notebooks/Kaggle_Mnist_Digit_Recognizer.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "# Kaggle Competition - Digit Recognizer\n",
    "In this notebook we'll train a neural network to detect handwritten digits in images using Pytorch.\n",
    "\n",
    "[Competition on Kaggle](https://www.kaggle.com/c/digit-recognizer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Competition Description\n",
    "* __Objective__: Identify handwritten digits in a given (test-)dataset of images.\n",
    "* __Problem Frame__: Supervised, offline, multi-class classification problem.\n",
    "* __Performance Metric__: Categorization accuracy of the predictions.\n",
    "* __Data__: [Kaggle MNIST Dataset](https://www.kaggle.com/c/digit-recognizer/data), labels are integers from 0 to 9, all images have the size (28, 28) and have been unrolled into 1d arrays."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Magics & Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torch\n",
    "\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "from torch.utils.data import Dataset, DataLoader, Subset\n",
    "\n",
    "from torchvision import datasets, transforms, utils\n",
    "from pathlib import Path\n",
    "from PIL import Image\n",
    "from sklearn.model_selection import train_test_split, StratifiedShuffleSplit, ShuffleSplit\n",
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "\n",
    "# Make direct importing of mltools modules work:\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "\n",
    "from mltools.dirtools import show_dir_contents\n",
    "from mltools.classification.datasets import CSVImageDataset, DataframeImageDataset\n",
    "from mltools.classification.utils import train, predict, predict_with_augmentations\n",
    "from mltools.io import save_run, load_run\n",
    "\n",
    "from tqdm.auto import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Get the Data\n",
    "The training and test sets are specified by two .csv files which are provided in the competition's data.\n",
    "At first, we'll use a part of the training set to create a validation set. For the actual submission we'll later\n",
    "train using the full training set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "# We'll assume that the data has been downloaded to a 'local_data'-folder:\n",
    "data_path = Path('../local_data/mnist_kaggle/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "show_dir_contents(data_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### Define Data Transforms\n",
    "We will normalize and transform all sample images to Pytorch tensors. For the training dataset,\n",
    "we apply some mild data augmentations, including rotation, scaling and translation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "train_transform = transforms.Compose([\n",
    "    transforms.RandomAffine(degrees=3, scale=(0.95, 1.05), translate=(0.1, 0.1)),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.1307,), (0.3081,))\n",
    "])\n",
    "\n",
    "val_transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.1307,), (0.3081,))\n",
    "])\n",
    "\n",
    "test_transform = val_transform\n",
    "\n",
    "transforms_dict = {'train': train_transform, 'val': val_transform, 'test': test_transform}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### Create Datasets\n",
    "We use custom Datasets from `mltools.classfication.datasets` (which all subclass `torch.Dataset`)\n",
    "to hold our data. As the labels are integers ranging from 0 to 9 and pixel values range from 0 to 255, it is enough to use 8 bit unsigned integers to\n",
    "store the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "def get_datasets(data_path, transforms_dict):\n",
    "    df_train_val = pd.read_csv(data_path / 'train.csv')\n",
    "    df_train, df_val = train_test_split(df_train_val, test_size=0.1, stratify=df_train_val.iloc[:, 0:1])\n",
    "    \n",
    "    df_type = np.uint8\n",
    "    \n",
    "    train_dataset = DataframeImageDataset(df_train, (28, 28), transform=transforms_dict['train'], as_type=df_type)\n",
    "    val_dataset = DataframeImageDataset(df_val, (28, 28), transforms_dict['val'], as_type=df_type)\n",
    "    test_dataset = CSVImageDataset(data_path / 'test.csv', (28, 28), transforms_dict['test'], train=False, as_type=df_type)\n",
    "    \n",
    "    return train_dataset, val_dataset, test_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "train_dataset, val_dataset, test_dataset = get_datasets(data_path, transforms_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Dataset:\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 37800 entries, 33419 to 8420\n",
      "Columns: 785 entries, label to pixel783\n",
      "dtypes: uint8(785)\n",
      "memory usage: 28.6 MB\n",
      "\n",
      "Validation Dataset:\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 4200 entries, 8076 to 37494\n",
      "Columns: 785 entries, label to pixel783\n",
      "dtypes: uint8(785)\n",
      "memory usage: 3.2 MB\n",
      "\n",
      "Test Dataset:\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 28000 entries, 0 to 27999\n",
      "Columns: 784 entries, pixel0 to pixel783\n",
      "dtypes: uint8(784)\n",
      "memory usage: 20.9 MB\n"
     ]
    }
   ],
   "source": [
    "print(\"Training Dataset:\")\n",
    "train_dataset.data_frame.info()\n",
    "print(\"\\nValidation Dataset:\")\n",
    "val_dataset.data_frame.info()\n",
    "print(\"\\nTest Dataset:\")\n",
    "test_dataset.data_frame.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "Here 'Density' is the ratio of non-zero values in the respective DataFrame. We can see that for all DataFrames, only about 20% of the data is non-zero, meaning that we can save a lot of memory by saving the data in a sparse DataFrames.\n",
    "Note also that we stratified the samples according to their label. This\n",
    "ensures that the distributions of the sample-labels in the training and validation datasets are similar. The following plots show the distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 562.728125 277.314375\" width=\"562.728125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 277.314375 \r\n",
       "L 562.728125 277.314375 \r\n",
       "L 562.728125 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 53.328125 239.758125 \r\n",
       "L 281.600852 239.758125 \r\n",
       "L 281.600852 22.318125 \r\n",
       "L 53.328125 22.318125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 55.610852 239.758125 \r\n",
       "L 73.87267 239.758125 \r\n",
       "L 73.87267 57.084555 \r\n",
       "L 55.610852 57.084555 \r\n",
       "z\r\n",
       "\" style=\"fill:#3274a1;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 78.438125 239.758125 \r\n",
       "L 96.699943 239.758125 \r\n",
       "L 96.699943 32.672411 \r\n",
       "L 78.438125 32.672411 \r\n",
       "z\r\n",
       "\" style=\"fill:#e1812c;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 101.265398 239.758125 \r\n",
       "L 119.527216 239.758125 \r\n",
       "L 119.527216 55.119795 \r\n",
       "L 101.265398 55.119795 \r\n",
       "z\r\n",
       "\" style=\"fill:#3a923a;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 124.09267 239.758125 \r\n",
       "L 142.354489 239.758125 \r\n",
       "L 142.354489 47.408111 \r\n",
       "L 124.09267 47.408111 \r\n",
       "z\r\n",
       "\" style=\"fill:#c03d3e;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_7\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 146.919943 239.758125 \r\n",
       "L 165.181761 239.758125 \r\n",
       "L 165.181761 59.736981 \r\n",
       "L 146.919943 59.736981 \r\n",
       "z\r\n",
       "\" style=\"fill:#9372b2;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 169.747216 239.758125 \r\n",
       "L 188.009034 239.758125 \r\n",
       "L 188.009034 72.016732 \r\n",
       "L 169.747216 72.016732 \r\n",
       "z\r\n",
       "\" style=\"fill:#845b53;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 192.574489 239.758125 \r\n",
       "L 210.836307 239.758125 \r\n",
       "L 210.836307 56.888079 \r\n",
       "L 192.574489 56.888079 \r\n",
       "z\r\n",
       "\" style=\"fill:#d684bd;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 215.401761 239.758125 \r\n",
       "L 233.66358 239.758125 \r\n",
       "L 233.66358 45.197756 \r\n",
       "L 215.401761 45.197756 \r\n",
       "z\r\n",
       "\" style=\"fill:#7f7f7f;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 238.229034 239.758125 \r\n",
       "L 256.490852 239.758125 \r\n",
       "L 256.490852 60.129933 \r\n",
       "L 238.229034 60.129933 \r\n",
       "z\r\n",
       "\" style=\"fill:#a9aa35;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path clip-path=\"url(#p9cdbdbf32d)\" d=\"M 261.056307 239.758125 \r\n",
       "L 279.318125 239.758125 \r\n",
       "L 279.318125 54.628605 \r\n",
       "L 261.056307 54.628605 \r\n",
       "z\r\n",
       "\" style=\"fill:#2eabb8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"md5611c1011\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"64.741761\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(61.560511 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"87.569034\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 1 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(84.387784 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.396307\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(107.215057 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.22358\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 3 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(130.04233 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"156.050852\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(152.869602 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"178.878125\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(175.696875 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"201.705398\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(198.524148 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"224.53267\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 7 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 8.203125 72.90625 \r\n",
       "L 55.078125 72.90625 \r\n",
       "L 55.078125 68.703125 \r\n",
       "L 28.609375 0 \r\n",
       "L 18.3125 0 \r\n",
       "L 43.21875 64.59375 \r\n",
       "L 8.203125 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-55\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(221.35142 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_9\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"247.359943\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 8 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(244.178693 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_10\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"270.187216\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 9 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.984375 1.515625 \r\n",
       "L 10.984375 10.5 \r\n",
       "Q 14.703125 8.734375 18.5 7.8125 \r\n",
       "Q 22.3125 6.890625 25.984375 6.890625 \r\n",
       "Q 35.75 6.890625 40.890625 13.453125 \r\n",
       "Q 46.046875 20.015625 46.78125 33.40625 \r\n",
       "Q 43.953125 29.203125 39.59375 26.953125 \r\n",
       "Q 35.25 24.703125 29.984375 24.703125 \r\n",
       "Q 19.046875 24.703125 12.671875 31.3125 \r\n",
       "Q 6.296875 37.9375 6.296875 49.421875 \r\n",
       "Q 6.296875 60.640625 12.9375 67.421875 \r\n",
       "Q 19.578125 74.21875 30.609375 74.21875 \r\n",
       "Q 43.265625 74.21875 49.921875 64.515625 \r\n",
       "Q 56.59375 54.828125 56.59375 36.375 \r\n",
       "Q 56.59375 19.140625 48.40625 8.859375 \r\n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \r\n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \r\n",
       "Q 15.09375 0.046875 10.984375 1.515625 \r\n",
       "z\r\n",
       "M 30.609375 32.421875 \r\n",
       "Q 37.25 32.421875 41.125 36.953125 \r\n",
       "Q 45.015625 41.5 45.015625 49.421875 \r\n",
       "Q 45.015625 57.28125 41.125 61.84375 \r\n",
       "Q 37.25 66.40625 30.609375 66.40625 \r\n",
       "Q 23.96875 66.40625 20.09375 61.84375 \r\n",
       "Q 16.21875 57.28125 16.21875 49.421875 \r\n",
       "Q 16.21875 41.5 20.09375 36.953125 \r\n",
       "Q 23.96875 32.421875 30.609375 32.421875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-57\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(267.005966 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_11\">\r\n",
       "     <!-- label -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "      <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "      <path d=\"M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "M 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-98\"/>\r\n",
       "      <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(155.37152 268.034687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"89.0625\" xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "      <use x=\"152.539062\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"214.0625\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m1b36929147\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(39.965625 243.557344)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"215.198624\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 500 -->\r\n",
       "      <g transform=\"translate(27.240625 218.997843)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"190.639123\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 1000 -->\r\n",
       "      <g transform=\"translate(20.878125 194.438341)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"166.079621\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 1500 -->\r\n",
       "      <g transform=\"translate(20.878125 169.87884)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"141.52012\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 2000 -->\r\n",
       "      <g transform=\"translate(20.878125 145.319339)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"116.960619\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_17\">\r\n",
       "      <!-- 2500 -->\r\n",
       "      <g transform=\"translate(20.878125 120.759838)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_17\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"92.401118\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_18\">\r\n",
       "      <!-- 3000 -->\r\n",
       "      <g transform=\"translate(20.878125 96.200336)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_18\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"67.841616\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_19\">\r\n",
       "      <!-- 3500 -->\r\n",
       "      <g transform=\"translate(20.878125 71.640835)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_9\">\r\n",
       "     <g id=\"line2d_19\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.328125\" xlink:href=\"#m1b36929147\" y=\"43.282115\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_20\">\r\n",
       "      <!-- 4000 -->\r\n",
       "      <g transform=\"translate(20.878125 47.081334)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_21\">\r\n",
       "     <!-- count -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 8.5 21.578125 \r\n",
       "L 8.5 54.6875 \r\n",
       "L 17.484375 54.6875 \r\n",
       "L 17.484375 21.921875 \r\n",
       "Q 17.484375 14.15625 20.5 10.265625 \r\n",
       "Q 23.53125 6.390625 29.59375 6.390625 \r\n",
       "Q 36.859375 6.390625 41.078125 11.03125 \r\n",
       "Q 45.3125 15.671875 45.3125 23.6875 \r\n",
       "L 45.3125 54.6875 \r\n",
       "L 54.296875 54.6875 \r\n",
       "L 54.296875 0 \r\n",
       "L 45.3125 0 \r\n",
       "L 45.3125 8.40625 \r\n",
       "Q 42.046875 3.421875 37.71875 1 \r\n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \r\n",
       "Q 18.265625 -1.421875 13.375 4.4375 \r\n",
       "Q 8.5 10.296875 8.5 21.578125 \r\n",
       "z\r\n",
       "M 31.109375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-117\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "      <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(14.798438 145.144375)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"54.980469\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"116.162109\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "      <use x=\"179.541016\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"242.919922\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_13\">\r\n",
       "    <path d=\"M 53.328125 239.758125 \r\n",
       "L 53.328125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_14\">\r\n",
       "    <path d=\"M 281.600852 239.758125 \r\n",
       "L 281.600852 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_15\">\r\n",
       "    <path d=\"M 53.328125 239.758125 \r\n",
       "L 281.600852 239.758125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_16\">\r\n",
       "    <path d=\"M 53.328125 22.318125 \r\n",
       "L 281.600852 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_22\">\r\n",
       "    <!-- Train -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M -0.296875 72.90625 \r\n",
       "L 61.375 72.90625 \r\n",
       "L 61.375 64.59375 \r\n",
       "L 35.5 64.59375 \r\n",
       "L 35.5 0 \r\n",
       "L 25.59375 0 \r\n",
       "L 25.59375 64.59375 \r\n",
       "L -0.296875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-84\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(152.200114 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-84\"/>\r\n",
       "     <use x=\"60.865234\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"101.978516\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"163.257812\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"191.041016\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g id=\"patch_17\">\r\n",
       "    <path d=\"M 327.255398 239.758125 \r\n",
       "L 555.528125 239.758125 \r\n",
       "L 555.528125 22.318125 \r\n",
       "L 327.255398 22.318125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_18\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 329.538125 239.758125 \r\n",
       "L 347.799943 239.758125 \r\n",
       "L 347.799943 57.009407 \r\n",
       "L 329.538125 57.009407 \r\n",
