Python/d2l/d2l-zh/pytorch/chapter_computer-vision/image-augmentation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "27513e5c",
   "metadata": {
    "origin_pos": 0
   },
   "source": [
    "# 图像增广\n",
    ":label:`sec_image_augmentation`\n",
    "\n",
    " :numref:`sec_alexnet`提到过大型数据集是成功应用深度神经网络的先决条件。\n",
    "图像增广在对训练图像进行一系列的随机变化之后，生成相似但不同的训练样本，从而扩大了训练集的规模。\n",
    "此外，应用图像增广的原因是，随机改变训练样本可以减少模型对某些属性的依赖，从而提高模型的泛化能力。\n",
    "例如，我们可以以不同的方式裁剪图像，使感兴趣的对象出现在不同的位置，减少模型对于对象出现位置的依赖。\n",
    "我们还可以调整亮度、颜色等因素来降低模型对颜色的敏感度。\n",
    "可以说，图像增广技术对于AlexNet的成功是必不可少的。本节将讨论这项广泛应用于计算机视觉的技术。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0227f8b8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:01.202303Z",
     "iopub.status.busy": "2023-08-18T07:09:01.202034Z",
     "iopub.status.idle": "2023-08-18T07:09:03.210342Z",
     "shell.execute_reply": "2023-08-18T07:09:03.209427Z"
    },
    "origin_pos": 2,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import torch\n",
    "import torchvision\n",
    "from torch import nn\n",
    "from d2l import torch as d2l"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25366201",
   "metadata": {
    "origin_pos": 4
   },
   "source": [
    "## 常用的图像增广方法\n",
    "\n",
    "在对常用图像增广方法的探索时，我们将使用下面这个尺寸为$400\\times 500$的图像作为示例。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e4eb15f9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:03.279539Z",
     "iopub.status.busy": "2023-08-18T07:09:03.278648Z",
     "iopub.status.idle": "2023-08-18T07:09:03.462850Z",
     "shell.execute_reply": "2023-08-18T07:09:03.461996Z"
    },
    "origin_pos": 6,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"210.3625pt\" height=\"170.607469pt\" viewBox=\"0 0 210.3625 170.607469\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:09:03.406800</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 170.607469 \n",
       "L 210.3625 170.607469 \n",
       "L 210.3625 0 \n",
       "L 0 0 \n",
       "L 0 170.607469 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 33.2875 146.729344 \n",
       "L 203.1625 146.729344 \n",
       "L 203.1625 10.829344 \n",
       "L 33.2875 10.829344 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc48822615f)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image964d53f34c\" transform=\"scale(1 -1)translate(0 -136)\" x=\"33.2875\" y=\"-10.729344\" width=\"170\" height=\"136\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mabf6c52ad8\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mabf6c52ad8\" x=\"33.457375\" y=\"146.729344\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(30.276125 161.327781)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" 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_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mabf6c52ad8\" x=\"67.432375\" y=\"146.729344\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(57.888625 161.327781)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mabf6c52ad8\" x=\"101.407375\" y=\"146.729344\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 200 -->\n",
       "      <g transform=\"translate(91.863625 161.327781)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mabf6c52ad8\" x=\"135.382375\" y=\"146.729344\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 300 -->\n",
       "      <g transform=\"translate(125.838625 161.327781)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mabf6c52ad8\" x=\"169.357375\" y=\"146.729344\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 400 -->\n",
       "      <g transform=\"translate(159.813625 161.327781)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"m65bece24fb\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m65bece24fb\" x=\"33.2875\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(19.925 14.798437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m65bece24fb\" x=\"33.2875\" y=\"44.974219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(7.2 48.773437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m65bece24fb\" x=\"33.2875\" y=\"78.949219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 200 -->\n",
       "      <g transform=\"translate(7.2 82.748437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m65bece24fb\" x=\"33.2875\" y=\"112.924219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 300 -->\n",
       "      <g transform=\"translate(7.2 116.723437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 33.2875 146.729344 \n",
       "L 33.2875 10.829344 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 203.1625 146.729344 \n",
       "L 203.1625 10.829344 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 33.2875 146.729344 \n",
       "L 203.1625 146.729344 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 33.2875 10.829344 \n",
       "L 203.1625 10.829344 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pc48822615f\">\n",
       "   <rect x=\"33.2875\" y=\"10.829344\" width=\"169.875\" height=\"135.9\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d2l.set_figsize()\n",
    "img = d2l.Image.open('../img/cat1.jpg')\n",
    "d2l.plt.imshow(img);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f9958f0",
   "metadata": {
    "origin_pos": 7
   },
   "source": [
    "大多数图像增广方法都具有一定的随机性。为了便于观察图像增广的效果，我们下面定义辅助函数`apply`。\n",
    "此函数在输入图像`img`上多次运行图像增广方法`aug`并显示所有结果。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "94a4deb4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:03.467453Z",
     "iopub.status.busy": "2023-08-18T07:09:03.466794Z",
     "iopub.status.idle": "2023-08-18T07:09:03.471847Z",
     "shell.execute_reply": "2023-08-18T07:09:03.471048Z"
    },
    "origin_pos": 8,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "def apply(img, aug, num_rows=2, num_cols=4, scale=1.5):\n",
    "    Y = [aug(img) for _ in range(num_rows * num_cols)]\n",
    "    d2l.show_images(Y, num_rows, num_cols, scale=scale)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f053987e",
   "metadata": {
    "origin_pos": 9
   },
   "source": [
    "### 翻转和裁剪\n",
    "\n",
    "[**左右翻转图像**]通常不会改变对象的类别。这是最早且最广泛使用的图像增广方法之一。\n",
    "接下来，我们使用`transforms`模块来创建`RandomFlipLeftRight`实例，这样就各有50%的几率使图像向左或向右翻转。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b3e9e785",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:03.475017Z",
     "iopub.status.busy": "2023-08-18T07:09:03.474731Z",
     "iopub.status.idle": "2023-08-18T07:09:04.001353Z",
     "shell.execute_reply": "2023-08-18T07:09:04.000464Z"
    },
    "origin_pos": 11,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"352.7pt\" height=\"165.078814pt\" viewBox=\"0 0 352.7 165.078814\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:09:03.882890</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 165.078814 \n",
       "L 352.7 165.078814 \n",
       "L 352.7 0 \n",
       "L 0 0 \n",
       "L 0 165.078814 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "L 10.7 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p8ee4adca87)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageeb4c2d05f8\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 10.7 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 7.2 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "L 98.03913 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p033974c909)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageb7bdbae658\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 98.03913 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 98.03913 7.2 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "L 185.378261 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p2d446c792c)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEkAAAA7CAYAAAA3macWAAAk/klEQVR4nFW8WY9u2XGm98Raaw/fnOOZT81VLJIixaJJS1S31LbUsCUbhtGwgb7oi/Y/8M/on+Bbw1dtA3bD8IimLMtNaqIGUiqyWMWaz5x5cv6mPawV0RdrZxaNQgF1sjK/3HutiDfeeOONI4ff/B1LsSfGSFmNcAgiEDHqsuL+vXtMZ2POXh5z9OKY1WZNcJ7Dw0PG0zGPvviUajJnNttlNpuDJVLfs7+3z9Xykqvlisl0ymw25eToBZPpnN39PU5fHiPOsXdwi/OTE+q6ZjxbcHZyzHQyZjKf8/LFc0JZM5vNWF2cMprMGM8WfPLhLyjLiul8l/XyCuc82+2aPvVMRxPWqyUnJy/o+w5TQAzDMDUg/yuADv9VOs97v/W77B/eIcaW+c4+F6dHLPbucHX2EmeqIAJmWOoxFBPwTkh9z2q1RJNShJKqKhhVNc45jk9OWF5dEYqCvulI2jOeVIDS9g3ihVCWOC+IKbHrCGVBH1ti7KjqmhQT9WjEfD7DTJlOx0wmNTH1oIpzQt9uEQDv6boOTCmrgpQSqhFxgjgwi5ReUFOSJjQlRCT/fnHDv4KIR3CYeJw4nAg+BMq6RAzKskQwirIihICgOAARh3OelBIx9ahpPmlTNps1sWsZj2t8ESjrivFsyng65uzsjD4poay4vLhgu1pTlSUxJZquI3iPmKFJcSIURQk4wFGVFaoRMOrJCNVEWQR8EdisNzR9h/ee2HeoJpx4cA4chFBS1RWaIskU50AwUuwwi4go4vLvMRQRECR/zTlMHAxR5IGiqhBxrNdLVJXY91RVjfeehOJMwDCcd6jmVDFN+SOckGKkG6KgqipEoCoLZtMJs/mMFBNmynw24+LinKZtqKuS7WaNilKUJeYEcYIbwl6Aajyiqkpi6jGMqIn1dk1RlSAK2lOVJVii7RpMlBR7YooYSl3XxL6ja1b0/TZDRIqk1KMYuJAPVTwggOGcw6F4ElhEtUctMV8sWOzsU1aB8WSao8sJfbuBpDgzQwRccPjgQBOmCVNDMFSVpt1i3jEa1YiQQxmYTqeMRyMsRTRGxuOK2Hd4HzBTyqLAMIoioKaYOEwTyRKhKvCFp+9aYt8gpjTbDaEIgNJ1LSqCBE+KPcEJzjv6rif2EVUFUZrtmhgVVcVMiDGRYkI1IcOFIIKZYaqYRVTy1zIuGZPZhOl8znQ+Yzyf4auCoq5ImuHH5RMWxPucg96RUo+ZoWZgxnK5pG9bQuEpCk/SiPeesgwc3jrAB0+fIskcfUqs12u6vqcsc06rJsqqJMYuw6UlggcfAhjEPkdH2zVgYApd2+O8Iw7PoQKaIn2zQTAQw/tAXY8oioCZEEIJQ0SZGTbEkFjCmYJFUEXyj2fMEqEejREvmBpd19I0VyRNmEb6tiMIgBrOgYoQQkGKHWhEJBAtIZ2yvrzEF4GiqOjjBu8cguFDST2qabctk3FN30cutpekzRrnPKO6Zr3ZMpnf5/L8nKT5pTebLTEmvPf0XY7Y1Ec0Jpx3pBjxzmEx4Zyna1oQx6SqcOJI2uO8z1ngHJPJlG2zRS0B+eVT0pzeNkQTlsE73z3mHCE4RvWIfrvl+MUTjp8/4/zsJd/+3u/gzNhuNgRQ1ASn+YMleISSGHscRiElSZUu9uzMxiRT2r5ltV6jSWn7Hh8cTozl1QW379yj6xpSjKzXG8aTKaenJwQn7O/PePTlc0Iocjk2Q1OkrkrOz3pM1/gisN1uadqWXiPb7YbRZEq7XTOdztAYKasC1BhNa9p1BQZFGYipoO0SprkiiRPUBAUcHg+AZMwip1tRZKz99MP3ef9vf0Lftuzs7bG8OCN2LbHrCYID8u2apnxQ3uHMgSma0lBJlLbpCL4g9T2b1RrTDMQ+FIxGNavLKxa7O0xGFX1X5v+fn4ztesV4MsN4gsaOqhyhqWe5vGA2m9O1HS+XJ8TnTyEmzGB5kaN3PJ4MIQ84hw8hH1ZR4LzL6aaJonCoOtAIFnHXgC2GCYgJOmCwWcIZOIEvPv4Vjz77lNRHfBnYu3WX2HU4J3jnCIgNJ+8ws/wQIrgQMAFwqEHXRUYaef7ll2y32xzSBs57UEXV2N/b5eT5C+4+eIBoy97egtj3lEVB07SMpxOmkwnnp6c8ebxltVmhQ8plsM13zE09AknK+ekps8mEsh4RvMM5oUs9hmAGMSWcGAg3nMg7n8EN8sFoypTAUj5rySRgvVpzcXaZuWBZ8ta7X2dnby9jZUqsllcEUmT4JASHR8jH7nECSRWNPetuzXZzyWa7zRFmOWSd5jeKXYvzjrqu2K63OIwUI+NJBtam2fD8ecd6veHy/IKu7xDnMFV6zS/oZLiogRUbHkFotWE0qjFT+r69wRtxgvcOJOdDVBt+XrDhgPLHGYjLCSYu1zzJz9d3PdpHRByvvv46+wf7xGT0bcvJ0VNeHj0npKiEogAxRDxqX9F4+oQPHtVEbBpius5mRYYHUQOvkKLRNg3379/n8jJXwy8//YTF/i5JE88ePaJtOlLKfMd5Ien1eVh+GecREVR7nPM4UVLsKKsR8/mCOLyMD55Q+FzlNJNJzIh9DymBpuFzdKiEDhtoAK7AY2js0ZgIgIbAnbv32Nnbo48JxPH480+4OHuJiSP4skKc5DC0lEuwDPzCZUqP5mgLXnAu0HYN1xBxTdIwuLq8ZLG7g3g4PTths1xxdHSS+YlG+r4F5xA1kini/M1N63DtqoaoYqrg/MDId1jszrk8u8A7QSQMv19IliNCULquwXR4HucHxp0rp3OOFDvEIMWePrb8k9/6Df7o9/8pf/bv/h+eb4V6NmW9WvHlF59ycX6CmTBf7BBS7DJVjz0uBFQNH1xOBRFEhNlkQlhMWV2dE2MPmoHQOYdYJpdOhG675ZMPf4kAKUZSTBD7AWQcYhFNLt+sKqKZqxiGM8NM858tgsrQHhnb9Yqry4t80F2LiJBSzC1LivSpI4QwXBkkyQdlJGx4NjQhZDya1J67k5r/9l/8Z/zeH/wh/+wPvs6f/MmP+R/+7ft8+tEnrFdLvPdMdhbcf/iA4FBsiPucqxmwgnMEF/jH3/1Nvv/eQ7Z9z2q55m/+5mf8/JeP6KPml8LdYJSpYdozqgr25nXGMxxXqwZDUAu59DuXezoznCrOu2uYRjSnh5qRNBPP9dUVn3z4EWVZ8PLkGMxlDqXGtmlRI1+uLzDiTeSKDp8pghOY1WO+8/UHTNISTp/x2t3blPWYW3fu8Hvf2OHf/J/ntJstk8mce6++jmnianlFSH2Pc7kamGUwFMsRUhYF//nvf589/4ymgxco4+9/jd949w0ePXnBL3/5GctNyqTQCXUVuL1Tc3tnxP7BLkVd0bU969bo1XF+seLLR0/pU49oovKKF6grj/UdvihIFCybxLpJKNCpogjWdWjfs91sCaFAgKvLK8TBZDLB6prxdEpKmkn9kMY7swl3b+/yxiu3uDNxlM0lmxceHQly8lNS813SZom5yNm64+DWXapxzXZ9xdnpGZvVkmACA6/DmeZ8N0PMqIuS6XjCK3uHTMeOTz57zC8+XbF/b8a9wynvfe0eT15c0iZPsJ75fETQhsJnouaco2+2NJsNUlS89eoh33jtgOPnz1ktLwnWUngB7fB+zGJ3D0Lg6uycbZvwRc227bnc9LxcJ862oCr0GgfZI6sX6+WKpu1u+JOlSAiON159wG9/+1VeubOg7K5YvXhKF9eUI3jwYJdb+w1Pf/Tf8cGR53/6t3/NB0/OKOsxRy9fEPuO2Ecwyxwtg2FONcHhPTgnrNZL/vTP/po3/tOHFH7L7XHPZ90FapHFaEbYrXn93i47+3eYjUuKwnN+ekK5uIWaoywKLk6POfv8I05PLthow+4rdzm8c8Dx46dcLa/YXLzEUqSqRtTjCavzUwpLTKYVoazoRo69ieO12yWPX655ctZw0TtQISsYQrIetcjFSaQsSma15zffuc1vv/c2+/OaSjpS6lk1S6ZjT1uVfLGO/Ov/7yU/+rsv+PHPn7GJjulkzsuTl5iBJiFLbY4gImiKeE/+xSQIPlcXL/zxj37C/VnPP/+nr3Jw64DfeHvJ508uICVm4xE7E+HeLTi4s8v66pw7kwX17h64mmI8Y7PcYX078Kuf/g395AHV4pDzTU+BMLu85GIy5vjx56w3W+rVitliwSppFvhGnqYzCmeEqsZZZH8a+Ohoy+kqEVUxFFwuAPPRiN/5/jd458EuV1/8gnT0OSZ7uOmYshTuvvGQk67ml1+s+OO//HuWP3ySq6MJs8WEtu9z9UsJUwYOBjJ/5W0T5/HOI24gkS4Teu8dYsqtxYL/6j95jz/8vW9yMIlslmeM6prxbIL0K0bzXcrJmNXRE6rFIRrGhNEh4stc5ZpzfvEn/4bp/W8xvvsWz5485WK54Yuf/x2NjFhuI8ePP+Pi+IT9gz1IkUJ6vDiK8Yi2U7q+oyhLVpsOqilPX1zw2eNj1hoYT+d87c27vPeNV3kwU27f3uXo0VM+/tnPmU1HHN47ZHzrLr96Gfm///xXfPn4BX0fudYJqtEIB2w2azRec34jxqx1yfzhW+ZclhkMwYUCGaqPG/ocxFEK7EwKvvcbr/Ev/8vv8c6rC3bv3AFtwXv8aEo8f0E4fB1tV0i5QNsW/IjULfns//2fufXu91Ff0a7PuVr1fPHLn5PqW7TVDsdPHvP88885PT5iMh5RBUe/WTHb2yHUE85enjJazOi6iIwWmB/x9JOPaF3J4d177IaG/VnB/t6C6azCITz+7CmPPvmCzgW+aCf89JNTrjZrGKqhmVGWw0XGmDXva64mkg8pRULmOkrsG3yosp7rPDK0K2qKF48JnF6u+eGffcCHn7/gv/7D7/MHP4A33rhD4QPWx9zOpBYXaqQYD9xE6TcX1KOKqhK2508Y+4Sx5sHhhOrgkJVN2J0EDibCh++3jEuhqiq2S6jnU+a7u8zGBWY9Ui5yRS0r9vYXnJ6cEtorUKU5v+RicwmHe1SLHXYf3OcyFnzw6Jyf/OIztm0CgaQ24E5kE2Nm5WReBjI07rm/M+8JIi4L49aTRYUsUonl0hvE4Yea6lxuO1+cnPO//m9/yqGcsnDfZLp3h2oyJRQLrA/gFGsu0fUJaX1CvDhivrugmo5pXlxQLRYwqUmbNZNFxUhGTCpht36FOiSuzs4RoBsVqDgWsxLX+4xLoxmqF7RxC+2GMni6tqWJymRW0XSJ4xfnuKvIZtuh1YiXG6WL1+qGklA0XauZisODH7oNy+QWy12HCAScz1/QLJMiARdBvLtRANygBF6PYsrY8N7DGbtjpV+9ZLk+Y12O2X3926jb4iXSXTxBN6ekmBjdeY1RtYef7TN9sKa6/SbF6SPEPPXePm61wdfCnbtvISI81U9I7Za1JvqmYeZbGlHKqmTTNAQSy/OXWN8x29lDnKfttmwSjOsR48WUYjRltFtwdnHFvC5465V9RqOSQgQR48mTIx6frairCQ9v3wI1Pvj8UW6WrwcFmoMjZALpcFKgyTCN4Ifm0RQzIyE4J2hM1K7jd791i7fvLxiXgeANUkez6ohthysrXDUnzA5x831UHWGyC6lFXEl58Br4imLnAYvJHaSeYvIIcVt8PSF2LZOxp15MOTtObOOWdrWC2KGxoltvWZ2cQVTGdYkGoxiN0NGIZnVOEQKpTxSTgiJU7B7s81YsWRzewlKi3S6pSNzZ3+W1ZcvOwStMSseXjx/DF0+xFLNENGSNiGSeJJb/4H0xNLk2SCdgpllpEM+86PnBW3O+994b3DucMt+bgXPEVqnqmnb5krLyMBoTxnugDc4y9zJXYP2gT7cbqBcIKxCo5odIuaXdLhn7ltmtPcaTkv3DW1y9POL5x59TpER3eUZ7vqHQhHjh9u1drJ7Qqqftjc2lsFltGY1rfNOgPlHt7FFVWxZuRG0G4xEnT58R9qbcKiouz77g5Tby/seP0fRVn3mtaglCyPqKZbFqGArkIEo5IQExZeoa/sNXKt66VVHGjqIIuFDS9kraXFJNxowmFaIrdAO+GmEp5bTVJvd32xbnBe2bLJJphKi4akxVTtHmU27fvUu3uaIoBJziDvY5ffSI09NLOnEQE9P5DAme+e3bbKPn4qrFeaNbzFlfXrLpjNKgqEratmV1dcXD196mtAmrly+pp0s+fP6Y6d4u3eqKv/n5Izb9EBze54b4WvkDgrNh2Gv53Cz1WR5hmFeJcjhWfvv1GfcPxuzvzylDIjUbUtqhizV7917PU9V+RTE+xFA0tTjnc7mNW8QXWcEUyQ1ot8FVU8xXA9JtCT7i6PAuEYqKWT1l7R3zvQWr5YbLdcfe7V2KxR71fIYra5pnZ9RBCHWNcz4PLJ2jTUpcb7m8fIkTGE8qpEkkPeOoecne/pzZ7j7PHz8d5m/XAZFpwDC1BYGQc8lQ7fDihwOSQYeJ3B55/tHbuzy4M2c+KZnMRpS1xwuYH7Nz+xbjaUlRFlhagbWggivnGd8ExDwSSqQskVDlKDXFqlkO7e4ctIduTT0eUc/mpJSj2lLP3XfeoZzOOD46o5ztUE4XpNQjscPaFdpBVVdYVTCajLFQ00nN6uSEq4tzytGE2GXM7C0ymk/RUDHdnbO7NyUUHqfXmprmZ/IOJw5VI6ShWRwEZZwLQ5wJ48Lx3Tfm7E4809mUndv7zMYlVTBG80OuVmseSMtkvodKgS8X4Ms8b6/mIAXiAtaeQRiBBMwViKtAe8zXg6i3gW4LPqewCzW0DcVoQihH+NECX88Js1PMlawuzwja4nTLyCuNKn3b4ULB7sEBl6ueZtPSbBtGoxGr1ZrV+RGjyQ5uPGVRBs6Pjmg3GxbzGTujmm3XoeLxIoNYaiTL7UkwzdUtz84HSi6ecYDfemuXV2+P2JkWzHamVHVNKArK6YyzrdC8PGJ1ULB35w7iS9x4D4aBDWEKrgQ8UgGuyBFqgBtj0kJqQAJoblh9NcbMIUWFxBZXTsBFfFTK8Yz5rnL58oSCRFlXKCWznUTnIq0vsVARpGK5OufOrV2WdWC9XrJeN1w8f8rsrRGp7RDtqMoC0YbdxYTpZERYR1KyjMfkaHJAMiOIC3kaKo7EYJ6g42u3Z3zra/e5fWuXybSmCkKQiBQjNqni808/5OH+hNht6ZcXSOjw0ylcRweZbZtziJU5OocqajiEHkuXGEY6e4yrRogPkCQfrBthVLgioP0RcXmCU4X+kqKsKMfTrLQXG1ytOaUd9LHDW6RZXxKCxxUl1XhMih1Xp8d065bFzgxtPcGUw7uv8o+/q6z/4m95droG8ZjlAbiYYJoIzuUJQpJrtTCyGBe88+o+kzoQgqccTanrOo9yeuXTf3ify6Mjdv1txB2wvXhJMTmgjF0GaFfmyBGHWI9Zg0iZ1U8VcD0mAXwFdGi/REJAfE3qt2gbSRpwGM56cAXiPN4S48U+2yahYUy7XrJaR85PLnHVBDeacX6+pt2sqSYTFGjblqKqqETYLq8oQo3GjrKasH//Wxzu3+N3d9/gzp37/Pf/y//Os4tNlp+ToRgmissmBsNixFnCi/Dtt+/z2hv3Gc/GiFgeP7uS9bbl6uln+PMnjGxL2mwI0x2qnQNcVSCuGORXP1THkCcUprncq0K/wtYvMg+TApES5wtcqBDnCWWFiEJqIfbEpqHrjUhFMdmhGM/xIXB1esrR46ds1hus7+mblmfPTnj+9IjoSqyYkMiRNJ6M2dnfJw6SM6qIm+OLB4i7w2j0Kq8+/Bb/6Lv/AWLD95Cybcd5Anr9RSGpMa8DDw8mjKYLRtMKb9lZsV0vOfnV+5T9FTvzij3yrTebFlePQAVSj6UWMYEiQbGTNXBXgSawDvqrjHvR59zXDixhqcl4piBE+qunpPaCdtvQbjq26w2pK2nXK9QcVeG4OjlFw5jJ/h0+fXLK5cWa4KFdLSlGM1w9w6KSUs/l1Zp1dDSrKza9kvpT5s8umM3vEPuO0/UFP/voY7ABN/HDpFcJMlDvPLyD6chh7Yq+aXCLKd5VCIlnH/2S/vkjtkXBnfuHVGVANNKcv0D0VVJsSdurLNuqgPaDUSHbcEQj5iyDdTHOJKO7HFofQfsIkuiWS7pmy+b8mHJmbJdrutUFztcQjXZ5ynabqKYTJntzYlfy5OiMUQH1/oRt03FxsWK1/oz9V97k+GTDT/7uAzZNS9M2KELXJ/o+gn1A8B5NRnfdaQyz42w7GhpcVbvRj3AQBBxK2q5orzwpBGKz5eVnH7NTJMpJjR/XhNGIaSksbh9i2tJtljl9XIFLHldscX2L+GGuB4gPqBRY32G2wvoWXIUVM3xRY2mFcyWqG9SNSSqID/jRhK4znCswc/gq4Mc79H7NannFK3dmCMbq4opPHj1ie9kgkynHXxq/+PyYLx89glDhvUdxg0yS54vaR3SY7tqveSJMAPOoKSHLAglzHj8YJIIYkNDUY2K0m0v2p575bIrND3nS7eA7+PqrOzDaw43mdC+e4coZFlvSek0o8vSlHC8oRmN8qDHfYKpotyGuzwHBFwnni0zkXIn5Dc77bPOLWywZhiNqZHm1ZN0YT54eE8sV23XDrYNMBi0lnjx9StqseXj/gMP7D7AicHgwIwj8/Uefs+0ECQWCH6a7MrQgdiORXPuabOhEzIzgRPI4WRPiHIeHB+zfu8t0b0E5qrGkNBenLBZT6nHJerzg//jTj0nqefKbr9OEBdpc0h0/4cHBa0Q2NOuGqqromg2qoJIoiwbxIVOAviF1G1w5oWuWOUL6BlfXJA2YH2HOUUz2aLpLkoOma+hi4smLC9Yd9H3HdO8OWhX0qcGaS4qy4N3vfJPbr7+SNXvr+c53bvPmvV3+9K/n/MU/fM7T4/NsSjVFzJFcnhb5os6VmWE0PkQVGEHNst1mGC7W4xGjg7tU8xmgXBw9p11eofOKKCWXjfDo+TlNZzw7OuP9Dx/zH793h2/fHyEvLpnPRmzbiPkSFU8bBaclqY0UXvE+kPrIdtPBekOKuf1IsSeM5nTNFqSg6QLd+ZrLqzVXF5f0vbLtYetG2MgRY+K4LTl5esnX33nIznSfg17YufeA4I0Q4O7+jIPDXfaqjoOJ8fZhzQdfHvH06JKLdc/5qiEmuNpu6WNzM7E2LLdWeXRHMI30KjfN3OMnz3j06Q5vvPsuRRl49PiYzdNTLs9Lbt91vLBLlusVQmCdhI8fveDxk+fc2hnz9juX/OHvf48Q17gyUlY1v/rklxTjGbcPRjw4nDAfl2hSLs7XtO2WSekYVQ4RT/fyiBR7mqanbVq2bUeXEil29Fqw7oxVF2ij43hl/OivfszxyTnvvvkq3/n6Q9565QGj228g/RZJW+a3DgnpgolruTs2ultTvv32Pk8eH/OrJz19StT1hB//4lN+9vlzBiNEHuPnEocAQV0gDB2vITy/6Pnoo8/xqaPev0uY3GJtE5rzS2a7PevUcH9vzN7dV3n1rbfY2d3j4w/e56MPPuGLH/2cX3z6gtV6DeooC+Hick0oK+7c2uXOwYJ7t+dstz1Pnp+QUuL1h7dYTCe5dLctaJtxrU/U4xHTnR18UXF0tuT58ZLTiw0np+ecX65Zra9Qhb99/wPe//BjDvZ2ePfdt/jGO69x73DK4s6Itx8eIt741T885uDgNn/5k7/ga2++yw9+8Ef8+V/9kC4Ffj8YV53xxfES1fRr9p+h4CwevmFCIBtDDDFlv1a+++YtvvaDP+KV2/u8/8f/I+3FMW9/4y3O/B7qa+6++W0mO3v07YZf/f3f8X/98C+5WLeI89m3qDpMZhLeFYh3FC7/nhQ1s1mDUHgwwQdBoyKS7Xyqhi8CoSjwLtD1HZttg6rSxz7bhFKfibAYgwwGOIrgqauKW/szvvbaXd775kN+6/WCr715hz/74Y/p+lvcfvA6dx4e8unf/zmr1PKv/vVP+eCLY5Q0EE5uNLZgkj1BufnMXOHlRjnejvkv3vkGo6vnFBYZHe5THrzC/WoE5ZTZbIT2Sy4vzjk/v6DpI8kS2veDgC43OrFah5ij124otV852bp4LQLKIKFksU9EsK69MYtdVxoh+44wHTTBoRqRAcQ00aZszrq6uuKzL57xwx/9lNv7E77z7kPeuFXzH333Fq+/ucf2+BHjRckvH/U8OTofTKk5yYJTKjqcRYINBidVQ1PK6C6w7KG9OOb5x3/FeG+HaucQ8yPq2T7b5QXHTz/n2fE5f/m3H/H54yO6GNHUZ8OFFOhgmEdcdv4P73pt7swuk2t7p94IEEi20KgqadgkuLYsDibam0PTwU52bdmBAVKGHZI0mCa62PH5s54vnl/iMP7dz57x3/yLf8ZP/vyn/NU/fMqnz67YNj1OHKX0jEkEuhtqIItX3sm8Sfub5/TiKLzn2998m1cWwmQ2ZzqbEH3J8vKSy9OXfHK04emLU7oIFhOIDusNQxRkYfyrdx9CF9NBiRwOSCRbrcy++pnBmK6a/dg3kvLw2Uq2GYPmwCPl9B1MspghLvswxQlpMOfnyDa8GWUVaNuYZ22WqImU0lJZP6RuvsSUDJk/fNtMExr7YYyUvYs4hzhhXBQc7u+imlhutqw3DSaZvNmQVtfzqxw4kpnt8Gczbr5PrgHxehlG0+CGta8OdpBPuW40LXfjTtxXB2gCLh9uTDn1ANJgCssi4uCWE0GT3ny+qeYmFsM7o9aeioYCxQ0Ov6hCHJ5DYHDfmpJMCTZ8kMscAYTVtmH1+NmwBlGBc9ktH9usYg7iFEASBQuY+RwBogOUMkjE+TMz/8gpKMLgurUbhVQsfy1vFOWOQM3ymEchacKbQx03hyl5JoOY+0o4Y5j6GIjLeCWmBFFq66mspRBFJF9CNIjJSJrj3w/PHWzYwzDLOe68zzc23HxKPUiOjuvdEI09LvjhxfhqRcEJpjG7Msi9kcu87AaTMvAaaglLeV0LcVnPtPz9+MybLGpeqjHF+dw2meRDEi9cy8xmchNl+ZQHdeY6JRFcShTWUUpkREfhFO+uf35wGasNrYrdFBaAEDVTdBfyKMXUhofMFhRNeTnHzBFTl0NQBMzlajBMdmN/DdpyA67Xbnyxr5waWQ4ZDldyR+5cLvc3qZFS3joazAvX/3TXptEBYDQpTnNs5gUfwQ3VTy0v/QWUKR2VNTiU4IxicM9ENTTqECAMRQL8kG4ypHkwlOAKjNy/+VAQXMhYMCziZC6S8o2QIyemmHFLDKc2RNpXx5+5ix+ql2XwFAHyyphkWEHKvISTK2sO92K4JO8gLyZIbhPEEMtNqRrI4CG/Xg8DbkZDI+kp6RiRx+K47JvEeZIaTa8khCCBlCJF+CoCB0Ekr5N4yWsTUfNp+uAR8Tn0BhwwByll84RzeY/QhkqVgdGRTEkp4d0whkFwZih6oxfbANLOOfA5NXrLxgWX35TgfcYfXPaIy3CjIqShEPhhF0Y0A/qQUyBZAxrRU0lLTYtZjxch+AwNSQ3tsxezVceqB8+wJWntr11wLl6FDEtJMQ1APWBOHLhJ1ITGrAy4wg8h/hUXEb3ubSRXO/IU2FwW2XrLvMsPh+jFI27gTQNpVRVs0GzEyeAP0sFELwM5HOzGZgMeGRnortFGKQRq1zLWDm893l2Dbi4sSY2uH1i8A8XT26B+mDJ3CUvc0BdxebugS5ZFaHPZkmKaLcECaDJSilwvzskAptdoJuT9MxFPSrktMAGVX1sqHESsZDm1cqsiiMT/H3UQ5wZ+k6MmmcOSDXu1OQXUMpHML+ky9xSjksTMNVSWJyROfn08JvQptzCahusUG6w0SukDI59n/aXGYXU1p3FMuW0SgWQQ5Hr90hmW4mDxzTnu6xKNeU/WWV5kcVxXlXxDeRWVwVw+pGYaInAI87zFOFSfgQ07565BhBt6OUSnXfMrvV6nyDTDSaYBLnWMtGURegrSTQk3cvfQp7wwZKo4n7EouBsyghlMJJJQvAwKhBrbNsNOHXIx6ExRhZCG29GU8iLKkEQ3DNi7vFw3RFUcWoBrT0EGu6GlGfhNBnQ3LO/kjWs3+C9NcoNrA9bEmCP2WiG8PsBcEPNLIwPXiR2xWWPWoUFQl6lDWeQ2p+ug7eNAAm1YSc37tAyk9sbF5sAs0ESjT0qjRm+OMjisTwSXK54aBLOcWtbHrKMMDM9UsRiRkPFI08B+NeWNxcGRbzetRm78xcD6iIXrNCKX2aHsXzNqTemGj6GKese1uyxfSq5kkAj01LQU0nMRexKwBaxLHIw8TS+s2v5mbzh4wfsheq7/ToCBElz/zjaSBwIpu2+jCMmg643OFZSWd3i9QbDUD3/BwDUu5z1+SRGShxAyPKa8U5KtOqAxDS8lOYpFsgHqWmXXkG9sIJuq2UAv3t08tKhmrLtOSRt+vzMCii96eiLWdhgJ8YHpyHO5iXkrCuHSRSZBaKNReigLoXDXBWUAf8skQcTRJdi2ie4aUpzggiN2OZ2Tg9JnCddZvqjwVd1jAFHLs/nrW2YIkZSGg3TD7kYacNzDsOLFtfnCCTifN7fTta409FMpfx83Mmk+aBmq2d7+DvNpS9GcsIqJdh246gQtPb0pdSm0XT6UpMa6hcLBbi14Lzems+ueMOOloCpsOqUfnrUO4EzosbzI7DKnCx4cieAg/zULwr8H0Zkce6RXkFUAAAAASUVORK5CYII=\" id=\"image67a9a2977b\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 185.378261 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 185.378261 7.2 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "L 272.717391 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p23a04327a2)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagecfb16d7f38\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 272.717391 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 272.717391 7.2 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "L 10.7 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p48bc8b4369)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image5c5b9bcbaf\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 10.7 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 10.7 96.152727 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "L 98.03913 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd8a27a1344)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageb0448dab88\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 98.03913 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 98.03913 96.152727 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "L 185.378261 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd6a6167b95)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image4d7704453e\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 185.378261 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 185.378261 96.152727 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "L 272.717391 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p3a4f7f3e79)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image5c4a96b9b9\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 272.717391 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 272.717391 96.152727 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p8ee4adca87\">\n",
