notebooks/08_denoising_autoencoder.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tutorial on how to create a denoising autoencoder with Tensorflow.\n",
      "forked from Parag K. Mital, Jan. 2016\n"
     ]
    }
   ],
   "source": [
    "print(\"\"\"Tutorial on how to create a denoising autoencoder with Tensorflow.\n",
    "forked from Parag K. Mital, Jan. 2016\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "import math\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "import tensorflow.examples.tutorials.mnist.input_data as input_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def corrupt(x):\n",
    "    \"\"\"Take an input tensor and add uniform masking.\n",
    "    Parameters\n",
    "    ----------\n",
    "    x : Tensor/Placeholder\n",
    "        Input to corrupt.\n",
    "    Returns\n",
    "    -------\n",
    "    x_corrupted : Tensor\n",
    "        50 pct of values corrupted.\n",
    "    \"\"\"\n",
    "    return tf.multiply(x, tf.cast(tf.random_uniform(tf.shape(x), 0, 2, tf.int32), tf.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def autoencoder(dimensions=[784, 512, 256, 64]):\n",
    "    \"\"\"Build a deep denoising autoencoder w/ tied weights.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    dimensions : list, optional\n",
    "        The number of neurons for each layer of the autoencoder.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    x : Tensor\n",
    "        Input placeholder to the network\n",
    "    z : Tensor\n",
    "        Inner-most latent representation\n",
    "    y : Tensor\n",
    "        Output reconstruction of the input\n",
    "    loss : Tensor\n",
    "        Overall loss to use for training\n",
    "    \"\"\"\n",
    "    # input to the network\n",
    "    x = tf.placeholder(tf.float32, [None, dimensions[0]], name='x')\n",
    "\n",
    "    # Probability that we will corrupt input.\n",
    "    # This is the essence of the denoising autoencoder, and is pretty basic. \n",
    "    # We'll feed forward a noisy input, allowing our network to generalize better, \n",
    "    # possibly, to occlusions of what we're really interested in. \n",
    "    # But to measure accuracy, we'll still enforce a training signal \n",
    "    # which measures the original image's reconstruction loss.\n",
    "    #\n",
    "    # We'll change this to 1 during training\n",
    "    # but when we're ready for testing/production ready environments,\n",
    "    # we'll put it back to 0.\n",
    "    corrupt_prob = tf.placeholder(tf.float32, [1])\n",
    "    current_input = corrupt(x) * corrupt_prob + x * (1 - corrupt_prob)\n",
    "\n",
    "    # Build the encoder\n",
    "    encoder = []\n",
    "    for layer_i, n_output in enumerate(dimensions[1:]):\n",
    "        n_input = int(current_input.get_shape()[1]) # 784, 512, 256\n",
    "        init_max = 1.0 / math.sqrt(n_input)\n",
    "        W = tf.Variable(tf.random_uniform([n_input, n_output], -init_max, init_max)) # (784, 512) (512, 256) (256, 64)\n",
    "        b = tf.Variable(tf.zeros([n_output]))\n",
    "        encoder.append(W) # (784, 512) (512, 256) (256, 64)\n",
    "        output = tf.nn.tanh(tf.matmul(current_input, W) + b) # (n, 512) (n, 256) (n, 64)\n",
    "        current_input = output\n",
    "        \n",
    "    # latent representation\n",
    "    z = current_input # (n, 64)\n",
    "    encoder.reverse() # (256, 64) (512, 256) (784, 512)\n",
    "    \n",
    "    # Build the decoder using the same weights\n",
    "    for layer_i, n_output in enumerate(dimensions[:-1][::-1]):\n",
    "        W = tf.transpose(encoder[layer_i]) # (64, 256) (256, 512) (512, 784) \n",
    "        b = tf.Variable(tf.zeros([n_output]))\n",
    "        output = tf.nn.tanh(tf.matmul(current_input, W) + b) # (n, 256) (n, 512) (n, 784)\n",
    "        current_input = output\n",
    "        \n",
    "    # now have the reconstruction through the network\n",
    "    y = current_input # (n, 784)\n",
    "    \n",
    "    # loss function measures pixel-wise difference\n",
    "    loss = tf.sqrt(tf.reduce_mean(tf.square(y - x)))\n",
    "    return {'x': x, 'z': z, 'y': y, 'corrupt_prob': corrupt_prob, 'loss': loss}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# %% Basic test\n",
    "def test_mnist():\n",
    "    \"\"\"Test the autoencoder using MNIST.\"\"\"\n",
    "    # load MNIST as before\n",
    "    mnist = input_data.read_data_sets('MNIST_data', one_hot=True)\n",
    "    mean_img = np.mean(mnist.train.images, axis=0)\n",
    "    ae = autoencoder(dimensions=[784, 256, 64])\n",
    "\n",
    "    learning_rate = 0.001\n",
    "    optimizer = tf.train.AdamOptimizer(learning_rate).minimize(ae['loss'])\n",
    "\n",
    "    # We create a session to use the graph\n",
    "    sess = tf.Session()\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "\n",
    "    # Fit all training data\n",
    "    batch_size = 50\n",
    "    n_epochs = 5\n",
    "    for epoch_i in range(n_epochs):\n",
    "        for batch_i in range(mnist.train.num_examples // batch_size):\n",
    "            batch_xs, _ = mnist.train.next_batch(batch_size)\n",
    "            train = np.array([img - mean_img for img in batch_xs])\n",
    "            sess.run(optimizer, feed_dict={ae['x']: train, ae['corrupt_prob']: [1.0]})\n",
    "        print(epoch_i, sess.run(ae['loss'], feed_dict={ae['x']: train, ae['corrupt_prob']: [1.0]}))\n",
    "\n",
    "    # Plot example reconstructions\n",
    "    n_examples = 15\n",
    "    test_xs, _ = mnist.test.next_batch(n_examples)\n",
    "    test_xs_norm = np.array([img - mean_img for img in test_xs])\n",
    "    recon = sess.run(ae['y'], feed_dict={ae['x']: test_xs_norm, ae['corrupt_prob']: [0.0]})\n",
    "    fig, axs = plt.subplots(2, n_examples, figsize=(10, 2))\n",
    "    for example_i in range(n_examples):\n",
    "        axs[0][example_i].imshow(np.reshape(test_xs[example_i, :], (28, 28)))\n",
    "        axs[1][example_i].imshow(np.reshape([recon[example_i, :] + mean_img], (28, 28)))\n",
    "    plt.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting MNIST_data/train-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/train-labels-idx1-ubyte.gz\n",
      "Extracting MNIST_data/t10k-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/t10k-labels-idx1-ubyte.gz\n",
      "0 0.141857\n",
      "1 0.131946\n",
      "2 0.130514\n",
      "3 0.129786\n",
      "4 0.12406\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",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"125pt\" version=\"1.1\" viewBox=\"0 0 595 125\" width=\"595pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 125.228258 \n",
       "L 595.688543 125.228258 \n",
       "L 595.688543 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 42.048315 \n",
       "L 58.273315 42.048315 \n",
       "L 58.273315 10.7 \n",
       "L 26.925 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p47a821b8cb)\">\n",
       "    <image height=\"32\" id=\"imageb0f03c889a\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"26.925\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAABHNCSVQICAgIfAhkiAAAAkpJREFUWIXt1l9IU2EYx/HvGXP/N0mhmYkZdaGR2s3KUYFRQlIUkWIkXlREQZJFgWR0JYgEkV0kXXVRgYXQzcgIi4hSala0oKVjWOYWtcpZrq3jzna6GFYQzanr7Ga/y5fzvO/nvOe8zznCFqFOJoNRzeXi0U47o512+vzP2fjyB+olBcoC/sypfDcN958i2MqVAxQOxCgciPFOCgPQaA4QtWiUA/yPzAmgczjROZxsdpzIDGAmpd1BHGELAL5qDQiCsoCY28OlPTsBcO+/yGRTlbIAAFwjnAmsAeBIWy+qyjJlAbIk4dpeRG8on0ZzgI/tcWUBAJL/PV3tDYiyxPXKy4i1NsRam3IAgNxrj6m4cZQVaj2mVh+mVp+ygIVGSMfHSGU2s/bRBMfyhgDYdagFbd9QarULXRwgPjXF1YcbsKh0WFQ6FreNImi1ygEAim/HCckiIVmkZ3k/4a2VKdWl5RHMxNuVaEie+m6GoyLH9x5GGHQlrVGna3GA0vN+AIZ2yFTp9EysMpA/mLwmradAGhtHGhunuaOZqByjvuXurD8t89oBdYGVr+tLsDzw8q165e/xSKIbWu+M8+q0xMm8Ea7sq6Go48M/58p4H0i6A9/r1vG5QsWi1zLBMgFNxSQAZ1ffpEYf4VbYxDZD/6/rI/I0AE9EI+WaHADCJdGkgKSn4IDnDbuNwb/G30phLnzalHRiAGdgGcZzuajvPZsf4MtBO8VNXoYDVqbFHJb2JO7K4AsRf+GeFZBK0toH5pOMv4RZQBaQBfwEvwm5x6ro27EAAAAASUVORK5CYII=\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" id=\"me7427fec71\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"27.484791\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "\" id=\"DejaVuSans-30\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(24.303541 56.646752)scale(0.1 -0.1)\">\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 style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.474358\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 25 -->\n",
       "      <defs>\n",
       "       <path d=\"M 19.1875 8.296875 \n",
       "L 53.609375 8.296875 \n",
       "L 53.609375 0 \n",
       "L 7.328125 0 \n",
       "L 7.328125 8.296875 \n",
       "Q 12.9375 14.109375 22.625 23.890625 \n",
       "Q 32.328125 33.6875 34.8125 36.53125 \n",
       "Q 39.546875 41.84375 41.421875 45.53125 \n",
       "Q 43.3125 49.21875 43.3125 52.78125 \n",
       "Q 43.3125 58.59375 39.234375 62.25 \n",
       "Q 35.15625 65.921875 28.609375 65.921875 \n",
       "Q 23.96875 65.921875 18.8125 64.3125 \n",
       "Q 13.671875 62.703125 7.8125 59.421875 \n",
       "L 7.8125 69.390625 \n",
       "Q 13.765625 71.78125 18.9375 73 \n",
       "Q 24.125 74.21875 28.421875 74.21875 \n",
       "Q 39.75 74.21875 46.484375 68.546875 \n",
       "Q 53.21875 62.890625 53.21875 53.421875 \n",
       "Q 53.21875 48.921875 51.53125 44.890625 \n",
       "Q 49.859375 40.875 45.40625 35.40625 \n",
       "Q 44.1875 33.984375 37.640625 27.21875 \n",
       "Q 31.109375 20.453125 19.1875 8.296875 \n",
       "\" id=\"DejaVuSans-32\"/>\n",
       "       <path d=\"M 10.796875 72.90625 \n",
       "L 49.515625 72.90625 \n",
       "L 49.515625 64.59375 \n",
       "L 19.828125 64.59375 \n",
       "L 19.828125 46.734375 \n",
       "Q 21.96875 47.46875 24.109375 47.828125 \n",
       "Q 26.265625 48.1875 28.421875 48.1875 \n",
       "Q 40.625 48.1875 47.75 41.5 \n",