       "z\r\n",
       "\" style=\"fill:#3274a1;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_19\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 352.365398 239.758125 \r\n",
       "L 370.627216 239.758125 \r\n",
       "L 370.627216 32.672411 \r\n",
       "L 352.365398 32.672411 \r\n",
       "z\r\n",
       "\" style=\"fill:#e1812c;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_20\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 375.19267 239.758125 \r\n",
       "L 393.454489 239.758125 \r\n",
       "L 393.454489 54.796953 \r\n",
       "L 375.19267 54.796953 \r\n",
       "z\r\n",
       "\" style=\"fill:#3a923a;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_21\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 398.019943 239.758125 \r\n",
       "L 416.281761 239.758125 \r\n",
       "L 416.281761 47.274609 \r\n",
       "L 398.019943 47.274609 \r\n",
       "z\r\n",
       "\" style=\"fill:#c03d3e;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_22\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 420.847216 239.758125 \r\n",
       "L 439.109034 239.758125 \r\n",
       "L 439.109034 59.664352 \r\n",
       "L 420.847216 59.664352 \r\n",
       "z\r\n",
       "\" style=\"fill:#9372b2;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_23\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 443.674489 239.758125 \r\n",
       "L 461.936307 239.758125 \r\n",
       "L 461.936307 71.611605 \r\n",
       "L 443.674489 71.611605 \r\n",
       "z\r\n",
       "\" style=\"fill:#845b53;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_24\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 466.501761 239.758125 \r\n",
       "L 484.76358 239.758125 \r\n",
       "L 484.76358 56.566916 \r\n",
       "L 466.501761 56.566916 \r\n",
       "z\r\n",
       "\" style=\"fill:#d684bd;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_25\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 489.329034 239.758125 \r\n",
       "L 507.590852 239.758125 \r\n",
       "L 507.590852 45.062154 \r\n",
       "L 489.329034 45.062154 \r\n",
       "z\r\n",
       "\" style=\"fill:#7f7f7f;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_26\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 512.156307 239.758125 \r\n",
       "L 530.418125 239.758125 \r\n",
       "L 530.418125 60.106843 \r\n",
       "L 512.156307 60.106843 \r\n",
       "z\r\n",
       "\" style=\"fill:#a9aa35;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_27\">\r\n",
       "    <path clip-path=\"url(#pdc0f8b2349)\" d=\"M 534.98358 239.758125 \r\n",
       "L 553.245398 239.758125 \r\n",
       "L 553.245398 54.354462 \r\n",
       "L 534.98358 54.354462 \r\n",
       "z\r\n",
       "\" style=\"fill:#2eabb8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_3\">\r\n",
       "    <g id=\"xtick_11\">\r\n",
       "     <g id=\"line2d_20\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"338.669034\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_23\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(335.487784 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_12\">\r\n",
       "     <g id=\"line2d_21\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"361.496307\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_24\">\r\n",
       "      <!-- 1 -->\r\n",
       "      <g transform=\"translate(358.315057 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_13\">\r\n",
       "     <g id=\"line2d_22\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"384.32358\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_25\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <g transform=\"translate(381.14233 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_14\">\r\n",
       "     <g id=\"line2d_23\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"407.150852\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_26\">\r\n",
       "      <!-- 3 -->\r\n",
       "      <g transform=\"translate(403.969602 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_15\">\r\n",
       "     <g id=\"line2d_24\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"429.978125\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_27\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <g transform=\"translate(426.796875 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_16\">\r\n",
       "     <g id=\"line2d_25\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"452.805398\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_28\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <g transform=\"translate(449.624148 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_17\">\r\n",
       "     <g id=\"line2d_26\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"475.63267\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_29\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <g transform=\"translate(472.45142 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_18\">\r\n",
       "     <g id=\"line2d_27\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"498.459943\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_30\">\r\n",
       "      <!-- 7 -->\r\n",
       "      <g transform=\"translate(495.278693 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_19\">\r\n",
       "     <g id=\"line2d_28\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"521.287216\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_31\">\r\n",
       "      <!-- 8 -->\r\n",
       "      <g transform=\"translate(518.105966 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_20\">\r\n",
       "     <g id=\"line2d_29\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"544.114489\" xlink:href=\"#md5611c1011\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_32\">\r\n",
       "      <!-- 9 -->\r\n",
       "      <g transform=\"translate(540.933239 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_33\">\r\n",
       "     <!-- label -->\r\n",
       "     <g transform=\"translate(429.298793 268.034687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"89.0625\" xlink:href=\"#DejaVuSans-98\"/>\r\n",
       "      <use x=\"152.539062\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"214.0625\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_4\">\r\n",
       "    <g id=\"ytick_10\">\r\n",
       "     <g id=\"line2d_30\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.255398\" xlink:href=\"#m1b36929147\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_34\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(313.892898 243.557344)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_11\">\r\n",
       "     <g id=\"line2d_31\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.255398\" xlink:href=\"#m1b36929147\" y=\"195.509041\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_35\">\r\n",
       "      <!-- 100 -->\r\n",
       "      <g transform=\"translate(301.167898 199.30826)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_12\">\r\n",
       "     <g id=\"line2d_32\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.255398\" xlink:href=\"#m1b36929147\" y=\"151.259957\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_36\">\r\n",
       "      <!-- 200 -->\r\n",
       "      <g transform=\"translate(301.167898 155.059175)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_13\">\r\n",
       "     <g id=\"line2d_33\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.255398\" xlink:href=\"#m1b36929147\" y=\"107.010872\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_37\">\r\n",
       "      <!-- 300 -->\r\n",
       "      <g transform=\"translate(301.167898 110.810091)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_14\">\r\n",
       "     <g id=\"line2d_34\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.255398\" xlink:href=\"#m1b36929147\" y=\"62.761788\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_38\">\r\n",
       "      <!-- 400 -->\r\n",
       "      <g transform=\"translate(301.167898 66.561007)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_39\">\r\n",
       "     <!-- count -->\r\n",
       "     <g transform=\"translate(295.08821 145.144375)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"54.980469\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"116.162109\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "      <use x=\"179.541016\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"242.919922\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_28\">\r\n",
       "    <path d=\"M 327.255398 239.758125 \r\n",
       "L 327.255398 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_29\">\r\n",
       "    <path d=\"M 555.528125 239.758125 \r\n",
       "L 555.528125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_30\">\r\n",
       "    <path d=\"M 327.255398 239.758125 \r\n",
       "L 555.528125 239.758125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_31\">\r\n",
       "    <path d=\"M 327.255398 22.318125 \r\n",
       "L 555.528125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_40\">\r\n",
       "    <!-- Validation -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 28.609375 0 \r\n",
       "L 0.78125 72.90625 \r\n",
       "L 11.078125 72.90625 \r\n",
       "L 34.1875 11.53125 \r\n",
       "L 57.328125 72.90625 \r\n",
       "L 67.578125 72.90625 \r\n",
       "L 39.796875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-86\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(411.304574 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-86\"/>\r\n",
       "     <use x=\"68.298828\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"129.578125\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"157.361328\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"185.144531\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"248.621094\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"309.900391\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"349.109375\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"376.892578\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"438.074219\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p9cdbdbf32d\">\r\n",
       "   <rect height=\"217.44\" width=\"228.272727\" x=\"53.328125\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdc0f8b2349\">\r\n",
       "   <rect height=\"217.44\" width=\"228.272727\" x=\"327.255398\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 648x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(ncols=2, figsize=(9, 4))\n",
    "\n",
    "sns.countplot(train_dataset.data_frame[\"label\"], ax=ax[0])\n",
    "ax[0].set_title(\"Train\")\n",
    "sns.countplot(val_dataset.data_frame[\"label\"], ax=ax[1])\n",
    "ax[1].set_title(\"Validation\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "Indeed, the distributions of the label-counts are the same."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### Define Dataloaders\n",
    "Pytorch Dataloaders are responsible for the batching and - if requested - the shuffling of the samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "def get_data_loaders(train_ds, val_ds, test_ds, batch_size=64):\n",
    "    train_loader = DataLoader(train_ds, batch_size=batch_size, shuffle=True)\n",
    "    val_loader = DataLoader(val_ds, batch_size=batch_size)\n",
    "    test_loader = DataLoader(test_ds, batch_size=batch_size)\n",
    "    return train_loader, val_loader, test_loader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "train_loader, val_loader, test_loader = get_data_loaders(train_dataset, val_dataset, test_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Explore the Data\n",
    "Next we'll take a look at some sample-images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"567.918125pt\" version=\"1.1\" viewBox=\"0 0 552.8 567.918125\" width=\"552.8pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 567.918125 \r\n",
       "L 552.8 567.918125 \r\n",
       "L 552.8 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#pb608da9d43)\">\r\n",
       "    <image height=\"539\" id=\"image3a019ede26\" transform=\"scale(1 -1)translate(0 -539)\" width=\"539\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-21.718125\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_1\">\r\n",
       "    <!-- Some transformed and augmented train images -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 53.515625 70.515625 \r\n",
       "L 53.515625 60.890625 \r\n",
       "Q 47.90625 63.578125 42.921875 64.890625 \r\n",
       "Q 37.9375 66.21875 33.296875 66.21875 \r\n",
       "Q 25.25 66.21875 20.875 63.09375 \r\n",
       "Q 16.5 59.96875 16.5 54.203125 \r\n",
       "Q 16.5 49.359375 19.40625 46.890625 \r\n",
       "Q 22.3125 44.4375 30.421875 42.921875 \r\n",
       "L 36.375 41.703125 \r\n",
       "Q 47.40625 39.59375 52.65625 34.296875 \r\n",
       "Q 57.90625 29 57.90625 20.125 \r\n",
       "Q 57.90625 9.515625 50.796875 4.046875 \r\n",
       "Q 43.703125 -1.421875 29.984375 -1.421875 \r\n",
       "Q 24.8125 -1.421875 18.96875 -0.25 \r\n",
       "Q 13.140625 0.921875 6.890625 3.21875 \r\n",
       "L 6.890625 13.375 \r\n",
       "Q 12.890625 10.015625 18.65625 8.296875 \r\n",
       "Q 24.421875 6.59375 29.984375 6.59375 \r\n",
       "Q 38.421875 6.59375 43.015625 9.90625 \r\n",
       "Q 47.609375 13.234375 47.609375 19.390625 \r\n",
       "Q 47.609375 24.75 44.3125 27.78125 \r\n",
       "Q 41.015625 30.8125 33.5 32.328125 \r\n",
       "L 27.484375 33.5 \r\n",
       "Q 16.453125 35.6875 11.515625 40.375 \r\n",
       "Q 6.59375 45.0625 6.59375 53.421875 \r\n",
       "Q 6.59375 63.09375 13.40625 68.65625 \r\n",
       "Q 20.21875 74.21875 32.171875 74.21875 \r\n",
       "Q 37.3125 74.21875 42.625 73.28125 \r\n",
       "Q 47.953125 72.359375 53.515625 70.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-83\"/>\r\n",
       "     <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "     <path d=\"M 52 44.1875 \r\n",
       "Q 55.375 50.25 60.0625 53.125 \r\n",
       "Q 64.75 56 71.09375 56 \r\n",
       "Q 79.640625 56 84.28125 50.015625 \r\n",
       "Q 88.921875 44.046875 88.921875 33.015625 \r\n",
       "L 88.921875 0 \r\n",
       "L 79.890625 0 \r\n",
       "L 79.890625 32.71875 \r\n",
       "Q 79.890625 40.578125 77.09375 44.375 \r\n",
       "Q 74.3125 48.1875 68.609375 48.1875 \r\n",
       "Q 61.625 48.1875 57.5625 43.546875 \r\n",
       "Q 53.515625 38.921875 53.515625 30.90625 \r\n",
       "L 53.515625 0 \r\n",
       "L 44.484375 0 \r\n",
       "L 44.484375 32.71875 \r\n",
       "Q 44.484375 40.625 41.703125 44.40625 \r\n",
       "Q 38.921875 48.1875 33.109375 48.1875 \r\n",
       "Q 26.21875 48.1875 22.15625 43.53125 \r\n",
       "Q 18.109375 38.875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.1875 51.21875 25.484375 53.609375 \r\n",
       "Q 29.78125 56 35.6875 56 \r\n",
       "Q 41.65625 56 45.828125 52.96875 \r\n",
       "Q 50 49.953125 52 44.1875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-109\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "     <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "     <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "     <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "     <path d=\"M 37.109375 75.984375 \r\n",
       "L 37.109375 68.5 \r\n",
       "L 28.515625 68.5 \r\n",
       "Q 23.6875 68.5 21.796875 66.546875 \r\n",
       "Q 19.921875 64.59375 19.921875 59.515625 \r\n",
       "L 19.921875 54.6875 \r\n",
       "L 34.71875 54.6875 \r\n",
       "L 34.71875 47.703125 \r\n",
       "L 19.921875 47.703125 \r\n",
       "L 19.921875 0 \r\n",
       "L 10.890625 0 \r\n",
       "L 10.890625 47.703125 \r\n",
       "L 2.296875 47.703125 \r\n",
       "L 2.296875 54.6875 \r\n",
       "L 10.890625 54.6875 \r\n",
       "L 10.890625 58.5 \r\n",
       "Q 10.890625 67.625 15.140625 71.796875 \r\n",
       "Q 19.390625 75.984375 28.609375 75.984375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-102\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 8.5 21.578125 \r\n",
       "L 8.5 54.6875 \r\n",
       "L 17.484375 54.6875 \r\n",
       "L 17.484375 21.921875 \r\n",
       "Q 17.484375 14.15625 20.5 10.265625 \r\n",
       "Q 23.53125 6.390625 29.59375 6.390625 \r\n",
       "Q 36.859375 6.390625 41.078125 11.03125 \r\n",
       "Q 45.3125 15.671875 45.3125 23.6875 \r\n",
       "L 45.3125 54.6875 \r\n",
       "L 54.296875 54.6875 \r\n",
       "L 54.296875 0 \r\n",
       "L 45.3125 0 \r\n",
       "L 45.3125 8.40625 \r\n",
       "Q 42.046875 3.421875 37.71875 1 \r\n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \r\n",
       "Q 18.265625 -1.421875 13.375 4.4375 \r\n",
       "Q 8.5 10.296875 8.5 21.578125 \r\n",
       "z\r\n",
       "M 31.109375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-117\"/>\r\n",
       "     <path d=\"M 45.40625 27.984375 \r\n",
       "Q 45.40625 37.75 41.375 43.109375 \r\n",
       "Q 37.359375 48.484375 30.078125 48.484375 \r\n",
       "Q 22.859375 48.484375 18.828125 43.109375 \r\n",
       "Q 14.796875 37.75 14.796875 27.984375 \r\n",
       "Q 14.796875 18.265625 18.828125 12.890625 \r\n",
       "Q 22.859375 7.515625 30.078125 7.515625 \r\n",
       "Q 37.359375 7.515625 41.375 12.890625 \r\n",
       "Q 45.40625 18.265625 45.40625 27.984375 \r\n",
       "z\r\n",
       "M 54.390625 6.78125 \r\n",
       "Q 54.390625 -7.171875 48.1875 -13.984375 \r\n",
       "Q 42 -20.796875 29.203125 -20.796875 \r\n",
       "Q 24.46875 -20.796875 20.265625 -20.09375 \r\n",
       "Q 16.0625 -19.390625 12.109375 -17.921875 \r\n",
       "L 12.109375 -9.1875 \r\n",
       "Q 16.0625 -11.328125 19.921875 -12.34375 \r\n",
       "Q 23.78125 -13.375 27.78125 -13.375 \r\n",
       "Q 36.625 -13.375 41.015625 -8.765625 \r\n",
       "Q 45.40625 -4.15625 45.40625 5.171875 \r\n",
       "L 45.40625 9.625 \r\n",
       "Q 42.625 4.78125 38.28125 2.390625 \r\n",
       "Q 33.9375 0 27.875 0 \r\n",
       "Q 17.828125 0 11.671875 7.65625 \r\n",
       "Q 5.515625 15.328125 5.515625 27.984375 \r\n",
       "Q 5.515625 40.671875 11.671875 48.328125 \r\n",
       "Q 17.828125 56 27.875 56 \r\n",
       "Q 33.9375 56 38.28125 53.609375 \r\n",
       "Q 42.625 51.21875 45.40625 46.390625 \r\n",
       "L 45.40625 54.6875 \r\n",