       "   <rect x=\"10.7\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p033974c909\">\n",
       "   <rect x=\"98.03913\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p2d446c792c\">\n",
       "   <rect x=\"185.378261\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p23a04327a2\">\n",
       "   <rect x=\"272.717391\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p48bc8b4369\">\n",
       "   <rect x=\"10.7\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd8a27a1344\">\n",
       "   <rect x=\"98.03913\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd6a6167b95\">\n",
       "   <rect x=\"185.378261\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p3a4f7f3e79\">\n",
       "   <rect x=\"272.717391\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply(img, torchvision.transforms.RandomHorizontalFlip())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ba3f1b5",
   "metadata": {
    "origin_pos": 13
   },
   "source": [
    "[**上下翻转图像**]不如左右图像翻转那样常用。但是，至少对于这个示例图像，上下翻转不会妨碍识别。接下来，我们创建一个`RandomFlipTopBottom`实例，使图像各有50%的几率向上或向下翻转。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e7899eb1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:04.005369Z",
     "iopub.status.busy": "2023-08-18T07:09:04.004737Z",
     "iopub.status.idle": "2023-08-18T07:09:04.594173Z",
     "shell.execute_reply": "2023-08-18T07:09:04.593347Z"
    },
    "origin_pos": 15,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"352.7pt\" height=\"165.078814pt\" viewBox=\"0 0 352.7 165.078814\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:09:04.475938</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 165.078814 \n",
       "L 352.7 165.078814 \n",
       "L 352.7 0 \n",
       "L 0 0 \n",
       "L 0 165.078814 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "L 10.7 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p340d3f4413)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagebcbf735ba0\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 10.7 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 7.2 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "L 98.03913 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p5f267cb6d9)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagefa300d8a65\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 98.03913 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 98.03913 7.2 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "L 185.378261 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p9f31584dd3)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image0b9d16ebbc\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 185.378261 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 185.378261 7.2 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "L 272.717391 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd210f43c6a)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagebefc2710cd\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 272.717391 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 272.717391 7.2 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "L 10.7 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pe91d941e20)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image6f22374d75\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 10.7 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 10.7 96.152727 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "L 98.03913 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p37c7ad2b7d)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagea35799a530\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 98.03913 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 98.03913 96.152727 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "L 185.378261 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pde0773ddf0)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imaged6d4f24357\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 185.378261 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 185.378261 96.152727 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "L 272.717391 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p4d75ca46ce)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image66b660b6f3\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 272.717391 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 272.717391 96.152727 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p340d3f4413\">\n",
       "   <rect x=\"10.7\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p5f267cb6d9\">\n",
       "   <rect x=\"98.03913\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p9f31584dd3\">\n",
       "   <rect x=\"185.378261\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd210f43c6a\">\n",
       "   <rect x=\"272.717391\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pe91d941e20\">\n",
       "   <rect x=\"10.7\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p37c7ad2b7d\">\n",
       "   <rect x=\"98.03913\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pde0773ddf0\">\n",
       "   <rect x=\"185.378261\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p4d75ca46ce\">\n",
       "   <rect x=\"272.717391\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply(img, torchvision.transforms.RandomVerticalFlip())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00ccc140",
   "metadata": {
    "origin_pos": 17
   },
   "source": [
    "在我们使用的示例图像中，猫位于图像的中间，但并非所有图像都是这样。\n",
    "在 :numref:`sec_pooling`中，我们解释了汇聚层可以降低卷积层对目标位置的敏感性。\n",
    "另外，我们可以通过对图像进行随机裁剪，使物体以不同的比例出现在图像的不同位置。\n",
    "这也可以降低模型对目标位置的敏感性。\n",
    "\n",
    "下面的代码将[**随机裁剪**]一个面积为原始面积10%到100%的区域，该区域的宽高比从0.5～2之间随机取值。\n",
    "然后，区域的宽度和高度都被缩放到200像素。\n",
    "在本节中（除非另有说明），$a$和$b$之间的随机数指的是在区间$[a, b]$中通过均匀采样获得的连续值。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7c50f6a4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:04.598134Z",
     "iopub.status.busy": "2023-08-18T07:09:04.597541Z",
     "iopub.status.idle": "2023-08-18T07:09:04.957843Z",
     "shell.execute_reply": "2023-08-18T07:09:04.956957Z"
    },
    "origin_pos": 19,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"352.7pt\" height=\"179.635336pt\" viewBox=\"0 0 352.7 179.635336\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:09:04.889897</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 179.635336 \n",
       "L 352.7 179.635336 \n",
       "L 352.7 0 \n",
       "L 0 0 \n",
       "L 0 179.635336 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 79.982609 \n",
       "L 83.482609 79.982609 \n",
       "L 83.482609 7.2 \n",
       "L 10.7 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc6a084d069)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image865d3ce193\" transform=\"scale(1 -1)translate(0 -73)\" x=\"10.7\" y=\"-6.982609\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 79.982609 \n",
       "L 10.7 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 83.482609 79.982609 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 79.982609 \n",
       "L 83.482609 79.982609 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 7.2 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 98.03913 79.982609 \n",
       "L 170.821739 79.982609 \n",
       "L 170.821739 7.2 \n",
       "L 98.03913 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pe3e8e0b535)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image7a9d457d6b\" transform=\"scale(1 -1)translate(0 -73)\" x=\"98.03913\" y=\"-6.982609\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 98.03913 79.982609 \n",
       "L 98.03913 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 170.821739 79.982609 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 98.03913 79.982609 \n",
       "L 170.821739 79.982609 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 98.03913 7.2 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 185.378261 79.982609 \n",
       "L 258.16087 79.982609 \n",
       "L 258.16087 7.2 \n",
       "L 185.378261 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#peb89b82abe)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image8c773afac6\" transform=\"scale(1 -1)translate(0 -73)\" x=\"185.378261\" y=\"-6.982609\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 185.378261 79.982609 \n",
       "L 185.378261 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 258.16087 79.982609 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 185.378261 79.982609 \n",
       "L 258.16087 79.982609 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 185.378261 7.2 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 272.717391 79.982609 \n",
       "L 345.5 79.982609 \n",
       "L 345.5 7.2 \n",
       "L 272.717391 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p6c2cc2fcfb)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image0b30526857\" transform=\"scale(1 -1)translate(0 -73)\" x=\"272.717391\" y=\"-6.982609\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 272.717391 79.982609 \n",
       "L 272.717391 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 345.5 79.982609 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 272.717391 79.982609 \n",
       "L 345.5 79.982609 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 272.717391 7.2 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 10.7 168.935336 \n",
       "L 83.482609 168.935336 \n",
       "L 83.482609 96.152727 \n",
       "L 10.7 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p238352ecd5)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageefff4a35a1\" transform=\"scale(1 -1)translate(0 -73)\" x=\"10.7\" y=\"-95.935336\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 10.7 168.935336 \n",
       "L 10.7 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 83.482609 168.935336 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 10.7 168.935336 \n",
       "L 83.482609 168.935336 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 10.7 96.152727 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 98.03913 168.935336 \n",
       "L 170.821739 168.935336 \n",
       "L 170.821739 96.152727 \n",
       "L 98.03913 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pb181e32228)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagecc2ed4bf27\" transform=\"scale(1 -1)translate(0 -73)\" x=\"98.03913\" y=\"-95.935336\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 98.03913 168.935336 \n",
       "L 98.03913 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 170.821739 168.935336 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 98.03913 168.935336 \n",
       "L 170.821739 168.935336 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 98.03913 96.152727 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 185.378261 168.935336 \n",
       "L 258.16087 168.935336 \n",
       "L 258.16087 96.152727 \n",
       "L 185.378261 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p1d5c36ce50)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image595c0b1d29\" transform=\"scale(1 -1)translate(0 -73)\" x=\"185.378261\" y=\"-95.935336\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 185.378261 168.935336 \n",
       "L 185.378261 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 258.16087 168.935336 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 185.378261 168.935336 \n",
       "L 258.16087 168.935336 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 185.378261 96.152727 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 272.717391 168.935336 \n",
       "L 345.5 168.935336 \n",
       "L 345.5 96.152727 \n",
       "L 272.717391 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p269ee55558)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image7b016ea105\" transform=\"scale(1 -1)translate(0 -73)\" x=\"272.717391\" y=\"-95.935336\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 272.717391 168.935336 \n",
       "L 272.717391 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 345.5 168.935336 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 272.717391 168.935336 \n",
       "L 345.5 168.935336 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 272.717391 96.152727 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pc6a084d069\">\n",
       "   <rect x=\"10.7\" y=\"7.2\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pe3e8e0b535\">\n",
       "   <rect x=\"98.03913\" y=\"7.2\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"peb89b82abe\">\n",
       "   <rect x=\"185.378261\" y=\"7.2\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p6c2cc2fcfb\">\n",
       "   <rect x=\"272.717391\" y=\"7.2\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p238352ecd5\">\n",
       "   <rect x=\"10.7\" y=\"96.152727\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pb181e32228\">\n",
       "   <rect x=\"98.03913\" y=\"96.152727\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p1d5c36ce50\">\n",
       "   <rect x=\"185.378261\" y=\"96.152727\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p269ee55558\">\n",
       "   <rect x=\"272.717391\" y=\"96.152727\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape_aug = torchvision.transforms.RandomResizedCrop(\n",
    "    (200, 200), scale=(0.1, 1), ratio=(0.5, 2))\n",
    "apply(img, shape_aug)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae160672",
   "metadata": {
    "origin_pos": 21
   },
   "source": [
    "### 改变颜色\n",
    "\n",
    "另一种增广方法是改变颜色。\n",
    "我们可以改变图像颜色的四个方面：亮度、对比度、饱和度和色调。\n",
    "在下面的示例中，我们[**随机更改图像的亮度**]，随机值为原始图像的50%（$1-0.5$）到150%（$1+0.5$）之间。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f38c67b5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:04.961969Z",
     "iopub.status.busy": "2023-08-18T07:09:04.961381Z",
     "iopub.status.idle": "2023-08-18T07:09:05.497682Z",
     "shell.execute_reply": "2023-08-18T07:09:05.496805Z"
    },
    "origin_pos": 23,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"352.7pt\" height=\"165.078814pt\" viewBox=\"0 0 352.7 165.078814\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:09:05.378794</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 165.078814 \n",
       "L 352.7 165.078814 \n",
       "L 352.7 0 \n",
       "L 0 0 \n",
       "L 0 165.078814 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "L 10.7 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pef1fca770c)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image0d91626b2d\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 10.7 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 7.2 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "L 98.03913 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p1c4cd5c8db)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image3915a249df\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 98.03913 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 98.03913 7.2 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "L 185.378261 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p05cff0310d)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageb80592f810\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 185.378261 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 185.378261 7.2 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "L 272.717391 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p7cbbd6d6a8)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image9f4ee7bf41\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 272.717391 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 272.717391 7.2 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "L 10.7 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc1de857a6e)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image8c363dc4cb\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 10.7 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 10.7 96.152727 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "L 98.03913 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p62dd27d7b7)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image04cbf1ad8b\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 98.03913 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 98.03913 96.152727 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "L 185.378261 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p30085e79a8)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image0f25187685\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 185.378261 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 185.378261 96.152727 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "L 272.717391 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p5739a1ad68)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image18504afc65\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 272.717391 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 272.717391 96.152727 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pef1fca770c\">\n",