       "Q 54.890625 34.8125 54.890625 23.390625 \n",
       "Q 54.890625 11.625 47.5625 5.09375 \n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \n",
       "Q 12.796875 0.140625 7.71875 1.703125 \n",
       "L 7.71875 11.625 \n",
       "Q 12.109375 9.234375 16.796875 8.0625 \n",
       "Q 21.484375 6.890625 26.703125 6.890625 \n",
       "Q 35.15625 6.890625 40.078125 11.328125 \n",
       "Q 45.015625 15.765625 45.015625 23.390625 \n",
       "Q 45.015625 31 40.078125 35.4375 \n",
       "Q 35.15625 39.890625 26.703125 39.890625 \n",
       "Q 22.75 39.890625 18.8125 39.015625 \n",
       "Q 14.890625 38.140625 10.796875 36.28125 \n",
       "z\n",
       "\" id=\"DejaVuSans-35\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(49.111858 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" id=\"m91d0f09fd8\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 15.05901)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_4\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(7.2 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 26.925 42.048315 \n",
       "L 26.925 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 58.273315 42.048315 \n",
       "L 58.273315 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 26.925 42.048315 \n",
       "L 58.273315 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 26.925 10.7 \n",
       "L 58.273315 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 64.542978 42.048315 \n",
       "L 95.891292 42.048315 \n",
       "L 95.891292 10.7 \n",
       "L 64.542978 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p2807d22769)\">\n",
       "    <image height=\"32\" id=\"image26cfb2e8cc\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"64.542978\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"65.102769\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(61.921519 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.092335\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(86.729835 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.542978\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(51.180478 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.542978\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(44.817978 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 64.542978 42.048315 \n",
       "L 64.542978 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 95.891292 42.048315 \n",
       "L 95.891292 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 64.542978 42.048315 \n",
       "L 95.891292 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 64.542978 10.7 \n",
       "L 95.891292 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 102.160955 42.048315 \n",
       "L 133.50927 42.048315 \n",
       "L 133.50927 10.7 \n",
       "L 102.160955 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd5ef7032f1)\">\n",
       "    <image height=\"32\" id=\"image85c7f9880d\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"102.160955\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_5\">\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.720746\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(99.539496 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"130.710313\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(124.347813 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_6\">\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.160955\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(88.798455 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.160955\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(82.435955 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 102.160955 42.048315 \n",
       "L 102.160955 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 133.50927 42.048315 \n",
       "L 133.50927 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 102.160955 42.048315 \n",
       "L 133.50927 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 102.160955 10.7 \n",
       "L 133.50927 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 139.778933 42.048315 \n",
       "L 171.127247 42.048315 \n",
       "L 171.127247 10.7 \n",
       "L 139.778933 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd97b6b3dc6)\">\n",
       "    <image height=\"32\" id=\"image7aef34be5a\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"139.778933\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_7\">\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"140.338724\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(137.157474 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"168.328291\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(161.965791 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_8\">\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.778933\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(126.416433 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.778933\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(120.053933 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 139.778933 42.048315 \n",
       "L 139.778933 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 171.127247 42.048315 \n",
       "L 171.127247 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 139.778933 42.048315 \n",
       "L 171.127247 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 139.778933 10.7 \n",
       "L 171.127247 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 177.39691 42.048315 \n",
       "L 208.745225 42.048315 \n",
       "L 208.745225 10.7 \n",
       "L 177.39691 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pa2039ee4e0)\">\n",
       "    <image height=\"32\" id=\"image826fb165a5\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"177.39691\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_9\">\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"177.956701\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(174.775451 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"205.946268\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(199.583768 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_10\">\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"177.39691\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(164.03441 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"177.39691\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_20\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(157.67191 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 177.39691 42.048315 \n",
       "L 177.39691 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 208.745225 42.048315 \n",
       "L 208.745225 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 177.39691 42.048315 \n",
       "L 208.745225 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 177.39691 10.7 \n",
       "L 208.745225 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 215.014888 42.048315 \n",
       "L 246.363202 42.048315 \n",
       "L 246.363202 10.7 \n",
       "L 215.014888 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pfde8ea48d7)\">\n",
       "    <image height=\"32\" id=\"imagec2a4e71cb6\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"215.014888\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAABHNCSVQICAgIfAhkiAAAAZxJREFUWIXt171rU1EYx/HvfU/SoC3VZmg6BI0SIUhIoKKFKGQpiJODiGPoIMHVQYXgJE5F8C9wKi0lpVWIgi7SoRfMIqSIBd8SSCgVpSTcpsl1CF5x0yQ8QcxvOs+Bw/nAOTyHo2SUqy5DjDrMzf9dgHYywqflOJ/vnB8OYJD5K4Ci6yi6zocHY5QvPEFNfpMFoGmgaSzEXgNwcea9LMB1HFzHYa16FoBJcx/FsuQAP1N/OQ3AlSMltOPH5AG+vW7vSlom5dtheUDoVZ2W2wYgd+mFPKD9boeUfQOA+eBbWpmkLGCQ6RlgFcYBiJkBvmRb8gD/btu7Bw+Tq/IA38aWdw9OG3W0UydkAQAHpQmgewzbt3rrB30BQvavs1+/vCgPsJ7Z5CqzAIR16KQTdNIJOQDAU7v7LhxV/Rj5Gka+JgvoN30DIqttb7wSLbASLcgCrM0yd+txAAKqSUA1+X79nByg02hQfDT325xz7SsoigwAYKr4kecNw6vfpJZQg0E5wGGlyr37Wa8+8/gmbrP5R2uV0c9oBPjvAT8AfcRndfFyfk8AAAAASUVORK5CYII=\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_11\">\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"215.574679\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_21\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(212.393429 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"243.564246\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_22\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(237.201746 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_12\">\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"215.014888\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(201.652388 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"215.014888\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(195.289888 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 215.014888 42.048315 \n",
       "L 215.014888 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 246.363202 42.048315 \n",
       "L 246.363202 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 215.014888 42.048315 \n",
       "L 246.363202 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 215.014888 10.7 \n",
       "L 246.363202 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 252.632865 42.048315 \n",
       "L 283.98118 42.048315 \n",
       "L 283.98118 10.7 \n",
       "L 252.632865 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd70c891475)\">\n",
       "    <image height=\"32\" id=\"image24a66c4c5b\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"252.632865\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_13\">\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"253.192657\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(250.011407 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_26\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"281.182223\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_26\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(274.819723 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_14\">\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"252.632865\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_27\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(239.270365 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_14\">\n",
