anand086/fastai_mnist_full_pixel_similarity.ipynb

## fastai_mnist_full_pixel_similarity.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "!pip install -Uqq fastbook\n",
    "import fastbook\n",
    "fastbook.setup_book()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "from fastai.vision.all import *\n",
    "from fastbook import *\n",
    "\n",
    "matplotlib.rc('image', cmap='Greys')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Untar MNIST dataset provided by Fastai\n",
    "#path = untar_data(URLs.MNIST_SAMPLE)\n",
    "path = untar_data(URLs.MNIST)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/home/ec2-user/.fastai/data/mnist_png')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "Path.BASE_PATH = path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/.fastai/data/mnist_png/\n",
      "├── testing\n",
      "│   ├── 0\n",
      "│   ├── 1\n",
      "│   ├── 2\n",
      "│   ├── 3\n",
      "│   ├── 4\n",
      "│   ├── 5\n",
      "│   ├── 6\n",
      "│   ├── 7\n",
      "│   ├── 8\n",
      "│   └── 9\n",
      "└── training\n",
      "    ├── 0\n",
      "    ├── 1\n",
      "    ├── 2\n",
      "    ├── 3\n",
      "    ├── 4\n",
      "    ├── 5\n",
      "    ├── 6\n",
      "    ├── 7\n",
      "    ├── 8\n",
      "    └── 9\n",
      "\n",
      "22 directories\n"
     ]
    }
   ],
   "source": [
    "# has to install tree - sudo yum install tree\n",
    "!tree /home/ec2-user/.fastai/data/mnist_png/ -d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#2) [Path('training'),Path('testing')]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find direcrtory inside path using ls method\n",
    "# This method returns an object if a special fastai class called L, which has all the same functionality\\\n",
    "# of Python's built-in list, plus a lot more,\n",
    "path.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#10) [Path('training/6'),Path('training/0'),Path('training/5'),Path('training/1'),Path('training/7'),Path('training/8'),Path('training/3'),Path('training/2'),Path('training/9'),Path('training/4')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Lets see inside training folder\n",
    "# It has folder for each digit 0 - 9\n",
    "(path/'training').ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#10) [Path('training/0'),Path('training/1'),Path('training/2'),Path('training/3'),Path('training/4'),Path('training/5'),Path('training/6'),Path('training/7'),Path('training/8'),Path('training/9')]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# prepare training and testing data\n",
    "# sorted() to ensure we all get the same order of files\n",
    "training_set = (path/'training').ls().sorted()\n",
    "testing_set = (path/'testing').ls().sorted()\n",
    "training_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get sample of each digit using Image class from Python Imaging Library (PIL)\n",
    "sample_images = [Image.open(training_set[i].ls()[i]) for i in range(10)]\n",
    "show_images(sample_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAABAklEQVR4nGNgGChQ/r+1NgBTmJGBgYGBYacLA8O/v1NePVqBRSdbx3HJ+rd///76OFkJizQXA4OAsMXUtX8/XFfDZTmbydq/d3DKMsT+/ZsIYzOhydnl4tTGEPnx78d5gjAeC5R2ZmVgYMiQUuM5dy6dAU1ytx1MFdcpDOPKb//9+/f1oUMN5/5+XiOOLitXFe5uyMDAwO++7O+lNJxu4ln+93sqTlnuPX8/CTEwMGD6k4GB4esDBu5kXJIsXGgCwiK8cLmyv39XGCDJ2X7/e1mOiYGBgYFZdcHfv38yIcKQyGZ4LcTAMPc9AwODRAwDw5/XMqjmFn/4CwNv9HF6hA4AAFV6VoLypCkbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=L size=28x28 at 0x7F19E7D1DAC8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# randomly picked 30th image of digit 3 and open it \n",
    "im3_path = training_set[3].ls()[30]\n",
    "im3 = Image.open(im3_path)\n",
    "im3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# In a computer everything is represented as a number. To view the number that make up the \\\n",
    "# image, we have to convert the image to Numpy array or PyTorch tensor.\n",
    "# Here I am converting an image of 3 to numpy array\n",
    "arr3 = array(im3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((28, 28), 2)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a single digit is of 28X28 and has 2-dimension\n",
    "arr3.shape, arr3.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  0, 119, 255, 133, 125,  80],\n",
       "       [  0, 185, 253, 253, 253, 251],\n",
       "       [  0,   6, 136, 199,  25, 127],\n",
       "       [  0,   0,   0,  10,   0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0],\n",
       "       [  0,   0,   0,   0,   0,   0]], dtype=uint8)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sliced numpy array for the 30th image of digit 3\n",
    "arr3[4:10,4:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[  0, 119, 255, 133, 125,  80],\n",
       "        [  0, 185, 253, 253, 253, 251],\n",
       "        [  0,   6, 136, 199,  25, 127],\n",
       "        [  0,   0,   0,  10,   0,   0],\n",
       "        [  0,   0,   0,   0,   0,   0],\n",
       "        [  0,   0,   0,   0,   0,   0]], dtype=torch.uint8)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert the image to PyTorch tensor and slice it\n",
    "# The values as same as numpy array above\n",
    "tensor(im3)[4:10,4:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col27,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col0,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col1,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col2,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col3,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col4,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col23,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col24,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col25,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col26,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col27{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #ffffff;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col5{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #6e6e6e;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col5,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col21,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col22,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col20,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #8f8f8f;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #989898;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col9{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #cbcbcb;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col9{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #020202;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col10{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #060606;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col11{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #878787;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #a0a0a0;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #c3c3c3;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col5{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #fbfbfb;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col6{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #8d8d8d;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #444444;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f3f3f3;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col9{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #959595;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col10{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #131313;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #030303;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col15,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #0e0e0e;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #7f7f7f;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #eeeeee;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #fafafa;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f7f7f7;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col6,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f6f6f6;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col12{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #dfdfdf;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #7d7d7d;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #636363;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col14,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #0f0f0f;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #2e2e2e;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #ececec;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col14{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #fcfcfc;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #e1e1e1;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #272727;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #bebebe;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col19,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #bababa;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #dadada;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col16,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #404040;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col14{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #c2c2c2;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #737373;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #d6d6d6;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col8,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col9,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col11{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #d2d2d2;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col12{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #606060;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #3f3f3f;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #797979;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col6{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #565656;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #050505;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #303030;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #b8b8b8;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #282828;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col11{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #151515;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #4b4b4b;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col14{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #949494;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #3a3a3a;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #0c0c0c;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #646464;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f4f4f4;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col7,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col9{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f1f1f1;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #9c9c9c;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col9{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #c4c4c4;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #d3d3d3;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col11{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #e4e4e4;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f8f8f8;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #6b6b6b;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #353535;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col20{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #b4b4b4;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col17,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f9f9f9;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #6a6a6a;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col20{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #070707;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col21{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #b5b5b5;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #535353;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col21{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #0d0d0d;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col22{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #ebebeb;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #767676;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col18,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #fdfdfd;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col21{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #696969;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col22{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #b2b2b2;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col5{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #c7c7c7;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col6{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #090909;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #333333;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col10,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #fefefe;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #717171;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col20{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #010101;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col21{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #b0b0b0;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col6{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #171717;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col10{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #787878;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col11,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col12,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col13,#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col14{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #8a8a8a;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #707070;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col20{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #1d1d1d;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #a4a4a4;\n",
       "            color:  #000000;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #141414;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #e5e5e5;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990f\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >0</th>        <th class=\"col_heading level0 col1\" >1</th>        <th class=\"col_heading level0 col2\" >2</th>        <th class=\"col_heading level0 col3\" >3</th>        <th class=\"col_heading level0 col4\" >4</th>        <th class=\"col_heading level0 col5\" >5</th>        <th class=\"col_heading level0 col6\" >6</th>        <th class=\"col_heading level0 col7\" >7</th>        <th class=\"col_heading level0 col8\" >8</th>        <th class=\"col_heading level0 col9\" >9</th>        <th class=\"col_heading level0 col10\" >10</th>        <th class=\"col_heading level0 col11\" >11</th>        <th class=\"col_heading level0 col12\" >12</th>        <th class=\"col_heading level0 col13\" >13</th>        <th class=\"col_heading level0 col14\" >14</th>        <th class=\"col_heading level0 col15\" >15</th>        <th class=\"col_heading level0 col16\" >16</th>        <th class=\"col_heading level0 col17\" >17</th>        <th class=\"col_heading level0 col18\" >18</th>        <th class=\"col_heading level0 col19\" >19</th>        <th class=\"col_heading level0 col20\" >20</th>        <th class=\"col_heading level0 col21\" >21</th>        <th class=\"col_heading level0 col22\" >22</th>        <th class=\"col_heading level0 col23\" >23</th>        <th class=\"col_heading level0 col24\" >24</th>        <th class=\"col_heading level0 col25\" >25</th>        <th class=\"col_heading level0 col26\" >26</th>        <th class=\"col_heading level0 col27\" >27</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col0\" class=\"data row0 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col1\" class=\"data row0 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col2\" class=\"data row0 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col3\" class=\"data row0 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col4\" class=\"data row0 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col5\" class=\"data row0 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col6\" class=\"data row0 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col7\" class=\"data row0 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col8\" class=\"data row0 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col9\" class=\"data row0 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col10\" class=\"data row0 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col11\" class=\"data row0 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col12\" class=\"data row0 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col13\" class=\"data row0 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col14\" class=\"data row0 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col15\" class=\"data row0 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col16\" class=\"data row0 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col17\" class=\"data row0 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col18\" class=\"data row0 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col19\" class=\"data row0 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col20\" class=\"data row0 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col21\" class=\"data row0 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col22\" class=\"data row0 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col23\" class=\"data row0 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col24\" class=\"data row0 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col25\" class=\"data row0 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col26\" class=\"data row0 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow0_col27\" class=\"data row0 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col0\" class=\"data row1 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col1\" class=\"data row1 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col2\" class=\"data row1 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col3\" class=\"data row1 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col4\" class=\"data row1 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col5\" class=\"data row1 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col6\" class=\"data row1 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col7\" class=\"data row1 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col8\" class=\"data row1 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col9\" class=\"data row1 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col10\" class=\"data row1 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col11\" class=\"data row1 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col12\" class=\"data row1 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col13\" class=\"data row1 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col14\" class=\"data row1 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col15\" class=\"data row1 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col16\" class=\"data row1 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col17\" class=\"data row1 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col18\" class=\"data row1 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col19\" class=\"data row1 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col20\" class=\"data row1 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col21\" class=\"data row1 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col22\" class=\"data row1 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col23\" class=\"data row1 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col24\" class=\"data row1 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col25\" class=\"data row1 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col26\" class=\"data row1 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow1_col27\" class=\"data row1 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col0\" class=\"data row2 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col1\" class=\"data row2 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col2\" class=\"data row2 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col3\" class=\"data row2 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col4\" class=\"data row2 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col5\" class=\"data