mnist_basics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision.all import *\n",
    "from fastbook import *\n",
    "\n",
    "matplotlib.rc('image', cmap='Greys')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training a Digit Classifier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FastAI has a set of saved URLs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://s3.amazonaws.com/fast-ai-sample/mnist_sample.tgz'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "URLs.MNIST_SAMPLE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FastAI adds an `ls` function, that returns a list of files and displays its length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#3) [Path('/home/felipe/.fastai/data/mnist_sample/train'),Path('/home/felipe/.fastai/data/mnist_sample/labels.csv'),Path('/home/felipe/.fastai/data/mnist_sample/valid')]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = untar_data(URLs.MNIST_SAMPLE)\n",
    "path.ls()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we set `/.` to be `path`, effectively `cd path`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#3) [Path('train'),Path('labels.csv'),Path('valid')]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Path.BASE_PATH = path\n",
    "path.ls()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The MNIST dataset follows a common layout for machine learning datasets: separate folders for the training set and the validation set (and/or test set). Let's see what's inside the training set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#2) [Path('train/7'),Path('train/3')]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(path/'train').ls()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataset only has training images for digits 3 and 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#6131) [Path('train/3/10921.png'),Path('train/3/1981.png'),Path('train/3/12446.png'),Path('train/3/47653.png'),Path('train/3/33145.png'),Path('train/3/48139.png'),Path('train/3/41404.png'),Path('train/3/26629.png'),Path('train/3/19734.png'),Path('train/3/21946.png')...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(path/'train'/'3').ls()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More convenient:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#6265) [Path('train/7/10002.png'),Path('train/7/1001.png'),Path('train/7/10014.png'),Path('train/7/10019.png'),Path('train/7/10039.png'),Path('train/7/10046.png'),Path('train/7/10050.png'),Path('train/7/10063.png'),Path('train/7/10077.png'),Path('train/7/10086.png')...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "threes = (path/'train'/'3').ls().sorted()\n",
    "sevens = (path/'train'/'7').ls().sorted()\n",
    "sevens"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets look at one of the images:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA9ElEQVR4nM3Or0sDcRjH8c/pgrfBVBjCgibThiKIyTWbWF1bORhGwxARxH/AbtW0JoIGwzXRYhJhtuFY2q1ocLgbe3sGReTuuWbwkx6+r+/zQ/pncX6q+YOldSe6nG3dn8U/rTQ70L8FCGJUewvxl7NTmezNb8xIkvKugr1HSeMP6SrWOVkoTEuSyh0Gm2n3hQyObMnXnxkempRrvgD+gokzwxFAr7U7YXHZ8x4A/Dl7rbu6D2yl3etcw/F3nZgfRVI7rXM7hMUUqzzBec427x26rkmlkzEEa4nnRqnSOH2F0UUx0ePzlbuqMXAHgN6GY9if5xP8dmtHFfwjuQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=L size=28x28 at 0x7F022C63AE50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im3_path = threes[1]\n",
    "im3 = Image.open(im3_path)\n",
    "im3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PIL.PngImagePlugin.PngImageFile"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(im3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see `im3` as a two-dimensional array as well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "array(im3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor(im3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can load that `tensor` into a Pandas `DataFrame`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row5_col9, #T_4213a_row12_col16 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #f1f1f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row5_col10, #T_4213a_row5_col17 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #7c7c7c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row5_col11 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #4a4a4a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row5_col12, #T_4213a_row5_col13, #T_4213a_row5_col14, #T_4213a_row6_col10, #T_4213a_row6_col11, #T_4213a_row6_col15, #T_4213a_row6_col16, #T_4213a_row6_col17, #T_4213a_row7_col8, #T_4213a_row7_col16, #T_4213a_row7_col17, #T_4213a_row8_col5, #T_4213a_row8_col6, #T_4213a_row8_col7, #T_4213a_row8_col16, #T_4213a_row8_col17, #T_4213a_row9_col16, #T_4213a_row10_col15, #T_4213a_row13_col15, #T_4213a_row14_col15, #T_4213a_row14_col16, #T_4213a_row14_col17, #T_4213a_row14_col18, #T_4213a_row15_col17, #T_4213a_row15_col18, #T_4213a_row15_col19, #T_4213a_row16_col18, #T_4213a_row16_col19, #T_4213a_row16_col20, #T_4213a_row17_col18, #T_4213a_row17_col19, #T_4213a_row18_col18, #T_4213a_row18_col19, #T_4213a_row19_col17, #T_4213a_row19_col18, #T_4213a_row20_col16, #T_4213a_row20_col17, #T_4213a_row21_col15, #T_4213a_row21_col16, #T_4213a_row23_col7, #T_4213a_row23_col8, #T_4213a_row23_col9, #T_4213a_row23_col10, #T_4213a_row23_col11, #T_4213a_row24_col7, #T_4213a_row24_col8, #T_4213a_row24_col9, #T_4213a_row24_col10, #T_4213a_row24_col11 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #000000;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row5_col15 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #606060;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row5_col16 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #4d4d4d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row5_col18 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #bbbbbb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row6_col7, #T_4213a_row8_col9 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #e4e4e4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row6_col8, #T_4213a_row12_col10 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #6b6b6b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row6_col9, #T_4213a_row9_col15 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #222222;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row6_col12, #T_4213a_row6_col18, #T_4213a_row7_col18, #T_4213a_row21_col17 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #171717;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row6_col13, #T_4213a_row7_col15 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #4b4b4b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row6_col14, #T_4213a_row11_col14, #T_4213a_row12_col12, #T_4213a_row12_col14, #T_4213a_row13_col12, #T_4213a_row13_col14, #T_4213a_row22_col14, #T_4213a_row23_col12 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #010101;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row7_col5 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #272727;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row7_col6 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #0a0a0a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row7_col7, #T_4213a_row18_col17 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #050505;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row7_col9, #T_4213a_row12_col15, #T_4213a_row14_col19, #T_4213a_row23_col6 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #545454;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row7_col10 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #e6e6e6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row7_col11, #T_4213a_row7_col14, #T_4213a_row12_col9 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #fafafa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row7_col12, #T_4213a_row15_col14, #T_4213a_row20_col19 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #fbfbfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row7_col13 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #fdfdfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row8_col8 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #1b1b1b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row8_col15 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #4e4e4e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row8_col18 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #767676;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row9_col5 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #fcfcfc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row9_col6, #T_4213a_row9_col7, #T_4213a_row19_col20 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #f6f6f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row9_col8, #T_4213a_row11_col11 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #f8f8f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row9_col14, #T_4213a_row14_col11 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #e8e8e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row9_col17, #T_4213a_row10_col16 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #090909;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row9_col18 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #d0d0d0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row10_col14, #T_4213a_row11_col15, #T_4213a_row13_col10 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #060606;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row10_col17 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #979797;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row11_col12 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #b6b6b6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row11_col13 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #252525;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row11_col16 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #999999;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row12_col11, #T_4213a_row22_col12 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #101010;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row12_col13, #T_4213a_row13_col13, #T_4213a_row21_col14, #T_4213a_row22_col13, #T_4213a_row23_col13 