       "     <g id=\"line2d_28\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"252.632865\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_28\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(232.907865 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 252.632865 42.048315 \n",
       "L 252.632865 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 283.98118 42.048315 \n",
       "L 283.98118 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 252.632865 42.048315 \n",
       "L 283.98118 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 252.632865 10.7 \n",
       "L 283.98118 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 290.250843 42.048315 \n",
       "L 321.599157 42.048315 \n",
       "L 321.599157 10.7 \n",
       "L 290.250843 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc4f219b25a)\">\n",
       "    <image height=\"32\" id=\"image70050670fd\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"290.250843\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_15\">\n",
       "    <g id=\"xtick_15\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.810634\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_29\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(287.629384 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_16\">\n",
       "     <g id=\"line2d_30\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"318.800201\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_30\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(312.437701 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_16\">\n",
       "    <g id=\"ytick_15\">\n",
       "     <g id=\"line2d_31\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.250843\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_31\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(276.888343 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_16\">\n",
       "     <g id=\"line2d_32\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.250843\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_32\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(270.525843 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 290.250843 42.048315 \n",
       "L 290.250843 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 321.599157 42.048315 \n",
       "L 321.599157 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 290.250843 42.048315 \n",
       "L 321.599157 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 290.250843 10.7 \n",
       "L 321.599157 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_9\">\n",
       "   <g id=\"patch_42\">\n",
       "    <path d=\"M 327.86882 42.048315 \n",
       "L 359.217135 42.048315 \n",
       "L 359.217135 10.7 \n",
       "L 327.86882 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p3f62126155)\">\n",
       "    <image height=\"32\" id=\"image7583ce7873\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"327.86882\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_17\">\n",
       "    <g id=\"xtick_17\">\n",
       "     <g id=\"line2d_33\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.428612\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_33\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(325.247362 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_18\">\n",
       "     <g id=\"line2d_34\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"356.418178\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_34\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(350.055678 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_18\">\n",
       "    <g id=\"ytick_17\">\n",
       "     <g id=\"line2d_35\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.86882\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_35\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(314.50632 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_18\">\n",
       "     <g id=\"line2d_36\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.86882\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_36\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(308.14382 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path d=\"M 327.86882 42.048315 \n",
       "L 327.86882 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path d=\"M 359.217135 42.048315 \n",
       "L 359.217135 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path d=\"M 327.86882 42.048315 \n",
       "L 359.217135 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path d=\"M 327.86882 10.7 \n",
       "L 359.217135 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_10\">\n",
       "   <g id=\"patch_47\">\n",
       "    <path d=\"M 365.486798 42.048315 \n",
       "L 396.835112 42.048315 \n",
       "L 396.835112 10.7 \n",
       "L 365.486798 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p70a0802761)\">\n",
       "    <image height=\"32\" id=\"imagefc4763457d\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"365.486798\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_19\">\n",
       "    <g id=\"xtick_19\">\n",
       "     <g id=\"line2d_37\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"366.046589\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_37\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(362.865339 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_20\">\n",
       "     <g id=\"line2d_38\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.036156\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_38\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(387.673656 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_20\">\n",
       "    <g id=\"ytick_19\">\n",
       "     <g id=\"line2d_39\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"365.486798\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_39\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(352.124298 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_20\">\n",
       "     <g id=\"line2d_40\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"365.486798\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_40\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(345.761798 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path d=\"M 365.486798 42.048315 \n",
       "L 365.486798 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path d=\"M 396.835112 42.048315 \n",
       "L 396.835112 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path d=\"M 365.486798 42.048315 \n",
       "L 396.835112 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path d=\"M 365.486798 10.7 \n",
       "L 396.835112 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_11\">\n",
       "   <g id=\"patch_52\">\n",
       "    <path d=\"M 403.104775 42.048315 \n",
       "L 434.45309 42.048315 \n",
       "L 434.45309 10.7 \n",
       "L 403.104775 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc2df14f59f)\">\n",
       "    <image height=\"32\" id=\"imagec080f282af\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"403.104775\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_21\">\n",
       "    <g id=\"xtick_21\">\n",
       "     <g id=\"line2d_41\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"403.664567\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_41\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(400.483317 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_22\">\n",
       "     <g id=\"line2d_42\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"431.654133\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_42\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(425.291633 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_22\">\n",
       "    <g id=\"ytick_21\">\n",
       "     <g id=\"line2d_43\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"403.104775\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_43\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(389.742275 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_22\">\n",
       "     <g id=\"line2d_44\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"403.104775\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_44\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(383.379775 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path d=\"M 403.104775 42.048315 \n",
       "L 403.104775 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path d=\"M 434.45309 42.048315 \n",
       "L 434.45309 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path d=\"M 403.104775 42.048315 \n",
       "L 434.45309 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path d=\"M 403.104775 10.7 \n",
       "L 434.45309 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_12\">\n",
       "   <g id=\"patch_57\">\n",
       "    <path d=\"M 440.722753 42.048315 \n",
       "L 472.071067 42.048315 \n",
       "L 472.071067 10.7 \n",
       "L 440.722753 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p63e10c89a5)\">\n",
       "    <image height=\"32\" id=\"image16d0679a06\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"440.722753\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_23\">\n",
       "    <g id=\"xtick_23\">\n",
       "     <g id=\"line2d_45\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"441.282544\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_45\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(438.101294 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_24\">\n",
       "     <g id=\"line2d_46\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"469.272111\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_46\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(462.909611 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_24\">\n",