row2 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col6\" class=\"data row2 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col7\" class=\"data row2 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col8\" class=\"data row2 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col9\" class=\"data row2 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col10\" class=\"data row2 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col11\" class=\"data row2 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col12\" class=\"data row2 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col13\" class=\"data row2 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col14\" class=\"data row2 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col15\" class=\"data row2 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col16\" class=\"data row2 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col17\" class=\"data row2 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col18\" class=\"data row2 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col19\" class=\"data row2 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col20\" class=\"data row2 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col21\" class=\"data row2 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col22\" class=\"data row2 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col23\" class=\"data row2 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col24\" class=\"data row2 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col25\" class=\"data row2 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col26\" class=\"data row2 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow2_col27\" class=\"data row2 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col0\" class=\"data row3 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col2\" class=\"data row3 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col3\" class=\"data row3 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col4\" class=\"data row3 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col6\" class=\"data row3 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col7\" class=\"data row3 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col8\" class=\"data row3 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col9\" class=\"data row3 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col10\" class=\"data row3 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col11\" class=\"data row3 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col12\" class=\"data row3 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col13\" class=\"data row3 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col14\" class=\"data row3 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col15\" class=\"data row3 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col16\" class=\"data row3 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col17\" class=\"data row3 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col18\" class=\"data row3 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col19\" class=\"data row3 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col20\" class=\"data row3 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col21\" class=\"data row3 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col22\" class=\"data row3 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col23\" class=\"data row3 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col24\" class=\"data row3 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col25\" class=\"data row3 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col26\" class=\"data row3 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow3_col27\" class=\"data row3 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col0\" class=\"data row4 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col1\" class=\"data row4 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col2\" class=\"data row4 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col3\" class=\"data row4 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col4\" class=\"data row4 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col5\" class=\"data row4 col5\" >119</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col6\" class=\"data row4 col6\" >255</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col7\" class=\"data row4 col7\" >133</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col8\" class=\"data row4 col8\" >125</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col9\" class=\"data row4 col9\" >80</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col10\" class=\"data row4 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col11\" class=\"data row4 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col12\" class=\"data row4 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col13\" class=\"data row4 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col14\" class=\"data row4 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col15\" class=\"data row4 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col16\" class=\"data row4 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col17\" class=\"data row4 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col18\" class=\"data row4 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col19\" class=\"data row4 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col20\" class=\"data row4 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col21\" class=\"data row4 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col22\" class=\"data row4 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col23\" class=\"data row4 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col24\" class=\"data row4 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col25\" class=\"data row4 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col26\" class=\"data row4 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow4_col27\" class=\"data row4 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col0\" class=\"data row5 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col2\" class=\"data row5 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col3\" class=\"data row5 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col4\" class=\"data row5 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col5\" class=\"data row5 col5\" >185</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col6\" class=\"data row5 col6\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col7\" class=\"data row5 col7\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col8\" class=\"data row5 col8\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col9\" class=\"data row5 col9\" >251</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col10\" class=\"data row5 col10\" >248</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col11\" class=\"data row5 col11\" >140</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col12\" class=\"data row5 col12\" >118</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col13\" class=\"data row5 col13\" >88</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col14\" class=\"data row5 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col15\" class=\"data row5 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col16\" class=\"data row5 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col17\" class=\"data row5 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col18\" class=\"data row5 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col19\" class=\"data row5 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col20\" class=\"data row5 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col21\" class=\"data row5 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col22\" class=\"data row5 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col23\" class=\"data row5 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col24\" class=\"data row5 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col25\" class=\"data row5 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col26\" class=\"data row5 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow5_col27\" class=\"data row5 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col0\" class=\"data row6 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col1\" class=\"data row6 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col2\" class=\"data row6 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col3\" class=\"data row6 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col4\" class=\"data row6 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col5\" class=\"data row6 col5\" >6</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col6\" class=\"data row6 col6\" >136</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col7\" class=\"data row6 col7\" >199</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col8\" class=\"data row6 col8\" >25</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col9\" class=\"data row6 col9\" >127</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col10\" class=\"data row6 col10\" >237</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col11\" class=\"data row6 col11\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col12\" class=\"data row6 col12\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col13\" class=\"data row6 col13\" >250</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col14\" class=\"data row6 col14\" >241</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col15\" class=\"data row6 col15\" >147</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col16\" class=\"data row6 col16\" >34</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col17\" class=\"data row6 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col18\" class=\"data row6 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col19\" class=\"data row6 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col20\" class=\"data row6 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col21\" class=\"data row6 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col22\" class=\"data row6 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col23\" class=\"data row6 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col24\" class=\"data row6 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col25\" class=\"data row6 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col26\" class=\"data row6 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow6_col27\" class=\"data row6 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col0\" class=\"data row7 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col1\" class=\"data row7 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col2\" class=\"data row7 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col3\" class=\"data row7 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col4\" class=\"data row7 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col5\" class=\"data row7 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col6\" class=\"data row7 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col7\" class=\"data row7 col7\" >10</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col8\" class=\"data row7 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col9\" class=\"data row7 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col10\" class=\"data row7 col10\" >16</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col11\" class=\"data row7 col11\" >19</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col12\" class=\"data row7 col12\" >56</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col13\" class=\"data row7 col13\" >149</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col14\" class=\"data row7 col14\" >173</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col15\" class=\"data row7 col15\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col16\" class=\"data row7 col16\" >240</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col17\" class=\"data row7 col17\" >215</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col18\" class=\"data row7 col18\" >38</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col19\" class=\"data row7 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col20\" class=\"data row7 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col21\" class=\"data row7 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col22\" class=\"data row7 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col23\" class=\"data row7 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col24\" class=\"data row7 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col25\" class=\"data row7 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col26\" class=\"data row7 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow7_col27\" class=\"data row7 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col0\" class=\"data row8 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col1\" class=\"data row8 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col2\" class=\"data row8 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col3\" class=\"data row8 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col4\" class=\"data row8 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col5\" class=\"data row8 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col6\" class=\"data row8 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col7\" class=\"data row8 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col8\" class=\"data row8 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col9\" class=\"data row8 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col10\" class=\"data row8 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col11\" class=\"data row8 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col12\" class=\"data row8 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col13\" class=\"data row8 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col14\" class=\"data row8 col14\" >6</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col15\" class=\"data row8 col15\" >52</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col16\" class=\"data row8 col16\" >173</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col17\" class=\"data row8 col17\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col18\" class=\"data row8 col18\" >220</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col19\" class=\"data row8 col19\" >38</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col20\" class=\"data row8 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col21\" class=\"data row8 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col22\" class=\"data row8 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col23\" class=\"data row8 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col24\" class=\"data row8 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col25\" class=\"data row8 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col26\" class=\"data row8 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow8_col27\" class=\"data row8 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col0\" class=\"data row9 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col1\" class=\"data row9 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col2\" class=\"data row9 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col3\" class=\"data row9 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col4\" class=\"data row9 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col5\" class=\"data row9 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col6\" class=\"data row9 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col7\" class=\"data row9 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col8\" class=\"data row9 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col9\" class=\"data row9 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col10\" class=\"data row9 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col11\" class=\"data row9 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col12\" class=\"data row9 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col13\" class=\"data row9 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col14\" class=\"data row9 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col15\" class=\"data row9 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col16\" class=\"data row9 col16\" >93</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col17\" class=\"data row9 col17\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col18\" class=\"data row9 col18\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col19\" class=\"data row9 col19\" >97</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col20\" class=\"data row9 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col21\" class=\"data row9 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col22\" class=\"data row9 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col23\" class=\"data row9 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col24\" class=\"data row9 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col25\" class=\"data row9 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col26\" class=\"data row9 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow9_col27\" class=\"data row9 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col0\" class=\"data row10 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col1\" class=\"data row10 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col2\" class=\"data row10 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col3\" class=\"data row10 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col4\" class=\"data row10 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col5\" class=\"data row10 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col6\" class=\"data row10 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col7\" class=\"data row10 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col8\" class=\"data row10 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col9\" class=\"data row10 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col10\" class=\"data row10 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col11\" class=\"data row10 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col12\" class=\"data row10 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col13\" class=\"data row10 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col14\" class=\"data row10 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col15\" class=\"data row10 col15\" >62</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col16\" class=\"data row10 col16\" >202</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col17\" class=\"data row10 col17\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col18\" class=\"data row10 col18\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col19\" class=\"data row10 col19\" >97</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col20\" class=\"data row10 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col21\" class=\"data row10 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col22\" class=\"data row10 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col23\" class=\"data row10 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col24\" class=\"data row10 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col25\" class=\"data row10 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col26\" class=\"data row10 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow10_col27\" class=\"data row10 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col0\" class=\"data row11 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col1\" class=\"data row11 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col2\" class=\"data row11 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col3\" class=\"data row11 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col4\" class=\"data row11 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col5\" class=\"data row11 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col6\" class=\"data row11 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col7\" class=\"data row11 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col8\" class=\"data row11 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col9\" class=\"data row11 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col10\" class=\"data row11 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col11\" class=\"data row11 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col12\" class=\"data row11 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col13\" class=\"data row11 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col14\" class=\"data