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #020202;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row13_col9 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #f7f7f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row13_col11, #T_4213a_row22_col15 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #030303;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row13_col16 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #181818;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row13_col17 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #303030;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row13_col18 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #a9a9a9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row13_col19 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #fefefe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row14_col12, #T_4213a_row14_col13, #T_4213a_row20_col14 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #bababa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row14_col14 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #393939;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row14_col20 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #eaeaea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row15_col15 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #e2e2e2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row15_col16 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #9f9f9f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row15_col20 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #898989;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row16_col17 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #585858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row17_col17 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #5a5a5a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row17_col20 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #525252;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row18_col16, #T_4213a_row23_col15 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #c5c5c5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row18_col20 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #d7d7d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row19_col15, #T_4213a_row22_col9 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #dcdcdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row19_col16 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #2f2f2f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row19_col19 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #636363;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row20_col15 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #070707;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row20_col18 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #1f1f1f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row21_col12, #T_4213a_row22_col6, #T_4213a_row22_col8 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #e9e9e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row21_col13 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #7d7d7d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row21_col18 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #e1e1e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row22_col7, #T_4213a_row22_col10 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #a4a4a4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row22_col11 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #727272;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row22_col16 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #616161;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row22_col17 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #f3f3f3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row23_col14 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #484848;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row24_col6 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #b3b3b3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4213a_row24_col12 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #1a1a1a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4213a_row24_col13 {\n",
       "  font-size: 6pt;\n",
       "  background-color: #d6d6d6;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_4213a\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_4213a_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
       "      <th id=\"T_4213a_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
       "      <th id=\"T_4213a_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
       "      <th id=\"T_4213a_level0_col3\" class=\"col_heading level0 col3\" >3</th>\n",
       "      <th id=\"T_4213a_level0_col4\" class=\"col_heading level0 col4\" >4</th>\n",
       "      <th id=\"T_4213a_level0_col5\" class=\"col_heading level0 col5\" >5</th>\n",
       "      <th id=\"T_4213a_level0_col6\" class=\"col_heading level0 col6\" >6</th>\n",
       "      <th id=\"T_4213a_level0_col7\" class=\"col_heading level0 col7\" >7</th>\n",
       "      <th id=\"T_4213a_level0_col8\" class=\"col_heading level0 col8\" >8</th>\n",
       "      <th id=\"T_4213a_level0_col9\" class=\"col_heading level0 col9\" >9</th>\n",
       "      <th id=\"T_4213a_level0_col10\" class=\"col_heading level0 col10\" >10</th>\n",
       "      <th id=\"T_4213a_level0_col11\" class=\"col_heading level0 col11\" >11</th>\n",
       "      <th id=\"T_4213a_level0_col12\" class=\"col_heading level0 col12\" >12</th>\n",
       "      <th id=\"T_4213a_level0_col13\" class=\"col_heading level0 col13\" >13</th>\n",
       "      <th id=\"T_4213a_level0_col14\" class=\"col_heading level0 col14\" >14</th>\n",
       "      <th id=\"T_4213a_level0_col15\" class=\"col_heading level0 col15\" >15</th>\n",
       "      <th id=\"T_4213a_level0_col16\" class=\"col_heading level0 col16\" >16</th>\n",
       "      <th id=\"T_4213a_level0_col17\" class=\"col_heading level0 col17\" >17</th>\n",
       "      <th id=\"T_4213a_level0_col18\" class=\"col_heading level0 col18\" >18</th>\n",
       "      <th id=\"T_4213a_level0_col19\" class=\"col_heading level0 col19\" >19</th>\n",
       "      <th id=\"T_4213a_level0_col20\" class=\"col_heading level0 col20\" >20</th>\n",
       "      <th id=\"T_4213a_level0_col21\" class=\"col_heading level0 col21\" >21</th>\n",
       "      <th id=\"T_4213a_level0_col22\" class=\"col_heading level0 col22\" >22</th>\n",
       "      <th id=\"T_4213a_level0_col23\" class=\"col_heading level0 col23\" >23</th>\n",
       "      <th id=\"T_4213a_level0_col24\" class=\"col_heading level0 col24\" >24</th>\n",
       "      <th id=\"T_4213a_level0_col25\" class=\"col_heading level0 col25\" >25</th>\n",
       "      <th id=\"T_4213a_level0_col26\" class=\"col_heading level0 col26\" >26</th>\n",
       "      <th id=\"T_4213a_level0_col27\" class=\"col_heading level0 col27\" >27</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_4213a_row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col2\" class=\"data row0 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col3\" class=\"data row0 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col4\" class=\"data row0 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col5\" class=\"data row0 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col6\" class=\"data row0 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col7\" class=\"data row0 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col8\" class=\"data row0 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col9\" class=\"data row0 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col10\" class=\"data row0 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col11\" class=\"data row0 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col12\" class=\"data row0 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col13\" class=\"data row0 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col14\" class=\"data row0 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col15\" class=\"data row0 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col16\" class=\"data row0 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col17\" class=\"data row0 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col18\" class=\"data row0 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col19\" class=\"data row0 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col20\" class=\"data row0 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col21\" class=\"data row0 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col22\" class=\"data row0 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col23\" class=\"data row0 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col24\" class=\"data row0 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col25\" class=\"data row0 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col26\" class=\"data row0 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row0_col27\" class=\"data row0 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_4213a_row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col3\" class=\"data row1 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col4\" class=\"data row1 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col5\" class=\"data row1 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col6\" class=\"data row1 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col7\" class=\"data row1 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col8\" class=\"data row1 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col9\" class=\"data row1 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col10\" class=\"data row1 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col11\" class=\"data row1 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col12\" class=\"data row1 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col13\" class=\"data row1 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col14\" class=\"data row1 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col15\" class=\"data row1 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col16\" class=\"data row1 