       "   <rect x=\"10.7\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p1c4cd5c8db\">\n",
       "   <rect x=\"98.03913\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p05cff0310d\">\n",
       "   <rect x=\"185.378261\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p7cbbd6d6a8\">\n",
       "   <rect x=\"272.717391\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc1de857a6e\">\n",
       "   <rect x=\"10.7\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p62dd27d7b7\">\n",
       "   <rect x=\"98.03913\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p30085e79a8\">\n",
       "   <rect x=\"185.378261\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p5739a1ad68\">\n",
       "   <rect x=\"272.717391\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply(img, torchvision.transforms.ColorJitter(\n",
    "    brightness=0.5, contrast=0, saturation=0, hue=0))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bead8ed4",
   "metadata": {
    "origin_pos": 25
   },
   "source": [
    "同样，我们可以[**随机更改图像的色调**]。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "72d28919",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:05.501452Z",
     "iopub.status.busy": "2023-08-18T07:09:05.500816Z",
     "iopub.status.idle": "2023-08-18T07:09:06.125837Z",
     "shell.execute_reply": "2023-08-18T07:09:06.124959Z"
    },
    "origin_pos": 27,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"352.7pt\" height=\"165.078814pt\" viewBox=\"0 0 352.7 165.078814\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:09:06.007670</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 165.078814 \n",
       "L 352.7 165.078814 \n",
       "L 352.7 0 \n",
       "L 0 0 \n",
       "L 0 165.078814 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "L 10.7 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p5cfc114f3d)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagead6a6ba61a\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 10.7 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 7.2 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "L 98.03913 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p7f590aa0df)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image41b414a1e0\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 98.03913 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 98.03913 7.2 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "L 185.378261 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p96e3fc057b)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageccdd5ff4e2\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 185.378261 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 185.378261 7.2 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "L 272.717391 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p0cfa38fa2d)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image16a4f13731\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 272.717391 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 272.717391 7.2 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "L 10.7 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p9485420004)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagebb104c20c4\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 10.7 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 10.7 96.152727 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "L 98.03913 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p702a28c4ca)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image63c68681ad\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 98.03913 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 98.03913 96.152727 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "L 185.378261 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p3f952951c5)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image4c1d4706c9\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 185.378261 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 185.378261 96.152727 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "L 272.717391 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pb580badf86)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image91c481a726\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 272.717391 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 272.717391 96.152727 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p5cfc114f3d\">\n",
       "   <rect x=\"10.7\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p7f590aa0df\">\n",
       "   <rect x=\"98.03913\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p96e3fc057b\">\n",
       "   <rect x=\"185.378261\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p0cfa38fa2d\">\n",
       "   <rect x=\"272.717391\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p9485420004\">\n",
       "   <rect x=\"10.7\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p702a28c4ca\">\n",
       "   <rect x=\"98.03913\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p3f952951c5\">\n",
       "   <rect x=\"185.378261\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pb580badf86\">\n",
       "   <rect x=\"272.717391\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply(img, torchvision.transforms.ColorJitter(\n",
    "    brightness=0, contrast=0, saturation=0, hue=0.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de49c0fc",
   "metadata": {
    "origin_pos": 29
   },
   "source": [
    "我们还可以创建一个`RandomColorJitter`实例，并设置如何同时[**随机更改图像的亮度（`brightness`）、对比度（`contrast`）、饱和度（`saturation`）和色调（`hue`）**]。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8f62c430",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:06.129806Z",
     "iopub.status.busy": "2023-08-18T07:09:06.129220Z",
     "iopub.status.idle": "2023-08-18T07:09:06.890747Z",
     "shell.execute_reply": "2023-08-18T07:09:06.889906Z"
    },
    "origin_pos": 31,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"352.7pt\" height=\"165.078814pt\" viewBox=\"0 0 352.7 165.078814\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:09:06.772331</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 165.078814 \n",
       "L 352.7 165.078814 \n",
       "L 352.7 0 \n",
       "L 0 0 \n",
       "L 0 165.078814 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "L 10.7 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pae266e6aed)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagee89f7bb6ab\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 10.7 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 83.482609 65.426087 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 65.426087 \n",
       "L 83.482609 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 7.2 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "L 98.03913 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd5d68d7074)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagebe1a6332b3\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 98.03913 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 170.821739 65.426087 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 98.03913 65.426087 \n",
       "L 170.821739 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 98.03913 7.2 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "L 185.378261 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pae3ef82fbf)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image636fabdf2c\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 185.378261 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 258.16087 65.426087 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 185.378261 65.426087 \n",
       "L 258.16087 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 185.378261 7.2 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "L 272.717391 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pda6454d1e9)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image4a5f3cdbe4\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-6.426087\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 272.717391 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 345.5 65.426087 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 272.717391 65.426087 \n",
       "L 345.5 65.426087 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 272.717391 7.2 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "L 10.7 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p568aea499c)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image3d0ed594b3\" transform=\"scale(1 -1)translate(0 -59)\" x=\"10.7\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 10.7 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 83.482609 154.378814 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 10.7 154.378814 \n",
       "L 83.482609 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 10.7 96.152727 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "L 98.03913 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc85faa8ba4)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image5fb2e28bbe\" transform=\"scale(1 -1)translate(0 -59)\" x=\"98.03913\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 98.03913 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 170.821739 154.378814 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 98.03913 154.378814 \n",
       "L 170.821739 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 98.03913 96.152727 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "L 185.378261 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd008695cb3)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image901baec08c\" transform=\"scale(1 -1)translate(0 -59)\" x=\"185.378261\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 185.378261 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 258.16087 154.378814 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 185.378261 154.378814 \n",
       "L 258.16087 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 185.378261 96.152727 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "L 272.717391 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pf246cbc6e2)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageb5d17b2ae6\" transform=\"scale(1 -1)translate(0 -59)\" x=\"272.717391\" y=\"-95.378814\" width=\"73\" height=\"59\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 272.717391 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 345.5 154.378814 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 272.717391 154.378814 \n",
       "L 345.5 154.378814 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 272.717391 96.152727 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pae266e6aed\">\n",
       "   <rect x=\"10.7\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd5d68d7074\">\n",
       "   <rect x=\"98.03913\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pae3ef82fbf\">\n",
       "   <rect x=\"185.378261\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pda6454d1e9\">\n",
       "   <rect x=\"272.717391\" y=\"7.2\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p568aea499c\">\n",
       "   <rect x=\"10.7\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc85faa8ba4\">\n",
       "   <rect x=\"98.03913\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd008695cb3\">\n",
       "   <rect x=\"185.378261\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pf246cbc6e2\">\n",
       "   <rect x=\"272.717391\" y=\"96.152727\" width=\"72.782609\" height=\"58.226087\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_aug = torchvision.transforms.ColorJitter(\n",
    "    brightness=0.5, contrast=0.5, saturation=0.5, hue=0.5)\n",
    "apply(img, color_aug)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da1a57e0",
   "metadata": {
    "origin_pos": 33
   },
   "source": [
    "### [**结合多种图像增广方法**]\n",
    "\n",
    "在实践中，我们将结合多种图像增广方法。比如，我们可以通过使用一个`Compose`实例来综合上面定义的不同的图像增广方法，并将它们应用到每个图像。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2b060294",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:06.894513Z",
     "iopub.status.busy": "2023-08-18T07:09:06.893920Z",
     "iopub.status.idle": "2023-08-18T07:09:07.407841Z",
     "shell.execute_reply": "2023-08-18T07:09:07.406996Z"
    },
    "origin_pos": 35,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"352.7pt\" height=\"179.635336pt\" viewBox=\"0 0 352.7 179.635336\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:09:07.339722</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 179.635336 \n",
       "L 352.7 179.635336 \n",
       "L 352.7 0 \n",
       "L 0 0 \n",
       "L 0 179.635336 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 79.982609 \n",
       "L 83.482609 79.982609 \n",
       "L 83.482609 7.2 \n",
       "L 10.7 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p4464fdb718)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image619cf30aa9\" transform=\"scale(1 -1)translate(0 -73)\" x=\"10.7\" y=\"-6.982609\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 79.982609 \n",
       "L 10.7 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 83.482609 79.982609 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 79.982609 \n",
       "L 83.482609 79.982609 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 7.2 \n",
       "L 83.482609 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 98.03913 79.982609 \n",
       "L 170.821739 79.982609 \n",
       "L 170.821739 7.2 \n",
       "L 98.03913 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p0f7a5dfa95)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageb9e648d338\" transform=\"scale(1 -1)translate(0 -73)\" x=\"98.03913\" y=\"-6.982609\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 98.03913 79.982609 \n",
       "L 98.03913 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 170.821739 79.982609 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 98.03913 79.982609 \n",
       "L 170.821739 79.982609 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 98.03913 7.2 \n",
       "L 170.821739 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 185.378261 79.982609 \n",
       "L 258.16087 79.982609 \n",
       "L 258.16087 7.2 \n",
       "L 185.378261 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p5670769b13)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image7717683205\" transform=\"scale(1 -1)translate(0 -73)\" x=\"185.378261\" y=\"-6.982609\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 185.378261 79.982609 \n",
       "L 185.378261 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 258.16087 79.982609 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 185.378261 79.982609 \n",
       "L 258.16087 79.982609 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 185.378261 7.2 \n",
       "L 258.16087 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 272.717391 79.982609 \n",
       "L 345.5 79.982609 \n",
       "L 345.5 7.2 \n",
       "L 272.717391 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pdfca279910)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image0ef845ace8\" transform=\"scale(1 -1)translate(0 -73)\" x=\"272.717391\" y=\"-6.982609\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 272.717391 79.982609 \n",
       "L 272.717391 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 345.5 79.982609 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 272.717391 79.982609 \n",
       "L 345.5 79.982609 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 272.717391 7.2 \n",
       "L 345.5 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 10.7 168.935336 \n",
       "L 83.482609 168.935336 \n",
       "L 83.482609 96.152727 \n",
       "L 10.7 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p0d87dc9438)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagea17f701d20\" transform=\"scale(1 -1)translate(0 -73)\" x=\"10.7\" y=\"-95.935336\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 10.7 168.935336 \n",
       "L 10.7 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 83.482609 168.935336 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 10.7 168.935336 \n",
       "L 83.482609 168.935336 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 10.7 96.152727 \n",
       "L 83.482609 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 98.03913 168.935336 \n",
       "L 170.821739 168.935336 \n",
       "L 170.821739 96.152727 \n",
       "L 98.03913 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p7551b2985b)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEkAAABJCAYAAABxcwvcAAAsSklEQVR4nG28yY9dWZLm97Mz3Hvf7M8H0kkmGYyBmRUZkamsrBy61QUI6IL+AG0F9P+ihRba9aohLQW1IGghQFoIkABBgBYqdbWqOjIrp8rMYkwMBkef3ninc45pce5zZgEKgPDwoMfze+2YffbZ8B354el7qihYAwBJAUUwICAiiBGMACmRxGCMYI3heHHEyfKIUVkRYmCz2TIeVVRlwWQ0YlfXjKsRk9GE11cX3Kw3nN+5w3cff0jdNnzz+iUKnC6XeLFcXl9xtVrx+L2HTKoJSRNPv/icxWzO3eNTQgi8vHxD6HtOj48ZlWOev3rJZrflaLHgzukZbd/x4tW37PctZ2enjIuK9WrFarXCOstoOmWxmDMajfj6q6/xzjEdTdAUaeqa1XrDerfj1fUVy+MlH773GCNGsM7iAAsYKzhrsU6wBpwRnDEYEYx1eGsQQFUJoUeToihiLbYoCElJGBCDEYcihBjo+0BZljhfkDQRQ6TrOipfUDlPTIF922CdIyVIKdF2HTElxtMps6NFPkgjjCYTjo5OqMoS1UhZeMqqoo+R7XZHjEpZlsQY6UKHWIP1DmMtlfeUzhP7SNcF2hBQYDydIc5Rty1d32CNMJtMWa9X2UiSFFUggklgAItgEEQGB0OImo1jEQRBxaCS/3uIiRADiGCMQQev7PueqErhC0ZViTOCiEHQfADWIAghJfoQ8N6jKRFD4Ga1AjF46ynKEuccISSm0yne5QNo+h5XeArvIAYsQIg4MYyrCuMMYiGmSEJxzmERdpstfdfhjFCNKlKKvHn7lu1mTVWUFN6z3Wz45ptvMBEIQALUC2oNGAPWgjGk7DdYGUJOwYjgjWARUlJCiHR9oO1D/hwxtH2ii5G2y0aazWd4XxAThBDpUwLJn9/HyGqzpe36/MDAvu3Y7fdUZYmIpalb2q4jpZSPTyxt1yHGMp1MKYoKNQZbeMRa8BYxlpigazqsGHxRYpyjifHWa0fjCbt6z7Nvv2G92TA7WmDFYBC22w1VNcKEkIiqRABjsleQQ8hYQ3YxEAGDYCSHniA55GIkxogOP2fEEGNivd9xvd+x7zsQwXtPSil7VowAhBBQha4PdDFSjUdUZZm9yQhdSFSjCd556rpmv68xIiQMfYyEGLHOUZVjSuvRkNAYiSEiCMSEJKXwJc46jBiI0NY1bV0znY7pQ6DtAsY67j38Dhih7jqSJgpfsFwe4UQVazJIpz4iRkhqCDHhRHLYiIAqOnwfAWIkpkjoA0YERBBVUgykkN2+73tGZYVB6LqOtu0QMTRti4ihKCqcd4QUiCFgVNCQ6CVQNzUxRYy1eOdpu4ZNvcM4Rx8D23pH23cYMRTlCGMdEaVPiWQEZyx12zGajHP4bkFUKUYVJjgS1yCGvutQBOsL6v2Ouq7BCsZazu7eYTQaYYw1YHIWQ7JBEkpUSALJ5FBM5DATBTN4TegDqglVKL2nsIYYekbjCjGGUTViPKoAsNbTx4Bzjl3XsK53OGdJQQl9xCjEPmKsA6DrWlIMmMGru76n6XpAUI3EELDWYI3BWod4ixpD10eMGMLgaeNqRB8SfYpY73FFSdJE37Tstlt2u33G2BBIXUDEAsJyecLJyVlOQMaYdwYyYNyA1AbSn4SaDqANSlTNBhs8y1qLcw7nPNPplPFoTEopUwkxiPX0KaEIzlnG4zExBjQpdVtjTKYVUSPeO6w12YvEIEbo+o6QAmkI07rOeGKMISWlaRv2+5oU0/BMibZr87NUY/q+pw890+mUUVmw3W7Z7HZ0bQuqlEXJ0fEJQQMAo9GI5dECI6CSISY7kBGMEVDwVm6zm1VBUuZImgajGYMML4YqKUVA8d5TjcYkTSDgigLnPc472q7DWptDNiWMcURV1tstAH0X6Po+g/hqQ71viTFixJJQutDRh56+D1hjmM6m9CEQQ0/oO2LXDokk0PWB0WTK6Z27YITVdo3znvl0Rtv2txnROs/R8ZKj4yVN11I3DdZZrHFs1xuuL66IXYdLhgxySfNXAAHrDKCYDErZZDYbRhWiCH1KxJQAwfsSRRBjc/hVFRIDs9mMwnvECNVohPeOPvQYa4maKUIXevZ1zXq34+nnn1PXNTEEMIIxlqqo6ELGNOccVXWcvbDrMd4hBsrRmBLl1cUb2r5jcXpCORpz9eYVu7rh9OQEg7Be3yAoo/EYX5bMF0f0IfD81SvUGERgt99TN3vKokCM4A4pnkPEDV+zaQwJzaDsBD3Y0OTUH1VJIviyxHlPFwNx+HlrHRITB7KqqjmsyBgSUyCkiCsdTdeyq2u6pma/25CGZJKS8u23z4HM8F3hsNYSY+Li+pqr62tiisznmVL0Xcuu3lNVYxbjKX3fsd5vQaAsy3w4zrKYz+i6Fl9V+KLi6dM/0vUt0/GE/X6fvTZFUt+TSDg0x50MGSoNYSUmlyPxT8jloUQREYxR/EAKRSDGhDEWTdB3PRojpIQkiEnpup6iKBDrcN6z3zfEGGjrhs1qw36/zaCcFCSHsCo5uwIpREIKvH79msvLS2JKpBgxIlxfXTGdThhPpogRFosFVVGx3W8JfY/3nvFkTDUaM5lOub65pKhK5pMZFxevWdc7zs/Pqbe7jJWasM6gJFQTLrQdviiw1kCKKEIyA1gNAE2u7pCkIJkhp6Rgc8ZTVTSlwbCZK6kqYgzOe0SV0Hc4ZzHGULcdQTOZbIYsE0KfgVgDQQ9+rLzz65xiNQTarh0ScU7Vq/Wam/VNzqbjMYuZcnlxgVqh6wPGWIz1zBYLUghs9juc86TY8fL1K05PTimLkqvmkpCUoEpKoKKEpLhEJIYOZwoQwZELXVUFY7Apf41JETsYZAipKJBQVCCkQNCUQ8I7tJeBUWdP9IXPRnMuZ5uuRVJiMZvStjVtyMxdFdRkj25DxDuHQZGBnyVNtzYTFYxqDmVnWO+37Jqafb3j2xfPGc/nkJSyqpjOZrRdz8uXz6m7FovNGXA+4975PV69esW23hNJxOxD+V0V3Hg2Yb+