row11 col14\" >89</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col15\" class=\"data row11 col15\" >241</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col16\" class=\"data row11 col16\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col17\" class=\"data row11 col17\" >241</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col18\" class=\"data row11 col18\" >158</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col19\" class=\"data row11 col19\" >17</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col20\" class=\"data row11 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col21\" class=\"data row11 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col22\" class=\"data row11 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col23\" class=\"data row11 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col24\" class=\"data row11 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col25\" class=\"data row11 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col26\" class=\"data row11 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow11_col27\" class=\"data row11 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col0\" class=\"data row12 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col1\" class=\"data row12 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col2\" class=\"data row12 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col3\" class=\"data row12 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col4\" class=\"data row12 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col5\" class=\"data row12 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col6\" class=\"data row12 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col7\" class=\"data row12 col7\" >67</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col8\" class=\"data row12 col8\" >72</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col9\" class=\"data row12 col9\" >72</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col10\" class=\"data row12 col10\" >72</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col11\" class=\"data row12 col11\" >72</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col12\" class=\"data row12 col12\" >176</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col13\" class=\"data row12 col13\" >202</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col14\" class=\"data row12 col14\" >240</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col15\" class=\"data row12 col15\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col16\" class=\"data row12 col16\" >203</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col17\" class=\"data row12 col17\" >153</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col18\" class=\"data row12 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col19\" class=\"data row12 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col20\" class=\"data row12 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col21\" class=\"data row12 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col22\" class=\"data row12 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col23\" class=\"data row12 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col24\" class=\"data row12 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col25\" class=\"data row12 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col26\" class=\"data row12 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow12_col27\" class=\"data row12 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col0\" class=\"data row13 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col1\" class=\"data row13 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col2\" class=\"data row13 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col3\" class=\"data row13 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col4\" class=\"data row13 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col5\" class=\"data row13 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col6\" class=\"data row13 col6\" >187</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col7\" class=\"data row13 col7\" >249</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col8\" class=\"data row13 col8\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col9\" class=\"data row13 col9\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col10\" class=\"data row13 col10\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col11\" class=\"data row13 col11\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col12\" class=\"data row13 col12\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col13\" class=\"data row13 col13\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col14\" class=\"data row13 col14\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col15\" class=\"data row13 col15\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col16\" class=\"data row13 col16\" >213</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col17\" class=\"data row13 col17\" >99</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col18\" class=\"data row13 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col19\" class=\"data row13 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col20\" class=\"data row13 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col21\" class=\"data row13 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col22\" class=\"data row13 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col23\" class=\"data row13 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col24\" class=\"data row13 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col25\" class=\"data row13 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col26\" class=\"data row13 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow13_col27\" class=\"data row13 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col0\" class=\"data row14 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col1\" class=\"data row14 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col2\" class=\"data row14 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col3\" class=\"data row14 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col4\" class=\"data row14 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col5\" class=\"data row14 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col6\" class=\"data row14 col6\" >119</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col7\" class=\"data row14 col7\" >219</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col8\" class=\"data row14 col8\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col9\" class=\"data row14 col9\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col10\" class=\"data row14 col10\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col11\" class=\"data row14 col11\" >235</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col12\" class=\"data row14 col12\" >194</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col13\" class=\"data row14 col13\" >194</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col14\" class=\"data row14 col14\" >128</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col15\" class=\"data row14 col15\" >206</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col16\" class=\"data row14 col16\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col17\" class=\"data row14 col17\" >243</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col18\" class=\"data row14 col18\" >172</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col19\" class=\"data row14 col19\" >23</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col20\" class=\"data row14 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col21\" class=\"data row14 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col22\" class=\"data row14 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col23\" class=\"data row14 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col24\" class=\"data row14 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col25\" class=\"data row14 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col26\" class=\"data row14 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow14_col27\" class=\"data row14 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col0\" class=\"data row15 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col1\" class=\"data row15 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col2\" class=\"data row15 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col3\" class=\"data row15 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col4\" class=\"data row15 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col5\" class=\"data row15 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col6\" class=\"data row15 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col7\" class=\"data row15 col7\" >30</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col8\" class=\"data row15 col8\" >122</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col9\" class=\"data row15 col9\" >87</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col10\" class=\"data row15 col10\" >71</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col11\" class=\"data row15 col11\" >49</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col12\" class=\"data row15 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col13\" class=\"data row15 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col14\" class=\"data row15 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col15\" class=\"data row15 col15\" >15</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col16\" class=\"data row15 col16\" >71</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col17\" class=\"data row15 col17\" >166</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col18\" class=\"data row15 col18\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col19\" class=\"data row15 col19\" >210</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col20\" class=\"data row15 col20\" >102</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col21\" class=\"data row15 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col22\" class=\"data row15 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col23\" class=\"data row15 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col24\" class=\"data row15 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col25\" class=\"data row15 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col26\" class=\"data row15 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow15_col27\" class=\"data row15 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col0\" class=\"data row16 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col1\" class=\"data row16 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col2\" class=\"data row16 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col3\" class=\"data row16 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col4\" class=\"data row16 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col5\" class=\"data row16 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col6\" class=\"data row16 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col7\" class=\"data row16 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col8\" class=\"data row16 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col9\" class=\"data row16 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col10\" class=\"data row16 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col11\" class=\"data row16 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col12\" class=\"data row16 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col13\" class=\"data row16 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col14\" class=\"data row16 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col15\" class=\"data row16 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col16\" class=\"data row16 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col17\" class=\"data row16 col17\" >12</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col18\" class=\"data row16 col18\" >167</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col19\" class=\"data row16 col19\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col20\" class=\"data row16 col20\" >247</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col21\" class=\"data row16 col21\" >101</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col22\" class=\"data row16 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col23\" class=\"data row16 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col24\" class=\"data row16 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col25\" class=\"data row16 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col26\" class=\"data row16 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow16_col27\" class=\"data row16 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col0\" class=\"data row17 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col1\" class=\"data row17 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col2\" class=\"data row17 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col3\" class=\"data row17 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col4\" class=\"data row17 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col5\" class=\"data row17 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col6\" class=\"data row17 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col7\" class=\"data row17 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col8\" class=\"data row17 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col9\" class=\"data row17 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col10\" class=\"data row17 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col11\" class=\"data row17 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col12\" class=\"data row17 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col13\" class=\"data row17 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col14\" class=\"data row17 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col15\" class=\"data row17 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col16\" class=\"data row17 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col17\" class=\"data row17 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col18\" class=\"data row17 col18\" >11</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col19\" class=\"data row17 col19\" >188</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col20\" class=\"data row17 col20\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col21\" class=\"data row17 col21\" >242</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col22\" class=\"data row17 col22\" >18</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col23\" class=\"data row17 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col24\" class=\"data row17 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col25\" class=\"data row17 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col26\" class=\"data row17 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow17_col27\" class=\"data row17 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col0\" class=\"data row18 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col1\" class=\"data row18 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col2\" class=\"data row18 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col3\" class=\"data row18 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col4\" class=\"data row18 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col5\" class=\"data row18 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col6\" class=\"data row18 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col7\" class=\"data row18 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col8\" class=\"data row18 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col9\" class=\"data row18 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col10\" class=\"data row18 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col11\" class=\"data row18 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col12\" class=\"data row18 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col13\" class=\"data row18 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col14\" class=\"data row18 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col15\" class=\"data row18 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col16\" class=\"data row18 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col17\" class=\"data row18 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col18\" class=\"data row18 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col19\" class=\"data row18 col19\" >156</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col20\" class=\"data row18 col20\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col21\" class=\"data row18 col21\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col22\" class=\"data row18 col22\" >117</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col23\" class=\"data row18 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col24\" class=\"data row18 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col25\" class=\"data row18 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col26\" class=\"data row18 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow18_col27\" class=\"data row18 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col0\" class=\"data row19 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col1\" class=\"data row19 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col2\" class=\"data row19 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col3\" class=\"data row19 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col4\" class=\"data row19 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col5\" class=\"data row19 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col6\" class=\"data row19 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col7\" class=\"data row19 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col8\" class=\"data row19 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col9\" class=\"data row19 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col10\" class=\"data row19 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col11\" class=\"data row19 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col12\" class=\"data row19 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col13\" class=\"data row19 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col14\" class=\"data row19 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col15\" class=\"data row19 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col16\" class=\"data row19 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col17\" class=\"data row19 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col18\" class=\"data row19 col18\" >4</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col19\" class=\"data row19 col19\" >166</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col20\" class=\"data row19 col20\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col21\" class=\"data row19 col21\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col22\" class=\"data row19 col22\" >117</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col23\" class=\"data row19 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col24\" class=\"data row19 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col25\" class=\"data row19 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col26\" class=\"data row19 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow19_col27\" class=\"data row19 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col0\" class=\"data row20 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col1\" class=\"data row20 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col2\" class=\"data row20 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col3\" class=\"data row20 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col4\" class=\"data row20 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col5\" class=\"data row20 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col6\" class=\"data row20 col6\" >19</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col7\" class=\"data row20 col7\" >20</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col8\" class=\"data row20 col8\" >13</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col9\" class=\"data row20 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col10\" class=\"data row20 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col11\" class=\"data row20 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col12\" class=\"data row20 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col13\" class=\"data row20 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col14\" class=\"data