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col17\" class=\"data row1 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col18\" class=\"data row1 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col19\" class=\"data row1 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col20\" class=\"data row1 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col21\" class=\"data row1 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col22\" class=\"data row1 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col23\" class=\"data row1 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col24\" class=\"data row1 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col25\" class=\"data row1 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col26\" class=\"data row1 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row1_col27\" class=\"data row1 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_4213a_row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col3\" class=\"data row2 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col4\" class=\"data row2 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col5\" class=\"data row2 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col6\" class=\"data row2 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col7\" class=\"data row2 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col8\" class=\"data row2 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col9\" class=\"data row2 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col10\" class=\"data row2 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col11\" class=\"data row2 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col12\" class=\"data row2 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col13\" class=\"data row2 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col14\" class=\"data row2 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col15\" class=\"data row2 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col16\" class=\"data row2 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col17\" class=\"data row2 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col18\" class=\"data row2 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col19\" class=\"data row2 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col20\" class=\"data row2 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col21\" class=\"data row2 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col22\" class=\"data row2 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col23\" class=\"data row2 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col24\" class=\"data row2 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col25\" class=\"data row2 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col26\" class=\"data row2 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row2_col27\" class=\"data row2 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_4213a_row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col4\" class=\"data row3 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col5\" class=\"data row3 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col6\" class=\"data row3 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col7\" class=\"data row3 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col8\" class=\"data row3 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col9\" class=\"data row3 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col10\" class=\"data row3 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col11\" class=\"data row3 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col12\" class=\"data row3 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col13\" class=\"data row3 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col14\" class=\"data row3 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col15\" class=\"data row3 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col16\" class=\"data row3 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col17\" class=\"data row3 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col18\" class=\"data row3 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col19\" class=\"data row3 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col20\" class=\"data row3 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col21\" class=\"data row3 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col22\" class=\"data row3 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col23\" class=\"data row3 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col24\" class=\"data row3 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col25\" class=\"data row3 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col26\" class=\"data row3 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row3_col27\" class=\"data row3 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_4213a_row4_col0\" class=\"data row4 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col1\" class=\"data row4 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col4\" class=\"data row4 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col5\" class=\"data row4 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col6\" class=\"data row4 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col7\" class=\"data row4 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col8\" class=\"data row4 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col9\" class=\"data row4 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col10\" class=\"data row4 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col11\" class=\"data row4 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col12\" class=\"data row4 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col13\" class=\"data row4 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col14\" class=\"data row4 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col15\" class=\"data row4 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col16\" class=\"data row4 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col17\" class=\"data row4 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col18\" class=\"data row4 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col19\" class=\"data row4 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col20\" class=\"data row4 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col21\" class=\"data row4 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col22\" class=\"data row4 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col23\" class=\"data row4 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col24\" class=\"data row4 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col25\" class=\"data row4 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col26\" class=\"data row4 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row4_col27\" class=\"data row4 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_4213a_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col1\" class=\"data row5 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col4\" class=\"data row5 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col7\" class=\"data row5 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col8\" class=\"data row5 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col9\" class=\"data row5 col9\" >29</td>\n",
       "      <td id=\"T_4213a_row5_col10\" class=\"data row5 col10\" >150</td>\n",
       "      <td id=\"T_4213a_row5_col11\" class=\"data row5 col11\" >195</td>\n",
       "      <td id=\"T_4213a_row5_col12\" class=\"data row5 col12\" >254</td>\n",
       "      <td id=\"T_4213a_row5_col13\" class=\"data row5 col13\" >255</td>\n",
       "      <td id=\"T_4213a_row5_col14\" class=\"data row5 col14\" >254</td>\n",
       "      <td id=\"T_4213a_row5_col15\" class=\"data row5 col15\" >176</td>\n",
       "      <td id=\"T_4213a_row5_col16\" class=\"data row5 col16\" >193</td>\n",
       "      <td id=\"T_4213a_row5_col17\" class=\"data row5 col17\" >150</td>\n",
       "      <td id=\"T_4213a_row5_col18\" class=\"data row5 col18\" >96</td>\n",
       "      <td id=\"T_4213a_row5_col19\" class=\"data row5 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col20\" class=\"data row5 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col21\" class=\"data row5 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col22\" class=\"data row5 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col23\" class=\"data row5 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col24\" class=\"data row5 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col25\" class=\"data row5 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col26\" class=\"data row5 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row5_col27\" class=\"data row5 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_4213a_row6_col0\" class=\"data row6 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col1\" class=\"data row6 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col4\" class=\"data row6 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col5\" class=\"data row6 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col6\" class=\"data row6 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col7\" class=\"data row6 col7\" >48</td>\n",
       "      <td id=\"T_4213a_row6_col8\" class=\"data row6 col8\" >166</td>\n",
       "      <td id=\"T_4213a_row6_col9\" class=\"data row6 col9\" >224</td>\n",
       "      <td id=\"T_4213a_row6_col10\" class=\"data row6 col10\" >253</td>\n",
       "      <td id=\"T_4213a_row6_col11\" class=\"data row6 col11\" >253</td>\n",
       "      <td id=\"T_4213a_row6_col12\" class=\"data row6 col12\" >234</td>\n",
       "      <td id=\"T_4213a_row6_col13\" class=\"data row6 col13\" >196</td>\n",
       "      <td id=\"T_4213a_row6_col14\" class=\"data row6 col14\" >253</td>\n",
       "      <td id=\"T_4213a_row6_col15\" class=\"data row6 col15\" >253</td>\n",
       "      <td id=\"T_4213a_row6_col16\" class=\"data row6 col16\" >253</td>\n",
       "      <td id=\"T_4213a_row6_col17\" class=\"data row6 col17\" >253</td>\n",
       "      <td id=\"T_4213a_row6_col18\" class=\"data row6 col18\" >233</td>\n",