       "L 54.390625 54.6875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-103\"/>\r\n",
       "     <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(131.2825 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-83\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "     <use x=\"222.070312\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"283.59375\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"315.380859\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"354.589844\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"395.703125\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"456.982422\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"520.361328\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     <use x=\"572.460938\" xlink:href=\"#DejaVuSans-102\"/>\r\n",
       "     <use x=\"607.666016\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"668.847656\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"709.945312\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "     <use x=\"807.357422\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"868.880859\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"932.357422\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"964.144531\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"1025.423828\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"1088.802734\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"1152.279297\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"1184.066406\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"1245.345703\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"1308.724609\" xlink:href=\"#DejaVuSans-103\"/>\r\n",
       "     <use x=\"1372.201172\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "     <use x=\"1469.613281\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"1531.136719\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"1594.515625\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"1633.724609\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"1695.248047\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"1758.724609\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"1790.511719\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"1829.720703\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"1870.833984\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"1932.113281\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"1959.896484\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"2023.275391\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"2055.0625\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"2082.845703\" xlink:href=\"#DejaVuSans-109\"/>\r\n",
       "     <use x=\"2180.257812\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"2241.537109\" xlink:href=\"#DejaVuSans-103\"/>\r\n",
       "     <use x=\"2305.013672\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"2366.537109\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pb608da9d43\">\r\n",
       "   <rect height=\"538.4\" width=\"538.4\" x=\"7.2\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = utils.make_grid(iter(train_loader).next()[0])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "ax.imshow(grid.numpy().transpose((1, 2, 0))[:,:,0], cmap='gray_r')\n",
    "ax.axis('off')\n",
    "ax.set_title('Some transformed and augmented train images')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Define the Neural Network Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "class ConvLayer(nn.Module):\n",
    "    def __init__(self, n_in, n_out, ks=3, pd=0):\n",
    "        super().__init__()\n",
    "        self.layer = nn.Conv2d(n_in, n_out, kernel_size=ks, padding=pd)\n",
    "\n",
    "    def forward(self, X):\n",
    "        return F.relu(self.layer(X))\n",
    "    \n",
    "class Flatten(nn.Module):\n",
    "    def forward(self, X):\n",
    "        return X.view(X.size(0), -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "def get_model():\n",
    "    net = nn.Sequential(\n",
    "        ConvLayer(1, 32, ks=7, pd=3),\n",
    "        nn.BatchNorm2d(32),\n",
    "        ConvLayer(32, 32, ks=5, pd=2),\n",
    "        nn.BatchNorm2d(32),\n",
    "        nn.MaxPool2d(2),\n",
    "        nn.Dropout2d(0.25),\n",
    "        ConvLayer(32, 64),\n",
    "        nn.BatchNorm2d(64),\n",
    "        ConvLayer(64, 64),\n",
    "        nn.BatchNorm2d(64),\n",
    "        nn.MaxPool2d(2, stride=2),\n",
    "        nn.Dropout2d(0.25),\n",
    "        nn.AdaptiveMaxPool2d(1),\n",
    "        Flatten(),\n",
    "        nn.Linear(64, 256),\n",
    "        nn.ReLU(),\n",
    "        nn.BatchNorm1d(256),\n",
    "        nn.Dropout(0.5),\n",
    "        nn.Linear(256, 10)\n",
    "    ).to(device)\n",
    "    \n",
    "    criterion = nn.CrossEntropyLoss()\n",
    "    optimizer = optim.Adam(net.parameters(), lr=0.01)\n",
    "    scheduler = optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', patience=3, factor=0.5, min_lr=1e-5)\n",
    "    return net, criterion, optimizer, scheduler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "net, criterion, optimizer, scheduler = get_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sequential(\n",
       "  (0): ConvLayer(\n",
       "    (layer): Conv2d(1, 32, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3))\n",
       "  )\n",
       "  (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (2): ConvLayer(\n",
       "    (layer): Conv2d(32, 32, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n",
       "  )\n",
       "  (3): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "  (5): Dropout2d(p=0.25, inplace=False)\n",
       "  (6): ConvLayer(\n",
       "    (layer): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1))\n",
       "  )\n",
       "  (7): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (8): ConvLayer(\n",
       "    (layer): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))\n",
       "  )\n",
       "  (9): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (10): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "  (11): Dropout2d(p=0.25, inplace=False)\n",
       "  (12): AdaptiveMaxPool2d(output_size=1)\n",
       "  (13): Flatten()\n",
       "  (14): Linear(in_features=64, out_features=256, bias=True)\n",
       "  (15): ReLU()\n",
       "  (16): BatchNorm1d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (17): Dropout(p=0.5, inplace=False)\n",
       "  (18): Linear(in_features=256, out_features=10, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Train the Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5aa2cdf8910e490c9f624b6d5f6baad4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epochs', max=20, style=ProgressStyle(description_width='initi…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 0', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0: Train: loss: 0.430814, accuracy: 0.8619, Test: loss: 0.147760, accuracy: 0.9590\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 1', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1: Train: loss: 0.205489, accuracy: 0.9381, Test: loss: 0.045640, accuracy: 0.9857\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 2', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2: Train: loss: 0.126290, accuracy: 0.9634, Test: loss: 0.046708, accuracy: 0.9848\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 3', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3: Train: loss: 0.100742, accuracy: 0.9711, Test: loss: 0.037415, accuracy: 0.9890\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 4', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 4: Train: loss: 0.092976, accuracy: 0.9729, Test: loss: 0.032152, accuracy: 0.9888\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 5', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 5: Train: loss: 0.089298, accuracy: 0.9738, Test: loss: 0.032956, accuracy: 0.9893\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 6', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 6: Train: loss: 0.088779, accuracy: 0.9748, Test: loss: 0.034302, accuracy: 0.9888\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 7', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 7: Train: loss: 0.077557, accuracy: 0.9775, Test: loss: 0.038074, accuracy: 0.9869\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 8', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 8: Train: loss: 0.056122, accuracy: 0.9831, Test: loss: 0.020704, accuracy: 0.9931\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 9', max=591, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 9: Train: loss: 0.049663, accuracy: 0.9852, Test: loss: 0.017696, accuracy: 0.9938\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 10', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10: Train: loss: 0.048300, accuracy: 0.9852, Test: loss: 0.026965, accuracy: 0.9902\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 11', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 11: Train: loss: 0.047574, accuracy: 0.9862, Test: loss: 0.021813, accuracy: 0.9936\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 12', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 12: Train: loss: 0.047442, accuracy: 0.9860, Test: loss: 0.023869, accuracy: 0.9926\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 13', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 13: Train: loss: 0.045235, accuracy: 0.9859, Test: loss: 0.019445, accuracy: 0.9943\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 14', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 14: Train: loss: 0.045281, accuracy: 0.9867, Test: loss: 0.028415, accuracy: 0.9926\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 15', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 15: Train: loss: 0.044325, accuracy: 0.9871, Test: loss: 0.020883, accuracy: 0.9936\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 16', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 16: Train: loss: 0.034722, accuracy: 0.9902, Test: loss: 0.013690, accuracy: 0.9952\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 17', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 17: Train: loss: 0.029426, accuracy: 0.9911, Test: loss: 0.014598, accuracy: 0.9948\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 18', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18: Train: loss: 0.028201, accuracy: 0.9916, Test: loss: 0.016265, accuracy: 0.9945\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 19', max=591, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 19: Train: loss: 0.027875, accuracy: 0.9916, Test: loss: 0.014235, accuracy: 0.9960\n",
      "\n",
      "Finished Training!\n"
     ]
    }
   ],
   "source": [
    "results = train(net, \n",
    "                num_epochs=20, \n",
    "                train_dl=train_loader, \n",
    "                optimizer=optimizer, \n",
    "                scheduler=scheduler,\n",
    "                criterion=criterion,\n",
    "                test_dl=val_loader,\n",
    "                device=device\n",
    "               )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### Save the Model and Data for this Run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully saved model to C:\\Dev\\Python\\MachineLearning\\Projects\\local_data\\mnist_kaggle\\runs\\run_2019-10-31_10-59\\model.pkt.\n",
      "Successfully saved data to C:\\Dev\\Python\\MachineLearning\\Projects\\local_data\\mnist_kaggle\\runs\\run_2019-10-31_10-59\\data.pkl.\n"
     ]
    }
   ],
   "source": [
    "saved_run_path = save_run(model=net, runs_dir=data_path / \"runs\", data={\"train\": train_dataset, \"val\": val_dataset, \"test\": test_dataset})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Examine Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 880.665625 277.314375\" width=\"880.665625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 277.314375 \r\n",
       "L 880.665625 277.314375 \r\n",
       "L 880.665625 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 30.103125 239.758125 \r\n",
       "L 410.55767 239.758125 \r\n",
       "L 410.55767 22.318125 \r\n",
       "L 30.103125 22.318125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m0ab5cc4e69\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(26.921875 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.127048\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 1 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(46.945798 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"70.150972\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(66.969722 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"90.174895\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 3 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(86.993645 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.198819\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(107.017569 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"130.222742\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(127.041492 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"150.246666\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(147.065416 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"170.270589\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 7 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 8.203125 72.90625 \r\n",
       "L 55.078125 72.90625 \r\n",
       "L 55.078125 68.703125 \r\n",
       "L 28.609375 0 \r\n",
       "L 18.3125 0 \r\n",
       "L 43.21875 64.59375 \r\n",
       "L 8.203125 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-55\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(167.089339 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_9\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"190.294513\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 8 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(187.113263 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_10\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"210.318436\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 9 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.984375 1.515625 \r\n",
       "L 10.984375 10.5 \r\n",
       "Q 14.703125 8.734375 18.5 7.8125 \r\n",
       "Q 22.3125 6.890625 25.984375 6.890625 \r\n",
       "Q 35.75 6.890625 40.890625 13.453125 \r\n",
       "Q 46.046875 20.015625 46.78125 33.40625 \r\n",
       "Q 43.953125 29.203125 39.59375 26.953125 \r\n",
       "Q 35.25 24.703125 29.984375 24.703125 \r\n",
       "Q 19.046875 24.703125 12.671875 31.3125 \r\n",
       "Q 6.296875 37.9375 6.296875 49.421875 \r\n",
       "Q 6.296875 60.640625 12.9375 67.421875 \r\n",
       "Q 19.578125 74.21875 30.609375 74.21875 \r\n",
       "Q 43.265625 74.21875 49.921875 64.515625 \r\n",
       "Q 56.59375 54.828125 56.59375 36.375 \r\n",
       "Q 56.59375 19.140625 48.40625 8.859375 \r\n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \r\n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \r\n",
       "Q 15.09375 0.046875 10.984375 1.515625 \r\n",
       "z\r\n",
       "M 30.609375 32.421875 \r\n",
       "Q 37.25 32.421875 41.125 36.953125 \r\n",
       "Q 45.015625 41.5 45.015625 49.421875 \r\n",
       "Q 45.015625 57.28125 41.125 61.84375 \r\n",
       "Q 37.25 66.40625 30.609375 66.40625 \r\n",
       "Q 23.96875 66.40625 20.09375 61.84375 \r\n",
       "Q 16.21875 57.28125 16.21875 49.421875 \r\n",
       "Q 16.21875 41.5 20.09375 36.953125 \r\n",
       "Q 23.96875 32.421875 30.609375 32.421875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-57\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(207.137186 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_11\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"230.342359\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(223.979859 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_12\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.366283\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 11 -->\r\n",
       "      <g transform=\"translate(244.003783 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_13\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"270.390206\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 12 -->\r\n",
       "      <g transform=\"translate(264.027706 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_14\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.41413\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 13 -->\r\n",
       "      <g transform=\"translate(284.05163 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_15\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"310.438053\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 14 -->\r\n",
       "      <g transform=\"translate(304.075553 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_16\">\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"330.461977\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 15 -->\r\n",
       "      <g transform=\"translate(324.099477 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_17\">\r\n",
       "     <g id=\"line2d_17\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"350.4859\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_17\">\r\n",
       "      <!-- 16 -->\r\n",
       "      <g transform=\"translate(344.1234 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_18\">\r\n",
       "     <g id=\"line2d_18\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"370.509824\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_18\">\r\n",
       "      <!-- 17 -->\r\n",
       "      <g transform=\"translate(364.147324 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_19\">\r\n",
       "     <g id=\"line2d_19\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"390.533747\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_19\">\r\n",
       "      <!-- 18 -->\r\n",
       "      <g transform=\"translate(384.171247 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_20\">\r\n",
       "     <g id=\"line2d_20\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"410.55767\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_20\">\r\n",
       "      <!-- 19 -->\r\n",
       "      <g transform=\"translate(404.19517 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_21\">\r\n",
