gc.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "BASES = [\"A\", \"G\", \"C\", \"T\", \"U\"]\n",
    "\n",
    "def gc_ratio(sequence: str) -> float:\n",
    "    base_count = {}\n",
    "\n",
    "    for base in BASES:\n",
    "        count = sequence.count(base)\n",
    "        base_count[base] = count\n",
    "\n",
    "    return (base_count[\"C\"] + base_count[\"G\"]) / sum(base_count.values()) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "52.38095238095239\n"
     ]
    }
   ],
   "source": [
    "print(gc_ratio(\"AGCGGAGTGTCGATGCTAGTA\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = r\"C:\\Users\\user\\python files\\final_project\\SARS-CoV-2\\data\\genomic.fna\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29903\n"
     ]
    }
   ],
   "source": [
    "with open(file) as f:\n",
    "    lines = f.read()[97:]\n",
    "    sequences = lines.split('\\n')\n",
    "    sequence = \"\".join(seq for seq in sequences)\n",
    "    print(len(sequence))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gc_ratio_plot(genom: str, step: int = 100):\n",
    "    sequences = {}\n",
    "    flag = False\n",
    "    if len(genom)%step == 0:\n",
    "        flag = True\n",
    "    \n",
    "    for i in range(0, len(genom), step):\n",
    "        sequence = genom[i: i+step]\n",
    "        computed_gc_ratio = gc_ratio(sequence)\n",
    "        sequences[i] = computed_gc_ratio\n",
    "    \n",
    "    position = 0\n",
    "    if flag:\n",
    "        position = np.arange(len(genom)//step) * step\n",
    "    else:\n",
    "        position = np.arange(len(genom)//step+1) * step\n",
    "    plt.plot(position, sequences.values())\n",
    "    plt.xlabel('Genom position')\n",
    "    plt.ylabel('GC-content(%)')\n",
    "    plt.title('GC-content distribution')\n",
    "    plt.savefig(\"gc_ratio_plot.png\")\n",
    "\n",
    "    return sequences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = gc_ratio_plot(sequence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,\n",
       "        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n",
       "        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n",
       "        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n",
       "        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,\n",
       "        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n",
       "        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,\n",