       "    <g id=\"ytick_23\">\n",
       "     <g id=\"line2d_47\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"440.722753\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_47\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(427.360253 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_24\">\n",
       "     <g id=\"line2d_48\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"440.722753\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_48\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(420.997753 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path d=\"M 440.722753 42.048315 \n",
       "L 440.722753 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path d=\"M 472.071067 42.048315 \n",
       "L 472.071067 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path d=\"M 440.722753 42.048315 \n",
       "L 472.071067 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path d=\"M 440.722753 10.7 \n",
       "L 472.071067 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_13\">\n",
       "   <g id=\"patch_62\">\n",
       "    <path d=\"M 478.34073 42.048315 \n",
       "L 509.689045 42.048315 \n",
       "L 509.689045 10.7 \n",
       "L 478.34073 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p48ad4914e5)\">\n",
       "    <image height=\"32\" id=\"imageb0d6d47a0a\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"478.34073\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAABHNCSVQICAgIfAhkiAAAAnxJREFUWIXt1l1IU2EYwPH/OR4/pokfgUotll20oaFumple2FoUBKl9XNhdSINCMouii8AQsi+IDKluzKgsiCREuxASRYRSYqiRlmAUWtFGKriazrazLkbWEOrITp4bHzg3532f5/2d9z08vMIO4UAADUMMJ9lZVcgmh8hsWb42AME2xYW0fpx5EdoA9qcPhpMePkCNCAvQ3GoFoKK0UxtAzFcBEZHq5BEm7VuXH5Dy8jvvfXOIiPhihOUHCC+GKOk/AkDANr38AIANtfMAPDY34rda8FstS8qXwgX4h0cBMEhROKvmAFjT/Z8Anr1bAHDlBjcu6U2AhAd9mLoO83Z7I5XGHgDa15nxTXxUVFPzPqBoB8T4eOTWBLpMNwGQkX8PXoHiMwUUJZfTm/MQgEeZu4lSuAOKAF+a19Jnuo8n4AOgYcq8MJYf+47eyzdCUC67B32HovWVHcGvnj/gjWPAG0dvVszCU1+6j43tR0PmX81uISI1RT3A38I/PIrx+BCmtsqFd1bdN9yF6eoB7o3kIyJikGYwSDNQkBUyHvB6MVYPYR+3YR+3BeeeHlUPkF7+isKBg+glHXpJh1w3jWDOXIQYq89grD4DGZnbhmeKLiqKjyCpTofDCw4vPDU9Ifa6a1HXS3Q4SXQ4qXXlAjCx8991Ne8DwlIupfO78gDoaLoFQPfsKmrOVxDpCZaYMQS/R/LAnVPX0Es+yk6cJK6lXx2AEB0NgLskh3MXmyjWeQAQEUP6gKXvENlpn7m7vpPNl46R2vBcHcCf4d9mQapx0m5sI1KI4EfAT9FgOQCrz0YifPjE5J4MkltfI7vd6gPUCs1/whXACmAF8BO+XMfAoOf47gAAAABJRU5ErkJggg==\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_25\">\n",
       "    <g id=\"xtick_25\">\n",
       "     <g id=\"line2d_49\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"478.900522\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_49\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(475.719272 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_26\">\n",
       "     <g id=\"line2d_50\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.890088\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_50\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(500.527588 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_26\">\n",
       "    <g id=\"ytick_25\">\n",
       "     <g id=\"line2d_51\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"478.34073\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_51\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(464.97823 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_26\">\n",
       "     <g id=\"line2d_52\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"478.34073\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_52\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(458.61573 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 478.34073 42.048315 \n",
       "L 478.34073 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 509.689045 42.048315 \n",
       "L 509.689045 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 478.34073 42.048315 \n",
       "L 509.689045 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_66\">\n",
       "    <path d=\"M 478.34073 10.7 \n",
       "L 509.689045 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_14\">\n",
       "   <g id=\"patch_67\">\n",
       "    <path d=\"M 515.958708 42.048315 \n",
       "L 547.307022 42.048315 \n",
       "L 547.307022 10.7 \n",
       "L 515.958708 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p0941b16c14)\">\n",
       "    <image height=\"32\" id=\"image93443b6e39\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"515.958708\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAABHNCSVQICAgIfAhkiAAAAuFJREFUWIXtll1IFGEUhp/Z2XUsL8rEFDLXHyxJdDNXY4uoQE2CNEiluogyikI06IcMhEoLAoswi0wsL1KKyOzHiyAjg5C2zHIrtaIyxU0JBKNtpXV2urAsMZ3RtD965+7jPec8c5hz5hPihVSF3yjd7yz+RwDoxxIk+vrSG23EsLuTq+FVhF/LBCD4khsAj1s2FNcnTbn+rg7oQ4IA6C1xUxxWyIWeGGKKtnFucxHRkhtW9PuSmlLx3DkZd2Ozak5B6xSIEbNZX3UdgLmSnaTq7YRlWvuTxETQZZnCqR2FAJg8IPxaJrO23BsfAF1UOPY8gfrYcgAiS7Mw7q0b4nOsmg/A8cPHeK9IHFy7Du7aRs6tigi8XTKN+thyumQnXbKTgNreH/q8Kq14VVpJt27CIsl05/7Y971UO+BeHM2+stOYJZm5dRkABKY9Vk2856UNg9DHgchFuB2OYX2qHfDKs2OW5IHCWooD3HcGEycptO4yjeibsDEsvZwIwJUNBchL5/16AK2acACj3gOnr8fYAWy2IHRfntHKIIiqcaqbUPyow03/jneujANg0mX1BQPgUuSB2OGk+lq+Dd+mNDSnmdCcZvT+fpoAAKodPkyt7xw7gPedNi5+8AegZGYtJTNr6UgL1QzwxBlA36vWsQP0ddg58ix+0FlI2gvVwhkpNep0WgAA3DU+6NBhEEQMgkhZyFVa8y3D+p+fjCPL+ykGQaSiKfbnASZSmgCm33ewvGUlLkXGpch4Cnr2p59HsZhAJwIgSBKuRDOuRDPly4oRBYGC7lCC1zSOmFvzfUCxmMirOAPQf/n4oqiybILzG3h21ERLyolBMckzRm7/qAAA2nMXAPBwa+Gg841vEjhtvDHErwVgVN9AYMEDAgseEHk2m9vOyQPnZcabQ7xff91qGlUHvpfe34+ehUF0JCi8Ti7BpcgsfLQagHft3sw51Elfa9vEAYyX/o4x/A/wTwN8BiOf4u1iIpGAAAAAAElFTkSuQmCC\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_27\">\n",
       "    <g id=\"xtick_27\">\n",
       "     <g id=\"line2d_53\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"516.518499\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_53\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(513.337249 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_28\">\n",
       "     <g id=\"line2d_54\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"544.508066\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_54\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(538.145566 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_28\">\n",
       "    <g id=\"ytick_27\">\n",
       "     <g id=\"line2d_55\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"515.958708\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_55\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(502.596208 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_28\">\n",
       "     <g id=\"line2d_56\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"515.958708\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_56\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(496.233708 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_68\">\n",
       "    <path d=\"M 515.958708 42.048315 \n",
       "L 515.958708 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_69\">\n",
       "    <path d=\"M 547.307022 42.048315 \n",
       "L 547.307022 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_70\">\n",
       "    <path d=\"M 515.958708 42.048315 \n",
       "L 547.307022 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_71\">\n",
       "    <path d=\"M 515.958708 10.7 \n",
       "L 547.307022 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_15\">\n",
       "   <g id=\"patch_72\">\n",
       "    <path d=\"M 553.576685 42.048315 \n",
       "L 584.925 42.048315 \n",
       "L 584.925 10.7 \n",
       "L 553.576685 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p8d094ff5cc)\">\n",
       "    <image height=\"32\" id=\"image71faa9bd6e\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"553.576685\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAABHNCSVQICAgIfAhkiAAAAKlJREFUWIVjdGEM+c8wgIBpIC0fdcDQdcC3QHOGnc8uMNzptxgYB8DA3fAZDDufXWD4FmhOXwdwrT/JEPfQDs4/PHUm2aFBdgjc79IkVyt1HIAeCnR3ALUARQ5YJH8IzlYpPEF/B1ADjDpg+DiA7gURtcCoA4a2A5RXZgysA+6Gz4CzR4viASkHkNsDUofI699Q5ICjJ7TgDuFaf5IsMxhHu2ajDhhoBwAAcv4sbXyMgowAAAAASUVORK5CYII=\" y=\"-10.048315\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_29\">\n",
       "    <g id=\"xtick_29\">\n",
       "     <g id=\"line2d_57\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"554.136477\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_57\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(550.955227 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_30\">\n",
       "     <g id=\"line2d_58\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"582.126043\" xlink:href=\"#me7427fec71\" y=\"42.048315\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_58\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(575.763543 56.646752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_30\">\n",
       "    <g id=\"ytick_29\">\n",
       "     <g id=\"line2d_59\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"553.576685\" xlink:href=\"#m91d0f09fd8\" y=\"11.259791\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_59\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(540.214185 15.05901)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_30\">\n",
       "     <g id=\"line2d_60\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"553.576685\" xlink:href=\"#m91d0f09fd8\" y=\"39.249358\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_60\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(533.851685 43.048577)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_73\">\n",
       "    <path d=\"M 553.576685 42.048315 \n",
       "L 553.576685 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_74\">\n",
       "    <path d=\"M 584.925 42.048315 \n",
       "L 584.925 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_75\">\n",
       "    <path d=\"M 553.576685 42.048315 \n",
       "L 584.925 42.048315 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_76\">\n",