tIfSU3uWDS4okMJJP0ooBIjK4v5LxRRCSKjEG+gHIfSjAaeZPKWEMGLEgZqAJjpgSMUUUOD45pe5aVrttbkCQa8PDYRyMopqIQ41pbKYeopCG0JSQQyOpst3uSLJD19eMi4rJaMw//PY3dDGwr3c477lzcoZ3Je89ekxKid1+S4yRMFCPpJF0OID/6r/+N3z8L/45ISTquqEPIbNvMpZYY3K9plAgFGLwxmIQvM1cpY+RLkSariOFmD2l7Ykh41saDOKtAxWsy+y4KEsm0zmTySJ3C4hEjfQx5CSgmj+7C8Q0kFrVjEcIURNJIyrQpTS8VKINgSYEQgj0XctqfcPzF8+5unjL9WbF5dUlr96+oW5bmrrj2bNvuFmtSCjW2gF3b7k17l/+p3/Fr+obvl1fEl68Ju1aujTUbUAg4YwBFXodQsdk74ohokHRqIjPNEI15V/e99giZzwnucxREboU6fqOPgasc6zWa65W13QpG0UU0Dh4G3hrMVYImkiSQx4FSQkRJcbBtzWn5pSUPgMCBqEN+XMR0NDdkt/LmytWm1XO4CkN3Y6E6pC8yAlEEJwX4f3vfxf5/kPufviYZRC6ixtef/U1+9XN0Dsitz80oUBICWOGIhdwg3dFI/RdD6qELtdVbdNRa2S9WVHXO6x1GGO5WV3T94H9bksdOkLMrQw7ALVYi7XDy6miCYy1JE05zMnJwgyVgBGDGconSBixSFKSySEjKviqIKYhCxtDGwMx5CTgbyuPQ6gLGNCouFaVa0noxNOWho2vePjxh7z355/y7LNfETZ71jc3tPUeSUogZdBOCW8tMeWi2DmPMZkYighN37HabrhZ3dCHjm6orPsQ6WN8x7lS7kKklOurKAZzqCWNzZnW5jzXi0EjFGJQUVIAVPKLGFAVoiSscxTjEaPpGKzHFZ7x0RGzs1NiTOAshJ6LF99y9eo1ad+S+oBoNhKSs3ZMSjSC+3UdeD27y8kPPiX84x/4yQ+e8PYmMnn/PX726Se4XcP+9QWr5y94+exrvnr6B1KbP1BVSSmgmvmKimG/2xJSZN/UtENtpEM4iBlce6gJGbJjNEJyDi1KzKjCeE/UhIxKju/dR8qCYGDTNaQ+4F2Rs2PbETVB26F9rus8cHS05KP3n3ByekqP0mhir7nAHfuSfdew7xqWd4+Z7Z5gNjt2L1+xv1mhfUfoAq7w+PGY8ckJ8t++3ulelc/e/ILf/x//K4+PjulxjKoJpVoe373PJDnKNrK9uGT19Et+/9lnvHz2jNDneuxovmBSTdhst6zXN/QpkIaaLsbBUzJVJMUhhATMqMQcLylOF/ijGeV4kvtORti3DckIx8szRkWJMcKm3nKzXhOTQkqMvSN2ARsTNiaWyyNOjpfcWZxixLENDetuh1pHURTMx1MKmzuTMUYchtD3aErMjKdud4S6ZWoLGk0wrlie38X95n/7nzh//ITu1VPmboqMF8wmEy7evOZ4fkRXeOaTI/qmYT6fUJ2fMv/eB/zD3/y//OMvf0G4XrOra3Z1Q13X9KHPKXnAkgN2qMnxFUWQWYFfHrF8/xHu+IhO09CCLTBGMM6S2oI+9Fzvbwg65c7RMciUfV3T1HWuK5OyHI+ZVCMm8zl3ju9wZ75g3TRcNBvcZMxitGC6OOL+ZMl7R2csJlMkJprQI2JYxZ4O5f7xKdt2T4mlr/c8u3yLsY7Vbov73/+L/zK71WLBpz//KT/44EesxwXTRzPGsxnWexoDblSy7np2bWQ3Fton9/jB43vMVw0vnn7BH3//B+oUiJpyH1xyuk6aUJNDS53FzmeMv/cexXTCeLmkmk7Ydu3Q0BOq+YwYAk5zKpWYPVWNsNqu6LsWUsQp3FkuuXd8ii0c1XTCkzsPGR0tWBjlnoXnNxeUDx/w6OQ+3x8vGNuCZelJqlyH3MMap561JpyrOOMUD7zt9/QjKLC0byIutT11u6K9XvE3r17z7LNf8dGP/5yHf/kzzLQk2YI+BNZNzdvL16yvL3j95hV35yc8+fGfczyacu/1a5Z/+xmXf/ycP/72d+w3K/qY0BRJAhQOP58xvXeHk/ce0ZeO6C3VfEGIEbGGaTlGvCOKYgqPjwXGwFE5onSOi8sLri8vqVzJyfyYx3fucXR8zF4i53fu8nB2yp3TU9zRnOPFghfNns+fw+jklEeLM96vSjZdorKZ9+2TsItKYQwk5W0SThKMRDAywp/dwybl7myGC3EoBQRS2/L106e8/OY5j37zWz76y3/G4od/xoUEvr18Qb3fUu93LGdLPvr4E8qzE677nssKTn74MacfPWbxZx9y9fQL3nz9jFVbs3XK5M4xH3zwhOXpHfYaWDV7JvMFirLdbZjPZiznR6z7jm63BuewZYFNCS+G69U19W7LwwcPeHjvEY8Wx1STKTcmsI0dJx98yL2Tu3TeshzNWXpP5wtOHz3C+BF3vWdqha1An5SZM1RBqJOy8IY+Kn1IRIRxJSyD4f045cQJxXiOq6oR+/0OzC1DoalbvvzD73nxzdcc//v3mf/0E1amh9Lx4PwBHzx6wuz4jF1MhL7Dj8bs+8RFc4Oezblz9ENOP3yfby/fcqE1H957yIPjO3QKsd1xNJ8ymUzZbFeUZszx8RmT0Yh2v6VJLarK0WSKTGZcb1cYZ3n85AkfPnyf49mC+8dnFPMZL1NNFxom5/dpqxkSDW2yXPZKheN4vGRNT0me9Iys0KVsqIkT2igsC8PEKbKFmRcW3tCmxDzCwuZC3W3rLaoJibk+yiTB0ido1yu2v/0d9zTw3r/4KW6+4Dvnj1nMlvRtx65v2fd7rm+u2G930LWURlmnDgphJYHJbM5yeYKvKpIV/NSzmC6gcOwtfGd6n/N7D7h884aFdyQr9ClwdHRKHwPtW3BT5YOPf8CTe4+YlyN8VbKYLugk0MQ9+7KAThj1wqZKHKlwmoSFLdjYxE1I3PN5TOREqZzQJxg5ISmsuszQY1LqlPF0WQiJlHvxfR8yyFpBNE9njWEYTFokRvbPXzHdRGbfWXL95i37XY0pPXsJXKwviX2gGph012/p1hskKuoMUeCi3TE6WqBlwViU+w8e0FmhkY5RNWG6WLLebgit5ex8zL7bM6oWTAuHiuH++X3unt1jvlgyKSd46xirx4mnKiwtwjTmjumFJFoVZskwwpKc56s+Ue0idvCmmKCNmauVBqzA1MJRYchcU1hJ4lXX8ut//AwXo4IR1CrFdMxkPEGcIXQdEnIfqE+J690KGzooLaHZIcEhVliYEckFYgw0dUO72eOspbIWWRyx0Z699mwkMp+M8V1LF3vKyZxqPEaLgrYosdMpYneMygoKz+LohNI6fFHy5x98wryasrCWDUoUwQWYRuFSMu95aAxjJ0jIw9ZHY8sDQFvY98ovY6AthKMOHnaGiRFGVtiE3OkYOfg2JjZRiUZ5W0SiKu1yiXvw6D6r7Z6Txw84f/IBYzdCYkRjpCwqmv2Orms5uXPKzHtmyxOq0YhalToFVpsV+7pBuw7TtpTicIVj5Bw2eDb7FV3qebm7QacjSMooBmyMVKMJu65h7xJhUtHsb6BTpovsdcYXLIzhyBg+9CXroNyQ2wHWCA9dNtY6KQ9Ky/nIcLdNXPSJqcuV/PeCRSyskvJFSrgEF32iFuFBZdgFYWwhILzSnhsHnSR6TZSiRKu4n//lf8zbuub0/C432lP5gn5dM3KWcVlx5/iYfQrcfe8x49MT1Fs0ZZYbuobYd2joCTHQ7Xecz09IxgJK3TUUMmE0G2G84+3VG1xZYZsJsSwIAj2J7W5FIOLnU0rrmZ+cMx1PaZsa7wsutOcjA06g6MCLsCiFRWE4CYZ9UGZeCCk35+6VhsoKqy6BwtQLpQquA+vBimCBZWHYhjxjbFCutaHXIrepNdeQo9kU9yZ03H9wn7OjE25ef81eO84f3mcxnZK2NUU0xL5lPB4zLUdctVu61JMU4tCz2Tc7+u2eAoMvR5iyIKEszIxFVXKxuyIZQQ00JnJZXxNLQyg8TEpudtfMlqd8cO8R58Us13DJkkYd227PFsOrGLlrLcfeMDIwcbkABeWoECorrHuljXkRo4lKpzDxeTumDzBzeUwWVTkuDT5TJvZRuTIJbwtcsAR6OoUieZbTJU4mFXsr/P1XT+mmiU9++JhjO2eMp7h7RuoN28+/5PXbN0yWx1RFhSZL3Xd5rl83hF2N7RPHp3cR77FFgfGWxXKJlAXdjWXXd1RVxa7ZsetqdL/GM6GrG2zleXR0xny8oKRAg6UIEFzJuCqYBsO+Ay3hOyNDUAgJ2qR0EZJXQoJ1n4gKMcEmKU1UxlYICYIqbliRERGCKqtWedsoxkBnoTCOBuVF3FJScuo8Vi1OnKUYVRTLGWakvHi9wy3nLE+nLCZHNNFydLXii5tXTN6+pprNiCmQ2hazb9G6pVDDbDZjPBpTTSf4sqAmlyOnJ3cYH5/wdnXJrt6hzqDB0/Ud+8sd5dGCajxj4sbc1REuCTvRPKXRvE5WKdg0hJsRPJnrtCmPwPZBiUnZhnejsaj5jz2M7IdxWRtzcz9ppgFWwEv2NJHcNz92M6ogBBpG1uCm8zkfPH7My4sLfvfVUzhybOaBi6CMo2LVUI5HxGvl2YtvWC6PGY8nmEMjyxXoaMzpnXvY0lOUY2IhdM2OFCMtiel4ihtVNG1LL4mbbsfl5WuCGKYnxyxmC+Y+r9xMwtC7TpCi0KjShNx3v+4UKwlvBG9g6oQE3Aw8p7BCIXnxzOpgHIU+Qa9KaYTCZMNnQx4mI8JlUsoWZkaYiWeUEi/qNdVsijOuojIFLhnmiyMWswVOHfttzd5OcN5w09XUsSeuG/q25XixZFlNWDhHEkNRjbFlQVEWSOnZ9HtaEp0GdlYpvEW6yPFsnnvbXUFpHeo9d5fn3CkWlGqpesEkODJCMLmn3ofsEduUX0oR2pi/zn3mRnhDp4pBKG3++T7lP0Fzz8ogWMl/d8h86wG0FZiJMLd5AtQnYWEtXTVFVXDWWOq24dX+mtnRkgdHZ6SmxeKJImzrPS+vLwhdx2Q2AzFcX19SHCnTyZTFZIqZjLHVmD72pLYhaqQzgi89TWG5IVJYQTVRiuHB/JTzozNqlHsy5bizKDAxgrfQa26bViYPRbuk+CGE2gilzaTw0KifeGHybkhP1EwSdfh/dwILbyhsxrKkSq+wVMOdErYhG700wlWXqExu82xVSes1rphOWPctOJsbW82OhfWU4xFd4XlxdcGrmwvmRcVsOoeYWJ7dYT6bs9lsSX3LcbHETyZcrK5x1jEuCjoJzI+WHM+OsNZik2JU6YfRVSkFMzHcCZbS5F752ApjB9ddbtJZAWtzSI1sxqRDDebNu5nlYVCZB1IZh+zwfTGEZmFyS9aYTB6d5t69z2uYFFYwQNAM9JcxcdVtefv155j58ojr/Y6oysPzB6gxvFpf0oTA9XbL2/UVpfeMyorCOBaLI6r5glQWlPM5zhcUVYkxMK4qrPeMihHz8ZzClXgVZqbEOAvWUKO87GuiGrwadgL1MIWZuMyCK5P/OJHbsqG0eQVRySd/3engWUqfDmtB7wx2+JNLj3dedmj2G6CyQmGEiRMKEXZBuemUOua+/yb1zCcz3P2zY3bNDu33eaui9DQbZbXfsicRNDHxJVU1hhAxCH0IbJsaY4U2dEzqBus91tgMlF3H2I/wRiiAMzNiLY4oiVAkOuPYG3BGqYEjoFAZTlVwRikGTzkMuu2QtXZBWffKwgszZ4fwUvyfjsP/9J9D2v//+Ssz/HXQ/Bm7qGxUMQn2Hia+4KbZ4z45njPp7/JH57hYXVL4kvFswb5r2aaOSTUmdBFvHV3oYbdlbufYmKibln3XcnH5lqWB5B370LNqa1xTsBClrEa05YyxwlaUqS8pTEURDAEYq1AKlEN6PuyQHThNO7Do0gyEMaTMf1wOEyMyTH7fedPBYw7f67v/mD2NYXtmWE5LmnlUG2FXKHWENLDyTb3HvTcuqWYjVteJzlj6GKl8wbfXLymnU06WJ6yTMpGC3b6mcp7QdBTeYcVRdzu+vfqGzWrF8XcesLPKTbPmdHRK0zS8fvsatYaRWKaLI0rnmSXHrBO2RcaEQvLgs00wHl4qqOIlZ69iSN1GYGQEb3I6P6wJ2cGw/ZABCyu3K4tKNsKfrhTdhp2+w768NKv4IEwGq66j0vQN7u++/gOvdw2vu47NrsUVY3ahJRE5mc0pXMYjnwxeBd9GppXDILxtWkhKVZRsVlf0fcvZo/e4P11STaZsQ8f68oZqNmF8ck5hC2pNdCYRvSVaxZjERgyuFfZB2cfcVt0rnNpcSvRDShfylrAAQ1lG0nfkcd0neoWZkjsC/FMjHoykg3FUMxHthwNxAqOQE4Q1EJqGm3aL+2/+9X/Hbr8ndIEuRWaLI0ZHR0RgPX7K+PiIBDw4OmE2mzEpJjjreLNd82p9SZciYi1SFLSx59nTp5x/5wGTkzPaFHHes+5qHhYlbejYhJpNUbFzJU4MrQSMEXzhGSWhrmHrlMaC6fMD70LegZpYGXgP1FFpBp5T2Fy0llZousy8Syu3ocufZL6D9zRBScpQ4CreZMM7yQnktfS8aTdQVbgvfv3bvDileSOtfX2FGHN7YlXh6TXy1WTMJz//GcXHn7COV3x58YpAZLJcMFsuGE/muNJjrKPebnj2+VPuvPcexWzBeHZKL4aLdkPd18x8QTLCSA09lppE4wI2WoK1bAvYSV5q9xGaBDOTM1wIuXPoTcarXVBmGEY212xBFTOMhw+M2+b6BjOAdBNzIXwwEgqNKDchj/F7hWuJ9GXJZHGCS8MniYEUI3H4BWoy/q/a3CS72mzg17+hm4yI44KtBlp6Xl6+ZKot783H3D+7h/cl03t3SSFyc3WJ3e94cPcuS1PgyilXqhACE2MJkjd0p/iMPSq5PQE4DGXeT2U+cBhnch/ahdx6zT2AnLplAHkrGb9yfZZf2MSMVYfuwD7obdZsUzZSr7AdPI0IR1Lw6PgeNihOB3i/zQwun0hMiZAiXVLK6YgPPvmYD3/yE06/9yGpcNwxkYubS569ecG63fLV2+cUywXvH3+AFUPQyGJUsb265Ivf/5aTO5e0Gmi8cHr3AcZF3nQrZuM5AAXQG1jlpf1cbIpgE0QO/aLsQeUAMvugNDF7y/7Ww7LWZR/e8aY6QZeUJiW2YdDHDEtonYDXbNTWKUngPWdoRblWS3AVbhs6NCpJFYPBxJDXTwRG4xH37p/z4c/+gu/+859x78kTdimSnKNwlnsx8HBzzVcvv2K1WfH26g13j+9wOl7Q1g3zoqKcHbG6ueHNt8+h9Fx3OyzC+L5HjaUPPYXNkh4nME6Z9V4VypRcrCZVCpOBXSUz83oIlwPWXHbK3AtTARK0KsMCDtQxdw22kvHOxwzmvYUeZRYz3j1zHVdETtOIFDvi5RX2mxe4NqYsrLGWNIhsfFVyfO+cJ3/xIx786Ifc+fRjvvvB9zgfH3PdN7zZXeISECNniyUn0wVfvv4GKT0TXzJTi+lhEntmxZSXVcfL7ZpSPK6Y0l+uaaoVvqpoXUtVKdgCdZZSclezTMpIM+PexQzenQ49pAFg65R7RHbIcof+UZ8Rml3IvCsNOBOtUvusxBJVegvETCvEwSrueNvv+WMoMX/4gs///d/w5We/wN377vtQllTTCeXJgunpGWcPHuJPFyzunXH/vSc8OH+PWFXYaHnsFhgP9c0qtzRi5IPlXZbW87be8OFowaSLfPHsJZ/98hcsF0ccP/mIUWGQNjDxhthF6jdvaasSMyq5ihdMJhNmoxnqSmLhci+pqHitEBz0UQkKa6t4BacQXW4aVQjiGaRm0A2LsHmFB6YG2qbFasE0ZgFWMkowkYk6WhNZNVvs6pL2j3/gs1/9npd/9/dcPX9Ovd3g/vJf/We8vbhGUk/xnYfM3n/M4wfvs2rXiPTEeUVTFagol7HhgZ9y7EZs3A4vhqqwTMSxaAL1t695+rv/h+e//R1f//4PvHj2Db4s+Oj7P+B7P/sp7nhOOiyedhFGFdKNwBi6pmNl19wIzBdzErBznmoyxRjLOiXmLm+XBDH0MZBCR9zsCdZRlSWoZ2MKtrGHtqPb7bh5/Qr2O75+9gX3vvt9zs7PCUnZxIZelOn8mKe//g2/+Ou/5vm3X/PtF18T9jtcr3R1TYwB18TAx598xL/8yY95psq/e/ua//tv/k/OTo75Tz79lL/+w2fc/8l9js2Y7/mK+6Vhe13T3OxwXcf64pp/+PJLfvl3f8u3X3/N25evqJs9GhQjSlM3/PY//B2vvvqCxdkps6Ml08WCo7t3SIXn6O45s9MT1ECfEttuzyoE6q4BMVRlRWU9TpX5dIrGiLOWZr9ne3HN17//PZIio8mU4/Nzzh8+4vLygu2rV9SrLS+/+ILrt69p6z3qPWf3HyAx0NYtvcLZnTvsrq745ounGftGYx595wN++PH36bueN2/f4L73z37Ok/sPWS7m3DGJf/j8KS+c4z/6+V/h7ZzHH8x40hu66xc8vXjDv3v2Jb/+xd9z/fwlN2/fsl2v2Nys2Nc11tq8G5nyQpUOtVHfNly9fs3rl68yaRyNKEcViHBy55yj0yWqsKtrNvsdfVvThZ5qNCG2HdYYJPT4ohiWFgKhDySEerMmxYi1Dld6RrM5oe2QFGiblv1uj8a87dKGxM2bi7zyrGCN5ebrr8BYQp/XEZcnSz76wad8/5MfcjY/yZ70o09/wP1ywX949TV0Nf74jB8//j4fMcfc1Lz46iX//f/1P/L8N79hfXFBs93S7Nu8MRIzz0GzpCKponIoJ/WQx+GgQ4kJ7bIYcL3eYIywurrJhHhYB5Yhm6GJm2EnU4zByaENYkATSdPtUn3SQZ20Ua4vLjBDozsmblVLMQ40J0aS5AXULiTs0JLRgXW5smJ8fkI7KoiTAucq3K8u3nB1d8r3T7/LMT3Xb/+Wv/8f/md++ccvWL16xfrtBe12D5rViJoSKWnWqqU0VNYJyPqRQ+dGh3FPzsK55ZJFAIY0tF/ToEm77fZoFh5aa4dvDzvcgQjDurTkhU9Nh/XS3DsadjkPUrP8e/PO02F1WQZuREq3i7JNl3DWDp+h3Lx4wdNf/4YiZkXCaD5D/upf/ef6o7/4KX/145/xi9/9mv/l3/5brr78BkK87SXo8NUdJHoiWCekeNjMFfLGlWbpVQpIVkXkrX1/WAPOIuVstiEVyTvJatJB1zIYSoalejTzOBlEObetDsjf557JsMGfP1NjTvNp+F0igjPDrE6HYYHJ7d00kGk/SPmttYyWcz798V/w6JNPkMen52qcZXZ0RNO0tPsdZugDW2v/iUdYazkQeueyCDilhLUGUSEN9ZZKjnkjihiX/90MH6MHrNJb3JJbqUZWEVhnMNjbftEtvvFOu0JMWaEgB1IphxI2C4qGT00p3RpJhh87iB2tZI4QBxw9GIgUs1jZOdx0inzn+K4aM5zIYAKruclgh/2cYVcca92gIEpZ+GstIcShZ5GycZwbPAhEE8Z5NOkg1Bmi6k92wJVcFvUh3EosjDMYNbc8h6HAyPCWN1+IkXe2yQbJhs8hJaq584jcvkNeaJXbuk2MQFKSHkI+w4WgWOMYNI+4dlJgm4jRMGzjQyRlLWrMXqLoIN2Mt12+EPPeooaYhYLDy5IScdjUsDI8CJovWVC9FR/nsBusj1AUPhtk+IyMa/nFZZB3HmQ4qtmLxMjQLHs3yEyaFdwikkM4JdActpp0gAa9VaQnBmnHcILGZPjIspGUHaKZFchYsSFSdAnT9JgQb8NKBsxJh03aPxndJCLGv9ugj2nQxVkhxZTLnGGPW4aF9qQJg70F93Qwe8oA6sRmRTbpHVYdDkBzpjpIYUXyXD8rJ96NsTO+KUEk3xGA3mJpFuclSHp4ivwEJut9kXxRhKQ0yCbAiS/AZxlVXyqmsPh9hzUWW3dZIBfytn0GZn3X+kxZJJixJhtCDhlNE4J910QeTjXGhHcD3dH8sHFQFykZY4wxgzh40K9Ilk0I+RnQPMtXjf8kIag5zOKGGy4UdPBKkWwOGeSwSSP9sMil5N9nhoM86ItDzLo3R0pYY1Dvc3axls67/L+WglGhaCOui0ift/mVrC1RkzlLlnXlebwSswhPGAyW7yVxRbZMrvcgdf2AT+QFeBKpU6IxqHNZLmFy5rH2oNrMKu8YQlY+Dak8496geckD/cHb04B8+axupZgqiB14nYKSSDEMlC9vlxjzjve52LQkBOMdtnDgLGoywicjJBH2I7CqFHVPseux8SCbUuwh5Q5gn9Xag5oIUIlDrgaxgmAz9nHo9wgi7zBEB2OoDqQyBWKfsiDHO9DEQA7y4ZgM5DLsj2c1pbm9rwAyppkBKOLwLEllOPAcATpkSmtdvttEFYlDkqqSJTYdQQI68Rifdx9xHnEuEy9ymq2tpR0X2KiUIeJ3PaYLA7U1ty+tApJySOWOeyLGMGQPRWXIhCkvXQigKR+Ic1lsrygyYEeWotp8U0TMclEZlN634axDrkzkXw63kldjZADqfDbpwK8PYpsc+8PzZpmHNfl9jApu/+YtRgU7qmBcZC1ITJgYMpGzFrBYB6HL9U2yhuQtbeHxfaDoE6YJ0EWIuWmfNObUPKRZcdnNY4pYo2jMDFyHcYcM+KSYQeA5wO3wUt5INlpUNAU0CpGADFRFRLAm87iY8v0pCcGrRWO4Ffkx8LjhITEDz0o6PJOC8y53cUMipYgjKuJtNv6+xs0mxGH3JfZ5kiGuQIynKDxR3e1LaVI6b+liwkwLil6xu4jveySkfMBRh9sqIqo2k84YMlb86ahHGJhvzAqo4c6RJJkRaEy328Ep5ZDL1UAmlyll+akRc2u04YdJMeUQFIbfbbAuE2BrDUkScUgSRvI9UvkOl8zQXXG8yBedJGi9zVcDaa7PUCElkL7PBnMuY5czqM1MWlNCbSIAvQdTKT6W+D5g9h2uzkukRBhqBWIYillhuLBgkLpnMkQMQ+F84Dgp44PIcJnDgawdkl0aeN2QHVM6qMsPWXmo34aSRAZCDIKmgaTqoaSKpJi330gJbywy+7OPlJizgXghDZL2nOUTkrIL5oo/7z0alawHK4uhNsoPIToMogYJt6jBNz2+aXGbJr8omqWp8ZCdhnH0kHgO94JYY28zGJKZeN41yNcQGZONEkLGKOs8qok+9vkmsUG4iJohKZiBDgz3GAzFsxjBic3eiBJDHE5AhwxtcDkN58r6tnAcXFWwiHP5BGyCmMgXCkT6OhK7DuvzrM1ZA9ahw2w+pYwunYN+UpBCh913lIk8KpKBwA28Jj90Vn8fTtlaSz/w7KzsjrdFbBY/K2bYU0qxRzVlrzO5HgOGkIkE7YdSI4tQD+QWNagdsvJQw2W2oOQr1xLOdj0yKklDn0ZT5gq3qyv5LTDWZaGwxsxpYkBjog9NNq61uKqEosIaQaySmi5zm82O1HW0fcsuRrzCyHtGboQZCtXM7IcMeShqNRehcWjiHWjHbbWP4L0bugTp9tabg1rzcJWHpkTUiCbFGjvckGGGcFOCxoGTJQ4F5u1NN4CMz++qsQZbFNiqyGQuDfzhgBcAQ8wPNJYUEoThup4QcvI3gqjgqhI3rYhRCVcb4nYPocsNryF8iuURThyuU3xUfB9AI3bYBsmsOXtR0gEOBiA6XNFhyctLWbx8+344Y3PXIA24l9JtKB+6ChEdZLEWK+a2XaIHv8AMN1woLjUdCSFsW0zpMOMKV1VZJKxZgz/cyDF4V2bTyYIYj0kelR5t28yiu5iZe1UQNzVxs0VDgBQ4XM9oJ1NsUZG6jjpF2gBjirxFIhGlRw78bDBOGsqgQ8q2w0LX4Voi1Xc1ZcaqHJpOchFrTG5NaIqoWPqhULZDQW/JxDSXWBGROCjDwdlxlflIyJWw7hu0j9hRiSl8lnoearPDQw1t1oOXmapESg99T2hazHhEanvCzXYQEOdwEVVsVVBMp5iY0AiqBqWjtwp2TMRjjua4rmWCp1mvSaEb2iQDox4OLXG4gSIrkNBh6yTF29Ik6cHQMnQihjVDNXkUnuk6UQM2SjaW5P1OJTPv/w9mF0/x9Yx4BgAAAABJRU5ErkJggg==\" id=\"image368245ff3f\" transform=\"scale(1 -1)translate(0 -73)\" x=\"98.03913\" y=\"-95.935336\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 98.03913 168.935336 \n",
       "L 98.03913 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 170.821739 168.935336 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 98.03913 168.935336 \n",
       "L 170.821739 168.935336 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 98.03913 96.152727 \n",
       "L 170.821739 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 185.378261 168.935336 \n",
       "L 258.16087 168.935336 \n",
       "L 258.16087 96.152727 \n",
       "L 185.378261 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pe85996b31d)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image6a74de4ef5\" transform=\"scale(1 -1)translate(0 -73)\" x=\"185.378261\" y=\"-95.935336\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 185.378261 168.935336 \n",
       "L 185.378261 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 258.16087 168.935336 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 185.378261 168.935336 \n",
       "L 258.16087 168.935336 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 185.378261 96.152727 \n",
       "L 258.16087 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 272.717391 168.935336 \n",
       "L 345.5 168.935336 \n",
       "L 345.5 96.152727 \n",
       "L 272.717391 96.152727 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pfd6aaf6f65)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEkAAABJCAYAAABxcwvcAAAqc0lEQVR4nL286Y5lWXbf99vTme8QU2ZkZGYNXd1d1a3utijJsAlDtgkZECTDliD5ox/DL+BPfgLDL+AHMAwb8BdblAHSboi0KTdbJLurqyrnjIyMiDudcU/+sE9EZTcpmwJtnkBlJuLeuvfstf9rrf/6r7WP+I/+3f801lXDoW2ZRoudJqbJst/v0VqzXDQs1wt0pun6HiU04zARQ2Rylna7w3lHCJYyq3j66SecPDil2x7YbG/p2462HfDeEWLk4cU5j5885eHDU96/f8/rVy958+YNVV7x+Q/+Bg/Oz+n7A29fv+Z2c8NkJ5RUnBydkmUFCElRZCitOPQt11fvKUzOZ9/5DFNkvL++4urqCmMMt7e3xBi4ePSE1XKFVAprR66ur3h3+Y7cGJpmSVXXHB8f07YHnj37hmEYeHrxlOVqxbvrd2hrHUhB3dQI1eOcQ2cGqTVCgAuO3W5PluX0fcd2u6epGw6HA0VZobIMicRNkbbvOLR7TuIZ9aIh4LHewTQitQIf0Jlkv9/S1DVVWbFarnj56iW97dnubjm/eMRiteDQNxyGPdv9jlxlOOcoK4UQiugjU5gQQAwR7ywhBrLcUJYlMUbGccQHjyBi3YCPNUJIQowQIQTHaCOxaxmdQ2ea4NP9DtOItY4YIjFGdFEU5EVB17WUVYlSiqHvGUfDMAwc2hatNIqOaRwRIbK93dAPLdZbtNIUmUFKjRcjby5fU1Ql5w8eUVY19TThvGecJjKt8d4x9gN921NUOXlRYoym63qcnRi6jrwpWJ8es2t3iKv3dH2L9WvKsqQoCoZpZBh7jNJkmcZ7Tzf21L5CSEFe5Bz2e5xzCAG73Y7JepTS+ODZ3t6w3+9wLiCVQkrJYb9Fa03bH3DOMQw91lu89+gYoW87gg9AYNWsUCjG3jJNE+M00HUt0XuEEEilmaYJHz3WTsQYkBKMMVRlRTe0vHjxguVqTVWW5EWObiXeSeqixCiDQDCOAyhBiJEsLzi0HV0/0I8dqtAYqVnVS94Yw263p+97XHAIIyl0gbcTIXiUVvTTQNt3NEODUobFomEcOoiRvh/Y7w8JGRFi9BADzjtiACEEMQb6vkvIEYIiz2mHnuU0YIxGH/Z72kNLnucopRjNyG5/y5u3Lwje4YPHhwCAACQBJOAjhDDD2SKVYrVYggzsdrc8f/Y1X3zxQ3RuUJki9h6lNcfrY6x3KKUIwSEFFEVBlhmmaWQYO2pfIVVGkVeUVY3a7ejGjsN+T17m2GkiCuiGgf3hQNe17HZb8iwjy3OcdQzDmBA0TfgQmCZHjAEhBEpJiBGlFJFICB6JIEbQUhJD4NDt8f4EJQVaCUm1aMjyjJvbG168eMah3TEOE0pLhBAIksWVEDCbSxlDiBERQUaBsw5TZBwXJ8QYePP2FevVmsdPn9J3LX5yhOjJioymWDCOFiElUcKiqdjtM5QUOOs5HA7UTUNZ1axWS/a7DUJAN7aEd4FxHNnutrRtx/Z2Q4yBm5tbfqV/iTEGIgzjiHOO4B1CSIgBKQQxRpxzSCkR3hMhvU5MK1MS5xx91/Pm8g1VWaBttAQC3TTw5vI1w77FBk8goKQkRvAhIAUgJVKAkBKBQCGIIuKjRyOIIXByfEKeZzx7/pxn33zF2ekZuSlhERiHgWEcWJ2csFgaxmnETgPGGJRUdONICIEYYRwtTZNTVRV5liMQDF3P9dV7NrcbrLX4EAkhIERkshMQUVIlzMcIAuSMDCUEUsmEHJ8MppTE+4AQEIMnImdvEVg7cXNzS1yv0fvdngDsdluGtiUSgYiUyaLOeqSQRAVRRAggZDIIQIgRKRXeTnT9wMJbqrLm6OiI63fvef36FUdHxwiRUHloD5w4y2q1Ro+S26lnsg4AKQXOO5y3+CEwDCOCtOhhHLjdbOjaFussCIGU6t4QwXsEghA8McbZA8RsBIHHQ0z3IKUAItZbQggoJMFHtFJE7+eNCjgLm80Wfbu5YXIjh0OLGx0I8MGDgBBCsn6MBAAfEEogw7xRUiAlSJneu9ndkpU5Ty4ueHLxhL5NseLB2UP6oSMrckbbc3V1SZbnFEVB3TTUTU2xKxjHibZtQUT6fmRzs8VOI91woGu7mY8FiBBjIPiAUorJeogRKQXWOe4uKSVyNqaMCTUhBiIxxVkBRkl8CAjSOl1INriLXVlm0JMdiHuPswHrXVq4gCiSl0ohsd4mGCpNslVAigRN6y1aRoSA4DxuGlFKUdcNH338Ce9ev2WyI1IKhqFHacnV1Tu0yVifnGC0YrlacfX+in7oub695u271/RdT5gCUgomN9IPPURQWmGMYbIWHwKRgPceIcG5hCCJSB4RU4oXcUa8EoBgtI7JWso8AyFQUhFCxAVLDAnRRiukgKaq0c77BMko0UYRfCSGgCOgRIpBUgp8DAnKJDIWRQSh0mvWE2JEqxTA265lsVhw8eiC4AL9MJDlhmE74Lxj6Adubq4pq4osL8lMRtf2tG2LnUasHSFGRNSAIOKJArz3BJfQ4H2KXVIomDc2pDA0Z6wUNsIU0CqASNEGQM4IEpDChxJIGRmcQwoJIeJ8pK5rHjw8QyspCSFBNTeGMVjsHMwQ6cuM1oiQIJ2gzhy7IMsyxnG6D4TD0HF9fcV6taauG47PHrDbbJicpRsG3l2+BQJSKLJdjtYZQ9enOEeCu7UO6y0pEJJStkgWcN7jvE/uLgSEZDwXQGqBROKdx4d0o9ooCALnI/I+NiUDOu+REoRLSBMiIu68IkbKuqZqGrRUKt20kjTLBdk4stluCTGQ3D9lhhgiSsnZNHM8UhIiGK2JRKyfYAT3/hopNI8ePyZEGMae9++vuN3c4r1NO0xEiYxpPOC8IzMZkOhGjHdJwScjRYESEo+fYwpIpVBCze9PiUaIFPgBhIgzeiDMOzt5mwxOTJ8TwhzkQUlB8D4ZL0SyLCPLciISjZBIBTY62qEjy3KEkgiXfFrp9KFCiNnaKVgjwHuHFSClSmk1Cry3uMHx8tUL3l69BcDZCess02TTzd/ddLdFKkEIkclNKdCSPjyEeG8sH0CgU2ZnXnyMhOAIzPWV1rgYZkogEvJiSkIxehQSpebaTcQUfwGtQHiIMYUUYiTEiA8e5x3WO/TZ6Rn7dsc4DIzjQJTxngakmw2EGDHaJIcXyachIkjkzDuXYCsFLqR4MfkR+vR+JSV+hvgdmXPOo5RCRnG/AcGnOBgFINMmhZjSurjLUiRqEkUAKdNdzPcT/BwbpUTKZOgQ5oJWpGQDIW0AAa1STA3RI6JMaJorCucdb96+xnmP+G/+6/82Xr2/5PWbF3z9zVf88R//jO3VBh0NMSb4ByIShdYKpVLsiOm+kEom0kmKDVIIrHcEH4gi2VXpxGfsNMe6ebfjHDjj/GFSC2RMBNZFByogAnif0KqEAtIup89JGxOIKXAnR0zMOviZomisS9zHaAUixSYXk0GVkBAEQoo5FiU0SqnQShNDRLMYedic8skPn/LF7fd59MkFP/3d3+Ptq0ukl4iYkBBDwONQGKQU9zwpxMjkEnSVmJEXAshIiA6lFXmVUy0K8rLAe8/QTxR5Tm4ydtsDu9t9KjalQEuV4l+QBFLcUFIgtIAwxxOZjDy6CSM0Me0/SiXimQpXmVJ+jEggM5o5cSX0BYFmJpwh4F0yUJSpjFEorEsqh7bZAdcHdpuAD4Gnnz7hePUPefv6kudfP2e/3XM4HGh3LWM/4YKHIDBap60kJpiGgJ9TsNaCaCDLDKtlw9nFA86fnlM0BdZNeBfJjMb7iJ8CN29v2W/3jN2I8x5CxE+O/a4lOME4WrwNaGVSFhUSFxxSCVQmCHMpIWUEKQgu4KPFRo8yOkk9MiKQeOdS/MGjEIT5pqNILDtRh0AQMf0Oj/if/uR/jLdXt7x69Ro7OoQ1VKYmz3LevH5Lu++YRstPf//3efX1S3AgvLoXtpRS9y41TANVXbJYV+RHBfVxgcxhsWyoyhptMoq8pMgrbBgZx54YwI+BOm+IbpYuQmS/3fPu8j0vvnnGzfU1QqikHPhUDQgVkZlAGYnQkugDRZ2hC4OIgskNBJGQrKJBREl0MPWOMEX2mz1hBO/v8jX3HDF4gRSGSEQLiX7w0RnNuqZ1e96+eoskEvOSmDvOPzrl5mpLnhUsTn+HZ199w9Wbdxyue3abHXZw+ODI84z1yYqoItWy5vEnF0wMeDERhSfLMuw0gpEMoUUKQd1UhDjhvQcZEUUgkxmr+oiqWCKF5Pr6ikefnvHm9UsO+x3DNKFzxehGUB6pAQ0xCIzKsWHEZAZjNNMoQUaKomS9PEIJgxASrTM217e8efWKMEW0yijygqmfGIcJO0wcNj1YSXQCGRTiF/Zn8Xa45c3la778l19i95E8KymqkhAj+/cHVs0RQgcCgavL9wy7kcLUGDKGsacddoRoqZsFWhumMNH2W6qqxjpH3VQMY4s2aXeGoSPLC5y32HHg0B2Y3ESmMrz11NUSrQtOVmeE4NlsrtjtN+x2ey4vLxmGkaqpaMcDyggyo8mKnEO//1a9CJDnOcvlijwvUMKATJyt7zva/RY7eYzOKIuCzBR465nshLOO4Dz9YeL2co8eVYuqgNwRMktvOwITWSOJSPLakNWSYRpBCj7+7GP6riN4eHr2MUdHJ/S25c3lc5plw/H6lN1+x8u3zyiykkW+RitDxBN8pMgLgnTsDnt8sLy/esttf433E1M/0LcjLo5M48h41XJ2fM7HTz5j32/Z7G85f3LBN19+jYgCKSVFWaAz2HXbFM8ASUQrw3p1QlPXKKXwIXJ59YrJDkihMEXSw4u8hBjxzqOMYFUvks499AQVOCkW6CG2SKEpVzmLhxXb7S2j84whJ1qBkApMoCwybne3rJsl2aJhmkZEPVKeCNbVKQ8+XuKiZ1kuWQ0LijPF0Hd88fgnHNoDMQaMzihMmXZaRNqx4/WbF2yG99xu3xKF5/rNLTJmOOvZ7XZYBoRRnJWP0Crj/f4dn33vE9pdz2pacnt7w37bYoMj1yaRybmCs3ZAUM8ZzKG1wtoAiFSga0EQnrIoybOcw/7AFMZEKhWUTcHRcY6WTjIyoLTi+Mkxbd/i9pZ+OjC0A3XR0CHxk0eVIItAUeX4rqc81azPGkpdooXGxilR/FzgzAIRGs6PHrCrczwOKTTH2QkxRISEm+kWXQqexgte7Gsub15jGsPN8x3nDx4hPpJMo6OulpiYU5UL8jzj9dUzmoWkcDXr9Qm3t9d88/IrukMHEuqmIorIMHa0fcbR+phl0eD9iPUj3jqqskhZUSmEEWSVIYsZ9tCSZRoVkhaltUafmnMUmk4dECtJ/CzS3XQcblumaaI6KYjSMg4DJ6fH1Gc5g+/ReSQ/MahMUlMjhaKLB3Zhw1IfYQpFTY1CUuU5MWaUoqGgACnwOJqspjYlMgjGoiOYiUvzBn89oGrB9z75AhUN0zTRtwPCaopcMbqW4B2HQ4udHB999AmLZcOrNy959fY5Qzum0iL3RH+LUpqmWbFcrvHR0h4OH9RnBpNpXHTkdY61ntxktN0eoxXaKPRVf8lpccZCLnhSfkRTrOhWLe+ba9bHx2TGYO1A1VywWC4IkkT4cKzqBTlJkwnzTysPFBRUeUkWSiyWgQ4jDErI2RVSta6QlGKBEHBePOKqekU8BMyRgtqzfnDEUq4AeHn5CiaVkkOVc3u45HZ3xfXVO7rhwOOLjymKBcvlmnc3bxnGns1mwzhOCKHQwtDUNevFUSpt/ESeZ4l1awkh6VJVU1LoiuAD7XAABfr5716z/vFjlqcr1nlOJkq21Q3lkwojcrJg0qJ1TRSpeh840LKnoiEXJYacjgOD6ChihgKiUCzVEQqNQKIwZOSIWdMZ6BAENAohJEuOqIsaVWhWJ0vOTx7wsDijUmvGMLA62XF18466WXFmjlGtYxuvoY3UZUFZGc6Lc84fnPP68jleWF6/ecmbV6/wo2W7vUXIyGq5IpM5MQaiTF3oTGaIGMmMwROp6gpJkl7sNKH/y//iv+Lh41O+94PP+A//3n/AD37r+5QPG6SRCCFZqyOWLNEix5Aj0XRs2bMho6BiiZkX37BDCcmSE2qOKKhSF5eBkvper4aIIZGcpCMKcgq0zChKw6KseNA8TAUogig9i6bB6o5xHFhXDWo4YxPesenfYoJmsazJZE0ea07Ojnn+9muWpytOT0/45quvafsWnUuiCAQfUSi0VCyOF/RTz+HQkhcFzWqBNvDw0UPqtuLyzWt0u+v41e4bvv7lM37vn/0+67Mjfuc//rv8k//8H6NOAm95TacOnHA2o0KhMShM0oTQKBQ5JQuO0Rgajihp7rWcjJyMfOa1kUAS7TXmnu0qoTFCIWSkzipO8jNySibRsecaJQyLckk0G2T0VHnOamw48yeUYsGj5oIqX9FuRoopQ5bw8uVzPv/iC0yuePPmDUIKvJgoFgWL8gwfHCqLDFNH3ZQUZUFepBhVVDmD7Visl+hMG0L0DLbj/VXP7qblv7v673n1zRv+0X/2n/D5b33GcrEgjyVReDyW9KdLQhsTGoPHE3EYFIHUkkrqkCAjR6HuDZLKSpk0oiSgYJmIMiKFRJkMLwIej2PkwBYZE+qi9gyuoxcD3jgWpyvW5TFH5oh1ecqVfM84KJbHnyTyqjxmoSgXJa9fvMaUmqxSLI8rlDJY19PZPVplSCmpq5rj1RFdO3J6fsbx2RHa+blq9xIjFFII+v3IP/8ffo8//L2f8Vu//SP+wT/6+/zwiy8o1oZVfcRSrslFhWXCoGds2PueVcuOiKRhgUSi0femYaZ7d8a5+91ISy8OlEXBg+ycmgYvHG1s2bNBY6hYADDJkUn3rNcNKodluWCdr2io8ceezX6DFJrHH10QtWP/1Q3NyYJyWySZutbIEparNdfveharGmMyYpCYLAcpyYqMi6ePCS6g7zQUpZLmEyI4F4giDUb89J//C778xS/46PNzfvsf/h1+8tv/Fh+tP2PJmpIamVqUFJRoFAduiTiyD1wpCRnh19AUCEQsGo1l4sAtEx1BeWx0BBnYs+OWKw5xgxYGjaagxMoRGweiCqwXK4zK8dJRipK4EIwMSKkRWWB/6Fisa7JSkheK6+tr0J7V0ZqqKNnmhiarKYqK4BTep0ZnUZQorclyib7rQwmZdJU7hVEIiTIKKSPj1FKfFehjxSAPbHnP+/iKNccsxNEcc0o0hgVHeCzmAyNFwONnaTbORtnQ0QKwZ8uea4IIrLMTTjhjyTGWiR1Xc4MooIWmpEJEyah6tv6WKCBTFRUlOYYgI0Vl0CJjlTecNkecHT/k+fYZy+UR4peKYByr5YoYJaujFZPtyLOS3JRsd1uqoibLcspFxdX7N+gYfWolzc06JVUS/AUICdla8+RHD/nsb33KqCaGOLKPW2zsKWQOEewcp044YSmOicBIN2dDhSAwMNDjGRm45R23vKOno6JGoFHknIoLjjnjEZ+SUzExocjIRc0JjzjjgoKKQRzo45bR9BiRU1LTsEg8LEa88Ji5g3pcnNHFge8/+oLxuGe3vaWdWqpqQV4UjK5lsF1q3StBXhrabke1PCfoCZGD9j7MSTn9HXxExkhne1RjOb8458mPH0IekcQ0siIive94F1+lyTN511VQLOIpRhREHI4ROcesA1u2XNPT4vAMDFgsEs0jPqGgQRApqcip5lkDSSUWPOEzHvHJB7/X1CwZRMdCHHPMAwoqIgLHhFTgomVplhg036s+R5PxZfeneOc5bo4QMtKPBxCRB2cPcDZyOOwwWiIzKNYZXo5IFdFGa3wIOOtTN0F42qlDLwPf/Xcu+OTHj8lKhZKgDESR0reNHiUmaplS/eR7rBhBJj3c4WFeUAQyCgpqjjhGohnomBg44iFLTpJqyPhBEwIUmgs+wePJKWaORQriYoVCc8xDGo5S44dAJ1o0higEFk8uSgQaHTXt1HJydoaLFhcdRVVQy4ZoPYf9lhAm9u1IvsiZ4gg20vYH9GQdhIBEMLgR5y3VqeLH//7nPP3hOfnCYEpDVmmqpsIYgwByZZi8pVQCGx3bfkNmcmw+kM8kMhKQc2araFAIShr8jLuK5fz7RDItzPTBz4sGTUZgwn8Q+DUZp1yg0Riy+2zp8WQU5KIAwGBwOKpYcuuv2YzXSJ16hc5amrwkb3KmwVKva6b3LUVjqJYVwTn6g0MQ0VJIXPRMfiKIifxI8jf+ve/y43/7J6zOl8giUC5ymtWS1XJFVVbzcEHqbGTkdLQEGVEikcy7G4z3DBsySiZGWg7oD8hlKnQCAkVSlMN9d/iOnQsiAYeae3ISeU9W73hXQp6iYYHH0tGjMBRUeByv7DMGeUDlAmzkyYPHNPWSKU5Mw4iYoH/wmOvuPYd+y/X7d+R5kSbdpIC8NIyu48GnSz758WO+96Pvcfr4FFVKioWhqAoWywZtCpRIi3PBgQsYo1mLNaJIRe6L+CXn4gkSQ4YhVXKpX7ZgzcQASAwah0PdcycoKQnkMFOGOCMkmeFbY94Z5c6Yd38n5OUsOSKjQs/fu2PDIA5kJmPUI49OzqlMTdSCLBhUKVCZpi4aitDwdvMSlQu2V7fEoNE2TIDj8RfHfPK3LlidNqgCDv2G0+aUZX2ELiRBpF03QgOSyU60h1uUlDwoLshlQcDh4kRPiybHMmCZqFjPi5NzKZJK3sSw3IwSxR3h9GnQZx6pEqm9g8UTyCj4lowGHHZWFMy9qQwFekZqwNPTUeQln519n73b4cVErnIMBV55ggxYLD0ddrAsFyuin+hud4z9gPbVyPn3Fnz0o4eYpcKUkiBGlAmUVYb1E8EKiqKgzEoUiokJHx1DGBjp2bNFYzjjESfyIZoMSzKWJ5IzzTcdibj76i3cawKzWjgTS8sIQEGFJMkylnEudQSaYv6/YhqAgA9o6h3ykqsO9HgxsYorMnImNTKKb9XJMQ4cwoFClizVkiA9VhS831zST31SAb7z2+esLxqKZU65KCmbirwuccKzaTc0ckmVN/MOZeBhHHoeVhesyhVSSDIKgvD0tHS0lDNOcpJRHR6Bm5faz05g0GRoJAPtXAjL2YAeCfN7NQHHxDQnAyjuOrX3iFSzK0rEB+4bgZwk5TjhiDGSCc0ESNT9QFelSnTMMCLjQXbBe3dJXpSUywapB/TFZ2fkpUHnOavVkrxMvau8ypFaJkD7kTzqNMo79Gze3fCDT39MFMfs2dKIBYqMHbd07EkKVDOH4BQxHH4ugpnZeZqDTMt3ZCg8DhBkGPxcQPv7YtkgkLO05+ZlGsx9Avj1+HT375Fxjn2KiZEdm9ngsKAkio4ilqzEESMTu7CjUQ2VSazbO4c+Pl6DhKKsqPKKoqnIqgwhA4iYpkScRNKQq4x233O6OKcS9X21X7GgoMRhObBHkuFxBPxcABcYinmf0057ppmZD0wMqJmM3rndnUx3l9sCqc3ucWiyGTXy3iAfIujOFQd6OvZ07JkYqagw5FRiMZfdqWiWQhKIFDHnICIdPU254NGjp2w212id50gjKOuCrMhQSiJCRGiJyjRSK5RRZDpHx5xcRh4uzznhIU6k0ZcFCwwFgcieHRI5l69pRsCTZpIMORrDQD8rBgaQs9uln7vo9O1/KeIoEj/yuPkV/ecM5GdjylmKycgYEIhZ5CtESUVFBBRmlnlUKpqxeOHJKfF4VuUJZVbz6OQj9Hp1hCkydK7RRqMzjdGSSXqsCGQmoyobFtkRIiqCdGTakIsajaehnXdkSc2aJS0TPTklEejpYM5scc5ZhmLObUl4izOXiXOE+XbZv44O4F6o+03kpE++G8dPCcLPmY/ZwHImBeLeyBGFIJvJysjAWmRoDKNM81Iei87zgiwryPKCsiqQRmAyhSVNoa7qJaf1AzJfcfnuLaNpOVufJXEfQ0XDMLtM4iY5AjAUs7y7IE06qQ8Wqu8XmoKu/OA94i80wL/OML/5+p0DhplZjUyzcdQc7lMFYMiwjDP7v4tvGZEk7Q5iABQxenRTL9EqZ9ksyHKDlx5T6Ptxv6P6hFosuHz7ltc3X3Py0RF96BllR8aKnGo2SHW/7PTnHR/6827xF10fGu6vet1hRc61Y0ZBJNyjSGPuHdnPrKyiRCDo6O6rAYlGCY0MIpIVGVOYsNHN4yagpKHUDdrl3L7b8NVXXzKMA9vNNdvhhin2WBx+Vg/E/Y4ocgrUB4sW/w/o+Mu+5y9zfZjZLJaAJyObNyzVABk5mnxmV8wZ867YMeQkd0sFdzKhLsoqcYgQkBGyaFBeolVGJkveXb3nyz/7BVkmeHB8zqh37N2GHVtqVnimWbqNGBYz4P/qaPjLGeVuodyTjYBFzEzsDkk5GRKBn7lY4l5xjlOSYu4CJdznOCxpomDE4ZFKSoQCk2m01BiZ0WRLFmZFGCLPvv6a29trmmVDZjTL5ghPmEuOHsvIQMdAR5yHuv76rm9lFYCBnh3X9OzgA3J5N+SVaKec68WIRpOR39NSSC4WYG5BWG54jz5aHuFwCCHIZIYkI3rNOFmeP/+a169fInXg8votrd/wuHpCY5aMTAwMAAQsHkvEz5X/XRX114OoD6+7ssbh5jpPzETS3cswET8bMQnDcmb6KQPHGXWp5gsEdGUW94dYRBAQBOMw8eLZN3z1q18wuRZTGPa7iKkliECZpZS94T0henIyGtHgsHMD4K/HOL+5CSMjPT05OQGPRs9KQpibETDMxDXN7SosaXabGW/JiJGSEht7LAKdqSIdTHGBsRvJioxffvVznr/8Jd2wp287SldzXJ2iTTqsHFxkpZdoFJZ+ZsJh5jp3fOWv/9L3SgAzazdzNmO+t7te3oQmm9+bzZztTlmYj4YgMNQE9uhpchAj3dCiouLN+2dsp0soJpqiQNcCNzp8GBm7A7k+p1AVK04oKJIoT48j3tdj//9cH8a6v+g7BAZFQZHYNcUsI6cwkJHPCUYyJnzMucvOKT99firCRxyWMDNwPY0TQgaubt6A8GzdFbLyZEGjdU6+rBi7nmHc48OCqZ8oY0NGOddVauZK337Rh6n4/7u0fhek/3U4jfdozmYEhTkOxRlDci59FCMWx0jLxDCrBRWa7F579zh8nFJM8s7x9vYFb959g64F0bjU5SwKlEy1W9Xk2KGnnQ5Mtmc/bHiYXfxaffXnWU5iH3em+qsZah4V/n9x5InhvvxJBXa6UqYaMGSU5LMqMbFlg2Oc41fLhGOkS5poTGZuwwG9ba/56uW/Aj0hR8F0sJwcnVJVNUhQMg2Om8xw2O7opo7r7h0PFo94IB4nCk97rwjcDUSkL5ZEDGL28X9z48RZLnHcHWj9zdc//LdlnBUDz8iInBXznoHIQJhdcWLkwJ6BjpYdgTDXmoI+tjgmXPTIGDjYA/rLb/6YQ3dDVmuykDPsBjrZcfLoFGkk3k1kWUEUghADVlhuDpfsT29YyaM5DkmmmS/dFY4ehyPMvQzD3VmUf9MrzOMZAflrrXPuDejnkiaikbg5rSfDKgwaj+aAxWFRCHp6NvE9Y+yxYqLlQE6BmFP/zm5w0mKtRUqJfvHqVwhl0cUCQUb0Hts7+n6kzmq0SW1lUyhsyKiWNbrK7pVCSG3Ijo47DTtB3t8vQM6Lix+44F/WYHL+sQTEB+3zO5dKiKnmz9QoMu6q+3xm0hMDYZb9Wg5YJkZ63tlLCpXhVWDJEY4pHcaZb81og44G3Q8HVA65yzE+T0OWTYYpM0brWTWLtJ8hzWmfnj5gtTym1iuGmbbbmaHcyQ1mRs5d4GTudFjszHpTtX2nQ/8mRxe/Zkg5z0LdVVt37cuUNrK5P3c3CMbsbqnoLmf8OCSaFau5rzwAgjqr59ouZTojNBZDJku0yFBC45xF542hWVVU6wVSaiqZUS4W1NUKN0aE05hC0k2exXrNolizzk8oWFKwoGPHyIAnMNCTY9A0JOl0mBuEfta6HRNxLgUUas5C92fE/tz1IXO/a07GGUUWz3TvaiDva7RkpHxGdJi/j7lqU2hG1uKIOta4eQMNhrsTWYiknU8+HULU1bJiebQmryvGwZFnBUWoKaYVeEXceby3rOojarlABIWOGSvWLDlGINlxQ4gWj2YSlmzmJhMDWzygyDDcDZ8e2APQ0MwjgxHFt43NX8fWnVQnZhP7ubGgGOgo5mhyh9akTOq5tEjPPNAYLCM79uSz8drYMtITYnLEndjNMS9i5gThwpQU2bwpKJqKyTqU1Cz1muPqnDd/esP/+bv/EjdM/N1/8tvUnzYEqeiEpc8mbD2BCIToaNkxhJYH8gk5JQHo6FKWoENjcLOL3RnqzgCegEQB00wEc+Ic5+5OZau5d9sz0HFgZGDFERBpOdy7bsplggrDNA9kgJi7vZ6B7h7VCkUfk9stxYo0rTfzIiQH3xKkBwe6Wa7IqgLf95hQYFTJ0Hr+5A9+wZ/9H79ERsHTzz5m+7blO59/h+ahZi8OvIovGJuea3HJ1fCaaRw5XpxRyAIpFHt2c6k50cyBPO23w8YJj5/P0KaYI+8L4zDLYAJmNdHPOSt1aBUDgZGRipqAYZqbCmrWFz3TPVrlrKEDc9VfJEmWdOZXoSgpqcWSYZ5Dd0KgVNKguqFHnxydEiX40VOpmtI0XD6/5l/9wc+JLhKl5F/8L3+IUpI/+/RXfPfH3+H7f/Mz7EeBw9MDh/w9m+4a4QSHfIcq0oxkRc1In57UgEcJnzJfFHT0CATNHIIHBgpKAoGWFoeloERRwhzwJXLOogfijJpprscS9VD3sadjwDKSkRMIc0cmJZl0bChFJiE0wguEUvOdSCafpmskGuXTMQztbOqFaWEQUaGj5uWvXrO/PSC8IriRvu0xRrHf7Hn9/BW//PmX/OC3fsCnf/MJ+RNPKBRKK7ph5Dp/z5Ij0kBpRhsPtKKHqAgiFQR3ozRh9v804Z3PseZbWdUyzI0fhUDN3DjMeS2VFcndAsUs0Y4EJgZGRhSack4iDssQeyRQipKcnCOOuJ2uGbL0LCYfPcFFdocb+rbHDhYtBfry3VuKoqLJa5RM6e/1l6+ZWpcechIjSov0iKChxzrP7c0tz756zsUfnvPJTy549P1TLj49J2rNa3/JtumpsxIjMvApwwR1F241OU3KJlFzCAPKGZbZCYKJjnaWUiWTGBkZKKjmSszdlxQ+TnO2tDOa+pnXi/m3dh6uVzOHi3Ts2MUb1pwwxgEVoetaZBRsxy0+RA79nn27gQCb7YZMZ+jD+z1qJWknSVEtOQwdL5+9oB16RExnYkERVTog3B2SArnd7Lh+955f/vGfUhwVfP6j73Lx0SMeP/2Ejz/7iI++85Tjh0fEXjL5EUdHXTY0ZokMSTbt7MhXP/8VxuW4zwV96BhER1PXaC1RSmGZKBlpqOlixygsgvTIkClYvLcMrkcokYZjJWRKE32a+O/p2Yy3mPkwNTKwi1u6ocOFEddZpmB5+/YtMYh02FoKpmki2JgO4RxuO2SU5FWgFAu6VrHd7rFhwpgsdXGFIwYxn5cPVFXFcrnEhYnddsPm5sDudUtTf0lW/gGnpyf8g3/69/k7v/O3efX6Fa/fvkGiWVbpRGSzamgPLS++ecFP/+f/ncfnT/hfz/43TKVZnR7x6fc/gSxwenqMKCDThuP6mJv9DW3fpUemXW8QWnLY73n4+AGmUgSTjmyVy5qxC0zCEcXE7c0NJsuwk0dpwWH3inZ/QCiFEZrReMZdOv8bokArzThasrxEBYO+frcBAUc6QwTJ9dUNox0xuZoP90byouDi4jFnD85ZLVd8/NHHxBh58eo5/9fP/oj9ZouRObvrPUK03F5uUOaf8Qc//SN+/kc/QyqF0RnReuqmZn264tWrV+yvd9je86x5hZBQLRoePX3Msz95zuRHLh49pDwuqRYlDx485OXXL7m5vuXm8prdzY68zNi3Bz7/0RecPT5hfbRESEm9OHDYHagXFZO1bLZbEMldB9vhbXpeipQgoqQoq3RSyQVMVqCNwTiJjArXB3QMEW0MZVGCVbS3LT/4299j2A/ksuDi9Ck/+uInNMsVVbVg0SwhBPqhw1TpWNe7V2948+INU3RJr5GCl1+95Js/+5ppGBmdJc4nuN/GS4oyZ3PYQohkMmeaLFIoNjd7ttdb3r1+wzSOXH/0EZ3rWKwX1FXFN7/8Bi01r169pTQF1k6oTPP2m/esj1cQIk1dESUM/cjp+Qmb2w1TP6GMQuUK60eEVmgj8c7SHzqaZkleZShtWK+OefjwEWM3JCV236Pz3FCWOc1iiT9EFs2C737xXYKPXBw95Yvv/JBVtcaogqwoiUIQo2O3v2E5FCxOCp6/6hjGgegjY0jtGDvepk6WUgQ3P2guenz09NOAd+kJXtIkw0aRni+y2+5wNtV4v9x/yWhHssIQgmdoR8qiYOhHBnqscxil6Pcd16+u8dajpERrw2BH1icr9jf79FAEIjpXTNbinGWxaOjaFj95hFRUy4ppclRFlU4pRVBGEWzk/wZzmbl16DAt1wAAAABJRU5ErkJggg==\" id=\"image14c51f0e1f\" transform=\"scale(1 -1)translate(0 -73)\" x=\"272.717391\" y=\"-95.935336\" width=\"73\" height=\"73\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 272.717391 168.935336 \n",
       "L 272.717391 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 345.5 168.935336 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 272.717391 168.935336 \n",
       "L 345.5 168.935336 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 272.717391 96.152727 \n",
       "L 345.5 96.152727 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p4464fdb718\">\n",
       "   <rect x=\"10.7\" y=\"7.2\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p0f7a5dfa95\">\n",
       "   <rect x=\"98.03913\" y=\"7.2\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p5670769b13\">\n",
       "   <rect x=\"185.378261\" y=\"7.2\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pdfca279910\">\n",
       "   <rect x=\"272.717391\" y=\"7.2\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p0d87dc9438\">\n",
       "   <rect x=\"10.7\" y=\"96.152727\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p7551b2985b\">\n",
       "   <rect x=\"98.03913\" y=\"96.152727\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pe85996b31d\">\n",
       "   <rect x=\"185.378261\" y=\"96.152727\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pfd6aaf6f65\">\n",
       "   <rect x=\"272.717391\" y=\"96.152727\" width=\"72.782609\" height=\"72.782609\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "augs = torchvision.transforms.Compose([\n",
    "    torchvision.transforms.RandomHorizontalFlip(), color_aug, shape_aug])\n",
    "apply(img, augs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ad3846c",
   "metadata": {
    "origin_pos": 37
   },
   "source": [
    "## [**使用图像增广进行训练**]\n",
    "\n",
    "让我们使用图像增广来训练模型。\n",
    "这里，我们使用CIFAR-10数据集，而不是我们之前使用的Fashion-MNIST数据集。\n",
    "这是因为Fashion-MNIST数据集中对象的位置和大小已被规范化，而CIFAR-10数据集中对象的颜色和大小差异更明显。\n",
    "CIFAR-10数据集中的前32个训练图像如下所示。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8a539625",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:09:07.412048Z",
     "iopub.status.busy": "2023-08-18T07:09:07.411327Z",
     "iopub.status.idle": "2023-08-18T07:12:53.687290Z",
     "shell.execute_reply": "2023-08-18T07:12:53.686473Z"
    },
    "origin_pos": 39,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ../data/cifar-10-python.tar.gz\n"
     ]
    },
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
       "elapsed": 0.007704257965087891,
       "initial": 0,
       "n": 0,
       "ncols": null,
       "nrows": null,
       "postfix": null,
       "prefix": "",
       "rate": null,
       "total": 170498071,
       "unit": "it",
       "unit_divisor": 1000,
       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "70cfad15aa4b4a2bb6c24a3f6facf105",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/170498071 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ../data/cifar-10-python.tar.gz to ../data\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"374.844163pt\" height=\"191.852pt\" viewBox=\"0 0 374.844163 191.852\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:12:53.570244</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 191.852 \n",
       "L 374.844163 191.852 \n",
       "L 374.844163 0 \n",
       "L 0 0 \n",
       "L 0 191.852 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 45.015652 \n",
       "L 48.515652 45.015652 \n",
       "L 48.515652 7.2 \n",
       "L 10.7 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p75ba43ca14)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imaged6b1d9894c\" transform=\"scale(1 -1)translate(0 -38)\" x=\"10.7\" y=\"-7.015652\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 45.015652 \n",
       "L 10.7 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 48.515652 45.015652 \n",
       "L 48.515652 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 45.015652 \n",
       "L 48.515652 45.015652 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 7.2 \n",
       "L 48.515652 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 56.289787 45.015652 \n",
       "L 94.105439 45.015652 \n",
       "L 94.105439 7.2 \n",
       "L 56.289787 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p43bf138d3f)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image8d90588f22\" transform=\"scale(1 -1)translate(0 -38)\" x=\"56.289787\" y=\"-7.015652\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 56.289787 45.015652 \n",
       "L 56.289787 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 94.105439 45.015652 \n",
       "L 94.105439 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 56.289787 45.015652 \n",
       "L 94.105439 45.015652 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 56.289787 7.2 \n",
       "L 94.105439 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 101.879574 45.015652 \n",
       "L 139.695227 45.015652 \n",
       "L 139.695227 7.2 \n",
       "L 101.879574 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pe289a8d8e3)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imaged3633b65cf\" transform=\"scale(1 -1)translate(0 -38)\" x=\"101.879574\" y=\"-7.015652\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 101.879574 45.015652 \n",
       "L 101.879574 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 139.695227 45.015652 \n",
       "L 139.695227 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 101.879574 45.015652 \n",
       "L 139.695227 45.015652 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 101.879574 7.2 \n",
       "L 139.695227 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 147.469362 45.015652 \n",
       "L 185.285014 45.015652 \n",
       "L 185.285014 7.2 \n",
       "L 147.469362 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p4b91e39fc8)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagee38c81578b\" transform=\"scale(1 -1)translate(0 -38)\" x=\"147.469362\" y=\"-7.015652\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 147.469362 45.015652 \n",
       "L 147.469362 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 185.285014 45.015652 \n",
       "L 185.285014 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 147.469362 45.015652 \n",
       "L 185.285014 45.015652 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 147.469362 7.2 \n",
       "L 185.285014 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 193.059149 45.015652 \n",
       "L 230.874801 45.015652 \n",
       "L 230.874801 7.2 \n",
       "L 193.059149 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p72e7be0ff7)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image88248e089c\" transform=\"scale(1 -1)translate(0 -38)\" x=\"193.059149\" y=\"-7.015652\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 193.059149 45.015652 \n",
       "L 193.059149 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 230.874801 45.015652 \n",
       "L 230.874801 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 193.059149 45.015652 \n",
       "L 230.874801 45.015652 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 193.059149 7.2 \n",
       "L 230.874801 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 238.648936 45.015652 \n",
       "L 276.464588 45.015652 \n",
       "L 276.464588 7.2 \n",
       "L 238.648936 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p7723a6f770)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAACYAAAAmCAYAAACoPemuAAANyklEQVR4nDWYyZJlyVGGP4/hxDnnTjndrKzsGrs1IlhJhhkbdrwAr8WLYJjxBCwwTAuQEKLBZCWZultVqsqsnDPvfKaIcBa3eYCI+N3Df/fff9n9w99r6iOoIiKoQGx25KcFqpHsA6sOLh92vPtww/vbNbe7yCpCmw29GgZVoiYAxBqstYgIoorPYBVGxlGIxRsl2MzYZk68MHGG0ivBQuGEwhrKwuDoO4gZNKMiANg4oEQwhkUv/P56zdfv7/njzYq7JtIkpVVIKJlMRkhZMSiSFUkZQRAByx5Yo0JphFKEOhsU8KJYozAkDIJ3Du8dZeFwOUVy3GcMDAiQEjkrnXV8d7vhvz488d+Xaz43ma0asiYUBc2ICoigCFb3x0VBBBRFRDEKgyZaoMIQ9f8DydRO8AIxC1kNxjpCCDiNkTQM+wvFAKBxQMWw7uFq1XO57rlqM7fZ0KO4DE7BKxhRLALGIgKCYKxB2APT74OImtEMkEENasCnTC+GbAS1FuM8vgj4osBpzuSYMICajGqGNICxPLaJRgI51GiIdE2HoliUUqHEUAgYMUT2D4gI1liM7KFJNgwpEckkzQxZsAYsQgckIxjnKEJJWZVUVUUoLM4aECOQlRwzKUeMQAKemsjs/Jy5mTDuPuF3O6aSOXCGMYYSwQKdwtOQ6AAFskSMMXgxlBgalK0IURVrDeIMxoCSERyjcsxsUnEwDkxqy7iwOEQp6pLU9eR+QAHxlu16y8M6Yp9NqE9LJncrji6u+bl3TCQjRCQberUssxANzJD9t+q+zozus9uYTFKlzWC8YL3FG8hZWLeOdDAijGvGU8O0yIy9w6EJzZHctUg3EBRyLri42dEMNVNb4ZylMJ6Z8xwb8Gkgq0JWnCpiDIUTnO5LIQMIiAjkSOWElAwNMMCexYUllZ47Mfzn6omPac1P84S/fn3K8ajCDV3D0PfktscOGU3CQ4x8d9vC6XOmR6dM2TIqKmoxBBJWYE9wwQoIihNByOAM4izyPQEkJWZi8cmxiYmtsbR4kjokG2zh2Eb4vOmZrDp+ppZyNsFpSmjsIGdyVnZd5sPjjj89dbz66pByMsOvBkxWAooXRYzFYsGafZsQwRjIg4J1iHdYa7CAcRm1AUcgacR6T+0DWYUkEY2ZLnvyMNBsBtbrHermOEPGANkYOs3c7iLf3K+53Ay8GU9Q54gxkrueAnAGjPGILUAsie8brSq9Crau8GVAVYn9QAHkesJOCjqnEAq89dAlTM7k2BGskmJEm8jidsF6d4rbV6ohiuGhG/jmaeAP9w2rXjCFZ7vbsN0syX1DsIIrClyocC7Qi9DmxCZFVinS1xPG8yPsdEK/2rK9umOGZRfGPKSMVg4pDKKKTcq8HFHKCBMzw1KhWXJ3veTyaoEjJ9QYFk3k27sdv73Y8OGx53hySJVhfXfHdvEIqad0hnI8hlCDKk1ObG2gLads+h47qZn+6CsK59n9+TPr6zuqouLKGq5SwrUdDPsc+yxELzgL3jtcHZjkEYs+8v6ixRW+4n7d8e5yw2/fr3h/3zEpSn48P2BUVbS2xIrBWRiFAoqCuB8TKELSTN93uCExubhjWHfEDMW25Yse7KTg8+Ke26QcOMesDozHY6oQ0Lbj+vGJRixkYZaFXgL1MuE+3if+5Y93fP1pzf0qMypKfvGsJEjL6Pw5lR9T3j9irGPsy/2gF8WJY6Lg0kDoW3KfCNsWLwacw1rBjktaY5gXgS4OeFXSMNA0mZg6pFdihkELpBzzROSbbsmb2uG+vun41w8bnnaRk6LgR7OKtyPDxaZjcFCOa3xRYsVS+QIjgGac7JunEaEoPOILkjWEo0Ps8QxvHWbd8ni/4LW1zMqSOAy4wmGCpyPTO8UfBHSrZGPJOdGkxH3X4C4ax1VjmTp4PS348cRxZOGbTlns1hyMDlABZxyh8DibEBQrwpAF5xyhLFCBxhkmz+aUX77AZogfPrO9/My5L5hbR5szRgUjjp0qW6u46ZiJDLRR6bpMUqFLGVeMjng5XfLKt/xFpZy5jPclTR64vL6l9zX90BO8p5C0F3NYYlZ6J6hz+Lpm17fIBibVhPrwmLTZsW06RkODb3fk7Y6eiPEB147QUNJ4S8DQTyqWm4Z1l4hFwXw2w01qx8/HludRmGMwvmI4PqG7tnx694H7XYbVlknpmYhSugKvhqemJZc1ph7RKXy6v+KoM8Rm4OLdt8Tlkur6ltpmRqpI6ulNZoiRYbsjNpayDFRxR4gDvus5Ekt5dMjbr97i2rLh0K+oEWIxZjk6pJyfYceZb7694GHX8sIaXnQthgZKT4yWVhNLYIgZSRk9PuLBNGi3ojaBg9Jx9MUxskjQREwy9LGlzT2DAKWnmoxpntYEIJKRUcXkbM5sNsH1IjjjWGtmlwWjDu88VTDcPT3RaceLumZuYExDbCyqJW5csW0i63ZH7QrG8zn9EZw8e8Z5hmMyderprhypVbpdi10v8UNPEiH5gCknjF+dUALZGTg4oHj9GjM/wFVmTC8jonbkZAhqqF1gEgR0wPUNEwvHzlJppHWOQR01BdOyIjuH857p6QlvXn9JNWSmn2+pNgucdkg9gqpgGB6oR1MUIXpPMwqEl6eczJ/BZku0hl0RWFU18/kZLjaRlISuyzgShSpOLIfjkp8eH3BkMi+NMtUekxPZBorpMVqXyGzCYVWSHNRVydvjOdolzNMOu1khQ8RWBZr34G1VY6qaPKoJk0D5fIb3JWZSkcWx2fV8WmyoB8Xd3z1QtS2maUiilCSSKofTMX/3+iWz7Zp5u6HudvQCbjxm9OUbagPz0ZhUePrU0W82lPf3hPlz+uMZ2q+wi5YULEO2hNkUOzvEHR5ixzViM5ie9fUt9RfnbNRwtW64uLxjPp/jbm5uedFukdhicIhTBh0YBcvfns6p7z0pQTtkGm8o5nOOf/wGsaCbjny/In6+h+2KdrNj8jcVdmxIhxX0AZcN4fkZ/ZnDHhxTHR7gYmT17vcs338k1TXLauDDsuHidsHQJ/r1I+4gBJ5lMEWJ1BVlzHBxS397S+8LvBhMafFUmKSwbfGfLuhzS7fZos2AFzBFps6O9JvvkNEIPwrI8RfoagVnx/hiTF70NN98ZHdzw/byilCPeKxqlk3isbc0GmhTS4wD7mg043kAb5QheFJZoOuGQxySI32wmLFggicMIHFL8+0fwBuK7zduALxQHI8ZbSBtdgwSSAcBHRUM7z+R1pkmC0PKIFD/5EvGP3jDnx+eSGFKfWw5mR8xNFtGhzVudnJO2fSUJKI3tA56bQkn5/jNlpB67DBgMBgLEcVoRNTjcsKK7PdREfLqhn4Q0qCkxhCfHK0Ydl1mSJZ4dkLx4hmTZ3Omz+fYkyMm7z6ig+KHTBEKfOkZj2vcUjxxUiKaGPqGdd8QZmPM6Zzdx8iwzQQxBF+iQNKMMfttyH6vftUI2RjiZksOnmz3MntohSdb8uddwwaLtCO+mIyZ/eBLRi+fo1iWzbc8rDue2oHFZkNcL3iRp7jPXcvrwyNsjGy2GzZdz+T8jCEE3seO2LcclDUnkwNGRUHsWlLfIX2P5B4lg3X46Yy264mVJ6uig9IPwpV6fpc3PAwD1aYh+JIvj+dIPaV72vDdp2uWm8SmTyyWC4bVDbv6FLfMPfckUt9hEtRuRDAlD48Lfrm85m7b83L2mr96/ZyXRydsb++5/3xJGztijIgk6qLkhz/7CbfLyHq3RgxYYxgQrrrI1dBy87hmbgKMD/HVlMfrRz7/6RO/v7jH2ynBBepiQp4mzl68wo38wDbvmFWeg9Ezsjh+fXfLV7PAtcBFD+vNwHax5l2CDx/ec3lxBWIhR+qq4M2zGeUXr7g/gq//41f85VdvOTs6oDaGX5yf0/zy31l//TtOTuecnp4iwK9++x/80z/+M134Ga/Ojnj15hmTsaPZbVmFCjfsEt/tbrghM6kOsZNnXIcDzrtINVS4Qbm+uuPzwwMxRdquw2RD6QLee1ywrJrIr3/zPzxuWl6cHvPDH7zmaDIi9j2H8wNmdcHIKy+PJ5xOyr3i8MrJrGA1bLm6vmASdlQnntCs+bevV7hep6y6FQ+poUodIxPRakTTbejzfqXr+oE8KOl7FjoU7fZfudPMLdA1Pefn55yMS/rtgtWwZrvb8r9/+B3XVx95dXbC6bgkL+95aBd0T3e8OByxHoRlgtxe0zz2HFh4eHjCuWwpkoFskQR9N5C1x1SeMjiCN8Rk0JwBR+E8mvcGmHWWwjmCdZwdH/Hi6ACXB2K7Zd1Gbu5uefftR5ptw1cvX1NKZnF1yU235en6itztGIcaFxqCbXFFRnyJ2B43lURtLc4W5MLTOFinjnp2yOluzLIbKKQjx4yI4L2nixEV2XsawXMwqvjpV2+YVp7ddo2mgW5oeXpacHd3hyq0Xctus6ZZLVitHlgu7tltt5QS8K7De0VtYCOC+Ih7XoHxgcIWtFXNfV3TJWXy7Ii3wzG7NuNp6GJGZO/TGmP2RptRqmA5npb86PUZw24DwxZr9u7gkIUhgiJc3tzgMYhGtpslXbejHTLtYkHhhJQK2jyiSUofO9zs7CXtrgcRqumI86MDDqoSph5zG1huttwtlnQp770tEVwRmB3MGFeeo2nJ2xdzpkFJNpB1ioSaJhmwNV0vYIXHbUv/8RPBgZAYYiINFsj00bNoe3apYduDifB//8ChPVGyuj0AAAAASUVORK5CYII=\" id=\"image55f34c9ee1\" transform=\"scale(1 -1)translate(0 -38)\" x=\"238.648936\" y=\"-7.015652\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 238.648936 45.015652 \n",