row20 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col15\" class=\"data row20 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col16\" class=\"data row20 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col17\" class=\"data row20 col17\" >4</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col18\" class=\"data row20 col18\" >118</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col19\" class=\"data row20 col19\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col20\" class=\"data row20 col20\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col21\" class=\"data row20 col21\" >168</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col22\" class=\"data row20 col22\" >48</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col23\" class=\"data row20 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col24\" class=\"data row20 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col25\" class=\"data row20 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col26\" class=\"data row20 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow20_col27\" class=\"data row20 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col0\" class=\"data row21 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col1\" class=\"data row21 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col2\" class=\"data row21 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col3\" class=\"data row21 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col4\" class=\"data row21 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col5\" class=\"data row21 col5\" >61</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col6\" class=\"data row21 col6\" >247</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col7\" class=\"data row21 col7\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col8\" class=\"data row21 col8\" >211</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col9\" class=\"data row21 col9\" >30</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col10\" class=\"data row21 col10\" >2</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col11\" class=\"data row21 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col12\" class=\"data row21 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col13\" class=\"data row21 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col14\" class=\"data row21 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col15\" class=\"data row21 col15\" >3</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col16\" class=\"data row21 col16\" >37</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col17\" class=\"data row21 col17\" >160</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col18\" class=\"data row21 col18\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col19\" class=\"data row21 col19\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col20\" class=\"data row21 col20\" >252</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col21\" class=\"data row21 col21\" >105</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col22\" class=\"data row21 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col23\" class=\"data row21 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col24\" class=\"data row21 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col25\" class=\"data row21 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col26\" class=\"data row21 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow21_col27\" class=\"data row21 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col0\" class=\"data row22 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col1\" class=\"data row22 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col2\" class=\"data row22 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col3\" class=\"data row22 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col4\" class=\"data row22 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col5\" class=\"data row22 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col6\" class=\"data row22 col6\" >235</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col7\" class=\"data row22 col7\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col8\" class=\"data row22 col8\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col9\" class=\"data row22 col9\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col10\" class=\"data row22 col10\" >154</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col11\" class=\"data row22 col11\" >137</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col12\" class=\"data row22 col12\" >137</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col13\" class=\"data row22 col13\" >137</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col14\" class=\"data row22 col14\" >137</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col15\" class=\"data row22 col15\" >161</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col16\" class=\"data row22 col16\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col17\" class=\"data row22 col17\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col18\" class=\"data row22 col18\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col19\" class=\"data row22 col19\" >249</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col20\" class=\"data row22 col20\" >228</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col21\" class=\"data row22 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col22\" class=\"data row22 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col23\" class=\"data row22 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col24\" class=\"data row22 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col25\" class=\"data row22 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col26\" class=\"data row22 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow22_col27\" class=\"data row22 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col0\" class=\"data row23 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col1\" class=\"data row23 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col2\" class=\"data row23 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col3\" class=\"data row23 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col4\" class=\"data row23 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col5\" class=\"data row23 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col6\" class=\"data row23 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col7\" class=\"data row23 col7\" >115</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col8\" class=\"data row23 col8\" >240</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col9\" class=\"data row23 col9\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col10\" class=\"data row23 col10\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col11\" class=\"data row23 col11\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col12\" class=\"data row23 col12\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col13\" class=\"data row23 col13\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col14\" class=\"data row23 col14\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col15\" class=\"data row23 col15\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col16\" class=\"data row23 col16\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col17\" class=\"data row23 col17\" >253</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col18\" class=\"data row23 col18\" >236</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col19\" class=\"data row23 col19\" >47</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col20\" class=\"data row23 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col21\" class=\"data row23 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col22\" class=\"data row23 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col23\" class=\"data row23 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col24\" class=\"data row23 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col25\" class=\"data row23 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col26\" class=\"data row23 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow23_col27\" class=\"data row23 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col0\" class=\"data row24 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col1\" class=\"data row24 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col2\" class=\"data row24 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col3\" class=\"data row24 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col4\" class=\"data row24 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col5\" class=\"data row24 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col6\" class=\"data row24 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col7\" class=\"data row24 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col8\" class=\"data row24 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col9\" class=\"data row24 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col10\" class=\"data row24 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col11\" class=\"data row24 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col12\" class=\"data row24 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col13\" class=\"data row24 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col14\" class=\"data row24 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col15\" class=\"data row24 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col16\" class=\"data row24 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col17\" class=\"data row24 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col18\" class=\"data row24 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col19\" class=\"data row24 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col20\" class=\"data row24 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col21\" class=\"data row24 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col22\" class=\"data row24 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col23\" class=\"data row24 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col24\" class=\"data row24 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col25\" class=\"data row24 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col26\" class=\"data row24 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow24_col27\" class=\"data row24 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col0\" class=\"data row25 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col1\" class=\"data row25 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col2\" class=\"data row25 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col3\" class=\"data row25 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col4\" class=\"data row25 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col5\" class=\"data row25 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col6\" class=\"data row25 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col7\" class=\"data row25 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col8\" class=\"data row25 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col9\" class=\"data row25 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col10\" class=\"data row25 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col11\" class=\"data row25 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col12\" class=\"data row25 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col13\" class=\"data row25 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col14\" class=\"data row25 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col15\" class=\"data row25 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col16\" class=\"data row25 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col17\" class=\"data row25 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col18\" class=\"data row25 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col19\" class=\"data row25 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col20\" class=\"data row25 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col21\" class=\"data row25 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col22\" class=\"data row25 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col23\" class=\"data row25 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col24\" class=\"data row25 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col25\" class=\"data row25 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col26\" class=\"data row25 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow25_col27\" class=\"data row25 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col0\" class=\"data row26 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col1\" class=\"data row26 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col2\" class=\"data row26 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col3\" class=\"data row26 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col4\" class=\"data row26 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col5\" class=\"data row26 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col6\" class=\"data row26 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col7\" class=\"data row26 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col8\" class=\"data row26 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col9\" class=\"data row26 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col10\" class=\"data row26 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col11\" class=\"data row26 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col12\" class=\"data row26 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col13\" class=\"data row26 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col14\" class=\"data row26 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col15\" class=\"data row26 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col16\" class=\"data row26 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col17\" class=\"data row26 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col18\" class=\"data row26 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col19\" class=\"data row26 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col20\" class=\"data row26 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col21\" class=\"data row26 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col22\" class=\"data row26 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col23\" class=\"data row26 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col24\" class=\"data row26 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col25\" class=\"data row26 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col26\" class=\"data row26 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow26_col27\" class=\"data row26 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990flevel0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col0\" class=\"data row27 col0\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col1\" class=\"data row27 col1\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col2\" class=\"data row27 col2\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col3\" class=\"data row27 col3\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col4\" class=\"data row27 col4\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col5\" class=\"data row27 col5\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col6\" class=\"data row27 col6\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col7\" class=\"data row27 col7\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col8\" class=\"data row27 col8\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col9\" class=\"data row27 col9\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col10\" class=\"data row27 col10\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col11\" class=\"data row27 col11\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col12\" class=\"data row27 col12\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col13\" class=\"data row27 col13\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col14\" class=\"data row27 col14\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col15\" class=\"data row27 col15\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col16\" class=\"data row27 col16\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col17\" class=\"data row27 col17\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col18\" class=\"data row27 col18\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col19\" class=\"data row27 col19\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col20\" class=\"data row27 col20\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col21\" class=\"data row27 col21\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col22\" class=\"data row27 col22\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col23\" class=\"data row27 col23\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col24\" class=\"data row27 col24\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col25\" class=\"data row27 col25\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col26\" class=\"data row27 col26\" >0</td>\n",
       "                        <td id=\"T_fc55e510_e67f_11eb_b09e_0693edcc990frow27_col27\" class=\"data row27 col27\" >0</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f19e7a7ef60>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# You can also use a Pandas dataframe to color-code the values using a gradient\n",
    "# Below is the 28X28 matrix of 30th image of number 3\n",
    "im3_t = tensor(im3)\n",
    "#df = pd.DataFrame(im3_t[4:15,4:22])\n",
    "df = pd.DataFrame(im3_t)\n",