       "      <td id=\"T_4213a_row6_col19\" class=\"data row6 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col20\" class=\"data row6 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col21\" class=\"data row6 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col22\" class=\"data row6 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col23\" class=\"data row6 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col24\" class=\"data row6 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col25\" class=\"data row6 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col26\" class=\"data row6 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row6_col27\" class=\"data row6 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_4213a_row7_col0\" class=\"data row7 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col1\" class=\"data row7 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col2\" class=\"data row7 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col3\" class=\"data row7 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col4\" class=\"data row7 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col5\" class=\"data row7 col5\" >93</td>\n",
       "      <td id=\"T_4213a_row7_col6\" class=\"data row7 col6\" >244</td>\n",
       "      <td id=\"T_4213a_row7_col7\" class=\"data row7 col7\" >249</td>\n",
       "      <td id=\"T_4213a_row7_col8\" class=\"data row7 col8\" >253</td>\n",
       "      <td id=\"T_4213a_row7_col9\" class=\"data row7 col9\" >187</td>\n",
       "      <td id=\"T_4213a_row7_col10\" class=\"data row7 col10\" >46</td>\n",
       "      <td id=\"T_4213a_row7_col11\" class=\"data row7 col11\" >10</td>\n",
       "      <td id=\"T_4213a_row7_col12\" class=\"data row7 col12\" >8</td>\n",
       "      <td id=\"T_4213a_row7_col13\" class=\"data row7 col13\" >4</td>\n",
       "      <td id=\"T_4213a_row7_col14\" class=\"data row7 col14\" >10</td>\n",
       "      <td id=\"T_4213a_row7_col15\" class=\"data row7 col15\" >194</td>\n",
       "      <td id=\"T_4213a_row7_col16\" class=\"data row7 col16\" >253</td>\n",
       "      <td id=\"T_4213a_row7_col17\" class=\"data row7 col17\" >253</td>\n",
       "      <td id=\"T_4213a_row7_col18\" class=\"data row7 col18\" >233</td>\n",
       "      <td id=\"T_4213a_row7_col19\" class=\"data row7 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col20\" class=\"data row7 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col21\" class=\"data row7 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col22\" class=\"data row7 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col23\" class=\"data row7 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col24\" class=\"data row7 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col25\" class=\"data row7 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col26\" class=\"data row7 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row7_col27\" class=\"data row7 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_4213a_row8_col0\" class=\"data row8 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col1\" class=\"data row8 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col2\" class=\"data row8 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col3\" class=\"data row8 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col4\" class=\"data row8 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col5\" class=\"data row8 col5\" >107</td>\n",
       "      <td id=\"T_4213a_row8_col6\" class=\"data row8 col6\" >253</td>\n",
       "      <td id=\"T_4213a_row8_col7\" class=\"data row8 col7\" >253</td>\n",
       "      <td id=\"T_4213a_row8_col8\" class=\"data row8 col8\" >230</td>\n",
       "      <td id=\"T_4213a_row8_col9\" class=\"data row8 col9\" >48</td>\n",
       "      <td id=\"T_4213a_row8_col10\" class=\"data row8 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col11\" class=\"data row8 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col12\" class=\"data row8 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col13\" class=\"data row8 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col14\" class=\"data row8 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col15\" class=\"data row8 col15\" >192</td>\n",
       "      <td id=\"T_4213a_row8_col16\" class=\"data row8 col16\" >253</td>\n",
       "      <td id=\"T_4213a_row8_col17\" class=\"data row8 col17\" >253</td>\n",
       "      <td id=\"T_4213a_row8_col18\" class=\"data row8 col18\" >156</td>\n",
       "      <td id=\"T_4213a_row8_col19\" class=\"data row8 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col20\" class=\"data row8 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col21\" class=\"data row8 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col22\" class=\"data row8 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col23\" class=\"data row8 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col24\" class=\"data row8 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col25\" class=\"data row8 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col26\" class=\"data row8 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row8_col27\" class=\"data row8 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_4213a_row9_col0\" class=\"data row9 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col1\" class=\"data row9 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col2\" class=\"data row9 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col3\" class=\"data row9 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col4\" class=\"data row9 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col5\" class=\"data row9 col5\" >3</td>\n",
       "      <td id=\"T_4213a_row9_col6\" class=\"data row9 col6\" >20</td>\n",
       "      <td id=\"T_4213a_row9_col7\" class=\"data row9 col7\" >20</td>\n",
       "      <td id=\"T_4213a_row9_col8\" class=\"data row9 col8\" >15</td>\n",
       "      <td id=\"T_4213a_row9_col9\" class=\"data row9 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col10\" class=\"data row9 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col11\" class=\"data row9 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col12\" class=\"data row9 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col13\" class=\"data row9 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col14\" class=\"data row9 col14\" >43</td>\n",
       "      <td id=\"T_4213a_row9_col15\" class=\"data row9 col15\" >224</td>\n",
       "      <td id=\"T_4213a_row9_col16\" class=\"data row9 col16\" >253</td>\n",
       "      <td id=\"T_4213a_row9_col17\" class=\"data row9 col17\" >245</td>\n",
       "      <td id=\"T_4213a_row9_col18\" class=\"data row9 col18\" >74</td>\n",
       "      <td id=\"T_4213a_row9_col19\" class=\"data row9 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col20\" class=\"data row9 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col21\" class=\"data row9 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col22\" class=\"data row9 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col23\" class=\"data row9 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col24\" class=\"data row9 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col25\" class=\"data row9 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col26\" class=\"data row9 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row9_col27\" class=\"data row9 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_4213a_row10_col0\" class=\"data row10 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col1\" class=\"data row10 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col2\" class=\"data row10 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col3\" class=\"data row10 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col4\" class=\"data row10 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col5\" class=\"data row10 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col6\" class=\"data row10 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col7\" class=\"data row10 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col8\" class=\"data row10 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col9\" class=\"data row10 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col10\" class=\"data row10 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col11\" class=\"data row10 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col12\" class=\"data row10 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col13\" class=\"data row10 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col14\" class=\"data row10 col14\" >249</td>\n",
       "      <td id=\"T_4213a_row10_col15\" class=\"data row10 col15\" >253</td>\n",
       "      <td id=\"T_4213a_row10_col16\" class=\"data row10 col16\" >245</td>\n",
       "      <td id=\"T_4213a_row10_col17\" class=\"data row10 col17\" >126</td>\n",
       "      <td id=\"T_4213a_row10_col18\" class=\"data row10 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col19\" class=\"data row10 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col20\" class=\"data row10 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col21\" class=\"data row10 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col22\" class=\"data row10 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col23\" class=\"data row10 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col24\" class=\"data row10 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col25\" class=\"data row10 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col26\" class=\"data row10 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row10_col27\" class=\"data row10 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_4213a_row11_col0\" class=\"data row11 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col1\" class=\"data row11 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col2\" class=\"data row11 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col3\" class=\"data row11 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col4\" class=\"data row11 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col5\" class=\"data row11 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col6\" class=\"data row11 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col7\" class=\"data row11 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col8\" class=\"data row11 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col9\" class=\"data row11 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col10\" class=\"data row11 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col11\" class=\"data row11 col11\" >14</td>\n",