       "L 238.648936 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 276.464588 45.015652 \n",
       "L 276.464588 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 238.648936 45.015652 \n",
       "L 276.464588 45.015652 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 238.648936 7.2 \n",
       "L 276.464588 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 284.238723 45.015652 \n",
       "L 322.054376 45.015652 \n",
       "L 322.054376 7.2 \n",
       "L 284.238723 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p955c851df3)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image51e1deebc0\" transform=\"scale(1 -1)translate(0 -38)\" x=\"284.238723\" y=\"-7.015652\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 284.238723 45.015652 \n",
       "L 284.238723 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 322.054376 45.015652 \n",
       "L 322.054376 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 284.238723 45.015652 \n",
       "L 322.054376 45.015652 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 284.238723 7.2 \n",
       "L 322.054376 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 329.828511 45.015652 \n",
       "L 367.644163 45.015652 \n",
       "L 367.644163 7.2 \n",
       "L 329.828511 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p75cad556c0)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image43c81ef296\" transform=\"scale(1 -1)translate(0 -38)\" x=\"329.828511\" y=\"-7.015652\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 329.828511 45.015652 \n",
       "L 329.828511 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 367.644163 45.015652 \n",
       "L 367.644163 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 329.828511 45.015652 \n",
       "L 367.644163 45.015652 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 329.828511 7.2 \n",
       "L 367.644163 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_9\">\n",
       "   <g id=\"patch_42\">\n",
       "    <path d=\"M 10.7 90.394435 \n",
       "L 48.515652 90.394435 \n",
       "L 48.515652 52.578783 \n",
       "L 10.7 52.578783 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p4ef9a0de22)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image62fdb8e12e\" transform=\"scale(1 -1)translate(0 -38)\" x=\"10.7\" y=\"-52.394435\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path d=\"M 10.7 90.394435 \n",
       "L 10.7 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path d=\"M 48.515652 90.394435 \n",
       "L 48.515652 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path d=\"M 10.7 90.394435 \n",
       "L 48.515652 90.394435 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path d=\"M 10.7 52.578783 \n",
       "L 48.515652 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_10\">\n",
       "   <g id=\"patch_47\">\n",
       "    <path d=\"M 56.289787 90.394435 \n",
       "L 94.105439 90.394435 \n",
       "L 94.105439 52.578783 \n",
       "L 56.289787 52.578783 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pffbcf76788)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image39857297e6\" transform=\"scale(1 -1)translate(0 -38)\" x=\"56.289787\" y=\"-52.394435\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path d=\"M 56.289787 90.394435 \n",
       "L 56.289787 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path d=\"M 94.105439 90.394435 \n",
       "L 94.105439 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path d=\"M 56.289787 90.394435 \n",
       "L 94.105439 90.394435 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path d=\"M 56.289787 52.578783 \n",
       "L 94.105439 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_11\">\n",
       "   <g id=\"patch_52\">\n",
       "    <path d=\"M 101.879574 90.394435 \n",
       "L 139.695227 90.394435 \n",
       "L 139.695227 52.578783 \n",
       "L 101.879574 52.578783 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p47ecfc716c)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagec1e1b08c01\" transform=\"scale(1 -1)translate(0 -38)\" x=\"101.879574\" y=\"-52.394435\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path d=\"M 101.879574 90.394435 \n",
       "L 101.879574 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path d=\"M 139.695227 90.394435 \n",
       "L 139.695227 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path d=\"M 101.879574 90.394435 \n",
       "L 139.695227 90.394435 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path d=\"M 101.879574 52.578783 \n",
       "L 139.695227 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_12\">\n",
       "   <g id=\"patch_57\">\n",
       "    <path d=\"M 147.469362 90.394435 \n",
       "L 185.285014 90.394435 \n",
       "L 185.285014 52.578783 \n",
       "L 147.469362 52.578783 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pec696e5b91)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image8ee7b9b239\" transform=\"scale(1 -1)translate(0 -38)\" x=\"147.469362\" y=\"-52.394435\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path d=\"M 147.469362 90.394435 \n",
       "L 147.469362 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path d=\"M 185.285014 90.394435 \n",
       "L 185.285014 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path d=\"M 147.469362 90.394435 \n",
       "L 185.285014 90.394435 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path d=\"M 147.469362 52.578783 \n",
       "L 185.285014 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_13\">\n",
       "   <g id=\"patch_62\">\n",
       "    <path d=\"M 193.059149 90.394435 \n",
       "L 230.874801 90.394435 \n",
       "L 230.874801 52.578783 \n",
       "L 193.059149 52.578783 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p8980490c6e)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageb99e1e0e71\" transform=\"scale(1 -1)translate(0 -38)\" x=\"193.059149\" y=\"-52.394435\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 193.059149 90.394435 \n",
       "L 193.059149 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 230.874801 90.394435 \n",
       "L 230.874801 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 193.059149 90.394435 \n",
       "L 230.874801 90.394435 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_66\">\n",
       "    <path d=\"M 193.059149 52.578783 \n",
       "L 230.874801 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_14\">\n",
       "   <g id=\"patch_67\">\n",
       "    <path d=\"M 238.648936 90.394435 \n",
       "L 276.464588 90.394435 \n",
       "L 276.464588 52.578783 \n",
       "L 238.648936 52.578783 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p500bea35c9)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image082991310e\" transform=\"scale(1 -1)translate(0 -38)\" x=\"238.648936\" y=\"-52.394435\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_68\">\n",
       "    <path d=\"M 238.648936 90.394435 \n",
       "L 238.648936 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_69\">\n",
       "    <path d=\"M 276.464588 90.394435 \n",
       "L 276.464588 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_70\">\n",
       "    <path d=\"M 238.648936 90.394435 \n",
       "L 276.464588 90.394435 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_71\">\n",
       "    <path d=\"M 238.648936 52.578783 \n",
       "L 276.464588 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_15\">\n",
       "   <g id=\"patch_72\">\n",
       "    <path d=\"M 284.238723 90.394435 \n",
       "L 322.054376 90.394435 \n",
       "L 322.054376 52.578783 \n",
       "L 284.238723 52.578783 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc01c8a7a37)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image5d0299353a\" transform=\"scale(1 -1)translate(0 -38)\" x=\"284.238723\" y=\"-52.394435\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_73\">\n",
       "    <path d=\"M 284.238723 90.394435 \n",
       "L 284.238723 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_74\">\n",
       "    <path d=\"M 322.054376 90.394435 \n",
       "L 322.054376 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_75\">\n",
       "    <path d=\"M 284.238723 90.394435 \n",
       "L 322.054376 90.394435 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_76\">\n",
       "    <path d=\"M 284.238723 52.578783 \n",
       "L 322.054376 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_16\">\n",
       "   <g id=\"patch_77\">\n",
       "    <path d=\"M 329.828511 90.394435 \n",
       "L 367.644163 90.394435 \n",
       "L 367.644163 52.578783 \n",
       "L 329.828511 52.578783 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p08acd484f9)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagef4db109b71\" transform=\"scale(1 -1)translate(0 -38)\" x=\"329.828511\" y=\"-52.394435\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_78\">\n",
       "    <path d=\"M 329.828511 90.394435 \n",
       "L 329.828511 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_79\">\n",
       "    <path d=\"M 367.644163 90.394435 \n",
       "L 367.644163 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_80\">\n",
       "    <path d=\"M 329.828511 90.394435 \n",
       "L 367.644163 90.394435 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_81\">\n",
       "    <path d=\"M 329.828511 52.578783 \n",
       "L 367.644163 52.578783 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_17\">\n",
       "   <g id=\"patch_82\">\n",
       "    <path d=\"M 10.7 135.773217 \n",
       "L 48.515652 135.773217 \n",
       "L 48.515652 97.957565 \n",
       "L 10.7 97.957565 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p6a1b43ad88)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image7addbf27f5\" transform=\"scale(1 -1)translate(0 -38)\" x=\"10.7\" y=\"-97.773217\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_83\">\n",
       "    <path d=\"M 10.7 135.773217 \n",
       "L 10.7 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_84\">\n",
       "    <path d=\"M 48.515652 135.773217 \n",
       "L 48.515652 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_85\">\n",
       "    <path d=\"M 10.7 135.773217 \n",
       "L 48.515652 135.773217 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_86\">\n",
       "    <path d=\"M 10.7 97.957565 \n",
       "L 48.515652 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_18\">\n",
       "   <g id=\"patch_87\">\n",
       "    <path d=\"M 56.289787 135.773217 \n",
       "L 94.105439 135.773217 \n",
       "L 94.105439 97.957565 \n",
       "L 56.289787 97.957565 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p995f92366c)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagec7f0c01dcf\" transform=\"scale(1 -1)translate(0 -38)\" x=\"56.289787\" y=\"-97.773217\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_88\">\n",
       "    <path d=\"M 56.289787 135.773217 \n",
       "L 56.289787 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_89\">\n",
       "    <path d=\"M 94.105439 135.773217 \n",
       "L 94.105439 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_90\">\n",
       "    <path d=\"M 56.289787 135.773217 \n",
       "L 94.105439 135.773217 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_91\">\n",
       "    <path d=\"M 56.289787 97.957565 \n",
       "L 94.105439 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_19\">\n",
       "   <g id=\"patch_92\">\n",
       "    <path d=\"M 101.879574 135.773217 \n",
       "L 139.695227 135.773217 \n",
       "L 139.695227 97.957565 \n",
       "L 101.879574 97.957565 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p306bee8916)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagec742ad1493\" transform=\"scale(1 -1)translate(0 -38)\" x=\"101.879574\" y=\"-97.773217\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_93\">\n",
       "    <path d=\"M 101.879574 135.773217 \n",
       "L 101.879574 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_94\">\n",
       "    <path d=\"M 139.695227 135.773217 \n",
       "L 139.695227 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_95\">\n",
       "    <path d=\"M 101.879574 135.773217 \n",
       "L 139.695227 135.773217 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_96\">\n",
       "    <path d=\"M 101.879574 97.957565 \n",
       "L 139.695227 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_20\">\n",
       "   <g id=\"patch_97\">\n",
       "    <path d=\"M 147.469362 135.773217 \n",
       "L 185.285014 135.773217 \n",
       "L 185.285014 97.957565 \n",
       "L 147.469362 97.957565 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p11d3ca509f)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image14b520dd63\" transform=\"scale(1 -1)translate(0 -38)\" x=\"147.469362\" y=\"-97.773217\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_98\">\n",
       "    <path d=\"M 147.469362 135.773217 \n",
       "L 147.469362 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_99\">\n",
       "    <path d=\"M 185.285014 135.773217 \n",
       "L 185.285014 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_100\">\n",
       "    <path d=\"M 147.469362 135.773217 \n",
       "L 185.285014 135.773217 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_101\">\n",
       "    <path d=\"M 147.469362 97.957565 \n",
       "L 185.285014 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_21\">\n",
       "   <g id=\"patch_102\">\n",
       "    <path d=\"M 193.059149 135.773217 \n",
       "L 230.874801 135.773217 \n",
       "L 230.874801 97.957565 \n",
       "L 193.059149 97.957565 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#peffc99546c)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imaged6fad0fc86\" transform=\"scale(1 -1)translate(0 -38)\" x=\"193.059149\" y=\"-97.773217\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_103\">\n",
       "    <path d=\"M 193.059149 135.773217 \n",
       "L 193.059149 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_104\">\n",
       "    <path d=\"M 230.874801 135.773217 \n",
       "L 230.874801 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_105\">\n",
       "    <path d=\"M 193.059149 135.773217 \n",
       "L 230.874801 135.773217 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_106\">\n",
       "    <path d=\"M 193.059149 97.957565 \n",
       "L 230.874801 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_22\">\n",
       "   <g id=\"patch_107\">\n",
       "    <path d=\"M 238.648936 135.773217 \n",
       "L 276.464588 135.773217 \n",
       "L 276.464588 97.957565 \n",
       "L 238.648936 97.957565 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pf735ee11bd)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagec775d67a43\" transform=\"scale(1 -1)translate(0 -38)\" x=\"238.648936\" y=\"-97.773217\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_108\">\n",
       "    <path d=\"M 238.648936 135.773217 \n",
       "L 238.648936 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_109\">\n",
       "    <path d=\"M 276.464588 135.773217 \n",
       "L 276.464588 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_110\">\n",
       "    <path d=\"M 238.648936 135.773217 \n",
       "L 276.464588 135.773217 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_111\">\n",
       "    <path d=\"M 238.648936 97.957565 \n",
       "L 276.464588 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_23\">\n",
       "   <g id=\"patch_112\">\n",
       "    <path d=\"M 284.238723 135.773217 \n",
       "L 322.054376 135.773217 \n",
       "L 322.054376 97.957565 \n",
       "L 284.238723 97.957565 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p89b6b88e86)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image7d764dcddc\" transform=\"scale(1 -1)translate(0 -38)\" x=\"284.238723\" y=\"-97.773217\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_113\">\n",
       "    <path d=\"M 284.238723 135.773217 \n",
       "L 284.238723 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_114\">\n",
       "    <path d=\"M 322.054376 135.773217 \n",
       "L 322.054376 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_115\">\n",
       "    <path d=\"M 284.238723 135.773217 \n",
       "L 322.054376 135.773217 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_116\">\n",
       "    <path d=\"M 284.238723 97.957565 \n",
       "L 322.054376 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_24\">\n",
       "   <g id=\"patch_117\">\n",
       "    <path d=\"M 329.828511 135.773217 \n",
       "L 367.644163 135.773217 \n",
       "L 367.644163 97.957565 \n",
       "L 329.828511 97.957565 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pabd5f030d0)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagef39188760e\" transform=\"scale(1 -1)translate(0 -38)\" x=\"329.828511\" y=\"-97.773217\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_118\">\n",
       "    <path d=\"M 329.828511 135.773217 \n",
       "L 329.828511 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_119\">\n",
       "    <path d=\"M 367.644163 135.773217 \n",
       "L 367.644163 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_120\">\n",
       "    <path d=\"M 329.828511 135.773217 \n",
       "L 367.644163 135.773217 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_121\">\n",
       "    <path d=\"M 329.828511 97.957565 \n",
       "L 367.644163 97.957565 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_25\">\n",
       "   <g id=\"patch_122\">\n",
       "    <path d=\"M 10.7 181.152 \n",
       "L 48.515652 181.152 \n",
       "L 48.515652 143.336348 \n",
       "L 10.7 143.336348 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pa08fd4db58)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image06a4d6f422\" transform=\"scale(1 -1)translate(0 -38)\" x=\"10.7\" y=\"-143.152\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_123\">\n",
       "    <path d=\"M 10.7 181.152 \n",
       "L 10.7 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_124\">\n",
       "    <path d=\"M 48.515652 181.152 \n",