    "df.style.set_properties(**{'font-size':'6pt'}).background_gradient('Greys')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col27,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col0,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col1,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col2,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col3,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col4,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col5,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col6,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col23,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col24,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col25,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col26,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col27{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #ffffff;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #bfbfbf;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col14{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #626262;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #a7a7a7;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #949494;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #393939;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col22,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col14{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f0f0f0;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #d7d7d7;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #0a0a0a;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col18,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col19,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col9,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col9{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #010101;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col20,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col15,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col10{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #020202;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col22{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #8e8e8e;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col7,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #d0d0d0;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col12{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #171717;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #383838;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col10{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #111111;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col11{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #d3d3d3;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col12,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col12{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f6f6f6;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col13,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col14,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #c7c7c7;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #929292;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #070707;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col22{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #909090;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col8,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col9{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #a8a8a8;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col10,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #dadada;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #464646;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col22{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #d2d2d2;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col16,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #ececec;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col17,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #232323;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col21,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col11{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f2f2f2;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #b6b6b6;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #161616;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col20{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #b0b0b0;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col21{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #fefefe;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #272727;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col18{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #090909;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col19{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #a0a0a0;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col14{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #2e2e2e;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #aeaeae;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #252525;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col12{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f3f3f3;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #9f9f9f;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col12{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #5a5a5a;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col17{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #e1e1e1;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col11,#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col15{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #606060;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col12{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #0f0f0f;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #dddddd;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col10{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #cecece;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col11{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #0c0c0c;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col16{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #fbfbfb;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col10{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #525252;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f1f1f1;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #6f6f6f;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col7{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #f4f4f4;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #5b5b5b;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col13{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #dfdfdf;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col12{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #c5c5c5;\n",
       "            color:  #000000;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col11{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #5d5d5d;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col8{\n",
       "            font-size:  6pt;\n",
       "            background-color:  #3a3a3a;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990f\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >0</th>        <th class=\"col_heading level0 col1\" >1</th>        <th class=\"col_heading level0 col2\" >2</th>        <th class=\"col_heading level0 col3\" >3</th>        <th class=\"col_heading level0 col4\" >4</th>        <th class=\"col_heading level0 col5\" >5</th>        <th class=\"col_heading level0 col6\" >6</th>        <th class=\"col_heading level0 col7\" >7</th>        <th class=\"col_heading level0 col8\" >8</th>        <th class=\"col_heading level0 col9\" >9</th>        <th class=\"col_heading level0 col10\" >10</th>        <th class=\"col_heading level0 col11\" >11</th>        <th class=\"col_heading level0 col12\" >12</th>        <th class=\"col_heading level0 col13\" >13</th>        <th class=\"col_heading level0 col14\" >14</th>        <th class=\"col_heading level0 col15\" >15</th>        <th class=\"col_heading level0 col16\" >16</th>        <th class=\"col_heading level0 col17\" >17</th>        <th class=\"col_heading level0 col18\" >18</th>        <th class=\"col_heading level0 col19\" >19</th>        <th class=\"col_heading level0 col20\" >20</th>        <th class=\"col_heading level0 col21\" >21</th>        <th class=\"col_heading level0 col22\" >22</th>        <th class=\"col_heading level0 col23\" >23</th>        <th class=\"col_heading level0 col24\" >24</th>        <th class=\"col_heading level0 col25\" >25</th>        <th class=\"col_heading level0 col26\" >26</th>        <th class=\"col_heading level0 col27\" >27</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col0\" class=\"data row0 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col1\" class=\"data row0 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col2\" class=\"data row0 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col3\" class=\"data row0 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col4\" class=\"data row0 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col5\" class=\"data row0 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col6\" class=\"data row0 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col7\" class=\"data row0 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col8\" class=\"data row0 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col9\" class=\"data row0 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col10\" class=\"data row0 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col11\" class=\"data row0 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col12\" class=\"data row0 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col13\" class=\"data row0 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col14\" class=\"data row0 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col15\" class=\"data row0 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col16\" class=\"data row0 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col17\" class=\"data row0 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col18\" class=\"data row0 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col19\" class=\"data row0 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col20\" class=\"data row0 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col21\" class=\"data row0 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col22\" class=\"data row0 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col23\" class=\"data row0 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col24\" class=\"data row0 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col25\" class=\"data row0 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col26\" class=\"data row0 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow0_col27\" class=\"data row0 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col0\" class=\"data row1 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col1\" class=\"data row1 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col2\" class=\"data row1 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col3\" class=\"data row1 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col4\" class=\"data row1 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col5\" class=\"data row1 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col6\" class=\"data row1 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col7\" class=\"data row1 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col8\" class=\"data row1 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col9\" class=\"data row1 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col10\" class=\"data row1 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col11\" class=\"data row1 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col12\" class=\"data row1 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col13\" class=\"data row1 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col14\" class=\"data row1 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col15\" class=\"data row1 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col16\" class=\"data row1 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col17\" class=\"data row1 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col18\" class=\"data row1 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col19\" class=\"data row1 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col20\" class=\"data row1 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col21\" class=\"data row1 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col22\" class=\"data row1 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col23\" class=\"data row1 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col24\" class=\"data row1 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col25\" class=\"data row1 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col26\" class=\"data row1 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow1_col27\" class=\"data row1 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col0\" class=\"data row2 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col1\" class=\"data row2 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col2\" class=\"data row2 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col3\" class=\"data row2 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col4\" class=\"data row2 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col5\" class=\"data row2 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col6\" class=\"data row2 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col7\" class=\"data row2 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col8\" class=\"data row2 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col9\" class=\"data row2 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col10\" class=\"data row2 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col11\" class=\"data row2 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col12\" class=\"data row2 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col13\" class=\"data row2 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col14\" class=\"data row2 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col15\" class=\"data row2 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col16\" class=\"data row2 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col17\" class=\"data row2 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col18\" class=\"data row2 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col19\" class=\"data row2 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col20\" class=\"data row2 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col21\" class=\"data row2 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col22\" class=\"data row2 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col23\" class=\"data row2 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col24\" class=\"data row2 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col25\" class=\"data row2 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col26\" class=\"data row2 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow2_col27\" class=\"data row2 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col0\" class=\"data row3 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col2\" class=\"data row3 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col3\" class=\"data row3 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col4\" class=\"data row3 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col6\" class=\"data row3 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col7\" class=\"data row3 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col8\" class=\"data row3 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col9\" class=\"data row3 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col10\" class=\"data row3 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col11\" class=\"data row3 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col12\" class=\"data row3 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col13\" class=\"data row3 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col14\" class=\"data row3 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col15\" class=\"data row3 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col16\" class=\"data row3 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col17\" class=\"data row3 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col18\" class=\"data row3 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col19\" class=\"data row3 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col20\" class=\"data row3 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col21\" class=\"data row3 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col22\" class=\"data row3 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col23\" class=\"data row3 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col24\" class=\"data row3 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col25\" class=\"data row3 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col26\" class=\"data row3 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow3_col27\" class=\"data row3 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col0\" class=\"data row4 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col1\" class=\"data row4 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col2\" class=\"data row4 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col3\" class=\"data row4 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col4\" class=\"data row4 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col5\" class=\"data row4 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col6\" class=\"data row4 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col7\" class=\"data row4 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col8\" class=\"data row4 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col9\" class=\"data row4 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col10\" class=\"data row4 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col11\" class=\"data row4 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col12\" class=\"data row4 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col13\" class=\"data row4 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col14\" class=\"data row4 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col15\" class=\"data row4 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col16\" class=\"data row4 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col17\" class=\"data row4 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col18\" class=\"data row4 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col19\" class=\"data row4 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col20\" class=\"data row4 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col21\" class=\"data row4 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col22\" class=\"data row4 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col23\" class=\"data row4 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col24\" class=\"data row4 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col25\" class=\"data row4 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col26\" class=\"data row4 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow4_col27\" class=\"data row4 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col0\" class=\"data row5 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col2\" class=\"data row5 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col3\" class=\"data row5 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col4\" class=\"data row5 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col5\" class=\"data row5 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col6\" class=\"data row5 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col7\" class=\"data row5 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col8\" class=\"data row5 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col9\" class=\"data row5 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col10\" class=\"data row5 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col11\" class=\"data row5 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col12\" class=\"data row5 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col13\" class=\"data row5 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col14\" class=\"data row5 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col15\" class=\"data row5 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col16\" class=\"data row5 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col17\" class=\"data row5 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col18\" class=\"data row5 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col19\" class=\"data row5 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col20\" class=\"data row5 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col21\" class=\"data row5 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col22\" class=\"data row5 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col23\" class=\"data row5 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col24\" class=\"data row5 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col25\" class=\"data row5 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col26\" class=\"data row5 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow5_col27\" class=\"data row5 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col0\" class=\"data row6 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col1\" class=\"data row6 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col2\" class=\"data row6 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col3\" class=\"data row6 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col4\" class=\"data row6 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col5\" class=\"data row6 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col6\" class=\"data row6 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col7\" class=\"data row6 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col8\" class=\"data row6 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col9\" class=\"data row6 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col10\" class=\"data row6 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col11\" class=\"data row6 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col12\" class=\"data row6 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col13\" class=\"data row6 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col14\" class=\"data row6 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col15\" class=\"data row6 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col16\" class=\"data row6 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col17\" class=\"data row6 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col18\" class=\"data row6 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col19\" class=\"data row6 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col20\" class=\"data row6 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col21\" class=\"data row6 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col22\" class=\"data row6 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col23\" class=\"data row6 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col24\" class=\"data row6 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col25\" class=\"data row6 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col26\" class=\"data row6 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow6_col27\" class=\"data row6 