       "      <td id=\"T_4213a_row11_col12\" class=\"data row11 col12\" >101</td>\n",
       "      <td id=\"T_4213a_row11_col13\" class=\"data row11 col13\" >223</td>\n",
       "      <td id=\"T_4213a_row11_col14\" class=\"data row11 col14\" >253</td>\n",
       "      <td id=\"T_4213a_row11_col15\" class=\"data row11 col15\" >248</td>\n",
       "      <td id=\"T_4213a_row11_col16\" class=\"data row11 col16\" >124</td>\n",
       "      <td id=\"T_4213a_row11_col17\" class=\"data row11 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col18\" class=\"data row11 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col19\" class=\"data row11 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col20\" class=\"data row11 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col21\" class=\"data row11 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col22\" class=\"data row11 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col23\" class=\"data row11 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col24\" class=\"data row11 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col25\" class=\"data row11 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col26\" class=\"data row11 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row11_col27\" class=\"data row11 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_4213a_row12_col0\" class=\"data row12 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col1\" class=\"data row12 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col2\" class=\"data row12 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col3\" class=\"data row12 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col4\" class=\"data row12 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col5\" class=\"data row12 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col6\" class=\"data row12 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col7\" class=\"data row12 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col8\" class=\"data row12 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col9\" class=\"data row12 col9\" >11</td>\n",
       "      <td id=\"T_4213a_row12_col10\" class=\"data row12 col10\" >166</td>\n",
       "      <td id=\"T_4213a_row12_col11\" class=\"data row12 col11\" >239</td>\n",
       "      <td id=\"T_4213a_row12_col12\" class=\"data row12 col12\" >253</td>\n",
       "      <td id=\"T_4213a_row12_col13\" class=\"data row12 col13\" >253</td>\n",
       "      <td id=\"T_4213a_row12_col14\" class=\"data row12 col14\" >253</td>\n",
       "      <td id=\"T_4213a_row12_col15\" class=\"data row12 col15\" >187</td>\n",
       "      <td id=\"T_4213a_row12_col16\" class=\"data row12 col16\" >30</td>\n",
       "      <td id=\"T_4213a_row12_col17\" class=\"data row12 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col18\" class=\"data row12 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col19\" class=\"data row12 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col20\" class=\"data row12 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col21\" class=\"data row12 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col22\" class=\"data row12 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col23\" class=\"data row12 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col24\" class=\"data row12 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col25\" class=\"data row12 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col26\" class=\"data row12 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row12_col27\" class=\"data row12 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_4213a_row13_col0\" class=\"data row13 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col1\" class=\"data row13 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col2\" class=\"data row13 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col3\" class=\"data row13 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col4\" class=\"data row13 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col5\" class=\"data row13 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col6\" class=\"data row13 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col7\" class=\"data row13 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col8\" class=\"data row13 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col9\" class=\"data row13 col9\" >16</td>\n",
       "      <td id=\"T_4213a_row13_col10\" class=\"data row13 col10\" >248</td>\n",
       "      <td id=\"T_4213a_row13_col11\" class=\"data row13 col11\" >250</td>\n",
       "      <td id=\"T_4213a_row13_col12\" class=\"data row13 col12\" >253</td>\n",
       "      <td id=\"T_4213a_row13_col13\" class=\"data row13 col13\" >253</td>\n",
       "      <td id=\"T_4213a_row13_col14\" class=\"data row13 col14\" >253</td>\n",
       "      <td id=\"T_4213a_row13_col15\" class=\"data row13 col15\" >253</td>\n",
       "      <td id=\"T_4213a_row13_col16\" class=\"data row13 col16\" >232</td>\n",
       "      <td id=\"T_4213a_row13_col17\" class=\"data row13 col17\" >213</td>\n",
       "      <td id=\"T_4213a_row13_col18\" class=\"data row13 col18\" >111</td>\n",
       "      <td id=\"T_4213a_row13_col19\" class=\"data row13 col19\" >2</td>\n",
       "      <td id=\"T_4213a_row13_col20\" class=\"data row13 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col21\" class=\"data row13 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col22\" class=\"data row13 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col23\" class=\"data row13 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col24\" class=\"data row13 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col25\" class=\"data row13 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col26\" class=\"data row13 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row13_col27\" class=\"data row13 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_4213a_row14_col0\" class=\"data row14 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col1\" class=\"data row14 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col2\" class=\"data row14 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col3\" class=\"data row14 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col4\" class=\"data row14 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col5\" class=\"data row14 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col6\" class=\"data row14 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col7\" class=\"data row14 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col8\" class=\"data row14 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col9\" class=\"data row14 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col10\" class=\"data row14 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col11\" class=\"data row14 col11\" >43</td>\n",
       "      <td id=\"T_4213a_row14_col12\" class=\"data row14 col12\" >98</td>\n",
       "      <td id=\"T_4213a_row14_col13\" class=\"data row14 col13\" >98</td>\n",
       "      <td id=\"T_4213a_row14_col14\" class=\"data row14 col14\" >208</td>\n",
       "      <td id=\"T_4213a_row14_col15\" class=\"data row14 col15\" >253</td>\n",
       "      <td id=\"T_4213a_row14_col16\" class=\"data row14 col16\" >253</td>\n",
       "      <td id=\"T_4213a_row14_col17\" class=\"data row14 col17\" >253</td>\n",
       "      <td id=\"T_4213a_row14_col18\" class=\"data row14 col18\" >253</td>\n",
       "      <td id=\"T_4213a_row14_col19\" class=\"data row14 col19\" >187</td>\n",
       "      <td id=\"T_4213a_row14_col20\" class=\"data row14 col20\" >22</td>\n",
       "      <td id=\"T_4213a_row14_col21\" class=\"data row14 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col22\" class=\"data row14 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col23\" class=\"data row14 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col24\" class=\"data row14 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col25\" class=\"data row14 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col26\" class=\"data row14 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row14_col27\" class=\"data row14 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_4213a_row15_col0\" class=\"data row15 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col1\" class=\"data row15 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col2\" class=\"data row15 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col3\" class=\"data row15 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col4\" class=\"data row15 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col5\" class=\"data row15 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col6\" class=\"data row15 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col7\" class=\"data row15 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col8\" class=\"data row15 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col9\" class=\"data row15 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col10\" class=\"data row15 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col11\" class=\"data row15 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col12\" class=\"data row15 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col13\" class=\"data row15 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col14\" class=\"data row15 col14\" >9</td>\n",
       "      <td id=\"T_4213a_row15_col15\" class=\"data row15 col15\" >51</td>\n",
       "      <td id=\"T_4213a_row15_col16\" class=\"data row15 col16\" >119</td>\n",
       "      <td id=\"T_4213a_row15_col17\" class=\"data row15 col17\" >253</td>\n",
       "      <td id=\"T_4213a_row15_col18\" class=\"data row15 col18\" >253</td>\n",