       "L 48.515652 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_125\">\n",
       "    <path d=\"M 10.7 181.152 \n",
       "L 48.515652 181.152 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_126\">\n",
       "    <path d=\"M 10.7 143.336348 \n",
       "L 48.515652 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_26\">\n",
       "   <g id=\"patch_127\">\n",
       "    <path d=\"M 56.289787 181.152 \n",
       "L 94.105439 181.152 \n",
       "L 94.105439 143.336348 \n",
       "L 56.289787 143.336348 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p8fe587d2ed)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAACYAAAAmCAYAAACoPemuAAANmElEQVR4nEWY2a8l11XGf3us8Yx37MF220kUQh4giRj/eKQgwQsEAXFQiDPYbXe7u++594w17ZGHauBhqVTnaEtfLa29vkH89l//KY+nPe6yJwVPzBI3dJx3D/zmP/6dD0PCNVtoW2Q6InPi4dvvqKsCISTHc8d3bz9w7iYWq4ZttUClTAiB0Tm6YcIlmKLnx5slP//8BX/+xUuut1u21zcU6xWmatCmQCmDlBKpJVpoECSMLghZk6ZA6i48fvier97tyMs1V+uK1XpBf5rYPzwQs+Bhf+F4uHC59MQQaQvDwpYYq5EIVNIoaxBacel7XMwc3cjRD4zJk6UApcFYZFkipUEikVKihESnFFFKIZUm+8TkRs7HA//9x9e8PQwoFP7De8apx0h43B/58LAnhECMCV1oqqrASklOiXEc0VIihUAAdWGROQEQgufc91y6nhQjKWeQEmk02lgUCikkQgp0ThkhJShBTp5pOPHw+Mif3u04BSimiH/YcTzuWTQ152FEKEtTVWij0FqghUQEOJ1OjNNIVRRoY9BCAqBEgVSCOPWMk+Nw6Rmdx8WASZH8EaBQBoQEKdEiz8A8GecHzucDbx52PPaerCpyllzOPcfkmUKgahtu7la0bYVSGUjkkAhDpBsHpuDR1lA3NVYpUo4Eb6hygRsUSUn2/cC+77DDBboaoS0Jha0UymiEkOicEgjwMXAZR3bHM2/3Z0yzoBGGrr+QBCzXWz77wSs+++wFbWkJ3hNCIHiPHz3DuaN+ekRoRbtesl4vaeoSYwzDOJJcj3NLkov0CL7ZPdCLxHZ0NPsjy+trFtc3NMs1KQn044d3tIuGYZx4PHS8fTxz8lAtWxZlwVauWG82PHv5gk+/+Iy2LeiOHzgdz4SUSAhCSozjwNV2w+moICf64YLQiU2z4W57B2kixEgImeAil6Hj7dd/pPn+PTkKltfXrG/uaJYbhFDo//z1r1CqYLqMvH37wJ/evGXf9yxutti24up2y3q9Yr1eURaW0lZ4W1OUgZQFOSeilzR1SaEVy6okRk9KjuQcx4cHQj+wWDXUdYWyJT4kHp4EcXJcsqSfJr7542v6X3/FNDk2mw36aX/kaX9i9/6R/bHjMgWmHOHSc//JS+qiRmZJ9J7oHf05MPYDIgtKa9FCooTAIPHjSPKBFAMpzRVjImVwk8MWBYVSCGWQSjH6TH/uGfqJw+HEOIwU1lBNE7qfHLvHJ77fPTKGjCpqtLDEmAku0Z8H/OQJzpHDhJICrQTWFmipUEaihcQpTS/Ai4kYBTIpwJJSQkiJVJBSxAdPQgGQsmBwgW4MuJBRpmC5WmCtRQ+jY5w8HsBadFWRMiAEh8OJoTM0TQmxIIWRFB3LxQLRglZ63jlak8kIJUnwf+el1FirkEpidEaIjJsmXIQYE0IqIhkfA8pa2rpis1mRU0Cfuh6pLO1qw5QhJIEPASMkT7snVosFTV3SNi2bq5bdw/eMwwh5BqS0QmmFj5FhmnDeEUNEINBGYgsz7zQVUTIxjBNdPxFCRCoQREKaqOuW5aqlKC1+CGjV1lgvub1qMFWNkILL6cTbN28J3lOUS7zvOB4lz1/c8Ytf/D1C6nmLdyf67oKbJkSMBBfxIRF8gBgJ00TynrIoaNuaGBVjFzgfzkzOkYhIAXVRsl62XG2XbBYt94tbNELgXAATsVXGak1Tldze3lCWFucGJudwPvD+/QO//vK3VM2Cu7sb2kWNMgXCBVLyaFMwTB6pDNYWGClJORNjxvtAzpFMwlpNivO7UYq6rGmqiroqaZqS602NDs7RDT1ZaUxZAJlL13Fzc40Q8LBzjIOnKgPGVBz2R778r9/x7Nkdrz7/lKos2D184Gm3w1rL6XiiMIbSWoyShBBo2xZTasrSsG1rbtQtAL0b+M2Xf6DvTzzsdvP8VoayukHnmAgpcuk6shQUpeV4PLLZbJBSYbRhHCaOxwuH/WneeaPnchk4nzqmaWJ/OJFRXN/ccTheSEIitSHlzOPhSMjwdHxis1nTtg1lWVIUBVJptFaURYkgU1jDoq64vrtH14XFFoZh9JzPZ0ZncM4zjiNlWaK1JSU4Hs+8efM97WLJcrkipUTfD3ivcS5gtGG9uaas3lNagy0LYnD4mIkps9sdSCjO3UROGakk11cLUs6UVUVhNFfbNTfXV1xdXyNfbJdsNguMVYxu4tJ11HXNOA547yEDWdB3I69fv0Erzc3NlhQ8Q9fhnUMiuVx6LueOsiipmxZtS7JQ1HVL26yo6gVCWg7Hjt//4TX/9m9f8u3rt0yTRxnNarXk/vaW5/f3VGWN/tHVgstlYBgmUIqyrLi5vuJ4OLB/egIMMSZyzhz2B15/8zXNwrBeNaxXDYUtECnTX3p+/7uvyDljrQUEk0ukJDidOpTSpBRxzhFTpipbSJrz+cL9/ZpPnt3y41ef8Pz2Fu8ceoPkR9dbRIZ3xwu9i4zdGaMV4zB+5L2EUhKI7HYf6HvDJ5++RElJzpmyKBBCsN/vqauKaZwQlUQAT/s9MguevbhlGDv6vgdguVrx7ZsdKkWe/6jlhzdbnq9blJjlk26E4FlTIYt72sWJ7z488nQ6UbRr1pstl8sFHSO2WFBWhu1mzfn4xOHhEY1Ea8PD7onz+UzbtiwWC4rCEmOkH3qGYYCYOOwNUguEEIQQeP/+PdMw8tMffMar57dcbZYYowkpcOqP6Ko0RCSiaClWLVXT8Idv3tAF2FxdobWi7ztCiDR1SQieHAL9OLKXEqk059MFISTGGrTWaG2IKZEz5JyZxpFhGKiakpQTbnKMo6MqLT/5s8/54oefsLm+ImtFN/UMfkDbpqYCVFVSSE1TNRih2B17TF3gOsklRJz32KJB58Dt3TWH/YFpGvEhMo6eermaOTNnAMgZyGitSdailCJ4j8hQFRYtFJ9/8pKf/+VfcHt/h9KSbhq4jGd8nNB6uaDMGa0UlTIsi5ZVWXE4nXk6nLjIxIN3jKOnqhvu72/ZbhZ88/Vrdg9PTP2Ii4G1NVhrP0ppR4iRFCNlWVBYS1VXXM4ntBBsV0usKvibn/2cn/7kpwgxcRmOdMORYTqT8ehqscGQccEjEEghqYRlpVueLQoqJZDAt08X1tc3/OKvf8bXX/8eWVSosobBk1xAa8V2s+JwODCOPePomMaBorCM4wQIisJCjDSl5dMXn/B3f/tXKKXop4lx6gh+ABExxqDrxQaXEsJNRD9CmDAyIQtJXVb85NU9i6bgq7c7/vRw5pe//GeOxwMhBPrBkRG0TY0SEZEDL5/f0XUD76YHuq4npYTWmhAjd/f3iBTJwWNLePWDe7r+QD+dGHxPVtAUCxASXTdrZAhI4/CTxk8SkTOFksSYUNLzxTPLoq5QvOZXX31LrWt676gUlLVGSomWs4It1itiYWnqmrZdcD6fcM4Bmd2HHbc3Gz599ZLPP3tONz1xvDwy+AtZpFkemQIpFFqZCqMiQmmUVFhtyTnN5TxaWaqqom5qmsWKq5vnPBw6juc9IUzYwtA2NV0/4mMgDGcupxN+HCh0JpaGFA1lWeGmnu58wrsl26slj/t3+DCRiQgJmUwMkSQzWpkSk+JMqEqTtYEUiMkjskCQMUrSaM1iq1lu7nnaH+n6MzE5lBYordg9PTHGwHkcMCawaDUxLug7x9PTCdAUqqSpDWWpMBb68YKUs2PPOc/NICNQaFnU6BgRKYDUc56QAyk5mI+gtUHbAmVLqjZzf7XC+5GUPD44+mmgLgVewmN3oV0bvA+ILOn7wHffavreY4uWxari+npJzp4QZvrKQMpp9gfMpXNVImJGhUjWBpEMOQdIhsIaUopIqZG6ICuDsmBMxgQ5g5sSZE17d8Nl6hCxp1YVIie0kGyTYr2u6YcBW2jquqQsC1LwkAVJz7lGSjMwYD774fCO9foWU1TIXELypOAAjyKiY0BKhdAWtCGnBF6D1/ghk6SkaltidHTvjwg7uyZiQuSMMXBTtcRkSSkikAhmVgg+gwClZtckhCDnPN/kf/yXf+D5s1fc3bxku7lh0S4xdQVEcnbgHSknYhYkMkIZotREUxClZRzOdN2ZyQ00VY2WnuAUOWZIAkQmpQjJQJJARgiQMpOFIMZITgmlNEoplFEIIdDn0yOv/cTj41vWq2s2m1uutlcsFg1FUSJVQfATXXfkeNyRSCShiTEQoydETwoBKcFoC6lFMRFjJKWPtztJRJQIKYkxzEBDwqdMzBmlFMYkZGFRUs2cm1PCTR05OYIf6Psjp9OHORRplljbkFJgGk6cjw/46Ah5brkUzGZWCIQ2CKlQys7kjQMRiBEyiSzmu5TIhBCJMeKCJ8aEtQaRQStJzh/34sy4iZQ9k7sQk2PyF8bpQNMsKKp61l3BEcKE9yNTCOQMSkqU1iilEQKUBBAIMXeHLMjMMxNzmgHmTMp5Dlh8mP+TkqRmbk2zW0ZnIeavkQKpBVJnpIz4MNCPkZAvWGPRUmOMJiWLC4mYAjFGZEwYkxAifzSwkIlAJudMjHN3UowfLfo85P/7VGru0PybIM9g0GVbI2RCK4nVisJYjJmVQlmWKKvmjAIJMX/sksSHOQAWIiBkxgpFjA4BxJT+H1CKH4ddziFfFkg5lzUGY8zs5tWs44RQCBT/AyNCCgQC3s3xAAAAAElFTkSuQmCC\" id=\"image0a55909222\" transform=\"scale(1 -1)translate(0 -38)\" x=\"56.289787\" y=\"-143.152\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_128\">\n",
       "    <path d=\"M 56.289787 181.152 \n",
       "L 56.289787 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_129\">\n",
       "    <path d=\"M 94.105439 181.152 \n",
       "L 94.105439 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_130\">\n",
       "    <path d=\"M 56.289787 181.152 \n",
       "L 94.105439 181.152 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_131\">\n",
       "    <path d=\"M 56.289787 143.336348 \n",
       "L 94.105439 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_27\">\n",
       "   <g id=\"patch_132\">\n",
       "    <path d=\"M 101.879574 181.152 \n",
       "L 139.695227 181.152 \n",
       "L 139.695227 143.336348 \n",
       "L 101.879574 143.336348 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc02dbf662f)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image4c93079d24\" transform=\"scale(1 -1)translate(0 -38)\" x=\"101.879574\" y=\"-143.152\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_133\">\n",
       "    <path d=\"M 101.879574 181.152 \n",
       "L 101.879574 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_134\">\n",
       "    <path d=\"M 139.695227 181.152 \n",
       "L 139.695227 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_135\">\n",
       "    <path d=\"M 101.879574 181.152 \n",
       "L 139.695227 181.152 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_136\">\n",
       "    <path d=\"M 101.879574 143.336348 \n",
       "L 139.695227 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_28\">\n",
       "   <g id=\"patch_137\">\n",
       "    <path d=\"M 147.469362 181.152 \n",
       "L 185.285014 181.152 \n",
       "L 185.285014 143.336348 \n",
       "L 147.469362 143.336348 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p113cbced44)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagedcc4deacee\" transform=\"scale(1 -1)translate(0 -38)\" x=\"147.469362\" y=\"-143.152\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_138\">\n",
       "    <path d=\"M 147.469362 181.152 \n",
       "L 147.469362 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_139\">\n",
       "    <path d=\"M 185.285014 181.152 \n",
       "L 185.285014 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_140\">\n",
       "    <path d=\"M 147.469362 181.152 \n",
       "L 185.285014 181.152 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_141\">\n",
       "    <path d=\"M 147.469362 143.336348 \n",
       "L 185.285014 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_29\">\n",
       "   <g id=\"patch_142\">\n",
       "    <path d=\"M 193.059149 181.152 \n",
       "L 230.874801 181.152 \n",
       "L 230.874801 143.336348 \n",
       "L 193.059149 143.336348 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p19495e3831)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image02a438e2d9\" transform=\"scale(1 -1)translate(0 -38)\" x=\"193.059149\" y=\"-143.152\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_143\">\n",
       "    <path d=\"M 193.059149 181.152 \n",
       "L 193.059149 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_144\">\n",
       "    <path d=\"M 230.874801 181.152 \n",
       "L 230.874801 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_145\">\n",
       "    <path d=\"M 193.059149 181.152 \n",
       "L 230.874801 181.152 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_146\">\n",
       "    <path d=\"M 193.059149 143.336348 \n",
       "L 230.874801 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_30\">\n",
       "   <g id=\"patch_147\">\n",
       "    <path d=\"M 238.648936 181.152 \n",
       "L 276.464588 181.152 \n",
       "L 276.464588 143.336348 \n",
       "L 238.648936 143.336348 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p74beb583bd)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image6826923827\" transform=\"scale(1 -1)translate(0 -38)\" x=\"238.648936\" y=\"-143.152\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_148\">\n",
       "    <path d=\"M 238.648936 181.152 \n",
       "L 238.648936 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_149\">\n",
       "    <path d=\"M 276.464588 181.152 \n",
       "L 276.464588 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_150\">\n",
       "    <path d=\"M 238.648936 181.152 \n",
       "L 276.464588 181.152 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_151\">\n",
       "    <path d=\"M 238.648936 143.336348 \n",
       "L 276.464588 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_31\">\n",
       "   <g id=\"patch_152\">\n",
       "    <path d=\"M 284.238723 181.152 \n",
       "L 322.054376 181.152 \n",
       "L 322.054376 143.336348 \n",
       "L 284.238723 143.336348 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p817f8bc06d)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image5b87dea0f1\" transform=\"scale(1 -1)translate(0 -38)\" x=\"284.238723\" y=\"-143.152\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_153\">\n",
       "    <path d=\"M 284.238723 181.152 \n",
       "L 284.238723 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_154\">\n",
       "    <path d=\"M 322.054376 181.152 \n",
       "L 322.054376 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_155\">\n",
       "    <path d=\"M 284.238723 181.152 \n",
       "L 322.054376 181.152 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_156\">\n",
       "    <path d=\"M 284.238723 143.336348 \n",
       "L 322.054376 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_32\">\n",
       "   <g id=\"patch_157\">\n",
       "    <path d=\"M 329.828511 181.152 \n",
       "L 367.644163 181.152 \n",
       "L 367.644163 143.336348 \n",
       "L 329.828511 143.336348 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p3790e0a0b8)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image2c0c1df8da\" transform=\"scale(1 -1)translate(0 -38)\" x=\"329.828511\" y=\"-143.152\" width=\"38\" height=\"38\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_158\">\n",
       "    <path d=\"M 329.828511 181.152 \n",
       "L 329.828511 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_159\">\n",
       "    <path d=\"M 367.644163 181.152 \n",
       "L 367.644163 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_160\">\n",
       "    <path d=\"M 329.828511 181.152 \n",
       "L 367.644163 181.152 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_161\">\n",
       "    <path d=\"M 329.828511 143.336348 \n",
       "L 367.644163 143.336348 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p75ba43ca14\">\n",
       "   <rect x=\"10.7\" y=\"7.2\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p43bf138d3f\">\n",
       "   <rect x=\"56.289787\" y=\"7.2\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pe289a8d8e3\">\n",
       "   <rect x=\"101.879574\" y=\"7.2\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p4b91e39fc8\">\n",
       "   <rect x=\"147.469362\" y=\"7.2\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p72e7be0ff7\">\n",
       "   <rect x=\"193.059149\" y=\"7.2\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p7723a6f770\">\n",
       "   <rect x=\"238.648936\" y=\"7.2\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p955c851df3\">\n",
       "   <rect x=\"284.238723\" y=\"7.2\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p75cad556c0\">\n",
       "   <rect x=\"329.828511\" y=\"7.2\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p4ef9a0de22\">\n",
       "   <rect x=\"10.7\" y=\"52.578783\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pffbcf76788\">\n",
       "   <rect x=\"56.289787\" y=\"52.578783\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p47ecfc716c\">\n",
       "   <rect x=\"101.879574\" y=\"52.578783\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pec696e5b91\">\n",
       "   <rect x=\"147.469362\" y=\"52.578783\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p8980490c6e\">\n",
       "   <rect x=\"193.059149\" y=\"52.578783\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p500bea35c9\">\n",
       "   <rect x=\"238.648936\" y=\"52.578783\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc01c8a7a37\">\n",
       "   <rect x=\"284.238723\" y=\"52.578783\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p08acd484f9\">\n",
       "   <rect x=\"329.828511\" y=\"52.578783\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p6a1b43ad88\">\n",
       "   <rect x=\"10.7\" y=\"97.957565\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p995f92366c\">\n",
       "   <rect x=\"56.289787\" y=\"97.957565\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p306bee8916\">\n",
       "   <rect x=\"101.879574\" y=\"97.957565\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p11d3ca509f\">\n",
       "   <rect x=\"147.469362\" y=\"97.957565\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"peffc99546c\">\n",
       "   <rect x=\"193.059149\" y=\"97.957565\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pf735ee11bd\">\n",
       "   <rect x=\"238.648936\" y=\"97.957565\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p89b6b88e86\">\n",
       "   <rect x=\"284.238723\" y=\"97.957565\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pabd5f030d0\">\n",
       "   <rect x=\"329.828511\" y=\"97.957565\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pa08fd4db58\">\n",
       "   <rect x=\"10.7\" y=\"143.336348\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p8fe587d2ed\">\n",
       "   <rect x=\"56.289787\" y=\"143.336348\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc02dbf662f\">\n",
       "   <rect x=\"101.879574\" y=\"143.336348\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p113cbced44\">\n",
       "   <rect x=\"147.469362\" y=\"143.336348\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p19495e3831\">\n",
       "   <rect x=\"193.059149\" y=\"143.336348\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p74beb583bd\">\n",
       "   <rect x=\"238.648936\" y=\"143.336348\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p817f8bc06d\">\n",
       "   <rect x=\"284.238723\" y=\"143.336348\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p3790e0a0b8\">\n",
       "   <rect x=\"329.828511\" y=\"143.336348\" width=\"37.815652\" height=\"37.815652\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 460.8x230.4 with 32 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_images = torchvision.datasets.CIFAR10(train=True, root=\"../data\",\n",
    "                                          download=True)\n",
    "d2l.show_images([all_images[i][0] for i in range(32)], 4, 8, scale=0.8);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efa3598c",
   "metadata": {
    "origin_pos": 41
   },
   "source": [
    "为了在预测过程中得到确切的结果，我们通常对训练样本只进行图像增广，且在预测过程中不使用随机操作的图像增广。\n",
    "在这里，我们[**只使用最简单的随机左右翻转**]。\n",
    "此外，我们使用`ToTensor`实例将一批图像转换为深度学习框架所要求的格式，即形状为（批量大小，通道数，高度，宽度）的32位浮点数，取值范围为0～1。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "afeeb232",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:12:53.692393Z",
     "iopub.status.busy": "2023-08-18T07:12:53.691826Z",
     "iopub.status.idle": "2023-08-18T07:12:53.696255Z",
     "shell.execute_reply": "2023-08-18T07:12:53.695504Z"
    },
    "origin_pos": 43,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "train_augs = torchvision.transforms.Compose([\n",
    "     torchvision.transforms.RandomHorizontalFlip(),\n",
    "     torchvision.transforms.ToTensor()])\n",
    "\n",
    "test_augs = torchvision.transforms.Compose([\n",
    "     torchvision.transforms.ToTensor()])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "272f6e78",
   "metadata": {
    "origin_pos": 46,
    "tab": [
     "pytorch"
    ]
   },
   "source": [
    "接下来，我们[**定义一个辅助函数，以便于读取图像和应用图像增广**]。PyTorch数据集提供的`transform`参数应用图像增广来转化图像。有关`DataLoader`的详细介绍，请参阅 :numref:`sec_fashion_mnist`。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e78239ec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:12:53.699803Z",
     "iopub.status.busy": "2023-08-18T07:12:53.699195Z",
     "iopub.status.idle": "2023-08-18T07:12:53.703723Z",
     "shell.execute_reply": "2023-08-18T07:12:53.702970Z"
    },
    "origin_pos": 48,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "def load_cifar10(is_train, augs, batch_size):\n",
    "    dataset = torchvision.datasets.CIFAR10(root=\"../data\", train=is_train,\n",
    "                                           transform=augs, download=True)\n",
    "    dataloader = torch.utils.data.DataLoader(dataset, batch_size=batch_size,\n",
    "                    shuffle=is_train, num_workers=d2l.get_dataloader_workers())\n",
    "    return dataloader"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ddf567c",
   "metadata": {
    "origin_pos": 50
   },
   "source": [
    "### 多GPU训练\n",
    "\n",
    "我们在CIFAR-10数据集上训练 :numref:`sec_resnet`中的ResNet-18模型。\n",
    "回想一下 :numref:`sec_multi_gpu_concise`中对多GPU训练的介绍。\n",
    "接下来，我们[**定义一个函数，使用多GPU对模型进行训练和评估**]。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bcf2640f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:12:53.707111Z",
     "iopub.status.busy": "2023-08-18T07:12:53.706612Z",
     "iopub.status.idle": "2023-08-18T07:12:53.712395Z",
     "shell.execute_reply": "2023-08-18T07:12:53.711671Z"
    },
    "origin_pos": 52,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "#@save\n",
    "def train_batch_ch13(net, X, y, loss, trainer, devices):\n",
    "    \"\"\"用多GPU进行小批量训练\"\"\"\n",
    "    if isinstance(X, list):\n",
    "        # 微调BERT中所需\n",
    "        X = [x.to(devices[0]) for x in X]\n",
    "    else:\n",
    "        X = X.to(devices[0])\n",
    "    y = y.to(devices[0])\n",
    "    net.train()\n",
    "    trainer.zero_grad()\n",
    "    pred = net(X)\n",
    "    l = loss(pred, y)\n",
    "    l.sum().backward()\n",
    "    trainer.step()\n",
    "    train_loss_sum = l.sum()\n",
    "    train_acc_sum = d2l.accuracy(pred, y)\n",
    "    return train_loss_sum, train_acc_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "94b378e3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:12:53.715853Z",