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col0\" class=\"data row7 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col1\" class=\"data row7 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col2\" class=\"data row7 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col3\" class=\"data row7 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col4\" class=\"data row7 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col5\" class=\"data row7 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col6\" class=\"data row7 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col7\" class=\"data row7 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col8\" class=\"data row7 col8\" >92</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col9\" class=\"data row7 col9\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col10\" class=\"data row7 col10\" >255</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col11\" class=\"data row7 col11\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col12\" class=\"data row7 col12\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col13\" class=\"data row7 col13\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col14\" class=\"data row7 col14\" >174</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col15\" class=\"data row7 col15\" >114</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col16\" class=\"data row7 col16\" >113</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col17\" class=\"data row7 col17\" >113</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col18\" class=\"data row7 col18\" >128</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col19\" class=\"data row7 col19\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col20\" class=\"data row7 col20\" >255</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col21\" class=\"data row7 col21\" >206</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col22\" class=\"data row7 col22\" >25</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col23\" class=\"data row7 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col24\" class=\"data row7 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col25\" class=\"data row7 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col26\" class=\"data row7 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow7_col27\" class=\"data row7 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col0\" class=\"data row8 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col1\" class=\"data row8 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col2\" class=\"data row8 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col3\" class=\"data row8 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col4\" class=\"data row8 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col5\" class=\"data row8 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col6\" class=\"data row8 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col7\" class=\"data row8 col7\" >51</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col8\" class=\"data row8 col8\" >243</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col9\" class=\"data row8 col9\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col10\" class=\"data row8 col10\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col11\" class=\"data row8 col11\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col12\" class=\"data row8 col12\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col13\" class=\"data row8 col13\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col14\" class=\"data row8 col14\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col15\" class=\"data row8 col15\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col16\" class=\"data row8 col16\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col17\" class=\"data row8 col17\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col18\" class=\"data row8 col18\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col19\" class=\"data row8 col19\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col20\" class=\"data row8 col20\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col21\" class=\"data row8 col21\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col22\" class=\"data row8 col22\" >103</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col23\" class=\"data row8 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col24\" class=\"data row8 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col25\" class=\"data row8 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col26\" class=\"data row8 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow8_col27\" class=\"data row8 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col0\" class=\"data row9 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col1\" class=\"data row9 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col2\" class=\"data row9 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col3\" class=\"data row9 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col4\" class=\"data row9 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col5\" class=\"data row9 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col6\" class=\"data row9 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col7\" class=\"data row9 col7\" >57</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col8\" class=\"data row9 col8\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col9\" class=\"data row9 col9\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col10\" class=\"data row9 col10\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col11\" class=\"data row9 col11\" >233</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col12\" class=\"data row9 col12\" >208</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col13\" class=\"data row9 col13\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col14\" class=\"data row9 col14\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col15\" class=\"data row9 col15\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col16\" class=\"data row9 col16\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col17\" class=\"data row9 col17\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col18\" class=\"data row9 col18\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col19\" class=\"data row9 col19\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col20\" class=\"data row9 col20\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col21\" class=\"data row9 col21\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col22\" class=\"data row9 col22\" >195</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col23\" class=\"data row9 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col24\" class=\"data row9 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col25\" class=\"data row9 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col26\" class=\"data row9 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow9_col27\" class=\"data row9 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col0\" class=\"data row10 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col1\" class=\"data row10 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col2\" class=\"data row10 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col3\" class=\"data row10 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col4\" class=\"data row10 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col5\" class=\"data row10 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col6\" class=\"data row10 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col7\" class=\"data row10 col7\" >57</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col8\" class=\"data row10 col8\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col9\" class=\"data row10 col9\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col10\" class=\"data row10 col10\" >240</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col11\" class=\"data row10 col11\" >71</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col12\" class=\"data row10 col12\" >19</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col13\" class=\"data row10 col13\" >84</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col14\" class=\"data row10 col14\" >84</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col15\" class=\"data row10 col15\" >84</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col16\" class=\"data row10 col16\" >130</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col17\" class=\"data row10 col17\" >246</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col18\" class=\"data row10 col18\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col19\" class=\"data row10 col19\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col20\" class=\"data row10 col20\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col21\" class=\"data row10 col21\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col22\" class=\"data row10 col22\" >102</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col23\" class=\"data row10 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col24\" class=\"data row10 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col25\" class=\"data row10 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col26\" class=\"data row10 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow10_col27\" class=\"data row10 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col0\" class=\"data row11 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col1\" class=\"data row11 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col2\" class=\"data row11 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col3\" class=\"data row11 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col4\" class=\"data row11 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col5\" class=\"data row11 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col6\" class=\"data row11 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col7\" class=\"data row11 col7\" >25</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col8\" class=\"data row11 col8\" >112</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col9\" class=\"data row11 col9\" >112</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col10\" class=\"data row11 col10\" >63</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col11\" class=\"data row11 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col12\" class=\"data row11 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col13\" class=\"data row11 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col14\" class=\"data row11 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col15\" class=\"data row11 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col16\" class=\"data row11 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col17\" class=\"data row11 col17\" >197</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col18\" class=\"data row11 col18\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col19\" class=\"data row11 col19\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col20\" class=\"data row11 col20\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col21\" class=\"data row11 col21\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col22\" class=\"data row11 col22\" >55</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col23\" class=\"data row11 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col24\" class=\"data row11 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col25\" class=\"data row11 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col26\" class=\"data row11 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow11_col27\" class=\"data row11 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col0\" class=\"data row12 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col1\" class=\"data row12 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col2\" class=\"data row12 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col3\" class=\"data row12 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col4\" class=\"data row12 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col5\" class=\"data row12 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col6\" class=\"data row12 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col7\" class=\"data row12 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col8\" class=\"data row12 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col9\" class=\"data row12 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col10\" class=\"data row12 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col11\" class=\"data row12 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col12\" class=\"data row12 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col13\" class=\"data row12 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col14\" class=\"data row12 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col15\" class=\"data row12 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col16\" class=\"data row12 col16\" >38</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col17\" class=\"data row12 col17\" >222</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col18\" class=\"data row12 col18\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col19\" class=\"data row12 col19\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col20\" class=\"data row12 col20\" >255</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col21\" class=\"data row12 col21\" >27</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col22\" class=\"data row12 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col23\" class=\"data row12 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col24\" class=\"data row12 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col25\" class=\"data row12 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col26\" class=\"data row12 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow12_col27\" class=\"data row12 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col0\" class=\"data row13 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col1\" class=\"data row13 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col2\" class=\"data row13 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col3\" class=\"data row13 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col4\" class=\"data row13 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col5\" class=\"data row13 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col6\" class=\"data row13 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col7\" class=\"data row13 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col8\" class=\"data row13 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col9\" class=\"data row13 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col10\" class=\"data row13 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col11\" class=\"data row13 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col12\" class=\"data row13 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col13\" class=\"data row13 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col14\" class=\"data row13 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col15\" class=\"data row13 col15\" >101</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col16\" class=\"data row13 col16\" >234</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col17\" class=\"data row13 col17\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col18\" class=\"data row13 col18\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col19\" class=\"data row13 col19\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col20\" class=\"data row13 col20\" >106</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col21\" class=\"data row13 col21\" >3</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col22\" class=\"data row13 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col23\" class=\"data row13 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col24\" class=\"data row13 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col25\" class=\"data row13 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col26\" class=\"data row13 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow13_col27\" class=\"data row13 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col0\" class=\"data row14 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col1\" class=\"data row14 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col2\" class=\"data row14 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col3\" class=\"data row14 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col4\" class=\"data row14 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col5\" class=\"data row14 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col6\" class=\"data row14 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col7\" class=\"data row14 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col8\" class=\"data row14 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col9\" class=\"data row14 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col10\" class=\"data row14 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col11\" class=\"data row14 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col12\" class=\"data row14 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col13\" class=\"data row14 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col14\" class=\"data row14 col14\" >32</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col15\" class=\"data row14 col15\" >222</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col16\" class=\"data row14 col16\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col17\" class=\"data row14 col17\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col18\" class=\"data row14 col18\" >245</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col19\" class=\"data row14 col19\" >118</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col20\" class=\"data row14 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col21\" class=\"data row14 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col22\" class=\"data row14 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col23\" class=\"data row14 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col24\" class=\"data row14 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col25\" class=\"data row14 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col26\" class=\"data row14 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow14_col27\" class=\"data row14 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col0\" class=\"data row15 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col1\" class=\"data row15 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col2\" class=\"data row15 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col3\" class=\"data row15 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col4\" class=\"data row15 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col5\" class=\"data row15 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col6\" class=\"data row15 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col7\" class=\"data row15 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col8\" class=\"data row15 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col9\" class=\"data row15 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col10\" class=\"data row15 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col11\" class=\"data row15 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col12\" class=\"data row15 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col13\" class=\"data row15 col13\" >19</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col14\" class=\"data row15 col14\" >215</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col15\" class=\"data row15 col15\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col16\" class=\"data row15 col16\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col17\" class=\"data row15 col17\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col18\" class=\"data row15 col18\" >208</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col19\" class=\"data row15 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col20\" class=\"data row15 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col21\" class=\"data row15 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col22\" class=\"data row15 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col23\" class=\"data row15 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col24\" class=\"data row15 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col25\" class=\"data row15 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col26\" class=\"data row15 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow15_col27\" class=\"data row15 