       "    <path d=\"M 553.576685 10.7 \n",
       "L 584.925 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_16\">\n",
       "   <g id=\"patch_77\">\n",
       "    <path d=\"M 26.925 101.350133 \n",
       "L 58.273315 101.350133 \n",
       "L 58.273315 70.001818 \n",
       "L 26.925 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p7b7766ec4b)\">\n",
       "    <image height=\"32\" id=\"imageadd82a49dd\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"26.925\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_31\">\n",
       "    <g id=\"xtick_31\">\n",
       "     <g id=\"line2d_61\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"27.484791\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_61\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(24.303541 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_32\">\n",
       "     <g id=\"line2d_62\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.474358\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_62\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(49.111858 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_32\">\n",
       "    <g id=\"ytick_31\">\n",
       "     <g id=\"line2d_63\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_63\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_32\">\n",
       "     <g id=\"line2d_64\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_64\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(7.2 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_78\">\n",
       "    <path d=\"M 26.925 101.350133 \n",
       "L 26.925 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_79\">\n",
       "    <path d=\"M 58.273315 101.350133 \n",
       "L 58.273315 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_80\">\n",
       "    <path d=\"M 26.925 101.350133 \n",
       "L 58.273315 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_81\">\n",
       "    <path d=\"M 26.925 70.001818 \n",
       "L 58.273315 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_17\">\n",
       "   <g id=\"patch_82\">\n",
       "    <path d=\"M 64.542978 101.350133 \n",
       "L 95.891292 101.350133 \n",
       "L 95.891292 70.001818 \n",
       "L 64.542978 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p822d6fd0bc)\">\n",
       "    <image height=\"32\" id=\"imagecdc4a33c34\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"64.542978\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_33\">\n",
       "    <g id=\"xtick_33\">\n",
       "     <g id=\"line2d_65\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"65.102769\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_65\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(61.921519 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_34\">\n",
       "     <g id=\"line2d_66\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.092335\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_66\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(86.729835 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_34\">\n",
       "    <g id=\"ytick_33\">\n",
       "     <g id=\"line2d_67\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.542978\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_67\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(51.180478 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_34\">\n",
       "     <g id=\"line2d_68\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.542978\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_68\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(44.817978 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_83\">\n",
       "    <path d=\"M 64.542978 101.350133 \n",
       "L 64.542978 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_84\">\n",
       "    <path d=\"M 95.891292 101.350133 \n",
       "L 95.891292 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_85\">\n",
       "    <path d=\"M 64.542978 101.350133 \n",
       "L 95.891292 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_86\">\n",
       "    <path d=\"M 64.542978 70.001818 \n",
       "L 95.891292 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_18\">\n",
       "   <g id=\"patch_87\">\n",
       "    <path d=\"M 102.160955 101.350133 \n",
       "L 133.50927 101.350133 \n",
       "L 133.50927 70.001818 \n",
       "L 102.160955 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p804bd56fc6)\">\n",
       "    <image height=\"32\" id=\"imagec36b173108\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"102.160955\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_35\">\n",
       "    <g id=\"xtick_35\">\n",
       "     <g id=\"line2d_69\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.720746\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_69\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(99.539496 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_36\">\n",
       "     <g id=\"line2d_70\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"130.710313\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_70\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(124.347813 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_36\">\n",
       "    <g id=\"ytick_35\">\n",
       "     <g id=\"line2d_71\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.160955\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_71\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(88.798455 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_36\">\n",
       "     <g id=\"line2d_72\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.160955\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_72\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(82.435955 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_88\">\n",
       "    <path d=\"M 102.160955 101.350133 \n",
       "L 102.160955 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_89\">\n",
       "    <path d=\"M 133.50927 101.350133 \n",
       "L 133.50927 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_90\">\n",
       "    <path d=\"M 102.160955 101.350133 \n",
       "L 133.50927 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_91\">\n",
       "    <path d=\"M 102.160955 70.001818 \n",
       "L 133.50927 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_19\">\n",
       "   <g id=\"patch_92\">\n",
       "    <path d=\"M 139.778933 101.350133 \n",
       "L 171.127247 101.350133 \n",
       "L 171.127247 70.001818 \n",
       "L 139.778933 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd6a83e8d70)\">\n",
       "    <image height=\"32\" id=\"image66e8dc7497\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"139.778933\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_37\">\n",
       "    <g id=\"xtick_37\">\n",
       "     <g id=\"line2d_73\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"140.338724\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_73\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(137.157474 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_38\">\n",
       "     <g id=\"line2d_74\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"168.328291\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_74\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(161.965791 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_38\">\n",
       "    <g id=\"ytick_37\">\n",
       "     <g id=\"line2d_75\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.778933\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_75\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(126.416433 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_38\">\n",
       "     <g id=\"line2d_76\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.778933\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_76\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(120.053933 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_93\">\n",
       "    <path d=\"M 139.778933 101.350133 \n",
       "L 139.778933 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_94\">\n",
       "    <path d=\"M 171.127247 101.350133 \n",
       "L 171.127247 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_95\">\n",
       "    <path d=\"M 139.778933 101.350133 \n",
       "L 171.127247 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_96\">\n",
       "    <path d=\"M 139.778933 70.001818 \n",
       "L 171.127247 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_20\">\n",
       "   <g id=\"patch_97\">\n",
       "    <path d=\"M 177.39691 101.350133 \n",
       "L 208.745225 101.350133 \n",
       "L 208.745225 70.001818 \n",
       "L 177.39691 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p7a54bb90ac)\">\n",
       "    <image height=\"32\" id=\"image10758acd2f\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"177.39691\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_39\">\n",
       "    <g id=\"xtick_39\">\n",
       "     <g id=\"line2d_77\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"177.956701\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_77\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(174.775451 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_40\">\n",
       "     <g id=\"line2d_78\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"205.946268\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_78\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(199.583768 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_40\">\n",
       "    <g id=\"ytick_39\">\n",
       "     <g id=\"line2d_79\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"177.39691\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_79\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(164.03441 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_40\">\n",
