.181641\" xlink:href=\"#DejaVuSans-6c\"/>\n       <use x=\"170.964844\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"202.751953\" xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"266.375\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"298.162109\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"361.785156\" xlink:href=\"#DejaVuSans-b0\"/>\n      </g>\n      <!-- E: 6 -->\n      <g transform=\"translate(75.21875 159.483079)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 628 4666 \nL 3578 4666 \nL 3578 4134 \nL 1259 4134 \nL 1259 2753 \nL 3481 2753 \nL 3481 2222 \nL 1259 2222 \nL 1259 531 \nL 3634 531 \nL 3634 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-45\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 750 794 \nL 1409 794 \nL 1409 0 \nL 750 0 \nL 750 794 \nz\nM 750 3309 \nL 1409 3309 \nL 1409 2516 \nL 750 2516 \nL 750 3309 \nz\n\" id=\"DejaVuSans-3a\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-3a\"/>\n       <use x=\"96.875\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"128.662109\" xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#mf8f43db2e7\" y=\"113.94712\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- Clockwise 1.0° -->\n      <g transform=\"translate(20.878125 112.907276)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 4122 4306 \nL 4122 3641 \nQ 3803 3938 3442 4084 \nQ 3081 4231 2675 4231 \nQ 1875 4231 1450 3742 \nQ 1025 3253 1025 2328 \nQ 1025 1406 1450 917 \nQ 1875 428 2675 428 \nQ 3081 428 3442 575 \nQ 3803 722 4122 1019 \nL 4122 359 \nQ 3791 134 3420 21 \nQ 3050 -91 2638 -91 \nQ 1578 -91 968 557 \nQ 359 1206 359 2328 \nQ 359 3453 968 4101 \nQ 1578 4750 2638 4750 \nQ 3056 4750 3426 4639 \nQ 3797 4528 4122 4306 \nz\n\" id=\"DejaVuSans-43\" 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 581 4863 \nL 1159 4863 \nL 1159 1991 \nL 2875 3500 \nL 3609 3500 \nL 1753 1863 \nL 3688 0 \nL 2938 0 \nL 1159 1709 \nL 1159 0 \nL 581 0 \nL 581 4863 \nz\n\" id=\"DejaVuSans-6b\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" id=\"DejaVuSans-77\" 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       </defs>\n       <use xlink:href=\"#DejaVuSans-43\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-6c\"/>\n       <use x=\"97.607422\" xlink:href=\"#DejaVuSans-6f\"/>\n       <use x=\"158.789062\" xlink:href=\"#DejaVuSans-63\"/>\n       <use x=\"213.769531\" xlink:href=\"#DejaVuSans-6b\"/>\n       <use x=\"271.679688\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"353.466797\" xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"381.25\" xlink:href=\"#DejaVuSans-73\"/>\n       <use x=\"433.349609\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"494.873047\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"526.660156\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"590.283203\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"622.070312\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"685.693359\" xlink:href=\"#DejaVuSans-b0\"/>\n      </g>\n      <!-- E: 2 -->\n      <g transform=\"translate(75.21875 124.105089)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-3a\"/>\n       <use x=\"96.875\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"128.662109\" xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#mf8f43db2e7\" y=\"78.56913\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- Flipped -->\n      <g transform=\"translate(57.940625 77.529286)scale(0.1 -0.1)\">\n       <defs>\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 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"57.519531\" xlink:href=\"#DejaVuSans-6c\"/>\n       <use x=\"85.302734\" xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"113.085938\" xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"176.5625\" xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"240.039062\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"301.5625\" xlink:href=\"#DejaVuSans-64\"/>\n      </g>\n      <!