       "      <td id=\"T_4213a_row15_col19\" class=\"data row15 col19\" >253</td>\n",
       "      <td id=\"T_4213a_row15_col20\" class=\"data row15 col20\" >76</td>\n",
       "      <td id=\"T_4213a_row15_col21\" class=\"data row15 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col22\" class=\"data row15 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col23\" class=\"data row15 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col24\" class=\"data row15 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col25\" class=\"data row15 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col26\" class=\"data row15 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row15_col27\" class=\"data row15 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_4213a_row16_col0\" class=\"data row16 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col1\" class=\"data row16 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col2\" class=\"data row16 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col3\" class=\"data row16 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col4\" class=\"data row16 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col5\" class=\"data row16 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col6\" class=\"data row16 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col7\" class=\"data row16 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col8\" class=\"data row16 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col9\" class=\"data row16 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col10\" class=\"data row16 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col11\" class=\"data row16 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col12\" class=\"data row16 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col13\" class=\"data row16 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col14\" class=\"data row16 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col15\" class=\"data row16 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col16\" class=\"data row16 col16\" >1</td>\n",
       "      <td id=\"T_4213a_row16_col17\" class=\"data row16 col17\" >183</td>\n",
       "      <td id=\"T_4213a_row16_col18\" class=\"data row16 col18\" >253</td>\n",
       "      <td id=\"T_4213a_row16_col19\" class=\"data row16 col19\" >253</td>\n",
       "      <td id=\"T_4213a_row16_col20\" class=\"data row16 col20\" >139</td>\n",
       "      <td id=\"T_4213a_row16_col21\" class=\"data row16 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col22\" class=\"data row16 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col23\" class=\"data row16 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col24\" class=\"data row16 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col25\" class=\"data row16 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col26\" class=\"data row16 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row16_col27\" class=\"data row16 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_4213a_row17_col0\" class=\"data row17 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col1\" class=\"data row17 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col2\" class=\"data row17 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col3\" class=\"data row17 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col4\" class=\"data row17 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col5\" class=\"data row17 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col6\" class=\"data row17 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col7\" class=\"data row17 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col8\" class=\"data row17 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col9\" class=\"data row17 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col10\" class=\"data row17 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col11\" class=\"data row17 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col12\" class=\"data row17 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col13\" class=\"data row17 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col14\" class=\"data row17 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col15\" class=\"data row17 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col16\" class=\"data row17 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col17\" class=\"data row17 col17\" >182</td>\n",
       "      <td id=\"T_4213a_row17_col18\" class=\"data row17 col18\" >253</td>\n",
       "      <td id=\"T_4213a_row17_col19\" class=\"data row17 col19\" >253</td>\n",
       "      <td id=\"T_4213a_row17_col20\" class=\"data row17 col20\" >104</td>\n",
       "      <td id=\"T_4213a_row17_col21\" class=\"data row17 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col22\" class=\"data row17 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col23\" class=\"data row17 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col24\" class=\"data row17 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col25\" class=\"data row17 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col26\" class=\"data row17 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row17_col27\" class=\"data row17 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_4213a_row18_col0\" class=\"data row18 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col1\" class=\"data row18 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col2\" class=\"data row18 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col3\" class=\"data row18 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col4\" class=\"data row18 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col5\" class=\"data row18 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col6\" class=\"data row18 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col7\" class=\"data row18 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col8\" class=\"data row18 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col9\" class=\"data row18 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col10\" class=\"data row18 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col11\" class=\"data row18 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col12\" class=\"data row18 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col13\" class=\"data row18 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col14\" class=\"data row18 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col15\" class=\"data row18 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col16\" class=\"data row18 col16\" >85</td>\n",
       "      <td id=\"T_4213a_row18_col17\" class=\"data row18 col17\" >249</td>\n",
       "      <td id=\"T_4213a_row18_col18\" class=\"data row18 col18\" >253</td>\n",
       "      <td id=\"T_4213a_row18_col19\" class=\"data row18 col19\" >253</td>\n",
       "      <td id=\"T_4213a_row18_col20\" class=\"data row18 col20\" >36</td>\n",
       "      <td id=\"T_4213a_row18_col21\" class=\"data row18 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col22\" class=\"data row18 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col23\" class=\"data row18 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col24\" class=\"data row18 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col25\" class=\"data row18 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col26\" class=\"data row18 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row18_col27\" class=\"data row18 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_4213a_row19_col0\" class=\"data row19 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col1\" class=\"data row19 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col2\" class=\"data row19 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col3\" class=\"data row19 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col4\" class=\"data row19 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col5\" class=\"data row19 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col6\" class=\"data row19 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col7\" class=\"data row19 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col8\" class=\"data row19 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col9\" class=\"data row19 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col10\" class=\"data row19 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col11\" class=\"data row19 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col12\" class=\"data row19 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col13\" class=\"data row19 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col14\" class=\"data row19 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col15\" class=\"data row19 col15\" >60</td>\n",
       "      <td id=\"T_4213a_row19_col16\" class=\"data row19 col16\" >214</td>\n",
       "      <td id=\"T_4213a_row19_col17\" class=\"data row19 col17\" >253</td>\n",
       "      <td id=\"T_4213a_row19_col18\" class=\"data row19 col18\" >253</td>\n",
       "      <td id=\"T_4213a_row19_col19\" class=\"data row19 col19\" >173</td>\n",
       "      <td id=\"T_4213a_row19_col20\" class=\"data row19 col20\" >11</td>\n",
       "      <td id=\"T_4213a_row19_col21\" class=\"data row19 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col22\" class=\"data row19 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col23\" class=\"data row19 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col24\" class=\"data row19 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col25\" class=\"data row19 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col26\" class=\"data row19 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row19_col27\" class=\"data row19 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "      <td id=\"T_4213a_row20_col0\" class=\"data row20 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col1\" class=\"data row20 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col2\" class=\"data row20 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col3\" class=\"data row20 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col4\" class=\"data row20 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col5\" class=\"data row20 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col6\" class=\"data row20 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col7\" class=\"data row20 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col8\" class=\"data row20 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col9\" class=\"data row20 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col10\" class=\"data row20 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col11\" class=\"data row20 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col12\" class=\"data row20 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col13\" class=\"data row20 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col14\" class=\"data row20 col14\" >98</td>\n",