       "     <!-- epoch -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "      <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(205.102273 268.034687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"241.162109\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_21\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m5af42e519c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5af42e519c\" y=\"236.36222\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_22\">\r\n",
       "      <!-- 0.0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 240.161438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_22\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5af42e519c\" y=\"188.972709\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_23\">\r\n",
       "      <!-- 0.1 -->\r\n",
       "      <g transform=\"translate(7.2 192.771928)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_23\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5af42e519c\" y=\"141.583198\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_24\">\r\n",
       "      <!-- 0.2 -->\r\n",
       "      <g transform=\"translate(7.2 145.382417)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_24\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5af42e519c\" y=\"94.193687\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_25\">\r\n",
       "      <!-- 0.3 -->\r\n",
       "      <g transform=\"translate(7.2 97.992906)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_25\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5af42e519c\" y=\"46.804176\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_26\">\r\n",
       "      <!-- 0.4 -->\r\n",
       "      <g transform=\"translate(7.2 50.603395)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_26\">\r\n",
       "    <path clip-path=\"url(#pf7aaee7436)\" d=\"M 30.103125 32.201761 \r\n",
       "L 50.127048 138.981921 \r\n",
       "L 70.150972 176.513923 \r\n",
       "L 90.174895 188.620889 \r\n",
       "L 110.198819 192.301258 \r\n",
       "L 130.222742 194.0443 \r\n",
       "L 150.246666 194.290144 \r\n",
       "L 170.270589 199.608437 \r\n",
       "L 190.294513 209.766395 \r\n",
       "L 210.318436 212.827259 \r\n",
       "L 230.342359 213.472954 \r\n",
       "L 250.366283 213.817189 \r\n",
       "L 270.390206 213.879519 \r\n",
       "L 290.41413 214.925548 \r\n",
       "L 310.438053 214.903725 \r\n",
       "L 330.461977 215.356624 \r\n",
       "L 350.4859 219.907783 \r\n",
       "L 370.509824 222.417356 \r\n",
       "L 390.533747 222.99802 \r\n",
       "L 410.55767 223.152254 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_27\">\r\n",
       "    <path clip-path=\"url(#pf7aaee7436)\" d=\"M 30.103125 166.339262 \r\n",
       "L 50.127048 214.733867 \r\n",
       "L 70.150972 214.227332 \r\n",
       "L 90.174895 218.63156 \r\n",
       "L 110.198819 221.125612 \r\n",
       "L 130.222742 220.744416 \r\n",
       "L 150.246666 220.106437 \r\n",
       "L 170.270589 218.319246 \r\n",
       "L 190.294513 226.550661 \r\n",
       "L 210.318436 227.976102 \r\n",
       "L 230.342359 223.583786 \r\n",
       "L 250.366283 226.025121 \r\n",
       "L 270.390206 225.050845 \r\n",
       "L 290.41413 227.147305 \r\n",
       "L 310.438053 222.896566 \r\n",
       "L 330.461977 226.465786 \r\n",
       "L 350.4859 229.874489 \r\n",
       "L 370.509824 229.4444 \r\n",
       "L 390.533747 228.654511 \r\n",
       "L 410.55767 229.616319 \r\n",
       "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 30.103125 239.758125 \r\n",
       "L 30.103125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 410.55767 239.758125 \r\n",
       "L 410.55767 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 30.103125 239.758125 \r\n",
       "L 410.55767 239.758125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 30.103125 22.318125 \r\n",
       "L 410.55767 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_27\">\r\n",
       "    <!-- Loss -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 9.8125 72.90625 \r\n",
       "L 19.671875 72.90625 \r\n",
       "L 19.671875 8.296875 \r\n",
       "L 55.171875 8.296875 \r\n",
       "L 55.171875 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-76\"/>\r\n",
       "     <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(207.06571 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-76\"/>\r\n",
       "     <use x=\"55.697266\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"116.878906\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     <use x=\"168.978516\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"legend_1\">\r\n",
       "    <g id=\"patch_7\">\r\n",
       "     <path d=\"M 348.28267 59.674375 \r\n",
       "L 403.55767 59.674375 \r\n",
       "Q 405.55767 59.674375 405.55767 57.674375 \r\n",
       "L 405.55767 29.318125 \r\n",
       "Q 405.55767 27.318125 403.55767 27.318125 \r\n",
       "L 348.28267 27.318125 \r\n",
       "Q 346.28267 27.318125 346.28267 29.318125 \r\n",
       "L 346.28267 57.674375 \r\n",
       "Q 346.28267 59.674375 348.28267 59.674375 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_28\">\r\n",
       "     <path d=\"M 350.28267 35.416562 \r\n",
       "L 370.28267 35.416562 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_29\"/>\r\n",
       "    <g id=\"text_28\">\r\n",
       "     <!-- train -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "      <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "      <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "      <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(378.28267 38.916562)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"169.384766\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_30\">\r\n",
       "     <path d=\"M 350.28267 50.094687 \r\n",
       "L 370.28267 50.094687 \r\n",
       "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_31\"/>\r\n",
       "    <g id=\"text_29\">\r\n",
       "     <!-- val -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 2.984375 54.6875 \r\n",
       "L 12.5 54.6875 \r\n",
       "L 29.59375 8.796875 \r\n",
       "L 46.6875 54.6875 \r\n",
       "L 56.203125 54.6875 \r\n",
       "L 35.6875 0 \r\n",
       "L 23.484375 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-118\"/>\r\n",
       "      <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(378.28267 53.594687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-118\"/>\r\n",
       "      <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path d=\"M 486.64858 239.758125 \r\n",
       "L 867.103125 239.758125 \r\n",
       "L 867.103125 22.318125 \r\n",
       "L 486.64858 22.318125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_3\">\r\n",
       "    <g id=\"xtick_21\">\r\n",
       "     <g id=\"line2d_32\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_30\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(483.46733 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_22\">\r\n",
       "     <g id=\"line2d_33\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.672503\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_31\">\r\n",
       "      <!-- 1 -->\r\n",
       "      <g transform=\"translate(503.491253 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_23\">\r\n",
       "     <g id=\"line2d_34\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"526.696426\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_32\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <g transform=\"translate(523.515176 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_24\">\r\n",
       "     <g id=\"line2d_35\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"546.72035\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_33\">\r\n",
       "      <!-- 3 -->\r\n",
       "      <g transform=\"translate(543.5391 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_25\">\r\n",
       "     <g id=\"line2d_36\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"566.744273\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_34\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <g transform=\"translate(563.563023 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_26\">\r\n",
       "     <g id=\"line2d_37\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"586.768197\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_35\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <g transform=\"translate(583.586947 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_27\">\r\n",
       "     <g id=\"line2d_38\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"606.79212\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_36\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <g transform=\"translate(603.61087 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_28\">\r\n",
       "     <g id=\"line2d_39\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"626.816044\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_37\">\r\n",
       "      <!-- 7 -->\r\n",
       "      <g transform=\"translate(623.634794 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_29\">\r\n",
       "     <g id=\"line2d_40\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"646.839967\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_38\">\r\n",
       "      <!-- 8 -->\r\n",
       "      <g transform=\"translate(643.658717 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_30\">\r\n",
       "     <g id=\"line2d_41\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"666.863891\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_39\">\r\n",
       "      <!-- 9 -->\r\n",
       "      <g transform=\"translate(663.682641 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_31\">\r\n",
       "     <g id=\"line2d_42\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"686.887814\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_40\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(680.525314 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_32\">\r\n",
       "     <g id=\"line2d_43\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"706.911737\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_41\">\r\n",
       "      <!-- 11 -->\r\n",
       "      <g transform=\"translate(700.549237 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_33\">\r\n",
       "     <g id=\"line2d_44\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"726.935661\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_42\">\r\n",
       "      <!-- 12 -->\r\n",
       "      <g transform=\"translate(720.573161 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_34\">\r\n",
       "     <g id=\"line2d_45\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"746.959584\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_43\">\r\n",
       "      <!-- 13 -->\r\n",
       "      <g transform=\"translate(740.597084 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_35\">\r\n",
       "     <g id=\"line2d_46\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"766.983508\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_44\">\r\n",
       "      <!-- 14 -->\r\n",
       "      <g transform=\"translate(760.621008 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_36\">\r\n",
       "     <g id=\"line2d_47\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"787.007431\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_45\">\r\n",
       "      <!-- 15 -->\r\n",
       "      <g transform=\"translate(780.644931 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_37\">\r\n",
       "     <g id=\"line2d_48\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"807.031355\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_46\">\r\n",
       "      <!-- 16 -->\r\n",
       "      <g transform=\"translate(800.668855 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_38\">\r\n",
       "     <g id=\"line2d_49\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"827.055278\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_47\">\r\n",
       "      <!-- 17 -->\r\n",
       "      <g transform=\"translate(820.692778 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_39\">\r\n",
       "     <g id=\"line2d_50\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"847.079202\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_48\">\r\n",
       "      <!-- 18 -->\r\n",
       "      <g transform=\"translate(840.716702 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_40\">\r\n",
       "     <g id=\"line2d_51\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"867.103125\" xlink:href=\"#m0ab5cc4e69\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_49\">\r\n",
       "      <!-- 19 -->\r\n",
       "      <g transform=\"translate(860.740625 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_50\">\r\n",
       "     <!-- epoch -->\r\n",
       "     <g transform=\"translate(661.647727 268.034687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"241.162109\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_4\">\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_52\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m5af42e519c\" y=\"232.722911\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_51\">\r\n",
       "      <!-- 0.86 -->\r\n",
       "      <g transform=\"translate(457.382955 236.52213)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_53\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m5af42e519c\" y=\"203.224178\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_52\">\r\n",
       "      <!-- 0.88 -->\r\n",
       "      <g transform=\"translate(457.382955 207.023397)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_54\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m5af42e519c\" y=\"173.725445\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_53\">\r\n",
       "      <!-- 0.90 -->\r\n",
       "      <g transform=\"translate(457.382955 177.524664)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_9\">\r\n",
       "     <g id=\"line2d_55\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m5af42e519c\" y=\"144.226712\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_54\">\r\n",
       "      <!-- 0.92 -->\r\n",
       "      <g transform=\"translate(457.382955 148.025931)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_10\">\r\n",
       "     <g id=\"line2d_56\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m5af42e519c\" y=\"114.727979\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_55\">\r\n",
       "      <!-- 0.94 -->\r\n",
       "      <g transform=\"translate(457.382955 118.527198)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_11\">\r\n",
       "     <g id=\"line2d_57\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m5af42e519c\" y=\"85.229246\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_56\">\r\n",
       "      <!-- 0.96 -->\r\n",
       "      <g transform=\"translate(457.382955 89.028465)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_12\">\r\n",
       "     <g id=\"line2d_58\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m5af42e519c\" y=\"55.730513\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_57\">\r\n",
       "      <!-- 0.98 -->\r\n",
       "      <g transform=\"translate(457.382955 59.529732)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_13\">\r\n",
       "     <g id=\"line2d_59\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.64858\" xlink:href=\"#m5af42e519c\" y=\"26.23178\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_58\">\r\n",
       "      <!-- 1.00 -->\r\n",
       "      <g transform=\"translate(457.382955 30.030999)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_60\">\r\n",
       "    <path clip-path=\"url(#pe486c015dd)\" d=\"M 486.64858 229.874489 \r\n",
       "L 506.672503 117.537382 \r\n",
       "L 526.696426 80.156713 \r\n",
       "L 546.72035 68.9191 \r\n",
       "L 566.744273 66.226755 \r\n",
       "L 586.768197 64.939112 \r\n",
       "L 606.79212 63.378333 \r\n",
       "L 626.816044 59.359325 \r\n",
       "L 646.839967 51.204252 \r\n",
       "L 666.863891 48.121713 \r\n",
       "L 686.887814 48.043674 \r\n",
       "L 706.911737 46.560933 \r\n",
       "L 726.935661 46.873089 \r\n",
       "L 746.959584 47.029167 \r\n",
       "L 766.983508 45.897602 \r\n",
       "L 787.007431 45.234271 \r\n",
       "L 807.031355 40.629971 \r\n",
       "L 827.055278 39.420367 \r\n",
       "L 847.079202 38.561938 \r\n",
       "L 867.103125 38.639977 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_61\">\r\n",
       "    <path clip-path=\"url(#pe486c015dd)\" d=\"M 486.64858 86.633947 \r\n",
       "L 506.672503 47.302303 \r\n",
       "L 526.696426 48.707005 \r\n",
       "L 546.72035 42.385848 \r\n",
       "L 566.744273 42.737023 \r\n",
       "L 586.768197 42.034672 \r\n",
       "L 606.79212 42.737023 \r\n",
       "L 626.816044 45.546426 \r\n",
       "L 646.839967 36.415866 \r\n",
       "L 666.863891 35.36234 \r\n",
       "L 686.887814 40.629971 \r\n",
       "L 706.911737 35.713515 \r\n",
       "L 726.935661 37.118217 \r\n",
       "L 746.959584 34.659989 \r\n",
       "L 766.983508 37.118217 \r\n",
       "L 787.007431 35.713515 \r\n",
       "L 807.031355 33.255288 \r\n",
       "L 827.055278 33.957638 \r\n",
       "L 847.079202 34.308814 \r\n",
       "L 867.103125 32.201761 \r\n",
       "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path d=\"M 486.64858 239.758125 \r\n",
       "L 486.64858 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path d=\"M 867.103125 239.758125 \r\n",
       "L 867.103125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path d=\"M 486.64858 239.758125 \r\n",
       "L 867.103125 239.758125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path d=\"M 486.64858 22.318125 \r\n",
       "L 867.103125 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_59\">\r\n",
       "    <!-- Accuracy -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 34.1875 63.1875 \r\n",
       "L 20.796875 26.90625 \r\n",
       "L 47.609375 26.90625 \r\n",
       "z\r\n",
       "M 28.609375 72.90625 \r\n",
       "L 39.796875 72.90625 \r\n",
       "L 67.578125 0 \r\n",
       "L 57.328125 0 \r\n",
       "L 50.6875 18.703125 \r\n",
       "L 17.828125 18.703125 \r\n",
       "L 11.1875 0 \r\n",
       "L 0.78125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-65\"/>\r\n",