     "iopub.status.busy": "2023-08-18T07:12:53.715212Z",
     "iopub.status.idle": "2023-08-18T07:12:53.723420Z",
     "shell.execute_reply": "2023-08-18T07:12:53.722651Z"
    },
    "origin_pos": 55,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "#@save\n",
    "def train_ch13(net, train_iter, test_iter, loss, trainer, num_epochs,\n",
    "               devices=d2l.try_all_gpus()):\n",
    "    \"\"\"用多GPU进行模型训练\"\"\"\n",
    "    timer, num_batches = d2l.Timer(), len(train_iter)\n",
    "    animator = d2l.Animator(xlabel='epoch', xlim=[1, num_epochs], ylim=[0, 1],\n",
    "                            legend=['train loss', 'train acc', 'test acc'])\n",
    "    net = nn.DataParallel(net, device_ids=devices).to(devices[0])\n",
    "    for epoch in range(num_epochs):\n",
    "        # 4个维度：储存训练损失，训练准确度，实例数，特点数\n",
    "        metric = d2l.Accumulator(4)\n",
    "        for i, (features, labels) in enumerate(train_iter):\n",
    "            timer.start()\n",
    "            l, acc = train_batch_ch13(\n",
    "                net, features, labels, loss, trainer, devices)\n",
    "            metric.add(l, acc, labels.shape[0], labels.numel())\n",
    "            timer.stop()\n",
    "            if (i + 1) % (num_batches // 5) == 0 or i == num_batches - 1:\n",
    "                animator.add(epoch + (i + 1) / num_batches,\n",
    "                             (metric[0] / metric[2], metric[1] / metric[3],\n",
    "                              None))\n",
    "        test_acc = d2l.evaluate_accuracy_gpu(net, test_iter)\n",
    "        animator.add(epoch + 1, (None, None, test_acc))\n",
    "    print(f'loss {metric[0] / metric[2]:.3f}, train acc '\n",
    "          f'{metric[1] / metric[3]:.3f}, test acc {test_acc:.3f}')\n",
    "    print(f'{metric[2] * num_epochs / timer.sum():.1f} examples/sec on '\n",
    "          f'{str(devices)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76c2f527",
   "metadata": {
    "origin_pos": 57
   },
   "source": [
    "现在，我们可以[**定义`train_with_data_aug`函数，使用图像增广来训练模型**]。该函数获取所有的GPU，并使用Adam作为训练的优化算法，将图像增广应用于训练集，最后调用刚刚定义的用于训练和评估模型的`train_ch13`函数。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3b314880",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:12:53.726893Z",
     "iopub.status.busy": "2023-08-18T07:12:53.726383Z",
     "iopub.status.idle": "2023-08-18T07:12:53.922963Z",
     "shell.execute_reply": "2023-08-18T07:12:53.922077Z"
    },
    "origin_pos": 59,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "batch_size, devices, net = 256, d2l.try_all_gpus(), d2l.resnet18(10, 3)\n",
    "\n",
    "def init_weights(m):\n",
    "    if type(m) in [nn.Linear, nn.Conv2d]:\n",
    "        nn.init.xavier_uniform_(m.weight)\n",
    "\n",
    "net.apply(init_weights)\n",
    "\n",
    "def train_with_data_aug(train_augs, test_augs, net, lr=0.001):\n",
    "    train_iter = load_cifar10(True, train_augs, batch_size)\n",
    "    test_iter = load_cifar10(False, test_augs, batch_size)\n",
    "    loss = nn.CrossEntropyLoss(reduction=\"none\")\n",
    "    trainer = torch.optim.Adam(net.parameters(), lr=lr)\n",
    "    train_ch13(net, train_iter, test_iter, loss, trainer, 10, devices)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83461623",
   "metadata": {
    "origin_pos": 61
   },
   "source": [
    "让我们使用基于随机左右翻转的图像增广来[**训练模型**]。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "00b33b59",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-18T07:12:53.927203Z",
     "iopub.status.busy": "2023-08-18T07:12:53.926516Z",
     "iopub.status.idle": "2023-08-18T07:15:26.031335Z",
     "shell.execute_reply": "2023-08-18T07:15:26.030442Z"
    },
    "origin_pos": 62,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss 0.173, train acc 0.941, test acc 0.854\n",
      "4183.9 examples/sec on [device(type='cuda', index=0), device(type='cuda', index=1)]\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"238.965625pt\" height=\"184.455469pt\" viewBox=\"0 0 238.965625 184.455469\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" 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>2023-08-18T07:15:25.988997</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, 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-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 184.455469 \n",
       "L 238.965625 184.455469 \n",
       "L 238.965625 -0 \n",
       "L 0 -0 \n",
       "L 0 184.455469 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 30.103125 146.899219 \n",
       "L 225.403125 146.899219 \n",
       "L 225.403125 10.999219 \n",
       "L 30.103125 10.999219 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path d=\"M 51.803125 146.899219 \n",
       "L 51.803125 10.999219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"m02097b6a99\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02097b6a99\" x=\"51.803125\" y=\"146.899219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(48.621875 161.497656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path d=\"M 95.203125 146.899219 \n",
       "L 95.203125 10.999219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02097b6a99\" x=\"95.203125\" y=\"146.899219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(92.021875 161.497656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path d=\"M 138.603125 146.899219 \n",
       "L 138.603125 10.999219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02097b6a99\" x=\"138.603125\" y=\"146.899219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(135.421875 161.497656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path d=\"M 182.003125 146.899219 \n",
       "L 182.003125 10.999219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02097b6a99\" x=\"182.003125\" y=\"146.899219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 8 -->\n",
       "      <g transform=\"translate(178.821875 161.497656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path d=\"M 225.403125 146.899219 \n",
       "L 225.403125 10.999219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02097b6a99\" x=\"225.403125\" y=\"146.899219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(219.040625 161.497656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- epoch -->\n",
       "     <g transform=\"translate(112.525 175.175781)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"61.523438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"186.181641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"241.162109\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path d=\"M 30.103125 146.899219 \n",
       "L 225.403125 146.899219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\">\n",
       "      <defs>\n",
       "       <path id=\"mc2efdef726\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc2efdef726\" x=\"30.103125\" y=\"146.899219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(7.2 150.698437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <path d=\"M 30.103125 119.719219 \n",
       "L 225.403125 119.719219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc2efdef726\" x=\"30.103125\" y=\"119.719219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(7.2 123.518437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path d=\"M 30.103125 92.539219 \n",
       "L 225.403125 92.539219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc2efdef726\" x=\"30.103125\" y=\"92.539219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(7.2 96.338437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <path d=\"M 30.103125 65.359219 \n",
       "L 225.403125 65.359219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc2efdef726\" x=\"30.103125\" y=\"65.359219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.6 -->\n",
       "      <g transform=\"translate(7.2 69.158437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <path d=\"M 30.103125 38.179219 \n",
       "L 225.403125 38.179219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc2efdef726\" x=\"30.103125\" y=\"38.179219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.8 -->\n",
       "      <g transform=\"translate(7.2 41.978437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <path d=\"M 30.103125 10.999219 \n",
       "L 225.403125 10.999219 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc2efdef726\" x=\"30.103125\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 1.0 -->\n",
       "      <g transform=\"translate(7.2 14.798437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_23\">\n",
       "    <path d=\"M 33.080826 -1 \n",
       "L 34.420982 19.226681 \n",
       "L 38.738839 20.372664 \n",
       "L 43.056696 24.603494 \n",
       "L 47.374554 28.915952 \n",
       "L 51.692411 32.2925 \n",
       "L 51.803125 32.313297 \n",
       "L 56.120982 60.059715 \n",
       "L 60.438839 59.436046 \n",
       "L 64.756696 60.85121 \n",
       "L 69.074554 62.24362 \n",
       "L 73.392411 63.250185 \n",
       "L 73.503125 63.237568 \n",
       "L 77.820982 79.079113 \n",
       "L 82.138839 78.530172 \n",
       "L 86.456696 78.662046 \n",
       "L 90.774554 80.081658 \n",
       "L 95.092411 80.215723 \n",
       "L 95.203125 80.231702 \n",
       "L 99.520982 92.368343 \n",
       "L 103.838839 90.609654 \n",
       "L 108.156696 90.791906 \n",
       "L 112.474554 91.059614 \n",
       "L 116.792411 91.062721 \n",
       "L 116.903125 91.070264 \n",
       "L 121.220982 102.290621 \n",
       "L 125.538839 101.792963 \n",
       "L 129.856696 101.32749 \n",
       "L 134.174554 101.237184 \n",
       "L 138.492411 100.938916 \n",
       "L 138.603125 100.908749 \n",
       "L 142.920982 111.147875 \n",
       "L 147.238839 110.65677 \n",
       "L 151.556696 109.215855 \n",
       "L 155.874554 108.278837 \n",
       "L 160.192411 108.185175 \n",
       "L 160.303125 108.18523 \n",
       "L 164.620982 116.727839 \n",
       "L 168.938839 116.276548 \n",
       "L 173.256696 115.757921 \n",
       "L 177.574554 114.785718 \n",
       "L 181.892411 114.25364 \n",
       "L 182.003125 114.259143 \n",
       "L 186.320982 124.049832 \n",
       "L 190.638839 122.738352 \n",
       "L 194.956696 122.322999 \n",
       "L 199.274554 121.467954 \n",
       "L 203.592411 120.59859 \n",
       "L 203.703125 120.59372 \n",
       "L 208.020982 127.49618 \n",
       "L 212.338839 125.686794 \n",
       "L 216.656696 124.412521 \n",
       "L 220.974554 123.741733 \n",
       "L 225.292411 123.442179 \n",
       "L 225.403125 123.41225 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_24\">\n",
       "    <path d=\"M 12.720982 102.878726 \n",
       "L 17.038839 92.792398 \n",
       "L 21.356696 88.050962 \n",
       "L 25.674554 83.369644 \n",
       "L 29.992411 79.286791 \n",
       "L 30.103125 79.253635 \n",
       "L 34.420982 56.026983 \n",
       "L 38.738839 55.713912 \n",
       "L 43.056696 54.57506 \n",
       "L 47.374554 53.032392 \n",
       "L 51.692411 51.929838 \n",
       "L 51.803125 51.929581 \n",
       "L 56.120982 41.394321 \n",
       "L 60.438839 41.816286 \n",
       "L 64.756696 41.330799 \n",
       "L 69.074554 40.785194 \n",
       "L 73.392411 40.400661 \n",
       "L 73.503125 40.402543 \n",
       "L 77.820982 34.04396 \n",
       "L 82.138839 34.404672 \n",
       "L 86.456696 34.329808 \n",
       "L 90.774554 33.935066 \n",
       "L 95.092411 33.831617 \n",
       "L 95.203125 33.814111 \n",
       "L 99.520982 30.191827 \n",
       "L 103.838839 31.062981 \n",
       "L 108.156696 30.890565 \n",
       "L 112.474554 30.702269 \n",
       "L 116.792411 30.635571 \n",
       "L 116.903125 30.634051 \n",
       "L 121.220982 26.54387 \n",
       "L 125.538839 26.516647 \n",
       "L 129.856696 26.639153 \n",
       "L 134.174554 26.632347 \n",
       "L 138.492411 26.813383 \n",
       "L 138.603125 26.826133 \n",
       "L 142.920982 23.617338 \n",
       "L 147.238839 23.535667 \n",
       "L 151.556696 24.007542 \n",
       "L 155.874554 24.379597 \n",
       "L 160.192411 24.330595 \n",
       "L 160.303125 24.325573 \n",
       "L 164.620982 21.4939 \n",
       "L 168.938839 21.766136 \n",
       "L 173.256696 21.888642 \n",
       "L 177.574554 22.245951 \n",
       "L 181.892411 22.373221 \n",
       "L 182.003125 22.365895 \n",
       "L 186.320982 18.880439 \n",
       "L 190.638839 19.30921 \n",
       "L 194.956696 19.570102 \n",
       "L 199.274554 19.846875 \n",
       "L 203.592411 20.162668 \n",
       "L 203.703125 20.167033 \n",
       "L 208.020982 17.532873 \n",
       "L 212.338839 18.097761 \n",
       "L 216.656696 18.658113 \n",
       "L 220.974554 18.917871 \n",
       "L 225.292411 19.038335 \n",
       "L 225.403125 19.044499 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_25\">\n",
       "    <path d=\"M 30.103125 70.700089 \n",
       "L 51.803125 50.260729 \n",
       "L 73.503125 43.737529 \n",
       "L 95.203125 40.802089 \n",
       "L 116.903125 39.008209 \n",
       "L 138.603125 37.526899 \n",
       "L 160.303125 35.270959 \n",
       "L 182.003125 33.341179 \n",
       "L 203.703125 31.887049 \n",
       "L 225.403125 30.786259 \n",
       "\" clip-path=\"url(#pbff6e1fe90)\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 30.103125 146.899219 \n",
       "L 30.103125 10.999219 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 225.403125 146.899219 \n",
       "L 225.403125 10.999219 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 30.103125 146.899219 \n",
       "L 225.403125 146.899219 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 30.103125 10.999219 \n",
       "L 225.403125 10.999219 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 37.103125 141.899219 \n",
       "L 114.871875 141.899219 \n",
       "Q 116.871875 141.899219 116.871875 139.899219 \n",
       "L 116.871875 96.864844 \n",
       "Q 116.871875 94.864844 114.871875 94.864844 \n",
       "L 37.103125 94.864844 \n",
       "Q 35.103125 94.864844 35.103125 96.864844 \n",
       "L 35.103125 139.899219 \n",
       "Q 35.103125 141.899219 37.103125 141.899219 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_26\">\n",
       "     <path d=\"M 39.103125 102.963281 \n",
       "L 49.103125 102.963281 \n",
       "L 59.103125 102.963281 \n",
       "\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- train loss -->\n",
       "     <g transform=\"translate(67.103125 106.463281)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"80.322266\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"141.601562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"169.384766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"232.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"264.550781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"292.333984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"353.515625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"405.615234\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_27\">\n",
       "     <path d=\"M 39.103125 117.641406 \n",
       "L 49.103125 117.641406 \n",
       "L 59.103125 117.641406 \n",
       "\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- train acc -->\n",
       "     <g transform=\"translate(67.103125 121.141406)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"80.322266\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"141.601562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"169.384766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"232.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"264.550781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"325.830078\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"380.810547\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_28\">\n",
       "     <path d=\"M 39.103125 132.319531 \n",
       "L 49.103125 132.319531 \n",
       "L 59.103125 132.319531 \n",
       "\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- test acc -->\n",
       "     <g transform=\"translate(67.103125 135.819531)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"100.732422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"152.832031\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"192.041016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"223.828125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"285.107422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"340.087891\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pbff6e1fe90\">\n",
       "   <rect x=\"30.103125\" y=\"10.999219\" width=\"195.3\" height=\"135.9\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_with_data_aug(train_augs, test_augs, net)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a6fb3b7",
   "metadata": {
    "origin_pos": 63
   },
   "source": [
    "## 小结\n",
    "\n",
    "* 图像增广基于现有的训练数据生成随机图像，来提高模型的泛化能力。\n",
    "* 为了在预测过程中得到确切的结果，我们通常对训练样本只进行图像增广，而在预测过程中不使用带随机操作的图像增广。\n",
    "* 深度学习框架提供了许多不同的图像增广方法，这些方法可以被同时应用。\n",
    "\n",
    "## 练习\n",
    "\n",
    "1. 在不使用图像增广的情况下训练模型：`train_with_data_aug(no_aug, no_aug)`。比较使用和不使用图像增广的训练结果和测试精度。这个对比实验能支持图像增广可以减轻过拟合的论点吗？为什么？\n",
    "2. 在基于CIFAR-10数据集的模型训练中结合多种不同的图像增广方法。它能提高测试准确性吗？\n",
    "3. 参阅深度学习框架的在线文档。它还提供了哪些其他的图像增广方法？\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f1b51a5",
   "metadata": {
    "origin_pos": 65,
    "tab": [
     "pytorch"
    ]
   },
   "source": [
    "[Discussions](https://discuss.d2l.ai/t/2829)\n"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  },
  "required_libs": [],
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "08f763cf49924997a87a5a46a9788c1e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_8d1a6775399f4ef9a26c02a6231b0ecd",
       "placeholder": "​",
       "style": "IPY_MODEL_ca199929c0e34daebf811dad645e5009",
       "tabbable": null,
       "tooltip": null,
       "value": " 170498071/170498071 [03:41&lt;00:00, 851471.98it/s]"
      }
     },
     "4972deebfb2a4d2a9734e2ab01c66ba2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "4f28a20259ec4915a088d3d14a65e682": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "6a733089d6d2498c9a6a8ed1ef27d1cc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "70cfad15aa4b4a2bb6c24a3f6facf105": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_7322129003934c93aaf4ea7ddc8ce2c4",
        "IPY_MODEL_f77582f12b764879bcc8e55b0ecaa4be",
        "IPY_MODEL_08f763cf49924997a87a5a46a9788c1e"
       ],
       "layout": "IPY_MODEL_6a733089d6d2498c9a6a8ed1ef27d1cc",
       "tabbable": null,
       "tooltip": null
      }
     },
     "7322129003934c93aaf4ea7ddc8ce2c4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_f47e956000474e719b987aa23303756b",
       "placeholder": "​",
       "style": "IPY_MODEL_4972deebfb2a4d2a9734e2ab01c66ba2",
       "tabbable": null,
       "tooltip": null,
       "value": "100%"
      }
     },
     "8d1a6775399f4ef9a26c02a6231b0ecd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ca199929c0e34daebf811dad645e5009": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "f47e956000474e719b987aa23303756b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f6647d383884470e91ddd971c9335e6f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f77582f12b764879bcc8e55b0ecaa4be": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_f6647d383884470e91ddd971c9335e6f",
       "max": 170498071.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_4f28a20259ec4915a088d3d14a65e682",
       "tabbable": null,
       "tooltip": null,
       "value": 170498071.0
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}