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col0\" class=\"data row16 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col1\" class=\"data row16 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col2\" class=\"data row16 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col3\" class=\"data row16 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col4\" class=\"data row16 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col5\" class=\"data row16 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col6\" class=\"data row16 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col7\" class=\"data row16 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col8\" class=\"data row16 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col9\" class=\"data row16 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col10\" class=\"data row16 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col11\" class=\"data row16 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col12\" class=\"data row16 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col13\" class=\"data row16 col13\" >107</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col14\" class=\"data row16 col14\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col15\" class=\"data row16 col15\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col16\" class=\"data row16 col16\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col17\" class=\"data row16 col17\" >220</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col18\" class=\"data row16 col18\" >37</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col19\" class=\"data row16 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col20\" class=\"data row16 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col21\" class=\"data row16 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col22\" class=\"data row16 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col23\" class=\"data row16 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col24\" class=\"data row16 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col25\" class=\"data row16 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col26\" class=\"data row16 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow16_col27\" class=\"data row16 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col0\" class=\"data row17 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col1\" class=\"data row17 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col2\" class=\"data row17 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col3\" class=\"data row17 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col4\" class=\"data row17 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col5\" class=\"data row17 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col6\" class=\"data row17 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col7\" class=\"data row17 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col8\" class=\"data row17 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col9\" class=\"data row17 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col10\" class=\"data row17 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col11\" class=\"data row17 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col12\" class=\"data row17 col12\" >26</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col13\" class=\"data row17 col13\" >207</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col14\" class=\"data row17 col14\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col15\" class=\"data row17 col15\" >255</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col16\" class=\"data row17 col16\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col17\" class=\"data row17 col17\" >119</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col18\" class=\"data row17 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col19\" class=\"data row17 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col20\" class=\"data row17 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col21\" class=\"data row17 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col22\" class=\"data row17 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col23\" class=\"data row17 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col24\" class=\"data row17 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col25\" class=\"data row17 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col26\" class=\"data row17 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow17_col27\" class=\"data row17 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col0\" class=\"data row18 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col1\" class=\"data row18 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col2\" class=\"data row18 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col3\" class=\"data row18 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col4\" class=\"data row18 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col5\" class=\"data row18 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col6\" class=\"data row18 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col7\" class=\"data row18 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col8\" class=\"data row18 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col9\" class=\"data row18 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col10\" class=\"data row18 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col11\" class=\"data row18 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col12\" class=\"data row18 col12\" >182</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col13\" class=\"data row18 col13\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col14\" class=\"data row18 col14\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col15\" class=\"data row18 col15\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col16\" class=\"data row18 col16\" >223</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col17\" class=\"data row18 col17\" >52</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col18\" class=\"data row18 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col19\" class=\"data row18 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col20\" class=\"data row18 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col21\" class=\"data row18 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col22\" class=\"data row18 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col23\" class=\"data row18 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col24\" class=\"data row18 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col25\" class=\"data row18 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col26\" class=\"data row18 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow18_col27\" class=\"data row18 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col0\" class=\"data row19 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col1\" class=\"data row19 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col2\" class=\"data row19 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col3\" class=\"data row19 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col4\" class=\"data row19 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col5\" class=\"data row19 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col6\" class=\"data row19 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col7\" class=\"data row19 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col8\" class=\"data row19 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col9\" class=\"data row19 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col10\" class=\"data row19 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col11\" class=\"data row19 col11\" >176</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col12\" class=\"data row19 col12\" >240</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col13\" class=\"data row19 col13\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col14\" class=\"data row19 col14\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col15\" class=\"data row19 col15\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col16\" class=\"data row19 col16\" >58</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col17\" class=\"data row19 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col18\" class=\"data row19 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col19\" class=\"data row19 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col20\" class=\"data row19 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col21\" class=\"data row19 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col22\" class=\"data row19 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col23\" class=\"data row19 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col24\" class=\"data row19 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col25\" class=\"data row19 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col26\" class=\"data row19 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow19_col27\" class=\"data row19 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col0\" class=\"data row20 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col1\" class=\"data row20 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col2\" class=\"data row20 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col3\" class=\"data row20 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col4\" class=\"data row20 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col5\" class=\"data row20 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col6\" class=\"data row20 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col7\" class=\"data row20 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col8\" class=\"data row20 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col9\" class=\"data row20 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col10\" class=\"data row20 col10\" >76</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col11\" class=\"data row20 col11\" >243</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col12\" class=\"data row20 col12\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col13\" class=\"data row20 col13\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col14\" class=\"data row20 col14\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col15\" class=\"data row20 col15\" >178</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col16\" class=\"data row20 col16\" >9</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col17\" class=\"data row20 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col18\" class=\"data row20 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col19\" class=\"data row20 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col20\" class=\"data row20 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col21\" class=\"data row20 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col22\" class=\"data row20 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col23\" class=\"data row20 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col24\" class=\"data row20 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col25\" class=\"data row20 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col26\" class=\"data row20 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow20_col27\" class=\"data row20 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col0\" class=\"data row21 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col1\" class=\"data row21 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col2\" class=\"data row21 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col3\" class=\"data row21 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col4\" class=\"data row21 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col5\" class=\"data row21 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col6\" class=\"data row21 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col7\" class=\"data row21 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col8\" class=\"data row21 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col9\" class=\"data row21 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col10\" class=\"data row21 col10\" >191</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col11\" class=\"data row21 col11\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col12\" class=\"data row21 col12\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col13\" class=\"data row21 col13\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col14\" class=\"data row21 col14\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col15\" class=\"data row21 col15\" >63</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col16\" class=\"data row21 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col17\" class=\"data row21 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col18\" class=\"data row21 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col19\" class=\"data row21 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col20\" class=\"data row21 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col21\" class=\"data row21 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col22\" class=\"data row21 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col23\" class=\"data row21 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col24\" class=\"data row21 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col25\" class=\"data row21 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col26\" class=\"data row21 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow21_col27\" class=\"data row21 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col0\" class=\"data row22 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col1\" class=\"data row22 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col2\" class=\"data row22 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col3\" class=\"data row22 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col4\" class=\"data row22 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col5\" class=\"data row22 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col6\" class=\"data row22 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col7\" class=\"data row22 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col8\" class=\"data row22 col8\" >29</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col9\" class=\"data row22 col9\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col10\" class=\"data row22 col10\" >255</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col11\" class=\"data row22 col11\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col12\" class=\"data row22 col12\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col13\" class=\"data row22 col13\" >162</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col14\" class=\"data row22 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col15\" class=\"data row22 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col16\" class=\"data row22 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col17\" class=\"data row22 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col18\" class=\"data row22 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col19\" class=\"data row22 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col20\" class=\"data row22 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col21\" class=\"data row22 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col22\" class=\"data row22 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col23\" class=\"data row22 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col24\" class=\"data row22 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col25\" class=\"data row22 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col26\" class=\"data row22 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow22_col27\" class=\"data row22 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col0\" class=\"data row23 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col1\" class=\"data row23 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col2\" class=\"data row23 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col3\" class=\"data row23 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col4\" class=\"data row23 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col5\" class=\"data row23 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col6\" class=\"data row23 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col7\" class=\"data row23 col7\" >19</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col8\" class=\"data row23 col8\" >181</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col9\" class=\"data row23 col9\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col10\" class=\"data row23 col10\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col11\" class=\"data row23 col11\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col12\" class=\"data row23 col12\" >233</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col13\" class=\"data row23 col13\" >56</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col14\" class=\"data row23 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col15\" class=\"data row23 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col16\" class=\"data row23 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col17\" class=\"data row23 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col18\" class=\"data row23 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col19\" class=\"data row23 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col20\" class=\"data row23 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col21\" class=\"data row23 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col22\" class=\"data row23 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col23\" class=\"data row23 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col24\" class=\"data row23 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col25\" class=\"data row23 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col26\" class=\"data row23 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow23_col27\" class=\"data row23 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col0\" class=\"data row24 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col1\" class=\"data row24 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col2\" class=\"data row24 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col3\" class=\"data row24 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col4\" class=\"data row24 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col5\" class=\"data row24 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col6\" class=\"data row24 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col7\" class=\"data row24 col7\" >88</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col8\" class=\"data row24 col8\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col9\" class=\"data row24 col9\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col10\" class=\"data row24 col10\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col11\" class=\"data row24 col11\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col12\" class=\"data row24 col12\" >86</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col13\" class=\"data row24 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col14\" class=\"data row24 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col15\" class=\"data row24 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col16\" class=\"data row24 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col17\" class=\"data row24 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col18\" class=\"data row24 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col19\" class=\"data row24 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col20\" class=\"data row24 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col21\" class=\"data row24 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col22\" class=\"data row24 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col23\" class=\"data row24 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col24\" class=\"data row24 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col25\" class=\"data row24 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col26\" class=\"data row24 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow24_col27\" class=\"data row24 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col0\" class=\"data row25 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col1\" class=\"data row25 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col2\" class=\"data row25 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col3\" class=\"data row25 