       "     <g id=\"line2d_80\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"177.39691\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_80\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(157.67191 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_98\">\n",
       "    <path d=\"M 177.39691 101.350133 \n",
       "L 177.39691 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_99\">\n",
       "    <path d=\"M 208.745225 101.350133 \n",
       "L 208.745225 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_100\">\n",
       "    <path d=\"M 177.39691 101.350133 \n",
       "L 208.745225 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_101\">\n",
       "    <path d=\"M 177.39691 70.001818 \n",
       "L 208.745225 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_21\">\n",
       "   <g id=\"patch_102\">\n",
       "    <path d=\"M 215.014888 101.350133 \n",
       "L 246.363202 101.350133 \n",
       "L 246.363202 70.001818 \n",
       "L 215.014888 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p37e04ba756)\">\n",
       "    <image height=\"32\" id=\"image921da2d2fe\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"215.014888\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_41\">\n",
       "    <g id=\"xtick_41\">\n",
       "     <g id=\"line2d_81\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"215.574679\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_81\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(212.393429 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_42\">\n",
       "     <g id=\"line2d_82\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"243.564246\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_82\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(237.201746 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_42\">\n",
       "    <g id=\"ytick_41\">\n",
       "     <g id=\"line2d_83\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"215.014888\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_83\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(201.652388 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_42\">\n",
       "     <g id=\"line2d_84\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"215.014888\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_84\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(195.289888 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_103\">\n",
       "    <path d=\"M 215.014888 101.350133 \n",
       "L 215.014888 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_104\">\n",
       "    <path d=\"M 246.363202 101.350133 \n",
       "L 246.363202 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_105\">\n",
       "    <path d=\"M 215.014888 101.350133 \n",
       "L 246.363202 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_106\">\n",
       "    <path d=\"M 215.014888 70.001818 \n",
       "L 246.363202 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_22\">\n",
       "   <g id=\"patch_107\">\n",
       "    <path d=\"M 252.632865 101.350133 \n",
       "L 283.98118 101.350133 \n",
       "L 283.98118 70.001818 \n",
       "L 252.632865 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p8db547fb46)\">\n",
       "    <image height=\"32\" id=\"image2a3c4b4ca0\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"252.632865\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_43\">\n",
       "    <g id=\"xtick_43\">\n",
       "     <g id=\"line2d_85\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"253.192657\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_85\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(250.011407 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_44\">\n",
       "     <g id=\"line2d_86\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"281.182223\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_86\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(274.819723 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_44\">\n",
       "    <g id=\"ytick_43\">\n",
       "     <g id=\"line2d_87\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"252.632865\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_87\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(239.270365 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_44\">\n",
       "     <g id=\"line2d_88\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"252.632865\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_88\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(232.907865 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_108\">\n",
       "    <path d=\"M 252.632865 101.350133 \n",
       "L 252.632865 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_109\">\n",
       "    <path d=\"M 283.98118 101.350133 \n",
       "L 283.98118 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_110\">\n",
       "    <path d=\"M 252.632865 101.350133 \n",
       "L 283.98118 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_111\">\n",
       "    <path d=\"M 252.632865 70.001818 \n",
       "L 283.98118 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_23\">\n",
       "   <g id=\"patch_112\">\n",
       "    <path d=\"M 290.250843 101.350133 \n",
       "L 321.599157 101.350133 \n",
       "L 321.599157 70.001818 \n",
       "L 290.250843 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p2a2b146376)\">\n",
       "    <image height=\"32\" id=\"image22f7ce85ec\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"290.250843\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_45\">\n",
       "    <g id=\"xtick_45\">\n",
       "     <g id=\"line2d_89\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.810634\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_89\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(287.629384 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_46\">\n",
       "     <g id=\"line2d_90\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"318.800201\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_90\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(312.437701 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_46\">\n",
       "    <g id=\"ytick_45\">\n",
       "     <g id=\"line2d_91\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.250843\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_91\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(276.888343 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_46\">\n",
       "     <g id=\"line2d_92\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.250843\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_92\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(270.525843 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_113\">\n",
       "    <path d=\"M 290.250843 101.350133 \n",
       "L 290.250843 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_114\">\n",
       "    <path d=\"M 321.599157 101.350133 \n",
       "L 321.599157 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_115\">\n",
       "    <path d=\"M 290.250843 101.350133 \n",
       "L 321.599157 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_116\">\n",
       "    <path d=\"M 290.250843 70.001818 \n",
       "L 321.599157 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_24\">\n",
       "   <g id=\"patch_117\">\n",
       "    <path d=\"M 327.86882 101.350133 \n",
       "L 359.217135 101.350133 \n",
       "L 359.217135 70.001818 \n",
       "L 327.86882 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pa2e9ff0c8e)\">\n",
       "    <image height=\"32\" id=\"imagecdd1c8ff55\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"327.86882\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_47\">\n",
       "    <g id=\"xtick_47\">\n",
       "     <g id=\"line2d_93\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.428612\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_93\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(325.247362 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_48\">\n",
       "     <g id=\"line2d_94\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"356.418178\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_94\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(350.055678 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_48\">\n",
       "    <g id=\"ytick_47\">\n",
       "     <g id=\"line2d_95\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.86882\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_95\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(314.50632 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_48\">\n",
       "     <g id=\"line2d_96\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.86882\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_96\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(308.14382 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_118\">\n",
       "    <path d=\"M 327.86882 101.350133 \n",
       "L 327.86882 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_119\">\n",
       "    <path d=\"M 359.217135 101.350133 \n",
       "L 359.217135 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_120\">\n",
       "    <path d=\"M 327.86882 101.350133 \n",
       "L 359.217135 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_121\">\n",
       "    <path d=\"M 327.86882 70.001818 \n",
       "L 359.217135 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_25\">\n",
       "   <g id=\"patch_122\">\n",
       "    <path d=\"M 365.486798 101.350133 \n",
       "L 396.835112 101.350133 \n",
       "L 396.835112 70.001818 \n",
       "L 365.486798 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p30a8b51134)\">\n",