-- E: 2 -->\n      <g transform=\"translate(75.21875 88.727099)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-3a\"/>\n       <use x=\"96.875\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"128.662109\" xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"101.446875\" xlink:href=\"#mf8f43db2e7\" y=\"43.191139\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- Unaugmented -->\n      <g transform=\"translate(23.323438 42.151296)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 556 4666 \nL 1191 4666 \nL 1191 1831 \nQ 1191 1081 1462 751 \nQ 1734 422 2344 422 \nQ 2950 422 3222 751 \nQ 3494 1081 3494 1831 \nL 3494 4666 \nL 4128 4666 \nL 4128 1753 \nQ 4128 841 3676 375 \nQ 3225 -91 2344 -91 \nQ 1459 -91 1007 375 \nQ 556 841 556 1753 \nL 556 4666 \nz\n\" id=\"DejaVuSans-55\" 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 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" id=\"DejaVuSans-6d\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"73.193359\" xlink:href=\"#DejaVuSans-6e\"/>\n       <use x=\"136.572266\" xlink:href=\"#DejaVuSans-61\"/>\n       <use x=\"197.851562\" xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"261.230469\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"324.707031\" xlink:href=\"#DejaVuSans-6d\"/>\n       <use x=\"422.119141\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"483.642578\" xlink:href=\"#DejaVuSans-6e\"/>\n       <use x=\"547.021484\" xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"586.230469\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"647.753906\" xlink:href=\"#DejaVuSans-64\"/>\n      </g>\n      <!-- E: 1 -->\n      <g transform=\"translate(75.21875 53.349108)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-3a\"/>\n       <use x=\"96.875\" xlink:href=\"#DejaVuSans-20\"/>\n       <use x=\"128.662109\" xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_17\">\n     <!-- Data Augmentation Methods -->\n     <g transform=\"translate(14.798438 168.212812)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 628 4666 \nL 1569 4666 \nL 2759 1491 \nL 3956 4666 \nL 4897 4666 \nL 4897 0 \nL 4281 0 \nL 4281 4097 \nL 3078 897 \nL 2444 897 \nL 1241 4097 \nL 1241 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4d\" 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 4863 \nL 1159 4863 \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-68\" 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-20\"/>\n      <use x=\"270.556641\" xlink:href=\"#DejaVuSans-41\"/>\n      <use x=\"338.964844\" xlink:href=\"#DejaVuSans-75\"/>\n      <use x=\"402.34375\" xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"465.820312\" xlink:href=\"#DejaVuSans-6d\"/>\n      <use x=\"563.232422\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"624.755859\" xlink:href=\"#DejaVuSans-6e\"/>\n      <use x=\"688.134766\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"727.34375\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"788.623047\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"827.832031\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"855.615234\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"916.796875\" xlink:href=\"#DejaVuSans-6e\"/>\n      <use x=\"980.175781\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"1011.962891\" xlink:href=\"#DejaVuSans-4d\"/>\n      <use x=\"1098.242188\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"1159.765625\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"1198.974609\" xlink:href=\"#DejaVuSans-68\"/>\n      <use x=\"1262.353516\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"1323.535156\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"1387.011719\" xlink:href=\"#DejaVuSans-73\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 101.446875 170.198125 \nL 101.446875 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 407.674375 170.198125 \nL 407.674375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 101.446875 170.198125 \nL 407.674375 170.198125 \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 101.446875 22.318125 \nL 407.674375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_18\">\n    <!-- Best Accuracy for Data Augmentations -->\n    <g transform=\"translate(137.975 16.318125)scale(0.12 -0.12)\">\n     <defs>\n      <path d=\"M 1259 2228 \nL 1259 519 \nL 2272 519 \nQ 2781 519 3026 730 \nQ 3272 941 3272 1375 \nQ 3272 1813 3026 2020 \nQ 2781 2228 2272 2228 \nL 1259 2228 \nz\nM 1259 4147 \nL 1259 2741 \nL 2194 2741 \nQ 2656 2741 2882 2914 \nQ 3109 3088 3109 3444 \nQ 3109 3797 2882 3972 \nQ 2656 4147 2194 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2241 4666 \nQ 2963 4666 3353 4366 \nQ 3744 4066 3744 3513 \nQ 3744 3084 3544 2831 \nQ 3344 2578 2956 2516 \nQ 3422 2416 3680 2098 \nQ 3938 1781 3938 1306 \nQ 3938 681 3513 340 \nQ 3088 0 2303 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-42\" transform=\"scale(0.015625)\"/>\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     </defs>\n     <use xlink:href=\"#DejaVuSans-42\"/>\n     <use x=\"68.603516\" xlink:href=\"#DejaVuSans-65\"/>\n     <use x=\"130.126953\" xlink:href=\"#DejaVuSans-73\"/>\n     <use