       "      <td id=\"T_4213a_row20_col15\" class=\"data row20 col15\" >247</td>\n",
       "      <td id=\"T_4213a_row20_col16\" class=\"data row20 col16\" >253</td>\n",
       "      <td id=\"T_4213a_row20_col17\" class=\"data row20 col17\" >253</td>\n",
       "      <td id=\"T_4213a_row20_col18\" class=\"data row20 col18\" >226</td>\n",
       "      <td id=\"T_4213a_row20_col19\" class=\"data row20 col19\" >9</td>\n",
       "      <td id=\"T_4213a_row20_col20\" class=\"data row20 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col21\" class=\"data row20 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col22\" class=\"data row20 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col23\" class=\"data row20 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col24\" class=\"data row20 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col25\" class=\"data row20 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col26\" class=\"data row20 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row20_col27\" class=\"data row20 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "      <td id=\"T_4213a_row21_col0\" class=\"data row21 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col1\" class=\"data row21 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col2\" class=\"data row21 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col3\" class=\"data row21 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col4\" class=\"data row21 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col5\" class=\"data row21 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col6\" class=\"data row21 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col7\" class=\"data row21 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col8\" class=\"data row21 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col9\" class=\"data row21 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col10\" class=\"data row21 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col11\" class=\"data row21 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col12\" class=\"data row21 col12\" >42</td>\n",
       "      <td id=\"T_4213a_row21_col13\" class=\"data row21 col13\" >150</td>\n",
       "      <td id=\"T_4213a_row21_col14\" class=\"data row21 col14\" >252</td>\n",
       "      <td id=\"T_4213a_row21_col15\" class=\"data row21 col15\" >253</td>\n",
       "      <td id=\"T_4213a_row21_col16\" class=\"data row21 col16\" >253</td>\n",
       "      <td id=\"T_4213a_row21_col17\" class=\"data row21 col17\" >233</td>\n",
       "      <td id=\"T_4213a_row21_col18\" class=\"data row21 col18\" >53</td>\n",
       "      <td id=\"T_4213a_row21_col19\" class=\"data row21 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col20\" class=\"data row21 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col21\" class=\"data row21 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col22\" class=\"data row21 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col23\" class=\"data row21 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col24\" class=\"data row21 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col25\" class=\"data row21 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col26\" class=\"data row21 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row21_col27\" class=\"data row21 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "      <td id=\"T_4213a_row22_col0\" class=\"data row22 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col1\" class=\"data row22 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col2\" class=\"data row22 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col3\" class=\"data row22 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col4\" class=\"data row22 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col5\" class=\"data row22 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col6\" class=\"data row22 col6\" >42</td>\n",
       "      <td id=\"T_4213a_row22_col7\" class=\"data row22 col7\" >115</td>\n",
       "      <td id=\"T_4213a_row22_col8\" class=\"data row22 col8\" >42</td>\n",
       "      <td id=\"T_4213a_row22_col9\" class=\"data row22 col9\" >60</td>\n",
       "      <td id=\"T_4213a_row22_col10\" class=\"data row22 col10\" >115</td>\n",
       "      <td id=\"T_4213a_row22_col11\" class=\"data row22 col11\" >159</td>\n",
       "      <td id=\"T_4213a_row22_col12\" class=\"data row22 col12\" >240</td>\n",
       "      <td id=\"T_4213a_row22_col13\" class=\"data row22 col13\" >253</td>\n",
       "      <td id=\"T_4213a_row22_col14\" class=\"data row22 col14\" >253</td>\n",
       "      <td id=\"T_4213a_row22_col15\" class=\"data row22 col15\" >250</td>\n",
       "      <td id=\"T_4213a_row22_col16\" class=\"data row22 col16\" >175</td>\n",
       "      <td id=\"T_4213a_row22_col17\" class=\"data row22 col17\" >25</td>\n",
       "      <td id=\"T_4213a_row22_col18\" class=\"data row22 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col19\" class=\"data row22 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col20\" class=\"data row22 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col21\" class=\"data row22 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col22\" class=\"data row22 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col23\" class=\"data row22 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col24\" class=\"data row22 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col25\" class=\"data row22 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col26\" class=\"data row22 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row22_col27\" class=\"data row22 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "      <td id=\"T_4213a_row23_col0\" class=\"data row23 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col1\" class=\"data row23 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col2\" class=\"data row23 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col3\" class=\"data row23 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col4\" class=\"data row23 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col5\" class=\"data row23 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col6\" class=\"data row23 col6\" >187</td>\n",
       "      <td id=\"T_4213a_row23_col7\" class=\"data row23 col7\" >253</td>\n",
       "      <td id=\"T_4213a_row23_col8\" class=\"data row23 col8\" >253</td>\n",
       "      <td id=\"T_4213a_row23_col9\" class=\"data row23 col9\" >253</td>\n",
       "      <td id=\"T_4213a_row23_col10\" class=\"data row23 col10\" >253</td>\n",
       "      <td id=\"T_4213a_row23_col11\" class=\"data row23 col11\" >253</td>\n",
       "      <td id=\"T_4213a_row23_col12\" class=\"data row23 col12\" >253</td>\n",
       "      <td id=\"T_4213a_row23_col13\" class=\"data row23 col13\" >253</td>\n",
       "      <td id=\"T_4213a_row23_col14\" class=\"data row23 col14\" >197</td>\n",
       "      <td id=\"T_4213a_row23_col15\" class=\"data row23 col15\" >86</td>\n",
       "      <td id=\"T_4213a_row23_col16\" class=\"data row23 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col17\" class=\"data row23 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col18\" class=\"data row23 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col19\" class=\"data row23 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col20\" class=\"data row23 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col21\" class=\"data row23 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col22\" class=\"data row23 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col23\" class=\"data row23 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col24\" class=\"data row23 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col25\" class=\"data row23 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col26\" class=\"data row23 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row23_col27\" class=\"data row23 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "      <td id=\"T_4213a_row24_col0\" class=\"data row24 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col1\" class=\"data row24 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col2\" class=\"data row24 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col3\" class=\"data row24 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col4\" class=\"data row24 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col5\" class=\"data row24 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col6\" class=\"data row24 col6\" >103</td>\n",
       "      <td id=\"T_4213a_row24_col7\" class=\"data row24 col7\" >253</td>\n",
       "      <td id=\"T_4213a_row24_col8\" class=\"data row24 col8\" >253</td>\n",
       "      <td id=\"T_4213a_row24_col9\" class=\"data row24 col9\" >253</td>\n",
       "      <td id=\"T_4213a_row24_col10\" class=\"data row24 col10\" >253</td>\n",
       "      <td id=\"T_4213a_row24_col11\" class=\"data row24 col11\" >253</td>\n",
       "      <td id=\"T_4213a_row24_col12\" class=\"data row24 col12\" >232</td>\n",
       "      <td id=\"T_4213a_row24_col13\" class=\"data row24 col13\" >67</td>\n",
       "      <td id=\"T_4213a_row24_col14\" class=\"data row24 col14\" >1</td>\n",