       "    <image height=\"32\" id=\"imagecb75d27190\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"365.486798\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAABHNCSVQICAgIfAhkiAAAB3hJREFUWIXNl01sXFcVx3/n3vfezHg+bMd2HMeN05imHwm0KZUqWiihqaqqERKIHZW6YAcL9ixAdNEdOzawKF2wQEJI3SDEBqkUqkJbCRHapJC2SS03iWPH3/P1Pu49LO6bN7bSNeVJ1jzPvXM+/uec/zlHLjz1sooSHl++CCAS3lVRa9BIkNyHY6fI6Pvymuj492qFSuZnPCog5d3o0ImRQ/+6mqWYsGQdQ3fR4Orh+2QHZt8bEm8P8LUI14xRwKSuMlCtgBVwepcxoqAmGBl9lqVaGuITQzFh6N5jGJ7rszCzC8Dadpv1uMXxN1LsTh+ftMmmEpLSK5M6cICOPa5Q4vB7QEAVRKqLAUJFCo+KxVtYnr/DdxffCRdOws8nnia90mFibZuoW8PVLfgSyEGOayb42AQ5uUcKXyGs1oxBv9v//+0TECgTroLIKSYtkNzQ8OBqCVdXjjG11Afg280uUw/9gR89+SLH7CL9uSCm9WkGgDUGyjj7yBDlHlHwBxJ7pLdKQnG+ij0KPrHY1BHtdkk2DeIn+fHUtwB4+vFXOF/vs/DETba2FkGhaELSDeJsngQxkeCthGrxiilCjHxsKqerEKgNVqOgkUFjA96HfOgNOfL327Rea9N6rc0PV5+jp56LC+8znFNMDo3bih2Wf/0CFxt8VCrJHXY/RXKH5A7bzzH9HLxiRnBoJCFJjOCTYIxrxLhmDW3WwVraqynt1ZS33jzLG4OTPNu8wvHHb6IWWmsFrSvrtK6sY29tkexmiIdkN8PuDgLKgwwZZFB4tGbBCAYRxHmk0PA5elcFG87y6Qa+08D2cmwvZ/5d5RfXzzNpcn734G94+IX32b8ngv4A+gP81jZ2fYdoUGAGBXhF+kMky5Esh1FYhICAiozjD9jUYQYFtpuh1mD7OT4ymL0BZm/A1Ns30F/N8dObF5m1TX554k+kz+2R3bdAdt8C0m6h/SHRznCc7iJoPUHrSYi/BoKyp+595iWBAL+WF22oXzMoMF4Rp5jcIXkRkujGGsm/Vrg5fJS1L3f5+sQd2pPr/LH7CHunYtq7dbTTRLwi3uNbNbRRC1wggkYWX7MI/w88IKXXGEITYlySbrJO1okZzEa4GqRT4ULcm6ezUtDYdLz61/N88+IlztVWOfmNFQA+mjxB50Nh+sMM2y8omhEaGeIo+GtyNzZgRMM4rToUhLLcXW6weU6JTnQ5MbPD6c4GAGebN7iTt3n99v0c94ZNP8GXkj1+cu/vAfjH/Cleve8J1jtH6FyPcIlgcxAfB6XdAwhUbZdxEzK5R40ynBVmH9rg+8t/4Vi0S8/XAPhCvEFtwvF85xKf5LPE4uh55WQUmPJM5wPaDwz4WfEs27VJoh4k+4pNAwJ2YO5ux+K16l6o4uoRKMxO9HiycZ19H/Pr208GiHdm2dlv4AoLCo1mxpmja5w/chWA77Q+4MLENa4uv8dv+4+hHzcQFVgP4n1sMGW5H5oHZERKRoJBArmzDNUybzP6RaDYwZ/nOHrd0bidkbciimbCe2ce4NLZxaDgi4aLrcs81vyEa8uzvLN7mmTHIv6wHgC7vHThpRECKlLWqyWdSUg7httTMQ/MrfFYrU+7cYdz7VXeqC/RLSawmaW50qO2PiByCb2kBpsJvaPCqeYGdcnZ0jYrfhK3Xqe+pagRooEPU9VBAxAwhUd8gD9vGlQEnyb8s3mU5alP+Er9DktRj2fnLzFz/za3zsR81JlHaw3ypjBYUDSGiaMDbAyxcQw14ePuHIPtBrUt8JEQZYopAhF97jwgz3zt5TLwislCfWZH6vhYGE7ZkAcTwvYjnhe++hYA35v+Gws2IdWCt9NpXrn1FFc351ia2gHgubkrAPR9wq1sktdXT5O/O83URyEJkj1HNHSYzAcDqim1zA3XiPCJwdVDWTbWhkju2D7bAWDjQsbTD/6HF+fe4tFaj08L6Ok4n70aLqeLvLl7mnduLJFebzN9WWiuByo3qScaOFzNHpiIBA62ZvGKmvHYba7dZGZlDYDpD47z73vP8oMzDzNczDm+tMlMo08nDs1nL6/z8Z0ZBjdbtK9Zjl1KibrZGHavaGQQb0om1FL5ASLKJqPQTIBsMiF+aIl4dTOc7/aZvJwysd5ECiXrzLBnZtgdjXZOmQNqm32ijT3cp7ews0fQqXZAqFmr9ETIqObHjCiFEvU9PhJModhByA0/06nuFO0aKoLNCuobBWZ/CH5U6ILkBbrfxXd7aJ5BFKFJVJ1rqe/QUFoZ4DxRTwNj5R5Usd0USYsyHkKc5vhWHRXwtYjh0WlcraTa1BP1HclGHZk7ggVcPcHXRwaMdUVQrkoHF5RyQBkpRwQ/kWBGDjoHhcNu7uOmm4gziDu84Ygqrh2g1io0QYDGtmLbz50HIhh7X61Q5RSkRsCEzqXW4Dq18mLwRnT8m2josKkfS/aEZbUcdAHU2Op4hMbhZlRtx3L4c2TcwVyRMFCbwodJLvOYEcTl4KHWHFp4D+6I1XIaTrSK+0FEDg4ody2xJXf4xB7YLU11VuWVaqWskqHjjfm/T2SjPt8+tuAAAAAASUVORK5CYII=\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_49\">\n",
       "    <g id=\"xtick_49\">\n",
       "     <g id=\"line2d_97\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"366.046589\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_97\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(362.865339 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_50\">\n",
       "     <g id=\"line2d_98\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.036156\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_98\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(387.673656 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_50\">\n",
       "    <g id=\"ytick_49\">\n",
       "     <g id=\"line2d_99\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"365.486798\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_99\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(352.124298 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_50\">\n",
       "     <g id=\"line2d_100\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"365.486798\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_100\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(345.761798 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_123\">\n",
       "    <path d=\"M 365.486798 101.350133 \n",
       "L 365.486798 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_124\">\n",
       "    <path d=\"M 396.835112 101.350133 \n",
       "L 396.835112 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_125\">\n",
       "    <path d=\"M 365.486798 101.350133 \n",
       "L 396.835112 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_126\">\n",
       "    <path d=\"M 365.486798 70.001818 \n",
       "L 396.835112 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_26\">\n",
       "   <g id=\"patch_127\">\n",
       "    <path d=\"M 403.104775 101.350133 \n",
       "L 434.45309 101.350133 \n",
       "L 434.45309 70.001818 \n",
       "L 403.104775 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pf55d2a5762)\">\n",
       "    <image height=\"32\" id=\"image9549dc4d5c\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"403.104775\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_51\">\n",
       "    <g id=\"xtick_51\">\n",
       "     <g id=\"line2d_101\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"403.664567\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_101\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(400.483317 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_52\">\n",
       "     <g id=\"line2d_102\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"431.654133\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_102\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(425.291633 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_52\">\n",
       "    <g id=\"ytick_51\">\n",
       "     <g id=\"line2d_103\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"403.104775\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_103\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(389.742275 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_52\">\n",
       "     <g id=\"line2d_104\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"403.104775\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_104\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(383.379775 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_128\">\n",
       "    <path d=\"M 403.104775 101.350133 \n",
       "L 403.104775 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_129\">\n",
       "    <path d=\"M 434.45309 101.350133 \n",
       "L 434.45309 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_130\">\n",
       "    <path d=\"M 403.104775 101.350133 \n",
       "L 434.45309 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_131\">\n",
       "    <path d=\"M 403.104775 70.001818 \n",
       "L 434.45309 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_27\">\n",
       "   <g id=\"patch_132\">\n",
       "    <path d=\"M 440.722753 101.350133 \n",
       "L 472.071067 101.350133 \n",
       "L 472.071067 70.001818 \n",
       "L 440.722753 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd4b732e571)\">\n",
       "    <image height=\"32\" id=\"imagee8af26c5ed\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"440.722753\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_53\">\n",
       "    <g id=\"xtick_53\">\n",
       "     <g id=\"line2d_105\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"441.282544\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_105\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(438.101294 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_54\">\n",
       "     <g id=\"line2d_106\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"469.272111\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_106\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(462.909611 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_54\">\n",
       "    <g id=\"ytick_53\">\n",
       "     <g id=\"line2d_107\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"440.722753\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_107\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(427.360253 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_54\">\n",
       "     <g id=\"line2d_108\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"440.722753\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_108\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(420.997753 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_133\">\n",
       "    <path d=\"M 440.722753 101.350133 \n",
       "L 440.722753 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_134\">\n",
       "    <path d=\"M 472.071067 101.350133 \n",
       "L 472.071067 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_135\">\n",
       "    <path d=\"M 440.722753 101.350133 \n",
       "L 472.071067 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_136\">\n",
       "    <path d=\"M 440.722753 70.001818 \n",
       "L 472.071067 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_28\">\n",
       "   <g id=\"patch_137\">\n",
       "    <path d=\"M 478.34073 101.350133 \n",
       "L 509.689045 101.350133 \n",
       "L 509.689045 70.001818 \n",
       "L 478.34073 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pebcc9bfa62)\">\n",
       "    <image height=\"32\" id=\"imagee6291e69c0\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"478.34073\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_55\">\n",
       "    <g id=\"xtick_55\">\n",
       "     <g id=\"line2d_109\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"478.900522\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_109\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(475.719272 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_56\">\n",
       "     <g id=\"line2d_110\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.890088\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_110\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(500.527588 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_56\">\n",
       "    <g id=\"ytick_55\">\n",