       "     <path d=\"M 8.5 21.578125 \r\n",
       "L 8.5 54.6875 \r\n",
       "L 17.484375 54.6875 \r\n",
       "L 17.484375 21.921875 \r\n",
       "Q 17.484375 14.15625 20.5 10.265625 \r\n",
       "Q 23.53125 6.390625 29.59375 6.390625 \r\n",
       "Q 36.859375 6.390625 41.078125 11.03125 \r\n",
       "Q 45.3125 15.671875 45.3125 23.6875 \r\n",
       "L 45.3125 54.6875 \r\n",
       "L 54.296875 54.6875 \r\n",
       "L 54.296875 0 \r\n",
       "L 45.3125 0 \r\n",
       "L 45.3125 8.40625 \r\n",
       "Q 42.046875 3.421875 37.71875 1 \r\n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \r\n",
       "Q 18.265625 -1.421875 13.375 4.4375 \r\n",
       "Q 8.5 10.296875 8.5 21.578125 \r\n",
       "z\r\n",
       "M 31.109375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-117\"/>\r\n",
       "     <path d=\"M 32.171875 -5.078125 \r\n",
       "Q 28.375 -14.84375 24.75 -17.8125 \r\n",
       "Q 21.140625 -20.796875 15.09375 -20.796875 \r\n",
       "L 7.90625 -20.796875 \r\n",
       "L 7.90625 -13.28125 \r\n",
       "L 13.1875 -13.28125 \r\n",
       "Q 16.890625 -13.28125 18.9375 -11.515625 \r\n",
       "Q 21 -9.765625 23.484375 -3.21875 \r\n",
       "L 25.09375 0.875 \r\n",
       "L 2.984375 54.6875 \r\n",
       "L 12.5 54.6875 \r\n",
       "L 29.59375 11.921875 \r\n",
       "L 46.6875 54.6875 \r\n",
       "L 56.203125 54.6875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-121\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(649.37804 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-65\"/>\r\n",
       "     <use x=\"68.392578\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"123.373047\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"178.353516\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"241.732422\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"282.845703\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"344.125\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"399.105469\" xlink:href=\"#DejaVuSans-121\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"legend_2\">\r\n",
       "    <g id=\"patch_13\">\r\n",
       "     <path d=\"M 493.64858 234.758125 \r\n",
       "L 548.92358 234.758125 \r\n",
       "Q 550.92358 234.758125 550.92358 232.758125 \r\n",
       "L 550.92358 204.401875 \r\n",
       "Q 550.92358 202.401875 548.92358 202.401875 \r\n",
       "L 493.64858 202.401875 \r\n",
       "Q 491.64858 202.401875 491.64858 204.401875 \r\n",
       "L 491.64858 232.758125 \r\n",
       "Q 491.64858 234.758125 493.64858 234.758125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_62\">\r\n",
       "     <path d=\"M 495.64858 210.500312 \r\n",
       "L 515.64858 210.500312 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_63\"/>\r\n",
       "    <g id=\"text_60\">\r\n",
       "     <!-- train -->\r\n",
       "     <g transform=\"translate(523.64858 214.000312)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"169.384766\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_64\">\r\n",
       "     <path d=\"M 495.64858 225.178437 \r\n",
       "L 515.64858 225.178437 \r\n",
       "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_65\"/>\r\n",
       "    <g id=\"text_61\">\r\n",
       "     <!-- val -->\r\n",
       "     <g transform=\"translate(523.64858 228.678437)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-118\"/>\r\n",
       "      <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pf7aaee7436\">\r\n",
       "   <rect height=\"217.44\" width=\"380.454545\" x=\"30.103125\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pe486c015dd\">\r\n",
       "   <rect height=\"217.44\" width=\"380.454545\" x=\"486.64858\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(ncols=2, figsize=(15, 4))\n",
    "\n",
    "results.train_loss.plot(label=\"train\", ax=ax[0])\n",
    "results.test_loss.plot(label=\"val\", ax=ax[0])\n",
    "ax[0].legend()\n",
    "ax[0].set_title(\"Loss\")\n",
    "ax[0].set_xticks(results.index)\n",
    "\n",
    "results.train_accuracy.plot(label=\"train\", ax=ax[1])\n",
    "results.test_accuracy.plot(label=\"val\", ax=ax[1])\n",
    "ax[1].legend()\n",
    "ax[1].set_title(\"Accuracy\")\n",
    "ax[1].set_xticks(results.index)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "*Note*: The model achieves lower losses and higher accuracies for the validation dataset when compared to those of the training dataset. The reason for this might be a combination of not using\n",
    "data-augmentations or Dropout when calculating the predictions on the validation dataset. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### Calculate Predictions for the Validation Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "#### (Optional) Load saved Model and Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully loaded model data from model.pkt\n",
      "Successfully loaded data from data.pkl\n"
     ]
    }
   ],
   "source": [
    "net, data = load_run(model=get_model()[0], run_path=saved_run_path)\n",
    "train_dataset = data[\"train\"]\n",
    "val_dataset = data[\"val\"]\n",
    "test_dataset = data[\"test\"]\n",
    "\n",
    "train_loader, val_loader, test_loader = get_data_loaders(train_dataset, val_dataset, test_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "#### Make Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "val_prediction = predict(net, val_loader)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "#### Classification Report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0     1.0000    1.0000    1.0000       413\n",
      "           1     1.0000    1.0000    1.0000       468\n",
      "           2     1.0000    0.9976    0.9988       418\n",
      "           3     0.9954    0.9954    0.9954       435\n",
      "           4     0.9975    0.9828    0.9901       407\n",
      "           5     0.9947    0.9947    0.9947       380\n",
      "           6     0.9976    1.0000    0.9988       414\n",
      "           7     0.9932    0.9977    0.9955       440\n",
      "           8     0.9975    0.9951    0.9963       406\n",
      "           9     0.9835    0.9952    0.9893       419\n",
      "\n",
      "    accuracy                         0.9960      4200\n",
      "   macro avg     0.9959    0.9959    0.9959      4200\n",
      "weighted avg     0.9960    0.9960    0.9960      4200\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(val_dataset.data_frame.label, val_prediction, digits=4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "#### Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(labels, predictions):\n",
    "    cm = confusion_matrix(labels, predictions)\n",
    "    \n",
    "    def off_diagonal_max(m):\n",
    "        mask = np.ones(m.shape, dtype=bool)\n",
    "        np.fill_diagonal(mask, 0)\n",
    "        return np.max(m[mask])\n",
    "    \n",
    "    fig, ax = plt.subplots(figsize=(7, 7))\n",
    "    sns.heatmap(cm.T, square=True, vmax=off_diagonal_max(cm) + 10, cmap=\"YlGnBu\", annot=True, fmt='d', cbar=False, linewidths=2, ax=ax)\n",
    "    bottom, top = ax.get_ylim()\n",
    "    ax.set_ylim(bottom + 0.5, top - 0.5)\n",
    "    plt.xlabel(\"ground truth\")\n",
    "    plt.ylabel(\"prediction\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"425.27625pt\" version=\"1.1\" viewBox=\"0 0 425.27625 425.27625\" width=\"425.27625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 425.27625 \r\n",
       "L 425.27625 425.27625 \r\n",
       "L 425.27625 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 37.55625 387.72 \r\n",
       "L 418.07625 387.72 \r\n",
       "L 418.07625 7.2 \r\n",
       "L 37.55625 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"QuadMesh_1\">\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 7.2 \r\n",
       "L 75.60825 7.2 \r\n",
       "L 75.60825 45.252 \r\n",
       "L 37.55625 45.252 \r\n",
       "L 37.55625 7.2 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 7.2 \r\n",
       "L 113.66025 7.2 \r\n",
       "L 113.66025 45.252 \r\n",
       "L 75.60825 45.252 \r\n",
       "L 75.60825 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 7.2 \r\n",
       "L 151.71225 7.2 \r\n",
       "L 151.71225 45.252 \r\n",
       "L 113.66025 45.252 \r\n",
       "L 113.66025 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 7.2 \r\n",
       "L 189.76425 7.2 \r\n",
       "L 189.76425 45.252 \r\n",
       "L 151.71225 45.252 \r\n",
       "L 151.71225 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 7.2 \r\n",
       "L 227.81625 7.2 \r\n",
       "L 227.81625 45.252 \r\n",
       "L 189.76425 45.252 \r\n",
       "L 189.76425 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 7.2 \r\n",
       "L 265.86825 7.2 \r\n",
       "L 265.86825 45.252 \r\n",
       "L 227.81625 45.252 \r\n",
       "L 227.81625 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 7.2 \r\n",
       "L 303.92025 7.2 \r\n",
       "L 303.92025 45.252 \r\n",
       "L 265.86825 45.252 \r\n",
       "L 265.86825 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 7.2 \r\n",
       "L 341.97225 7.2 \r\n",
       "L 341.97225 45.252 \r\n",
       "L 303.92025 45.252 \r\n",
       "L 303.92025 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 7.2 \r\n",
       "L 380.02425 7.2 \r\n",
       "L 380.02425 45.252 \r\n",
       "L 341.97225 45.252 \r\n",
       "L 341.97225 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 7.2 \r\n",
       "L 418.07625 7.2 \r\n",
       "L 418.07625 45.252 \r\n",
       "L 380.02425 45.252 \r\n",
       "L 380.02425 7.2 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 45.252 \r\n",
       "L 75.60825 45.252 \r\n",
       "L 75.60825 83.304 \r\n",
       "L 37.55625 83.304 \r\n",
       "L 37.55625 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 45.252 \r\n",
       "L 113.66025 45.252 \r\n",
       "L 113.66025 83.304 \r\n",
       "L 75.60825 83.304 \r\n",
       "L 75.60825 45.252 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 45.252 \r\n",
       "L 151.71225 45.252 \r\n",
       "L 151.71225 83.304 \r\n",
       "L 113.66025 83.304 \r\n",
       "L 113.66025 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 45.252 \r\n",
       "L 189.76425 45.252 \r\n",
       "L 189.76425 83.304 \r\n",
       "L 151.71225 83.304 \r\n",
       "L 151.71225 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 45.252 \r\n",
       "L 227.81625 45.252 \r\n",
       "L 227.81625 83.304 \r\n",
       "L 189.76425 83.304 \r\n",
       "L 189.76425 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 45.252 \r\n",
       "L 265.86825 45.252 \r\n",
       "L 265.86825 83.304 \r\n",
       "L 227.81625 83.304 \r\n",
       "L 227.81625 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 45.252 \r\n",
       "L 303.92025 45.252 \r\n",
       "L 303.92025 83.304 \r\n",
       "L 265.86825 83.304 \r\n",
       "L 265.86825 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 45.252 \r\n",
       "L 341.97225 45.252 \r\n",
       "L 341.97225 83.304 \r\n",
       "L 303.92025 83.304 \r\n",
       "L 303.92025 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 45.252 \r\n",
       "L 380.02425 45.252 \r\n",
       "L 380.02425 83.304 \r\n",
       "L 341.97225 83.304 \r\n",
       "L 341.97225 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 45.252 \r\n",
       "L 418.07625 45.252 \r\n",
       "L 418.07625 83.304 \r\n",
       "L 380.02425 83.304 \r\n",
       "L 380.02425 45.252 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 83.304 \r\n",
       "L 75.60825 83.304 \r\n",
       "L 75.60825 121.356 \r\n",
       "L 37.55625 121.356 \r\n",
       "L 37.55625 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 83.304 \r\n",
       "L 113.66025 83.304 \r\n",
       "L 113.66025 121.356 \r\n",
       "L 75.60825 121.356 \r\n",
       "L 75.60825 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 83.304 \r\n",
       "L 151.71225 83.304 \r\n",
       "L 151.71225 121.356 \r\n",
       "L 113.66025 121.356 \r\n",
       "L 113.66025 83.304 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 83.304 \r\n",
       "L 189.76425 83.304 \r\n",
       "L 189.76425 121.356 \r\n",
       "L 151.71225 121.356 \r\n",
       "L 151.71225 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 83.304 \r\n",
       "L 227.81625 83.304 \r\n",
       "L 227.81625 121.356 \r\n",
       "L 189.76425 121.356 \r\n",
       "L 189.76425 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 83.304 \r\n",
       "L 265.86825 83.304 \r\n",
       "L 265.86825 121.356 \r\n",
       "L 227.81625 121.356 \r\n",
       "L 227.81625 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 83.304 \r\n",
       "L 303.92025 83.304 \r\n",
       "L 303.92025 121.356 \r\n",
       "L 265.86825 121.356 \r\n",
       "L 265.86825 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 83.304 \r\n",
       "L 341.97225 83.304 \r\n",
       "L 341.97225 121.356 \r\n",
       "L 303.92025 121.356 \r\n",
       "L 303.92025 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 83.304 \r\n",
       "L 380.02425 83.304 \r\n",
       "L 380.02425 121.356 \r\n",
       "L 341.97225 121.356 \r\n",
       "L 341.97225 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 83.304 \r\n",
       "L 418.07625 83.304 \r\n",
       "L 418.07625 121.356 \r\n",
       "L 380.02425 121.356 \r\n",
       "L 380.02425 83.304 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 121.356 \r\n",
       "L 75.60825 121.356 \r\n",
       "L 75.60825 159.408 \r\n",
       "L 37.55625 159.408 \r\n",
       "L 37.55625 121.356 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 121.356 \r\n",
       "L 113.66025 121.356 \r\n",
       "L 113.66025 159.408 \r\n",
       "L 75.60825 159.408 \r\n",
       "L 75.60825 121.356 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 121.356 \r\n",
       "L 151.71225 121.356 \r\n",
       "L 151.71225 159.408 \r\n",
       "L 113.66025 159.408 \r\n",
       "L 113.66025 121.356 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 121.356 \r\n",
       "L 189.76425 121.356 \r\n",
       "L 189.76425 159.408 \r\n",
       "L 151.71225 159.408 \r\n",
       "L 151.71225 121.356 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 121.356 \r\n",
       "L 227.81625 121.356 \r\n",
       "L 227.81625 159.408 \r\n",
       "L 189.76425 159.408 \r\n",
       "L 189.76425 121.356 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 121.356 \r\n",
       "L 265.86825 121.356 \r\n",
       "L 265.86825 159.408 \r\n",
       "L 227.81625 159.408 \r\n",
       "L 227.81625 121.356 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 121.356 \r\n",
       "L 303.92025 121.356 \r\n",
       "L 303.92025 159.408 \r\n",
       "L 265.86825 159.408 \r\n",
       "L 265.86825 121.356 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 121.356 \r\n",
       "L 341.97225 121.356 \r\n",
       "L 341.97225 159.408 \r\n",
       "L 303.92025 159.408 \r\n",
       "L 303.92025 121.356 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 121.356 \r\n",
       "L 380.02425 121.356 \r\n",
       "L 380.02425 159.408 \r\n",
       "L 341.97225 159.408 \r\n",
       "L 341.97225 121.356 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 121.356 \r\n",
       "L 418.07625 121.356 \r\n",
       "L 418.07625 159.408 \r\n",
       "L 380.02425 159.408 \r\n",
       "L 380.02425 121.356 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 159.408 \r\n",
       "L 75.60825 159.408 \r\n",
       "L 75.60825 197.46 \r\n",
       "L 37.55625 197.46 \r\n",
       "L 37.55625 159.408 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 159.408 \r\n",
       "L 113.66025 159.408 \r\n",
       "L 113.66025 197.46 \r\n",
       "L 75.60825 197.46 \r\n",
       "L 75.60825 159.408 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 159.408 \r\n",
       "L 151.71225 159.408 \r\n",
       "L 151.71225 197.46 \r\n",
       "L 113.66025 197.46 \r\n",
       "L 113.66025 159.408 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 159.408 \r\n",
       "L 189.76425 159.408 \r\n",
       "L 189.76425 197.46 \r\n",
       "L 151.71225 197.46 \r\n",
       "L 151.71225 159.408 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 159.408 \r\n",
       "L 227.81625 159.408 \r\n",
       "L 227.81625 197.46 \r\n",
       "L 189.76425 197.46 \r\n",
       "L 189.76425 159.408 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 159.408 \r\n",
       "L 265.86825 159.408 \r\n",
       "L 265.86825 197.46 \r\n",
       "L 227.81625 197.46 \r\n",
       "L 227.81625 159.408 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 159.408 \r\n",
       "L 303.92025 159.408 \r\n",
       "L 303.92025 197.46 \r\n",
       "L 265.86825 197.46 \r\n",
       "L 265.86825 159.408 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 159.408 \r\n",
       "L 341.97225 159.408 \r\n",
       "L 341.97225 197.46 \r\n",
       "L 303.92025 197.46 \r\n",
       "L 303.92025 159.408 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 159.408 \r\n",
       "L 380.02425 159.408 \r\n",
       "L 380.02425 197.46 \r\n",
       "L 341.97225 197.46 \r\n",
       "L 341.97225 159.408 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 159.408 \r\n",
       "L 418.07625 159.408 \r\n",
       "L 418.07625 197.46 \r\n",
       "L 380.02425 197.46 \r\n",
       "L 380.02425 159.408 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 197.46 \r\n",
       "L 75.60825 197.46 \r\n",
       "L 75.60825 235.512 \r\n",
       "L 37.55625 235.512 \r\n",
       "L 37.55625 197.46 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 197.46 \r\n",
       "L 113.66025 197.46 \r\n",
       "L 113.66025 235.512 \r\n",
       "L 75.60825 235.512 \r\n",
       "L 75.60825 197.46 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 197.46 \r\n",
       "L 151.71225 197.46 \r\n",
       "L 151.71225 235.512 \r\n",
       "L 113.66025 235.512 \r\n",
       "L 113.66025 197.46 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 197.46 \r\n",
       "L 189.76425 197.46 \r\n",
       "L 189.76425 235.512 \r\n",
       "L 151.71225 235.512 \r\n",
       "L 151.71225 197.46 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 197.46 \r\n",
       "L 227.81625 197.46 \r\n",
       "L 227.81625 235.512 \r\n",
       "L 189.76425 235.512 \r\n",