       "      <td id=\"T_4213a_row24_col15\" class=\"data row24 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col16\" class=\"data row24 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col17\" class=\"data row24 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col18\" class=\"data row24 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col19\" class=\"data row24 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col20\" class=\"data row24 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col21\" class=\"data row24 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col22\" class=\"data row24 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col23\" class=\"data row24 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col24\" class=\"data row24 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col25\" class=\"data row24 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col26\" class=\"data row24 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row24_col27\" class=\"data row24 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "      <td id=\"T_4213a_row25_col0\" class=\"data row25 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col1\" class=\"data row25 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col2\" class=\"data row25 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col3\" class=\"data row25 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col4\" class=\"data row25 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col5\" class=\"data row25 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col6\" class=\"data row25 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col7\" class=\"data row25 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col8\" class=\"data row25 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col9\" class=\"data row25 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col10\" class=\"data row25 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col11\" class=\"data row25 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col12\" class=\"data row25 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col13\" class=\"data row25 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col14\" class=\"data row25 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col15\" class=\"data row25 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col16\" class=\"data row25 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col17\" class=\"data row25 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col18\" class=\"data row25 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col19\" class=\"data row25 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col20\" class=\"data row25 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col21\" class=\"data row25 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col22\" class=\"data row25 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col23\" class=\"data row25 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col24\" class=\"data row25 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col25\" class=\"data row25 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col26\" class=\"data row25 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row25_col27\" class=\"data row25 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "      <td id=\"T_4213a_row26_col0\" class=\"data row26 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col1\" class=\"data row26 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col2\" class=\"data row26 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col3\" class=\"data row26 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col4\" class=\"data row26 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col5\" class=\"data row26 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col6\" class=\"data row26 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col7\" class=\"data row26 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col8\" class=\"data row26 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col9\" class=\"data row26 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col10\" class=\"data row26 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col11\" class=\"data row26 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col12\" class=\"data row26 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col13\" class=\"data row26 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col14\" class=\"data row26 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col15\" class=\"data row26 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col16\" class=\"data row26 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col17\" class=\"data row26 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col18\" class=\"data row26 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col19\" class=\"data row26 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col20\" class=\"data row26 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col21\" class=\"data row26 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col22\" class=\"data row26 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col23\" class=\"data row26 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col24\" class=\"data row26 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col25\" class=\"data row26 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col26\" class=\"data row26 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row26_col27\" class=\"data row26 col27\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4213a_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "      <td id=\"T_4213a_row27_col0\" class=\"data row27 col0\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col1\" class=\"data row27 col1\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col2\" class=\"data row27 col2\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col3\" class=\"data row27 col3\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col4\" class=\"data row27 col4\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col5\" class=\"data row27 col5\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col6\" class=\"data row27 col6\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col7\" class=\"data row27 col7\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col8\" class=\"data row27 col8\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col9\" class=\"data row27 col9\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col10\" class=\"data row27 col10\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col11\" class=\"data row27 col11\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col12\" class=\"data row27 col12\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col13\" class=\"data row27 col13\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col14\" class=\"data row27 col14\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col15\" class=\"data row27 col15\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col16\" class=\"data row27 col16\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col17\" class=\"data row27 col17\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col18\" class=\"data row27 col18\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col19\" class=\"data row27 col19\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col20\" class=\"data row27 col20\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col21\" class=\"data row27 col21\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col22\" class=\"data row27 col22\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col23\" class=\"data row27 col23\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col24\" class=\"data row27 col24\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col25\" class=\"data row27 col25\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col26\" class=\"data row27 col26\" >0</td>\n",
       "      <td id=\"T_4213a_row27_col27\" class=\"data row27 col27\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f018f552e50>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im3_t = tensor(im3)\n",
    "df = pd.DataFrame(im3_t)\n",
    "df.style.set_properties(**{'font-size':'6pt'}).background_gradient('Greys')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Baseline: Pixel similarity\n",
    "\n",
    "Create an average image for each number, out of the images we have. Then, to determine if any new image is 3 or 7 we measure the distance between that new image and the average images of 3 and 7, respectively. The new image is then classified as the number to which its distance is the smallest. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First lets get a tensor for each image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6131, 6265)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seven_tensors = [tensor(Image.open(o)) for o in sevens]\n",
    "three_tensors = [tensor(Image.open(o)) for o in threes]\n",
    "len(three_tensors), len(seven_tensors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that `seven_tensors` and `three_tensors` are lists of rank-2 tensors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([28, 28])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seven_tensors[1].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to stack all the rank-2 tensors in the list into one rank-3 tensor:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([6265, 28, 28])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stacked_sevens = torch.stack(seven_tensors).float()/255\n",
    "stacked_threes = torch.stack(three_tensors).float()/255\n",
    "stacked_sevens.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we get an average `3` by calculating the mean on the first axis (dimension 0) of the rank-3 tensor:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<AxesSubplot:>, <AxesSubplot:>)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean3 = stacked_threes.mean(0)\n",
    "mean7 = stacked_sevens.mean(0)\n",
    "show_image(mean3), show_image(mean7)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fastai",
   "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": "3.10.6 | packaged by conda-forge | (main, Aug 22 2022, 20:36:39) [GCC 10.4.0]"
  },
  "vscode": {
   "interpreter": {
    "hash": "f087de4a0f1e935d9801150d9e9277bedd0194559a4b2c64e79efa689b2eb4fa"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}