x=\"182.226562\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"221.435547\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"253.222656\" xlink:href=\"#DejaVuSans-41\"/>\n     <use x=\"319.880859\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"374.861328\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"429.841797\" xlink:href=\"#DejaVuSans-75\"/>\n     <use x=\"493.220703\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"534.333984\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"595.613281\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"650.59375\" xlink:href=\"#DejaVuSans-79\"/>\n     <use x=\"709.773438\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"741.560547\" xlink:href=\"#DejaVuSans-66\"/>\n     <use x=\"776.765625\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"837.947266\" xlink:href=\"#DejaVuSans-72\"/>\n     <use x=\"879.060547\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"910.847656\" xlink:href=\"#DejaVuSans-44\"/>\n     <use x=\"987.849609\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1049.128906\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1088.337891\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1149.617188\" xlink:href=\"#DejaVuSans-20\"/>\n     <use x=\"1181.404297\" xlink:href=\"#DejaVuSans-41\"/>\n     <use x=\"1249.8125\" xlink:href=\"#DejaVuSans-75\"/>\n     <use x=\"1313.191406\" xlink:href=\"#DejaVuSans-67\"/>\n     <use x=\"1376.667969\" xlink:href=\"#DejaVuSans-6d\"/>\n     <use x=\"1474.080078\" xlink:href=\"#DejaVuSans-65\"/>\n     <use x=\"1535.603516\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1598.982422\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1638.191406\" xlink:href=\"#DejaVuSans-61\"/>\n     <use x=\"1699.470703\" xlink:href=\"#DejaVuSans-74\"/>\n     <use x=\"1738.679688\" xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"1766.462891\" xlink:href=\"#DejaVuSans-6f\"/>\n     <use x=\"1827.644531\" xlink:href=\"#DejaVuSans-6e\"/>\n     <use x=\"1891.023438\" xlink:href=\"#DejaVuSans-73\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_15\">\n     <path d=\"M 341.829062 59.674375 \nL 400.674375 59.674375 \nQ 402.674375 59.674375 402.674375 57.674375 \nL 402.674375 29.318125 \nQ 402.674375 27.318125 400.674375 27.318125 \nL 341.829062 27.318125 \nQ 339.829062 27.318125 339.829062 29.318125 \nL 339.829062 57.674375 \nQ 339.829062 59.674375 341.829062 59.674375 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"patch_16\">\n     <path d=\"M 343.829062 38.916562 \nL 363.829062 38.916562 \nL 363.829062 31.916562 \nL 343.829062 31.916562 \nz\n\" style=\"fill:#1f77b4;\"/>\n    </g>\n    <g id=\"text_19\">\n     <!-- Top-1 -->\n     <g transform=\"translate(371.829062 38.916562)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_17\">\n     <path d=\"M 343.829062 53.594687 \nL 363.829062 53.594687 \nL 363.829062 46.594687 \nL 343.829062 46.594687 \nz\n\" style=\"fill:#ff7f0e;\"/>\n    </g>\n    <g id=\"text_20\">\n     <!-- Top-5 -->\n     <g transform=\"translate(371.829062 53.594687)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=\"pbaf709855b\">\n   <rect height=\"147.88\" width=\"306.2275\" x=\"101.446875\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "best_results_256 = [standard_res, flipped_batch256_res]\n",
    "best_labels_256 = ['Unaugmented\\nE: 1', 'Flipped\\nE: 2']\n",
    "\n",
    "# Clockwise Rotation\n",
    "b_clock_256 = rot_batch256_results[np.argmax(rot_batch256_results[:, 1])]\n",
    "best_results_256.append(b_clock_256[1:])\n",
    "best_labels_256.append(f'Clockwise {b_clock_256[0]}°\\nE: 2')\n",
    "\n",
    "best_results_256.append(all_results_ba[0, 1:])\n",
    "best_labels_256.append(f'Full {all_results_ba[0, 0]}°\\nE: 6')\n",
    "\n",
    "best_results_256 = best_results_256[::-1]\n",
    "best_labels_256 = best_labels_256[::-1]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.barh(range(len(best_labels_256)), [i[0] for i in best_results_256], tick_label=best_labels_256, label='Top-1')\n",
    "plt.barh(range(len(best_labels_256)), [i[1] - i[0] for i in best_results_256], tick_label=best_labels_256, label='Top-5', left=[i[0] for i in best_results_256])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Best Accuracy for Data Augmentations')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Data Augmentation Methods')\n",
    "\n",
    "plt.xlim(0, 100)\n",
    "plt.xticks(np.linspace(0, 100, 11))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('best-barh-256batch.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": 5
}