       "L 189.76425 197.46 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 197.46 \r\n",
       "L 265.86825 197.46 \r\n",
       "L 265.86825 235.512 \r\n",
       "L 227.81625 235.512 \r\n",
       "L 227.81625 197.46 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 197.46 \r\n",
       "L 303.92025 197.46 \r\n",
       "L 303.92025 235.512 \r\n",
       "L 265.86825 235.512 \r\n",
       "L 265.86825 197.46 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 197.46 \r\n",
       "L 341.97225 197.46 \r\n",
       "L 341.97225 235.512 \r\n",
       "L 303.92025 235.512 \r\n",
       "L 303.92025 197.46 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 197.46 \r\n",
       "L 380.02425 197.46 \r\n",
       "L 380.02425 235.512 \r\n",
       "L 341.97225 235.512 \r\n",
       "L 341.97225 197.46 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 197.46 \r\n",
       "L 418.07625 197.46 \r\n",
       "L 418.07625 235.512 \r\n",
       "L 380.02425 235.512 \r\n",
       "L 380.02425 197.46 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 235.512 \r\n",
       "L 75.60825 235.512 \r\n",
       "L 75.60825 273.564 \r\n",
       "L 37.55625 273.564 \r\n",
       "L 37.55625 235.512 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 235.512 \r\n",
       "L 113.66025 235.512 \r\n",
       "L 113.66025 273.564 \r\n",
       "L 75.60825 273.564 \r\n",
       "L 75.60825 235.512 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 235.512 \r\n",
       "L 151.71225 235.512 \r\n",
       "L 151.71225 273.564 \r\n",
       "L 113.66025 273.564 \r\n",
       "L 113.66025 235.512 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 235.512 \r\n",
       "L 189.76425 235.512 \r\n",
       "L 189.76425 273.564 \r\n",
       "L 151.71225 273.564 \r\n",
       "L 151.71225 235.512 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 235.512 \r\n",
       "L 227.81625 235.512 \r\n",
       "L 227.81625 273.564 \r\n",
       "L 189.76425 273.564 \r\n",
       "L 189.76425 235.512 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 235.512 \r\n",
       "L 265.86825 235.512 \r\n",
       "L 265.86825 273.564 \r\n",
       "L 227.81625 273.564 \r\n",
       "L 227.81625 235.512 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 235.512 \r\n",
       "L 303.92025 235.512 \r\n",
       "L 303.92025 273.564 \r\n",
       "L 265.86825 273.564 \r\n",
       "L 265.86825 235.512 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 235.512 \r\n",
       "L 341.97225 235.512 \r\n",
       "L 341.97225 273.564 \r\n",
       "L 303.92025 273.564 \r\n",
       "L 303.92025 235.512 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 235.512 \r\n",
       "L 380.02425 235.512 \r\n",
       "L 380.02425 273.564 \r\n",
       "L 341.97225 273.564 \r\n",
       "L 341.97225 235.512 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 235.512 \r\n",
       "L 418.07625 235.512 \r\n",
       "L 418.07625 273.564 \r\n",
       "L 380.02425 273.564 \r\n",
       "L 380.02425 235.512 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 273.564 \r\n",
       "L 75.60825 273.564 \r\n",
       "L 75.60825 311.616 \r\n",
       "L 37.55625 311.616 \r\n",
       "L 37.55625 273.564 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 273.564 \r\n",
       "L 113.66025 273.564 \r\n",
       "L 113.66025 311.616 \r\n",
       "L 75.60825 311.616 \r\n",
       "L 75.60825 273.564 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 273.564 \r\n",
       "L 151.71225 273.564 \r\n",
       "L 151.71225 311.616 \r\n",
       "L 113.66025 311.616 \r\n",
       "L 113.66025 273.564 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 273.564 \r\n",
       "L 189.76425 273.564 \r\n",
       "L 189.76425 311.616 \r\n",
       "L 151.71225 311.616 \r\n",
       "L 151.71225 273.564 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 273.564 \r\n",
       "L 227.81625 273.564 \r\n",
       "L 227.81625 311.616 \r\n",
       "L 189.76425 311.616 \r\n",
       "L 189.76425 273.564 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 273.564 \r\n",
       "L 265.86825 273.564 \r\n",
       "L 265.86825 311.616 \r\n",
       "L 227.81625 311.616 \r\n",
       "L 227.81625 273.564 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 273.564 \r\n",
       "L 303.92025 273.564 \r\n",
       "L 303.92025 311.616 \r\n",
       "L 265.86825 311.616 \r\n",
       "L 265.86825 273.564 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 273.564 \r\n",
       "L 341.97225 273.564 \r\n",
       "L 341.97225 311.616 \r\n",
       "L 303.92025 311.616 \r\n",
       "L 303.92025 273.564 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 273.564 \r\n",
       "L 380.02425 273.564 \r\n",
       "L 380.02425 311.616 \r\n",
       "L 341.97225 311.616 \r\n",
       "L 341.97225 273.564 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 273.564 \r\n",
       "L 418.07625 273.564 \r\n",
       "L 418.07625 311.616 \r\n",
       "L 380.02425 311.616 \r\n",
       "L 380.02425 273.564 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 311.616 \r\n",
       "L 75.60825 311.616 \r\n",
       "L 75.60825 349.668 \r\n",
       "L 37.55625 349.668 \r\n",
       "L 37.55625 311.616 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 311.616 \r\n",
       "L 113.66025 311.616 \r\n",
       "L 113.66025 349.668 \r\n",
       "L 75.60825 349.668 \r\n",
       "L 75.60825 311.616 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 311.616 \r\n",
       "L 151.71225 311.616 \r\n",
       "L 151.71225 349.668 \r\n",
       "L 113.66025 349.668 \r\n",
       "L 113.66025 311.616 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 311.616 \r\n",
       "L 189.76425 311.616 \r\n",
       "L 189.76425 349.668 \r\n",
       "L 151.71225 349.668 \r\n",
       "L 151.71225 311.616 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 311.616 \r\n",
       "L 227.81625 311.616 \r\n",
       "L 227.81625 349.668 \r\n",
       "L 189.76425 349.668 \r\n",
       "L 189.76425 311.616 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 311.616 \r\n",
       "L 265.86825 311.616 \r\n",
       "L 265.86825 349.668 \r\n",
       "L 227.81625 349.668 \r\n",
       "L 227.81625 311.616 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 311.616 \r\n",
       "L 303.92025 311.616 \r\n",
       "L 303.92025 349.668 \r\n",
       "L 265.86825 349.668 \r\n",
       "L 265.86825 311.616 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 311.616 \r\n",
       "L 341.97225 311.616 \r\n",
       "L 341.97225 349.668 \r\n",
       "L 303.92025 349.668 \r\n",
       "L 303.92025 311.616 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 311.616 \r\n",
       "L 380.02425 311.616 \r\n",
       "L 380.02425 349.668 \r\n",
       "L 341.97225 349.668 \r\n",
       "L 341.97225 311.616 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 311.616 \r\n",
       "L 418.07625 311.616 \r\n",
       "L 418.07625 349.668 \r\n",
       "L 380.02425 349.668 \r\n",
       "L 380.02425 311.616 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 37.55625 349.668 \r\n",
       "L 75.60825 349.668 \r\n",
       "L 75.60825 387.72 \r\n",
       "L 37.55625 387.72 \r\n",
       "L 37.55625 349.668 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 75.60825 349.668 \r\n",
       "L 113.66025 349.668 \r\n",
       "L 113.66025 387.72 \r\n",
       "L 75.60825 387.72 \r\n",
       "L 75.60825 349.668 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 113.66025 349.668 \r\n",
       "L 151.71225 349.668 \r\n",
       "L 151.71225 387.72 \r\n",
       "L 113.66025 387.72 \r\n",
       "L 113.66025 349.668 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 151.71225 349.668 \r\n",
       "L 189.76425 349.668 \r\n",
       "L 189.76425 387.72 \r\n",
       "L 151.71225 387.72 \r\n",
       "L 151.71225 349.668 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 189.76425 349.668 \r\n",
       "L 227.81625 349.668 \r\n",
       "L 227.81625 387.72 \r\n",
       "L 189.76425 387.72 \r\n",
       "L 189.76425 349.668 \r\n",
       "\" style=\"fill:#7ecdbb;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 227.81625 349.668 \r\n",
       "L 265.86825 349.668 \r\n",
       "L 265.86825 387.72 \r\n",
       "L 227.81625 387.72 \r\n",
       "L 227.81625 349.668 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 265.86825 349.668 \r\n",
       "L 303.92025 349.668 \r\n",
       "L 303.92025 387.72 \r\n",
       "L 265.86825 387.72 \r\n",
       "L 265.86825 349.668 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 303.92025 349.668 \r\n",
       "L 341.97225 349.668 \r\n",
       "L 341.97225 387.72 \r\n",
       "L 303.92025 387.72 \r\n",
       "L 303.92025 349.668 \r\n",
       "\" style=\"fill:#f6fbc5;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 341.97225 349.668 \r\n",
       "L 380.02425 349.668 \r\n",
       "L 380.02425 387.72 \r\n",
       "L 341.97225 387.72 \r\n",
       "L 341.97225 349.668 \r\n",
       "\" style=\"fill:#ffffd9;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "    <path clip-path=\"url(#p2b61002471)\" d=\"M 380.02425 349.668 \r\n",
       "L 418.07625 349.668 \r\n",
       "L 418.07625 387.72 \r\n",
       "L 380.02425 387.72 \r\n",
       "L 380.02425 349.668 \r\n",
       "\" style=\"fill:#081d58;stroke:#ffffff;stroke-width:2;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m6158c3d279\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"56.58225\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(53.401 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"94.63425\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 1 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(91.453 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"132.68625\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(129.505 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"170.73825\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 3 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(167.557 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"208.79025\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(205.609 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"246.84225\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(243.661 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.89425\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(281.713 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"322.94625\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 7 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 8.203125 72.90625 \r\n",
       "L 55.078125 72.90625 \r\n",
       "L 55.078125 68.703125 \r\n",
       "L 28.609375 0 \r\n",
       "L 18.3125 0 \r\n",
       "L 43.21875 64.59375 \r\n",
       "L 8.203125 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-55\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(319.765 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_9\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"360.99825\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 8 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(357.817 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_10\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"399.05025\" xlink:href=\"#m6158c3d279\" y=\"387.72\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 9 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.984375 1.515625 \r\n",
       "L 10.984375 10.5 \r\n",
       "Q 14.703125 8.734375 18.5 7.8125 \r\n",
       "Q 22.3125 6.890625 25.984375 6.890625 \r\n",
       "Q 35.75 6.890625 40.890625 13.453125 \r\n",
       "Q 46.046875 20.015625 46.78125 33.40625 \r\n",
       "Q 43.953125 29.203125 39.59375 26.953125 \r\n",
       "Q 35.25 24.703125 29.984375 24.703125 \r\n",
       "Q 19.046875 24.703125 12.671875 31.3125 \r\n",
       "Q 6.296875 37.9375 6.296875 49.421875 \r\n",
       "Q 6.296875 60.640625 12.9375 67.421875 \r\n",
       "Q 19.578125 74.21875 30.609375 74.21875 \r\n",
       "Q 43.265625 74.21875 49.921875 64.515625 \r\n",
       "Q 56.59375 54.828125 56.59375 36.375 \r\n",
       "Q 56.59375 19.140625 48.40625 8.859375 \r\n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \r\n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \r\n",
       "Q 15.09375 0.046875 10.984375 1.515625 \r\n",
       "z\r\n",
       "M 30.609375 32.421875 \r\n",
       "Q 37.25 32.421875 41.125 36.953125 \r\n",
       "Q 45.015625 41.5 45.015625 49.421875 \r\n",
       "Q 45.015625 57.28125 41.125 61.84375 \r\n",
       "Q 37.25 66.40625 30.609375 66.40625 \r\n",
       "Q 23.96875 66.40625 20.09375 61.84375 \r\n",
       "Q 16.21875 57.28125 16.21875 49.421875 \r\n",
       "Q 16.21875 41.5 20.09375 36.953125 \r\n",
       "Q 23.96875 32.421875 30.609375 32.421875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-57\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(395.869 402.318437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_11\">\r\n",
       "     <!-- ground truth -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 45.40625 27.984375 \r\n",
       "Q 45.40625 37.75 41.375 43.109375 \r\n",
       "Q 37.359375 48.484375 30.078125 48.484375 \r\n",
       "Q 22.859375 48.484375 18.828125 43.109375 \r\n",
       "Q 14.796875 37.75 14.796875 27.984375 \r\n",
       "Q 14.796875 18.265625 18.828125 12.890625 \r\n",
       "Q 22.859375 7.515625 30.078125 7.515625 \r\n",
       "Q 37.359375 7.515625 41.375 12.890625 \r\n",
       "Q 45.40625 18.265625 45.40625 27.984375 \r\n",
       "z\r\n",
       "M 54.390625 6.78125 \r\n",
       "Q 54.390625 -7.171875 48.1875 -13.984375 \r\n",
       "Q 42 -20.796875 29.203125 -20.796875 \r\n",
       "Q 24.46875 -20.796875 20.265625 -20.09375 \r\n",
       "Q 16.0625 -19.390625 12.109375 -17.921875 \r\n",
       "L 12.109375 -9.1875 \r\n",
       "Q 16.0625 -11.328125 19.921875 -12.34375 \r\n",
       "Q 23.78125 -13.375 27.78125 -13.375 \r\n",
       "Q 36.625 -13.375 41.015625 -8.765625 \r\n",
       "Q 45.40625 -4.15625 45.40625 5.171875 \r\n",
       "L 45.40625 9.625 \r\n",
       "Q 42.625 4.78125 38.28125 2.390625 \r\n",
       "Q 33.9375 0 27.875 0 \r\n",
       "Q 17.828125 0 11.671875 7.65625 \r\n",
       "Q 5.515625 15.328125 5.515625 27.984375 \r\n",
       "Q 5.515625 40.671875 11.671875 48.328125 \r\n",
       "Q 17.828125 56 27.875 56 \r\n",
       "Q 33.9375 56 38.28125 53.609375 \r\n",
       "Q 42.625 51.21875 45.40625 46.390625 \r\n",
       "L 45.40625 54.6875 \r\n",
       "L 54.390625 54.6875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-103\"/>\r\n",
       "      <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 8.5 21.578125 \r\n",
       "L 8.5 54.6875 \r\n",
       "L 17.484375 54.6875 \r\n",
       "L 17.484375 21.921875 \r\n",
       "Q 17.484375 14.15625 20.5 10.265625 \r\n",
       "Q 23.53125 6.390625 29.59375 6.390625 \r\n",
       "Q 36.859375 6.390625 41.078125 11.03125 \r\n",
       "Q 45.3125 15.671875 45.3125 23.6875 \r\n",
       "L 45.3125 54.6875 \r\n",
       "L 54.296875 54.6875 \r\n",
       "L 54.296875 0 \r\n",
       "L 45.3125 0 \r\n",
       "L 45.3125 8.40625 \r\n",
       "Q 42.046875 3.421875 37.71875 1 \r\n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \r\n",
       "Q 18.265625 -1.421875 13.375 4.4375 \r\n",
       "Q 8.5 10.296875 8.5 21.578125 \r\n",
       "z\r\n",
       "M 31.109375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-117\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "      <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "      <path id=\"DejaVuSans-32\"/>\r\n",
       "      <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(196.114688 415.996562)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-103\"/>\r\n",
       "      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"104.558594\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"165.740234\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "      <use x=\"229.119141\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "      <use x=\"292.498047\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "      <use x=\"355.974609\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"387.761719\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"426.970703\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"468.083984\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "      <use x=\"531.462891\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"570.671875\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m5874a762a7\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"26.226\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(28.476563 28.789281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"64.278\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 1 -->\r\n",
       "      <g transform=\"translate(28.476563 66.841281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"102.33\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 2 -->\r\n",
       "      <g transform=\"translate(28.476563 104.893281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"140.382\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 3 -->\r\n",
       "      <g transform=\"translate(28.476563 142.945281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"178.434\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 4 -->\r\n",
       "      <g transform=\"translate(28.476563 180.997281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"216.486\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_17\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <g transform=\"translate(28.476563 219.049281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_17\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"254.538\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_18\">\r\n",
       "      <!-- 6 -->\r\n",
       "      <g transform=\"translate(28.476563 257.101281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_18\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"292.59\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_19\">\r\n",
       "      <!-- 7 -->\r\n",
       "      <g transform=\"translate(28.476563 295.153281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_9\">\r\n",
       "     <g id=\"line2d_19\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"330.642\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_20\">\r\n",