       "     <g id=\"line2d_111\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"478.34073\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_111\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(464.97823 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_56\">\n",
       "     <g id=\"line2d_112\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"478.34073\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_112\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(458.61573 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_138\">\n",
       "    <path d=\"M 478.34073 101.350133 \n",
       "L 478.34073 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_139\">\n",
       "    <path d=\"M 509.689045 101.350133 \n",
       "L 509.689045 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_140\">\n",
       "    <path d=\"M 478.34073 101.350133 \n",
       "L 509.689045 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_141\">\n",
       "    <path d=\"M 478.34073 70.001818 \n",
       "L 509.689045 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_29\">\n",
       "   <g id=\"patch_142\">\n",
       "    <path d=\"M 515.958708 101.350133 \n",
       "L 547.307022 101.350133 \n",
       "L 547.307022 70.001818 \n",
       "L 515.958708 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p1f971a4f72)\">\n",
       "    <image height=\"32\" id=\"imagee8df052465\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"515.958708\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_57\">\n",
       "    <g id=\"xtick_57\">\n",
       "     <g id=\"line2d_113\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"516.518499\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_113\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(513.337249 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_58\">\n",
       "     <g id=\"line2d_114\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"544.508066\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_114\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(538.145566 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_58\">\n",
       "    <g id=\"ytick_57\">\n",
       "     <g id=\"line2d_115\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"515.958708\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_115\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(502.596208 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_58\">\n",
       "     <g id=\"line2d_116\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"515.958708\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_116\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(496.233708 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_143\">\n",
       "    <path d=\"M 515.958708 101.350133 \n",
       "L 515.958708 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_144\">\n",
       "    <path d=\"M 547.307022 101.350133 \n",
       "L 547.307022 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_145\">\n",
       "    <path d=\"M 515.958708 101.350133 \n",
       "L 547.307022 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_146\">\n",
       "    <path d=\"M 515.958708 70.001818 \n",
       "L 547.307022 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_30\">\n",
       "   <g id=\"patch_147\">\n",
       "    <path d=\"M 553.576685 101.350133 \n",
       "L 584.925 101.350133 \n",
       "L 584.925 70.001818 \n",
       "L 553.576685 70.001818 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pf3e8f0eddf)\">\n",
       "    <image height=\"32\" id=\"image7b45e5449d\" transform=\"scale(1 -1)translate(0 -32)\" width=\"32\" x=\"553.576685\" xlink:href=\"data:image/png;base64,\n",
       "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\" y=\"-69.350133\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_59\">\n",
       "    <g id=\"xtick_59\">\n",
       "     <g id=\"line2d_117\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"554.136477\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_117\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(550.955227 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_60\">\n",
       "     <g id=\"line2d_118\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"582.126043\" xlink:href=\"#me7427fec71\" y=\"101.350133\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_118\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(575.763543 115.94857)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_60\">\n",
       "    <g id=\"ytick_59\">\n",
       "     <g id=\"line2d_119\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"553.576685\" xlink:href=\"#m91d0f09fd8\" y=\"70.56161\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_119\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(540.214185 74.360828)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_60\">\n",
       "     <g id=\"line2d_120\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"553.576685\" xlink:href=\"#m91d0f09fd8\" y=\"98.551176\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_120\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(533.851685 102.350395)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_148\">\n",
       "    <path d=\"M 553.576685 101.350133 \n",
       "L 553.576685 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_149\">\n",
       "    <path d=\"M 584.925 101.350133 \n",
       "L 584.925 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_150\">\n",
       "    <path d=\"M 553.576685 101.350133 \n",
       "L 584.925 101.350133 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_151\">\n",
       "    <path d=\"M 553.576685 70.001818 \n",
       "L 584.925 70.001818 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p47a821b8cb\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"26.925\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p2807d22769\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"64.542978\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd5ef7032f1\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"102.160955\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd97b6b3dc6\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"139.778933\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pa2039ee4e0\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"177.39691\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pfde8ea48d7\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"215.014888\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd70c891475\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"252.632865\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc4f219b25a\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"290.250843\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p3f62126155\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"327.86882\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p70a0802761\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"365.486798\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc2df14f59f\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"403.104775\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p63e10c89a5\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"440.722753\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p48ad4914e5\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"478.34073\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p0941b16c14\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"515.958708\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p8d094ff5cc\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"553.576685\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p7b7766ec4b\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"26.925\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p822d6fd0bc\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"64.542978\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p804bd56fc6\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"102.160955\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd6a83e8d70\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"139.778933\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p7a54bb90ac\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"177.39691\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p37e04ba756\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"215.014888\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p8db547fb46\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"252.632865\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p2a2b146376\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"290.250843\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pa2e9ff0c8e\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"327.86882\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p30a8b51134\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"365.486798\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pf55d2a5762\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"403.104775\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd4b732e571\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"440.722753\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pebcc9bfa62\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"478.34073\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p1f971a4f72\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"515.958708\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pf3e8f0eddf\">\n",
       "   <rect height=\"31.348315\" width=\"31.348315\" x=\"553.576685\" y=\"70.001818\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1172b45f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_mnist()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tensorflow]",
   "language": "python",
   "name": "conda-env-tensorflow-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}