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col4\" class=\"data row25 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col5\" class=\"data row25 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col6\" class=\"data row25 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col7\" class=\"data row25 col7\" >197</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col8\" class=\"data row25 col8\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col9\" class=\"data row25 col9\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col10\" class=\"data row25 col10\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col11\" class=\"data row25 col11\" >179</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col12\" class=\"data row25 col12\" >19</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col13\" class=\"data row25 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col14\" class=\"data row25 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col15\" class=\"data row25 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col16\" class=\"data row25 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col17\" class=\"data row25 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col18\" class=\"data row25 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col19\" class=\"data row25 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col20\" class=\"data row25 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col21\" class=\"data row25 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col22\" class=\"data row25 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col23\" class=\"data row25 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col24\" class=\"data row25 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col25\" class=\"data row25 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col26\" class=\"data row25 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow25_col27\" class=\"data row25 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col0\" class=\"data row26 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col1\" class=\"data row26 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col2\" class=\"data row26 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col3\" class=\"data row26 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col4\" class=\"data row26 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col5\" class=\"data row26 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col6\" class=\"data row26 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col7\" class=\"data row26 col7\" >88</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col8\" class=\"data row26 col8\" >205</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col9\" class=\"data row26 col9\" >252</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col10\" class=\"data row26 col10\" >253</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col11\" class=\"data row26 col11\" >27</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col12\" class=\"data row26 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col13\" class=\"data row26 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col14\" class=\"data row26 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col15\" class=\"data row26 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col16\" class=\"data row26 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col17\" class=\"data row26 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col18\" class=\"data row26 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col19\" class=\"data row26 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col20\" class=\"data row26 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col21\" class=\"data row26 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col22\" class=\"data row26 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col23\" class=\"data row26 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col24\" class=\"data row26 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col25\" class=\"data row26 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col26\" class=\"data row26 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow26_col27\" class=\"data row26 col27\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990flevel0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col0\" class=\"data row27 col0\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col1\" class=\"data row27 col1\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col2\" class=\"data row27 col2\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col3\" class=\"data row27 col3\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col4\" class=\"data row27 col4\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col5\" class=\"data row27 col5\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col6\" class=\"data row27 col6\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col7\" class=\"data row27 col7\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col8\" class=\"data row27 col8\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col9\" class=\"data row27 col9\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col10\" class=\"data row27 col10\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col11\" class=\"data row27 col11\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col12\" class=\"data row27 col12\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col13\" class=\"data row27 col13\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col14\" class=\"data row27 col14\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col15\" class=\"data row27 col15\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col16\" class=\"data row27 col16\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col17\" class=\"data row27 col17\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col18\" class=\"data row27 col18\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col19\" class=\"data row27 col19\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col20\" class=\"data row27 col20\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col21\" class=\"data row27 col21\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col22\" class=\"data row27 col22\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col23\" class=\"data row27 col23\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col24\" class=\"data row27 col24\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col25\" class=\"data row27 col25\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col26\" class=\"data row27 col26\" >0</td>\n",
       "                        <td id=\"T_fcd06a42_e67f_11eb_b09e_0693edcc990frow27_col27\" class=\"data row27 col27\" >0</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f1a1c9a2320>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# You can also use a Pandas dataframe to color-code the values using a gradient\n",
    "# Below is the 28X28 matrix of 30th image of number 7\n",
    "im7_path = training_set[7].ls()[30]\n",
    "im7 = Image.open(im7_path)\n",
    "im7_t = tensor(im7)\n",
    "df = pd.DataFrame(im7_t)\n",
    "df.style.set_properties(**{'font-size':'6pt'}).background_gradient('Greys')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "So IMAGE is a NUMBER"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "So now what could be the most basic way to differentiate these numbers from one another?\n",
    "\n",
    "Taking for example digit 3 and 7, one way to think of this problem is that 3 has more of black pixels compared \n",
    "to 7, because 3 covers more area, so if we take an average of these pixels of image 3, \n",
    "it is going to be higher than 7. Digit 3 will have more higher pixel values compared to 7. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## First Try: Pixel Similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# From previous cell we know how to create a tensor containing a single image\n",
    "# To create a tensor containing all the images in a directory, we can use the Python list comprehension and \\\n",
    "# then stack them up \n",
    "\n",
    "# For every pixel position we want to compute the average over all the images of the intensity of that pixel\n",
    "# To do this we first combone all the iumages in this list into a single 3-D tensor which is also called\n",
    "# rank-3 tensor and then stack up individual tensors in a collection into a single tensor\n",
    "# Some operations in PyTorch, such as mean, require us to cast our integers type to float types.\n",
    "# So have the image pixel values between 0 and 1 (cast to float types) we will divide by 255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Do understand the concept well, let only take digit 3 and 7 for now\n",
    "threes = (path/'training/3').ls().sorted()\n",
    "sevens = (path/'training/7').ls().sorted()\n",
    "seven_tensors = [tensor(Image.open(o)) for o in sevens] \n",
    "three_tensors = [tensor(Image.open(o)) for o in threes]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(list, 6265)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# At this point we have 6265 2-D tensors of 28X28 of digit 7\n",
    "type(seven_tensors), len(seven_tensors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(seven_tensors[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(list, 6131)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# At this point we have 6131 2-D tensors of 28X28 of digit 3\n",
    "type(three_tensors), len(three_tensors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(three_tensors[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# torch.stack will convert the above 2D list tensor to a single tensor which is now a 3-D tensor\n",
    "stacked_sevens = torch.stack(seven_tensors).float()/255\n",
    "stacked_threes = torch.stack(three_tensors).float()/255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Tensor, torch.Size([6131, 28, 28]))"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(stacked_sevens), stacked_threes.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The lenght of a tensor's shape is its rank.\n",
    "# In this case its a rank-3 tensor\n",
    "# rank is the number of axes or dimensions in a tensor\n",
    "# shape is the size of each axis of a tensor\n",
    "len(stacked_threes.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# You can also get the tensor's rank directly with ndim\n",
    "stacked_threes.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now, lets comupte what an ideal 3 looks like. \n",
    "# we calculate the mean of all the imeage tensors by taking the mean along dimension 0 of our stacked, rank-3 tensor\n",
    "# For every pixel position, this will compute the average of that pixel over all images.\n",
    "# The result will be one value for every pixel position, or a single image.\n",
    "# The below image of 3 is the ideal number 3 \n",
    "mean3 = stacked_threes.mean(0)\n",
    "show_image(mean3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The below image of 7 is the ideal number 7\n",
    "mean7 = stacked_sevens.mean(0)\n",
    "show_image(mean7);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# So now lets pick an arbitrary 3 and measure its distance from our ideal number 3.\n",
    "# There are 2 main ways data scientists measure distance\n",
    "# 1. Take the mean of the of the absolute value of differences. This is called mean absolute difference or L1-norm\n",
    "# 2. Take the mean of the square of differences. This is called root mean squared error (RMSE) or L2 norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a_3 = stacked_threes[10]\n",
    "show_image(a_3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor(0.1100), tensor(0.2018))"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist_3_abs = (a_3 - mean3).abs().mean()\n",
    "dist_3_sqr = ((a_3 - mean3)**2).mean().sqrt()\n",
    "dist_3_abs,dist_3_sqr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor(0.1556), tensor(0.2989))"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist_7_abs = (a_3 - mean7).abs().mean()\n",
    "dist_7_sqr = ((a_3 - mean7)**2).mean().sqrt()\n",
    "dist_7_abs,dist_7_sqr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# From the above calculation the value \"(tensor(0.1100), tensor(0.2018))\" is less compared to value \n",
    "# \"(tensor(0.1556), tensor(0.2989))\" which means the distance between our arbitrary 3 and the 'ideal' 3 is \n",
    "# less than the distance to the ideal 7. Hence the image is close to ideal 3 and so this new arbitrary image 3 \n",
    "# can be classified as a 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor(0.1556), tensor(0.2989))"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# PyTorch provides both of these ways of calculating the distance as 'loss function'\n",
    "F.l1_loss(a_3.float(),mean7), F.mse_loss(a_3,mean7).sqrt()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "###########\n",
    "###########"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now getting back to the whole MNIST dataset, lets get the single 'ideal' image for all the digits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#10) [Path('training/0'),Path('training/1'),Path('training/2'),Path('training/3'),Path('training/4'),Path('training/5'),Path('training/6'),Path('training/7'),Path('training/8'),Path('training/9')]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For each digit folder in training set\n",
    "# convert the image to list of 2-D tensor and then use torch.stack to stack them to 3-D tensor \n",
    "\n",
    "training_data = [torch.stack([tensor(Image.open(o)) for o in path.ls()]).float()/255 for path in training_set]\n",
    "testing_data = [torch.stack([tensor(Image.open(o)) for o in path.ls()]).float()/255 for path in testing_set]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(list, 10)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(training_data), len(training_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Digit 0 shape: torch.Size([5923, 28, 28])\n",
      "Digit 1 shape: torch.Size([6742, 28, 28])\n",
      "Digit 2 shape: torch.Size([5958, 28, 28])\n",
      "Digit 3 shape: torch.Size([6131, 28, 28])\n",
      "Digit 4 shape: torch.Size([5842, 28, 28])\n",
      "Digit 5 shape: torch.Size([5421, 28, 28])\n",
      "Digit 6 shape: torch.Size([5918, 28, 28])\n",
      "Digit 7 shape: torch.Size([6265, 28, 28])\n",
      "Digit 8 shape: torch.Size([5851, 28, 28])\n",
      "Digit 9 shape: torch.Size([5949, 28, 28])\n"
     ]
    }
   ],
   "source": [
    "# shape of \n",
    "for i in range(10):\n",
    "    print('Digit ' + str(i) + ' shape:', training_data[i].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_images([training_data[i][i] for i in range(10)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets get the so called 'ideal' image for each digit\n",
    "digit_mean_images = [digit.mean(0) for digit in training_data]\n",
    "show_images(digit_mean_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(list, 10)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(digit_mean_images), len(digit_mean_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([28, 28])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "digit_mean_images[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(digit_mean_images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(digit_mean_images[7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Digit 0 shape: torch.Size([980, 28, 28])\n",
      "Digit 1 shape: torch.Size([1135, 28, 28])\n",
      "Digit 2 shape: torch.Size([1032, 28, 28])\n",
      "Digit 3 shape: torch.Size([1010, 28, 28])\n",
      "Digit 4 shape: torch.Size([982, 28, 28])\n",
      "Digit 5 shape: torch.Size([892, 28, 28])\n",
      "Digit 6 shape: torch.Size([958, 28, 28])\n",
      "Digit 7 shape: torch.Size([1028, 28, 28])\n",
      "Digit 8 shape: torch.Size([974, 28, 28])\n",
      "Digit 9 shape: torch.Size([1009, 28, 28])\n"
     ]
    }
   ],
   "source": [
    "# Shape of test dataset\n",
    "for i in range(10):\n",
    "    print('Digit ' + str(i) + ' shape:', testing_data[i].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now we want to classify each test images with the 'ideal' images\n",
    "# We will calculate the distance of each test image to the each ideal image\n",
    "# By doing so we will be able to calculate the miminum distance to the ideal image and \n",
    "# that would become the test image's predicted label\n",
    "# Then we can calculate the accuray by looking at the actual label vs the predicted label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "980"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testing_data[0].shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([28, 28])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testing_data[0][5].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(testing_data[0][8])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[10, 11, 12],\n",
       "       [13, 14, 15]])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.arange(6).reshape(2,3) + 10\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# argmin - Returns the indices of the minimum values along an axis.\n",
    "np.argmin(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# This can be done using list comprehension, but to make sure even first time reader can understand it \n",
    "# loop for range 0-9 (digit)\n",
    "# for each digit ( == n )\n",
    "# for each image of the digit ( == i) \n",
    "# for each ideal/mean image ( == m)\n",
    "# calculate the testing images's L2 distance difference with each 'ideal' digit \n",
    "# and get the index of ideal digit using argmin with minumum distance difference\n",
    "# append the predict label and actual label to labels list which will be used for creating the confusion matrix\n",
    "\n",
    "predicted_correct = 0\n",
    "total_images = 0\n",
    "labels = []\n",
    "\n",
    "for n in range(10):\n",
    "    total_images += testing_data[n].shape[0]\n",
    "    for i in range(testing_data[n].shape[0]):\n",
    "        predicted = []\n",
    "        for m in range(10):\n",
    "            #print('Prediction for digit: ' + str(n) + ', image number: ' + str(i) + ', with ideal image of: ' + str(m) + ': ', F.l1_loss(testing_data[n][i].float(),digit_mean_images[m]))\n",
    "            #Prediction for digit: 0, image number: 0, with ideal image of: 0:  tensor(0.1443)\n",
    "            #Prediction for digit: 0, image number: 0, with ideal image of: 1:  tensor(0.1963)\n",
    "            #Prediction for digit: 0, image number: 0, with ideal image of: 2:  tensor(0.2153)\n",
    "            predicted.append(F.mse_loss(testing_data[n][i].float(),digit_mean_images[m]))\n",
    "        predicted = tensor(predicted).argmin()\n",
    "        labels.append((predicted.item(), n))\n",
    "        predicted_correct += (predicted == n)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor(8203), 10000)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predicted_correct, total_images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('Accuracy of model is:', 82.02999830245972)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'Accuracy of model is:', (predicted_correct/total_images).item()*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_label = []\n",
    "y_pred = []\n",
    "for row in labels:\n",
    "    y_pred.append(row[0])\n",
    "    y_label.append(row[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 878,    0,    7,    2,    2,   58,   25,    1,    7,    0],\n",
       "       [   0, 1092,   10,    3,    0,    7,    3,    0,   20,    0],\n",
       "       [  19,   71,  781,   33,   31,    3,   23,   18,   50,    3],\n",
       "       [   4,   24,   25,  814,    1,   49,    8,   15,   58,   12],\n",
       "       [   1,   22,    2,    0,  811,    3,   16,    1,   10,  116],\n",
       "       [  11,   63,    2,  118,   21,  612,   27,   10,   13,   15],\n",
       "       [  18,   27,   22,    0,   31,   32,  827,    0,    1,    0],\n",
       "       [   2,   59,   22,    1,   20,    2,    0,  856,   13,   53],\n",
       "       [  14,   39,   11,   83,   12,   36,   13,   10,  718,   38],\n",
       "       [  15,   22,    7,   10,   83,   12,    1,   27,   18,  814]])"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_label, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x7f19e6d8e358>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_label, y_pred)\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n",
    "disp.plot() "
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "split_at_heading": true
  },
  "kernelspec": {
   "display_name": "fastai",
   "language": "python",
   "name": "fastai"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}