       "      <!-- 8 -->\r\n",
       "      <g transform=\"translate(28.476563 333.205281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_10\">\r\n",
       "     <g id=\"line2d_20\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"37.55625\" xlink:href=\"#m5874a762a7\" y=\"368.694\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_21\">\r\n",
       "      <!-- 9 -->\r\n",
       "      <g transform=\"translate(28.476563 371.257281)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_22\">\r\n",
       "     <!-- prediction -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "      <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "      <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(14.798438 222.654531)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "      <use x=\"229.558594\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"257.341797\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"312.322266\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "      <use x=\"351.53125\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"379.314453\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"440.496094\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_23\">\r\n",
       "    <!-- 413 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(47.0385 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_24\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_25\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_26\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_27\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_28\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_29\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_30\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_31\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_32\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 28.985375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_33\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_34\">\r\n",
       "    <!-- 468 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(85.0905 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_35\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_36\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_37\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_38\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_39\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_40\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_41\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_42\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 67.037375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_43\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_44\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_45\">\r\n",
       "    <!-- 417 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(123.1425 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_46\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_47\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_48\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_49\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_50\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_51\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_52\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 105.089375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_53\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_54\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_55\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_56\">\r\n",
       "    <!-- 433 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(161.1945 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_57\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_58\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_59\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_60\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_61\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_62\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 143.141375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_63\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_64\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_65\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_66\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_67\">\r\n",
       "    <!-- 400 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(199.2465 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_68\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_69\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_70\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_71\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_72\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 181.193375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_73\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_74\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_75\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_76\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_77\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_78\">\r\n",
       "    <!-- 378 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(237.2985 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_79\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_80\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_81\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_82\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 219.245375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_83\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_84\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_85\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_86\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_87\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_88\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_89\">\r\n",
       "    <!-- 414 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(275.3505 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_90\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_91\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_92\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 257.297375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_93\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_94\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_95\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_96\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_97\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_98\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_99\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_100\">\r\n",
       "    <!-- 439 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(313.4025 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_101\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_102\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 295.349375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_103\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_104\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_105\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_106\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_107\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_108\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_109\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_110\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_111\">\r\n",
       "    <!-- 404 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(351.4545 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_112\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(395.869 333.401375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_113\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(53.401 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_114\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(91.453 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_115\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(129.505 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_116\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(167.557 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_117\">\r\n",
       "    <!-- 6 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(205.609 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_118\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(243.661 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_119\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(281.713 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_120\">\r\n",
       "    <!-- 1 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(319.765 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_121\">\r\n",
       "    <!-- 0 -->\r\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(357.817 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_122\">\r\n",
       "    <!-- 417 -->\r\n",
       "    <g style=\"fill:#ffffff;\" transform=\"translate(389.5065 371.453375)scale(0.1 -0.1)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p2b61002471\">\r\n",
       "   <rect height=\"380.52\" width=\"380.52\" x=\"37.55625\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(val_dataset.data_frame.label, val_prediction)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "*Note*: The model does a very good job at predicting the digits in the samples of the validation dataset. Still it is worth taking a look at some incorrectly classified images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "def show_incorrectly_classified_samples(df, pred, label, max_cols=5):\n",
    "    combined_df = df.assign(pred=pred)\n",
    "    combined_df = combined_df.reindex(columns=[\"pred\"] + list(combined_df.columns[:-1]))\n",
    "    incorrect_samples_df = combined_df[(combined_df.label == label) & (combined_df.label != combined_df.pred)]\n",
    "    \n",
    "    if len(incorrect_samples_df) == 0:\n",
    "        print(f\"No incorrect classifications of label '{label}'.\\n\")\n",
    "    else:\n",
    "        cols = min(max_cols, len(incorrect_samples_df))\n",
    "        fig, ax = plt.subplots(ncols=cols, figsize=(cols, 1))\n",
    "        \n",
    "        print(f\"Mis-classified samples with actual label {label}:\")\n",
    "        \n",
    "        if cols == 1:\n",
    "            ax.imshow(Image.fromarray(incorrect_samples_df.iloc[0, 2:].values.astype(\"uint8\").reshape((28, 28))), cmap='gray_r')\n",
    "            ax.axis(\"off\")\n",
    "            ax.set_title(f\"pred: {incorrect_samples_df.iloc[0].pred}\", fontsize=8, pad=0)\n",
    "        else:\n",
    "            for i in range(cols):\n",
    "                ax[i].imshow(Image.fromarray(incorrect_samples_df.iloc[i, 2:].values.astype(\"uint8\").reshape((28, 28))), cmap='gray_r')\n",
    "                ax[i].axis(\"off\")\n",
    "                ax[i].set_title(f\"pred: {incorrect_samples_df.iloc[i].pred}\", fontsize=8, pad=0)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No incorrect classifications of label '0'.\n",
      "\n",
      "No incorrect classifications of label '1'.\n",
      "\n",
      "Mis-classified samples with actual label 2:\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"76.5025pt\" version=\"1.1\" viewBox=\"0 0 68.76 76.5025\" width=\"68.76pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 76.5025 \r\n",
       "L 68.76 76.5025 \r\n",
       "L 68.76 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#pccea1ef845)\">\r\n",
       "    <image height=\"55\" id=\"image4161090f95\" transform=\"scale(1 -1)translate(0 -55)\" width=\"55\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.3025\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_1\">\r\n",
       "    <!-- pred: 7 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 11.71875 12.40625 \r\n",
       "L 22.015625 12.40625 \r\n",
       "L 22.015625 0 \r\n",
       "L 11.71875 0 \r\n",
       "z\r\n",
       "M 11.71875 51.703125 \r\n",
       "L 22.015625 51.703125 \r\n",
       "L 22.015625 39.3125 \r\n",
       "L 11.71875 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-58\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "     <path d=\"M 8.203125 72.90625 \r\n",
       "L 55.078125 72.90625 \r\n",
       "L 55.078125 68.703125 \r\n",
       "L 28.609375 0 \r\n",
       "L 18.3125 0 \r\n",
       "L 43.21875 64.59375 \r\n",
       "L 8.203125 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-55\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(20.033125 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pccea1ef845\">\r\n",
       "   <rect height=\"54.36\" width=\"54.36\" x=\"7.2\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mis-classified samples with actual label 3:\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"72.869773pt\" version=\"1.1\" viewBox=\"0 0 126 72.869773\" width=\"126pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 72.869773 \r\n",
       "L 126 72.869773 \r\n",
       "L 126 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#p825e3b3e1f)\">\r\n",
       "    <image height=\"51\" id=\"image1f99fa1c5b\" transform=\"scale(1 -1)translate(0 -51)\" width=\"51\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.669773\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_1\">\r\n",
       "    <!-- pred: 8 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 11.71875 12.40625 \r\n",
       "L 22.015625 12.40625 \r\n",
       "L 22.015625 0 \r\n",
       "L 11.71875 0 \r\n",
       "z\r\n",
       "M 11.71875 51.703125 \r\n",
       "L 22.015625 51.703125 \r\n",
       "L 22.015625 39.3125 \r\n",
       "L 11.71875 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-58\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "     <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(18.216761 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g clip-path=\"url(#p34c890dc62)\">\r\n",
       "    <image height=\"51\" id=\"image190df32eb3\" transform=\"scale(1 -1)translate(0 -51)\" width=\"51\" x=\"68.072727\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.669773\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_2\">\r\n",
       "    <!-- pred: 7 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 8.203125 72.90625 \r\n",
       "L 55.078125 72.90625 \r\n",
       "L 55.078125 68.703125 \r\n",
       "L 28.609375 0 \r\n",
       "L 18.3125 0 \r\n",
       "L 43.21875 64.59375 \r\n",
       "L 8.203125 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-55\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(79.089489 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p825e3b3e1f\">\r\n",
       "   <rect height=\"50.727273\" width=\"50.727273\" x=\"7.2\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p34c890dc62\">\r\n",
       "   <rect height=\"50.727273\" width=\"50.727273\" x=\"68.072727\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 144x72 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mis-classified samples with actual label 4:\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"69.776646pt\" version=\"1.1\" viewBox=\"0 0 405 69.776646\" width=\"405pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 69.776646 \r\n",
       "L 405 69.776646 \r\n",
       "L 405 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#p0a4f642b99)\">\r\n",
       "    <image height=\"48\" id=\"imageab7c78d4ef\" transform=\"scale(1 -1)translate(0 -48)\" width=\"48\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.576646\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_1\">\r\n",
       "    <!-- pred: 9 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 11.71875 12.40625 \r\n",
       "L 22.015625 12.40625 \r\n",
       "L 22.015625 0 \r\n",
       "L 11.71875 0 \r\n",
       "z\r\n",
       "M 11.71875 51.703125 \r\n",
       "L 22.015625 51.703125 \r\n",
       "L 22.015625 39.3125 \r\n",
       "L 11.71875 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-58\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "     <path d=\"M 10.984375 1.515625 \r\n",
       "L 10.984375 10.5 \r\n",
       "Q 14.703125 8.734375 18.5 7.8125 \r\n",
       "Q 22.3125 6.890625 25.984375 6.890625 \r\n",
       "Q 35.75 6.890625 40.890625 13.453125 \r\n",
       "Q 46.046875 20.015625 46.78125 33.40625 \r\n",
       "Q 43.953125 29.203125 39.59375 26.953125 \r\n",
       "Q 35.25 24.703125 29.984375 24.703125 \r\n",
       "Q 19.046875 24.703125 12.671875 31.3125 \r\n",
       "Q 6.296875 37.9375 6.296875 49.421875 \r\n",
       "Q 6.296875 60.640625 12.9375 67.421875 \r\n",
       "Q 19.578125 74.21875 30.609375 74.21875 \r\n",
       "Q 43.265625 74.21875 49.921875 64.515625 \r\n",
       "Q 56.59375 54.828125 56.59375 36.375 \r\n",
       "Q 56.59375 19.140625 48.40625 8.859375 \r\n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \r\n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \r\n",
       "Q 15.09375 0.046875 10.984375 1.515625 \r\n",
       "z\r\n",
       "M 30.609375 32.421875 \r\n",
       "Q 37.25 32.421875 41.125 36.953125 \r\n",
       "Q 45.015625 41.5 45.015625 49.421875 \r\n",
       "Q 45.015625 57.28125 41.125 61.84375 \r\n",
       "Q 37.25 66.40625 30.609375 66.40625 \r\n",
       "Q 23.96875 66.40625 20.09375 61.84375 \r\n",
       "Q 16.21875 57.28125 16.21875 49.421875 \r\n",
       "Q 16.21875 41.5 20.09375 36.953125 \r\n",
       "Q 23.96875 32.421875 30.609375 32.421875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-57\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(16.670198 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g clip-path=\"url(#p40e9e8140f)\">\r\n",
       "    <image height=\"48\" id=\"imagea7a0655a3e\" transform=\"scale(1 -1)translate(0 -48)\" width=\"48\" x=\"64.360976\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.576646\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_2\">\r\n",
       "    <!-- pred: 9 -->\r\n",
       "    <g transform=\"translate(73.831174 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_3\">\r\n",
       "   <g clip-path=\"url(#peab30a373b)\">\r\n",
       "    <image height=\"48\" id=\"image16e2e81f50\" transform=\"scale(1 -1)translate(0 -48)\" width=\"48\" x=\"121.521951\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.576646\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_3\">\r\n",
       "    <!-- pred: 7 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 8.203125 72.90625 \r\n",
       "L 55.078125 72.90625 \r\n",
       "L 55.078125 68.703125 \r\n",
       "L 28.609375 0 \r\n",
       "L 18.3125 0 \r\n",
       "L 43.21875 64.59375 \r\n",
       "L 8.203125 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-55\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(130.992149 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_4\">\r\n",
       "   <g clip-path=\"url(#p761297dc1f)\">\r\n",
       "    <image height=\"48\" id=\"imagef5f89f2877\" transform=\"scale(1 -1)translate(0 -48)\" width=\"48\" x=\"178.682927\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.576646\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_4\">\r\n",
       "    <!-- pred: 9 -->\r\n",
       "    <g transform=\"translate(188.153125 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_5\">\r\n",
       "   <g clip-path=\"url(#p2138ea18bc)\">\r\n",
       "    <image height=\"48\" id=\"image0289902055\" transform=\"scale(1 -1)translate(0 -48)\" width=\"48\" x=\"235.843902\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.576646\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_5\">\r\n",
       "    <!-- pred: 9 -->\r\n",
       "    <g transform=\"translate(245.314101 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_6\">\r\n",
       "   <g clip-path=\"url(#pee13eea54c)\">\r\n",
       "    <image height=\"48\" id=\"image7b45000781\" transform=\"scale(1 -1)translate(0 -48)\" width=\"48\" x=\"293.004878\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.576646\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_6\">\r\n",
       "    <!-- pred: 9 -->\r\n",
       "    <g transform=\"translate(302.475076 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_7\">\r\n",
       "   <g clip-path=\"url(#p71f8ef8fd8)\">\r\n",
       "    <image height=\"48\" id=\"image3a8c88818f\" transform=\"scale(1 -1)translate(0 -48)\" width=\"48\" x=\"350.165854\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.576646\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_7\">\r\n",
       "    <!-- pred: 9 -->\r\n",
       "    <g transform=\"translate(359.636052 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p0a4f642b99\">\r\n",
       "   <rect height=\"47.634146\" width=\"47.634146\" x=\"7.2\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p40e9e8140f\">\r\n",
       "   <rect height=\"47.634146\" width=\"47.634146\" x=\"64.360976\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"peab30a373b\">\r\n",
       "   <rect height=\"47.634146\" width=\"47.634146\" x=\"121.521951\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p761297dc1f\">\r\n",
       "   <rect height=\"47.634146\" width=\"47.634146\" x=\"178.682927\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p2138ea18bc\">\r\n",
       "   <rect height=\"47.634146\" width=\"47.634146\" x=\"235.843902\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pee13eea54c\">\r\n",
       "   <rect height=\"47.634146\" width=\"47.634146\" x=\"293.004878\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p71f8ef8fd8\">\r\n",
       "   <rect height=\"47.634146\" width=\"47.634146\" x=\"350.165854\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 504x72 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mis-classified samples with actual label 5:\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"72.869773pt\" version=\"1.1\" viewBox=\"0 0 126 72.869773\" width=\"126pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 72.869773 \r\n",
       "L 126 72.869773 \r\n",
       "L 126 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#pdb72d22c1a)\">\r\n",
       "    <image height=\"51\" id=\"image672d5c099d\" transform=\"scale(1 -1)translate(0 -51)\" width=\"51\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.669773\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_1\">\r\n",
       "    <!-- pred: 6 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 11.71875 12.40625 \r\n",
       "L 22.015625 12.40625 \r\n",
       "L 22.015625 0 \r\n",
       "L 11.71875 0 \r\n",
       "z\r\n",
       "M 11.71875 51.703125 \r\n",
       "L 22.015625 51.703125 \r\n",
       "L 22.015625 39.3125 \r\n",
       "L 11.71875 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-58\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "     <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(18.216761 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g clip-path=\"url(#p46224b349d)\">\r\n",
       "    <image height=\"51\" id=\"image88d4b6cb19\" transform=\"scale(1 -1)translate(0 -51)\" width=\"51\" x=\"68.072727\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.669773\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_2\">\r\n",
       "    <!-- pred: 3 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(79.089489 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pdb72d22c1a\">\r\n",
       "   <rect height=\"50.727273\" width=\"50.727273\" x=\"7.2\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p46224b349d\">\r\n",
       "   <rect height=\"50.727273\" width=\"50.727273\" x=\"68.072727\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 144x72 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No incorrect classifications of label '6'.\n",
      "\n",
      "Mis-classified samples with actual label 7:\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"76.5025pt\" version=\"1.1\" viewBox=\"0 0 68.76 76.5025\" width=\"68.76pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 76.5025 \r\n",
       "L 68.76 76.5025 \r\n",
       "L 68.76 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#pe437889834)\">\r\n",
       "    <image height=\"55\" id=\"image4c436464ed\" transform=\"scale(1 -1)translate(0 -55)\" width=\"55\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.3025\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_1\">\r\n",
       "    <!-- pred: 9 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 11.71875 12.40625 \r\n",
       "L 22.015625 12.40625 \r\n",
       "L 22.015625 0 \r\n",
       "L 11.71875 0 \r\n",
       "z\r\n",
       "M 11.71875 51.703125 \r\n",
       "L 22.015625 51.703125 \r\n",
       "L 22.015625 39.3125 \r\n",
       "L 11.71875 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-58\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "     <path d=\"M 10.984375 1.515625 \r\n",
       "L 10.984375 10.5 \r\n",
       "Q 14.703125 8.734375 18.5 7.8125 \r\n",
       "Q 22.3125 6.890625 25.984375 6.890625 \r\n",
       "Q 35.75 6.890625 40.890625 13.453125 \r\n",
       "Q 46.046875 20.015625 46.78125 33.40625 \r\n",
       "Q 43.953125 29.203125 39.59375 26.953125 \r\n",
       "Q 35.25 24.703125 29.984375 24.703125 \r\n",
       "Q 19.046875 24.703125 12.671875 31.3125 \r\n",
       "Q 6.296875 37.9375 6.296875 49.421875 \r\n",
       "Q 6.296875 60.640625 12.9375 67.421875 \r\n",
       "Q 19.578125 74.21875 30.609375 74.21875 \r\n",
       "Q 43.265625 74.21875 49.921875 64.515625 \r\n",
       "Q 56.59375 54.828125 56.59375 36.375 \r\n",
       "Q 56.59375 19.140625 48.40625 8.859375 \r\n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \r\n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \r\n",
       "Q 15.09375 0.046875 10.984375 1.515625 \r\n",
       "z\r\n",
       "M 30.609375 32.421875 \r\n",
       "Q 37.25 32.421875 41.125 36.953125 \r\n",
       "Q 45.015625 41.5 45.015625 49.421875 \r\n",
       "Q 45.015625 57.28125 41.125 61.84375 \r\n",
       "Q 37.25 66.40625 30.609375 66.40625 \r\n",
       "Q 23.96875 66.40625 20.09375 61.84375 \r\n",
       "Q 16.21875 57.28125 16.21875 49.421875 \r\n",
       "Q 16.21875 41.5 20.09375 36.953125 \r\n",
       "Q 23.96875 32.421875 30.609375 32.421875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-57\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(20.033125 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pe437889834\">\r\n",
       "   <rect height=\"54.36\" width=\"54.36\" x=\"7.2\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mis-classified samples with actual label 8:\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"72.869773pt\" version=\"1.1\" viewBox=\"0 0 126 72.869773\" width=\"126pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 72.869773 \r\n",
       "L 126 72.869773 \r\n",
       "L 126 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#p7dda56b9d8)\">\r\n",
       "    <image height=\"51\" id=\"imageb8a8b5eef2\" transform=\"scale(1 -1)translate(0 -51)\" width=\"51\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.669773\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_1\">\r\n",
       "    <!-- pred: 3 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 11.71875 12.40625 \r\n",
       "L 22.015625 12.40625 \r\n",
       "L 22.015625 0 \r\n",
       "L 11.71875 0 \r\n",
       "z\r\n",
       "M 11.71875 51.703125 \r\n",
       "L 22.015625 51.703125 \r\n",
       "L 22.015625 39.3125 \r\n",
       "L 11.71875 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-58\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "     <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(18.216761 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g clip-path=\"url(#p70928b4449)\">\r\n",
       "    <image height=\"51\" id=\"imagec39fbca64a\" transform=\"scale(1 -1)translate(0 -51)\" width=\"51\" x=\"68.072727\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.669773\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_2\">\r\n",
       "    <!-- pred: 5 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(79.089489 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p7dda56b9d8\">\r\n",
       "   <rect height=\"50.727273\" width=\"50.727273\" x=\"7.2\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p70928b4449\">\r\n",
       "   <rect height=\"50.727273\" width=\"50.727273\" x=\"68.072727\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 144x72 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mis-classified samples with actual label 9:\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"72.869773pt\" version=\"1.1\" viewBox=\"0 0 126 72.869773\" width=\"126pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 72.869773 \r\n",
       "L 126 72.869773 \r\n",
       "L 126 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g clip-path=\"url(#pa1bbe00d15)\">\r\n",
       "    <image height=\"51\" id=\"imagef813c9b589\" transform=\"scale(1 -1)translate(0 -51)\" width=\"51\" x=\"7.2\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.669773\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_1\">\r\n",
       "    <!-- pred: 5 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "     <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 11.71875 12.40625 \r\n",
       "L 22.015625 12.40625 \r\n",
       "L 22.015625 0 \r\n",
       "L 11.71875 0 \r\n",
       "z\r\n",
       "M 11.71875 51.703125 \r\n",
       "L 22.015625 51.703125 \r\n",
       "L 22.015625 39.3125 \r\n",
       "L 11.71875 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-58\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "     <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(18.216761 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g clip-path=\"url(#pa699c6128d)\">\r\n",
       "    <image height=\"51\" id=\"imaged373a22813\" transform=\"scale(1 -1)translate(0 -51)\" width=\"51\" x=\"68.072727\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-14.669773\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_2\">\r\n",
       "    <!-- pred: 4 -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(79.089489 13.27875)scale(0.08 -0.08)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"229.558594\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
       "     <use x=\"263.25\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"295.037109\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pa1bbe00d15\">\r\n",
       "   <rect height=\"50.727273\" width=\"50.727273\" x=\"7.2\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pa699c6128d\">\r\n",
       "   <rect height=\"50.727273\" width=\"50.727273\" x=\"68.072727\" y=\"14.9425\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 144x72 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(10):\n",
    "    show_incorrectly_classified_samples(val_dataset.data_frame, val_prediction, i, max_cols=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "*Note*: We can see that some of the handwritten digits in these mis-classified samples are very crudely drawn and are hard to classify even for humans or seem to be mis-labeled. \n",
    "\n",
    "Finally, we'll train once on the full training set and create the submission file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Train using Full Training Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "full_train_dataset = CSVImageDataset(data_path / 'train.csv', (28, 28), transform=transforms_dict['train'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "full_train_dl = DataLoader(full_train_dataset, batch_size=128, shuffle=True, num_workers=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "net, criterion, optimizer, scheduler = get_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b2d1ae7c31274befbc8254f825bc1a32",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epochs', max=20, style=ProgressStyle(description_width='initi…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 0', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0: Train: loss: 0.485236, accuracy: 0.8413\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 1', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1: Train: loss: 0.158039, accuracy: 0.9536\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 2', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2: Train: loss: 0.119764, accuracy: 0.9647\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 3', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3: Train: loss: 0.099668, accuracy: 0.9709\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 4', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 4: Train: loss: 0.083118, accuracy: 0.9753\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 5', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 5: Train: loss: 0.074508, accuracy: 0.9774\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 6', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 6: Train: loss: 0.068262, accuracy: 0.9795\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 7', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 7: Train: loss: 0.070259, accuracy: 0.9794\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 8', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 8: Train: loss: 0.051917, accuracy: 0.9847\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 9', max=329, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 9: Train: loss: 0.038408, accuracy: 0.9884\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 10', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10: Train: loss: 0.040958, accuracy: 0.9877\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 11', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 11: Train: loss: 0.040248, accuracy: 0.9876\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 12', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 12: Train: loss: 0.040113, accuracy: 0.9879\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 13', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 13: Train: loss: 0.042850, accuracy: 0.9870\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 14', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 14: Train: loss: 0.034123, accuracy: 0.9896\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 15', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 15: Train: loss: 0.030191, accuracy: 0.9908\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 16', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 16: Train: loss: 0.028576, accuracy: 0.9913\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 17', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 17: Train: loss: 0.027989, accuracy: 0.9913\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 18', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18: Train: loss: 0.025296, accuracy: 0.9920\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch 19', max=329, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 19: Train: loss: 0.024121, accuracy: 0.9929\n",
      "\n",
      "Finished Training!\n"
     ]
    }
   ],
   "source": [
    "full_train_results = train(\n",
    "    model=net, \n",
    "    num_epochs=20, \n",
    "    train_dl=full_train_dl, \n",
    "    optimizer=optimizer, \n",
    "    scheduler=scheduler, \n",
    "    criterion=criterion\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully saved model to C:\\Dev\\Python\\MachineLearning\\Projects\\local_data\\mnist_kaggle\\runs\\run_2019-10-31_11-16\\model.pkt.\n",
      "Successfully saved data to C:\\Dev\\Python\\MachineLearning\\Projects\\local_data\\mnist_kaggle\\runs\\run_2019-10-31_11-16\\data.pkl.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "WindowsPath('../local_data/mnist_kaggle/runs/run_2019-10-31_11-16')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "save_run(net, data_path / \"runs\", data=full_train_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### Calculate Test Dataset Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "test_predictions = predict(net, test_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(data=test_predictions, index=range(1, len(test_predictions) + 1), columns=['Label'])\n",
    "df['ImageId'] = df.index\n",
    "df = df[['ImageId', 'Label']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ImageId</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ImageId  Label\n",
       "1        1      2\n",
       "2        2      0\n",
       "3        3      9\n",
       "4        4      0\n",
       "5        5      3"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### Save Submission File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "df.to_csv(data_path / 'sub_file.csv', index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}