       "        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,\n",
       "       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,\n",
       "       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,\n",
       "       130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142,\n",
       "       143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155,\n",
       "       156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168,\n",
       "       169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181,\n",
       "       182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194,\n",
       "       195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207,\n",
       "       208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220,\n",
       "       221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233,\n",
       "       234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246,\n",
       "       247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259,\n",
       "       260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272,\n",
       "       273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285,\n",
       "       286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298])"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(len(sequence)//100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "299"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sequence)//100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ATTAAAGGTTTATACCTTCCCAGGTAACAAACCAACCAACTTTCGATCTCTTGTAGATCTGTTCTCTAAACGAACTTTAAAATCTGTGTGGCTGTCACTCGGCTGCATGCTTAGTGCACTCACGCAGTATAATTAATAACTAATTACTGTCGTTGACAGGACACGAGTAACTCGTCTATCTTCTGCAGGCTGCTTACGGTTTCGTCCGTGTTGCAGCCGATCATCAGCACATCTAGGTTTCGTCCGGGTGTGACCGAAAGGTAAGATGGAGAGCCTTGTCCCTGGTTTCAACGAGAAAACACACGTCCAACTCAGTTTGCCTGTTTTACAGGTTCGCGACGTGCTCGTACGTGGCTTTGGAGACTCCGTGGAGGAGGTCTTATCAGAGGCACGTCAACATCTTAAAGATGGCACTTGTGGCTTAGTAGAAGTTGAAAAAGGCGTTTTGCCTCAACTTGAACAGCCCTATGTGTTCATCAAACGTTCGGATGCTCGAACTGCACCTCATGGTCATGTTATGGTTGAGCTGGTAGCAGAACTCGAAGGCATTCAGTACGGTCGTAGTGGTGAGACACTTGGTGTCCTTGTCCCTCATGTGGGCGAAATACCAGTGGCTTACCGCAAGGTTCTTCTTCGTAAGAACGGTAATAAAGGAGCTGGTGGCCATAGTTACGGCGCCGATCTAAAGTCATTTGACTTAGGCGACGAGCTTGGCACTGATCCTTATGAAGATTTTCAAGAAAACTGGAACACTAAACATAGCAGTGGTGTTACCCGTGAACTCATGCGTGAGCTTAACGGAGGGGCATACACTCGCTATGTCGATAACAACTTCTGTGGCCCTGATGGCTACCCTCTTGAGTGCATTAAAGACCTTCTAGCACGTGCTGGTAAAGCTTCATGCACTTTGTCCGAACAACTGGACTTTATTGACACTAAGAGGGGTGTATACTGCTGCCGTGAACATGAGCATGAAATTGCTTGGTACACGGAACGTTCTGAAAAGAGCTATGAATTGCAGACACCTTTTGAAATTAAATTGGCAAAGAAATTTGACACCTTCAATGGGGAATGTCCAAATTTTGTATTTCCCTTAAATTCCATAATCAAGACTATTCAACCAAGGGTTGAAAAGAAAAAGCTTGATGGCTTTATGGGTAGAATTCGATCTGTCTATCCAGTTGCGTCACCAAATGAATGCAACCAAATGTGCCTTTCAACTCTCATGAAGTGTGATCATTGTGGTGAAACTTCATGGCAGACGGGCGATTTTGTTAAAGCCACTTGCGAATTTTGTGGCACTGAGAATTTGACTAAAGAAGGTGCCACTACTTGTGGTTACTTACCCCAAAATGCTGTTGTTAAAATTTATTGTCCAGCATGTCACAATTCAGAAGTAGGACCTGAGCATAGTCTTGCCGAATACCATAATGAATCTGGCTTGAAAACCATTCTTCGTAAGGGTGGTCGCACTATTGCCTTTGGAGGCTGTGTGTTCTCTTATGTTGGTTGCCATAACAAGTGTGCCTATTGGGTTCCACGTGCTAGCGCTAACATAGGTTGTAACCATACAGGTGTTGTTGGAGAAGGTTCCGAAGGTCTTAATGACAACCTTCTTGAAATACTCCAAAAAGAGAAAGTCAACATCAATATTGTTGGTGACTTTAAACTTAATGAAGAGATCGCCATTATTTTGGCATCTTTTTCTGCTTCCACAAGTGCTTTTGTGGAAACTGTGAAAGGTTTGGATTATAAAGCATTCAAACAAATTGTTGAATCCTGTGGTAATTTTAAAGTTACAAAAGGAAAAGCTAAAAAAGGTGCCTGGAATATTGGTGAACAGAAATCAATACTGAGTCCTCTTTATGCATTTGCATCAGAGGCTGCTCGTGTTGTACGATCAATTTTCTCCCGCACTCTTGAAACTGCTCAAAATTCTGTGCGTGTTTTACAGAAGGCCGCTATAACAATACTAGATGGAATTTCACAGTATTCACTGAGACTCATTGATGCTATGATGTTCACATCTGATTTGGCTACTAACAATCTAGTTGTAATGGCCTACATTACAGGTGGTGTTGTTCAGTTGACTTCGCAGTGGCTAACTAACATCTTTGGCACTGTTTATGAAAAACTCAAACCCGTCCTTGATTGGCTTGAAGAGAAGTTTAAGGAAGGTGTAGAGTTTCTTAGAGACGGTTGGGAAATTGTTAAATTTATCTCAACCTGTGCTTGTGAAATTGTCGGTGGACAAATTGTCACCTGTGCAAAGGAAATTAAGGAGAGTGTTCAGACATTCTTTAAGCTTGTAAATAAATTTTTGGCTTTGTGTGCTGACTCTATCATTATTGGTGGAGCTAAACTTAAAGCCTTGAATTTAGGTGAAACATTTGTCACGCACTCAAAGGGATTGTACAGAAAGTGTGTTAAATCCAGAGAAGAAACTGGCCTACTCATGCCTCTAAAAGCCCCAAAAGAAATTATCTTCTTAGAGGGAGAAACACTTCCCACAGAAGTGTTAACAGAGGAAGTTGTCTTGAAAACTGGTGATTTACAACCATTAGAACAACCTACTAGTGAAGCTGTTGAAGCTCCATTGGTTGGTACACCAGTTTGTATTAACGGGCTTATGTTGCTCGAAATCAAAGACACAGAAAAGTACTGTGCCCTTGCACCTAATATGATGGTAACAAACAATACCTTCACACTCAAAGGCGGTGCACCAACAAAGGTTACTTTTGGTGATGACACTGTGATAGAAGTGCAAGGTTACAAGAGTGTGAATATCACTTTTGAACTTGATGAAAGGATTGATAAAGTACTTAATGAGAAGTGCTCTGCCTATACAGTTGAACTCGGTACAGAAGTAAATGAGTTCGCCTGTGTTGTGGCAGATGCTGTCATAAAAACTTTGCAACCAGTATCTGAATTACTTACACCACTGGGCATTGATTTAGATGAGTGGAGTATGGCTACATACTACTTATTTGATGAGTCTGGTGAGTTTAAATTGGCTTCACATATGTATTGTTCTTTCTACCCTCCAGATGAGGATGAAGAAGAAGGTGATTGTGAAGAAGAAGAGTTTGAGCCATCAACTCAATATGAGTATGGTACTGAAGATGATTACCAAGGTAAACCTTTGGAATTTGGTGCCACTTCTGCTGCTCTTCAACCTGAAGAAGAGCAAGAAGAAGATTGGTTAGATGATGATAGTCAACAAACTGTTGGTCAACAAGACGGCAGTGAGGACAATCAGACAACTACTATTCAAACAATTGTTGAGGTTCAACCTCAATTAGAGATGGAACTTACACCAGTTGTTCAGACTATTGAAGTGAATAGTTTTAGTGGTTATTTAAAACTTACTGACAATGTATACATTAAAAATGCAGACATTGTGGAAGAAGCTAAAAAGGTAAAACCAACAGTGGTTGTTAATGCAGCCAATGTTTACCTTAAACATGGAGGAGGTGTTGCAGGAGCCTTAAATAAGGCTACTAACAATGCCATGCAAGTTGAATCTGATGATTACATAGCTACTAATGGACCACTTAAAGTGGGTGGTAGTTGTGTTTTAAGCGGACACAATCTTGCTAAACACTGTCTTCATGTTGTCGGCCCAAATGTTAACAAAGGTGAAGACATTCAACTTCTTAAGAGTGCTTATGAAAATTTTAATCAGCACGAAGTTCTACTTGCACCATTATTATCAGCTGGTATTTTTGGTGCTGACCCTATACATTCTTTAAGAGTTTGTGTAGATACTGTTCGCACAAATGTCTACTTAGCTGTCTTTGATAAAAATCTCTATGACAAACTTGTTTCAAGCTTTTTGGAAATGAAGAGTGAAAAGCAAGTTGAACAAAAGATCGCTGAGATTCCTAAAGAGGAAGTTAAGCCATTTATAACTGAAAGTAAACCTTCAGTTGAACAGAGAAAACAAGATGATAAGAAAATCAAAGCTTGTGTTGAAGAAGTTACAACAACTCTGGAAGAAACTAAGTTCCTCACAGAAAACTTGTTACTTTATATTGACATTAATGGCAATCTTCATCCAGATTCTGCCACTCTTGTTAGTGACATTGACATCACTTTCTTAAAGAAAGATGCTCCATATATAGTGGGTGATGTTGTTCAAGAGGGTGTTTTAACTGCTGTGGTTATACCTACTAAAAAGGCTGGTGGCACTACTGAAATGCTAGCGAAAGCTTTGAGAAAAGTGCCAACAGACAATTATATAACCACTTACCCGGGTCAGGGTTTAAATGGTTACACTGTAGAGGAGGCAAAGACAGTGCTTAAAAAGTGTAAAAGTGCCTTTTACATTCTACCATCTATTATCTCTAATGAGAAGCAAGAAATTCTTGGAACTGTTTCTTGGAATTTGCGAGAAATGCTTGCACATGCAGAAGAAACACGCAAATTAATGCCTGTCTGTGTGGAAACTAAAGCCATAGTTTCAACTATACAGCGTAAATATAAGGGTATTAAAATACAAGAGGGTGTGGTTGATTATGGTGCTAGATTTTACTTTTACACCAGTAAAACAACTGTAGCGTCACTTATCAACACACTTAACGATCTAAATGAAACTCTTGTTACAATGCCACTTGGCTATGTAACACATGGCTTAAATTTGGAAGAAGCTGCTCGGTATATGAGATCTCTCAAAGTGCCAGCTACAGTTTCTGTTTCTTCACCTGATGCTGTTACAGCGTATAATGGTTATCTTACTTCTTCTTCTAAAACACCTGAAGAACATTTTATTGAAACCATCTCACTTGCTGGTTCCTATAAAGATTGGTCCTATTCTGGACAATCTACACAACTAGGTATAGAATTTCTTAAGAGAGGTGATAAAAGTGTATATTACACTAGTAATCCTACCACATTCCACCTAGATGGTGAAGTTATCACCTTTGACAATCTTAAGACACTTCTTTCTTTGAGAGAAGTGAGGACTATTAAGGTGTTTACAACAGTAGACAACATTAACCTCCACACGCAAGTTGTGGACATGTCAATGACATATGGACAACAGTTTGGTCCAACTTATTTGGATGGAGCTGATGTTACTAAAATAAAACCTCATAATTCACATGAAGGTAAAACATTTTATGTTTTACCTAATGATGACACTCTACGTGTTGAGGCTTTTGAGTACTACCACACAACTGATCCTAGTTTTCTGGGTAGGTACATGTCAGCATTAAATCACACTAAAAAGTGGAAATACCCACAAGTTAATGGTTTAACTTCTATTAAATGGGCAGATAACAACTGTTATCTTGCCACTGCATTGTTAACACTCCAACAAATAGAGTTGAAGTTTAATCCACCTGCTCTACAAGATGCTTATTACAGAGCAAGGGCTGGTGAAGCTGCTAACTTTTGTGCACTTATCTTAGCCTACTGTAATAAGACAGTAGGTGAGTTAGGTGATGTTAGAGAAACAATGAGTTACTTGTTTCAACATGCCAATTTAGATTCTTGCAAAAGAGTCTTGAACGTGGTGTGTAAAACTTGTGGACAACAGCAGACAACCCTTAAGGGTGTAGAAGCTGTTATGTACATGGGCACACTTTCTTATGAACAATTTAAGAAAGGTGTTCAGATACCTTGTACGTGTGGTAAACAAGCTACAAAATATCTAGTACAACAGGAGTCACCTTTTGTTATGATGTCAGCACCACCTGCTCAGTATGAACTTAAGCATGGTACATTTACTTGTGCTAGTGAGTACACTGGTAATTACCAGTGTGGTCACTATAAACATATAACTTCTAAAGAAACTTTGTATTGCATAGACGGTGCTTTACTTACAAAGTCCTCAGAATACAAAGGTCCTATTACGGATGTTTTCTACAAAGAAAACAGTTACACAACAACCATAAAACCAGTTACTTATAAATTGGATGGTGTTGTTTGTACAGAAATTGACCCTAAGTTGGACAATTATTATAAGAAAGACAATTCTTATTTCACAGAGCAACCAATTGATCTTGTACCAAACCAACCATATCCAAACGCAAGCTTCGATAATTTTAAGTTTGTATGTGATAATATCAAATTTGCTGATGATTTAAACCAGTTAACTGGTTATAAGAAACCTGCTTCAAGAGAGCTTAAAGTTACATTTTTCCCTGACTTAAATGGTGATGTGGTGGCTATTGATTATAAACACTACACACCCTCTTTTAAGAAAGGAGCTAAATTGTTACATAAACCTATTGTTTGGCATGTTAACAATGCAACTAATAAAGCCACGTATAAACCAAATACCTGGTGTATACGTTGTCTTTGGAGCACAAAACCAGTTGAAACATCAAATTCGTTTGATGTACTGAAGTCAGAGGACGCGCAGGGAATGGATAATCTTGCCTGCGAAGATCTAAAACCAGTCTCTGAAGAAGTAGTGGAAAATCCTACCATACAGAAAGACGTTCTTGAGTGTAATGTGAAAACTACCGAAGTTGTAGGAGACATTATACTTAAACCAGCAAATAATAGTTTAAAAATTACAGAAGAGGTTGGCCACACAGATCTAATGGCTGCTTATGTAGACAATTCTAGTCTTACTATTAAGAAACCTAATGAATTATCTAGAGTATTAGGTTTGAAAACCCTTGCTACTCATGGTTTAGCTGCTGTTAATAGTGTCCCTTGGGATACTATAGCTAATTATGCTAAGCCTTTTCTTAACAAAGTTGTTAGTACAACTACTAACATAGTTACACGGTGTTTAAACCGTGTTTGTACTAATTATATGCCTTATTTCTTTACTTTATTGCTACAATTGTGTACTTTTACTAGAAGTACAAATTCTAGAATTAAAGCATCTATGCCGACTACTATAGCAAAGAATACTGTTAAGAGTGTCGGTAAATTTTGTCTAGAGGCTTCATTTAATTATTTGAAGTCACCTAATTTTTCTAAACTGATAAATATTATAATTTGGTTTTTACTATTAAGTGTTTGCCTAGGTTCTTTAATCTACTCAACCGCTGCTTTAGGTGTTTTAATGTCTAATTTAGGCATGCCTTCTTACTGTACTGGTTACAGAGAAGGCTATTTGAACTCTACTAATGTCACTATTGCAACCTACTGTACTGGTTCTATACCTTGTAGTGTTTGTCTTAGTGGTTTAGATTCTTTAGACACCTATCCTTCTTTAGAAACTATACAAATTACCATTTCATCTTTTAAATGGGATTTAACTGCTTTTGGCTTAGTTGCAGAGTGGTTTTTGGCATATATTCTTTTCACTAGGTTTTTCTATGTACTTGGATTGGCTGCAATCATGCAATTGTTTTTCAGCTATTTTGCAGTACATTTTATTAGTAATTCTTGGCTTATGTGGTTAATAATTAATCTTGTACAAATGGCCCCGATTTCAGCTATGGTTAGAATGTACATCTTCTTTGCATCATTTTATTATGTATGGAAAAGTTATGTGCATGTTGTAGACGGTTGTAATTCATCAACTTGTATGATGTGTTACAAACGTAATAGAGCAACAAGAGTCGAATGTACAACTATTGTTAATGGTGTTAGAAGGTCCTTTTATGTCTATGCTAATGGAGGTAAAGGCTTTTGCAAACTACACAATTGGAATTGTGTTAATTGTGATACATTCTGTGCTGGTAGTACATTTATTAGTGATGAAGTTGCGAGAGACTTGTCACTACAGTTTAAAAGACCAATAAATCCTACTGACCAGTCTTCTTACATCGTTGATAGTGTTACAGTGAAGAATGGTTCCATCCATCTTTACTTTGATAAAGCTGGTCAAAAGACTTATGAAAGACATTCTCTCTCTCATTTTGTTAACTTAGACAACCTGAGAGCTAATAACACTAAAGGTTCATTGCCTATTAATGTTATAGTTTTTGATGGTAAATCAAAATGTGAAGAATCATCTGCAAAATCAGCGTCTGTTTACTACAGTCAGCTTATGTGTCAACCTATACTGTTACTAGATCAGGCATTAGTGTCTGATGTTGGTGATAGTGCGGAAGTTGCAGTTAAAATGTTTGATGCTTACGTTAATACGTTTTCATCAACTTTTAACGTACCAATGGAAAAACTCAAAACACTAGTTGCAACTGCAGAAGCTGAACTTGCAAAGAATGTGTCCTTAGACAATGTCTTATCTACTTTTATTTCAGCAGCTCGGCAAGGGTTTGTTGATTCAGATGTAGAAACTAAAGATGTTGTTGAATGTCTTAAATTGTCACATCAATCTGACATAGAAGTTACTGGCGATAGTTGTAATAACTATATGCTCACCTATAACAAAGTTGAAAACATGACACCCCGTGACCTTGGTGCTTGTATTGACTGTAGTGCGCGTCATATTAATGCGCAGGTAGCAAAAAGTCACAACATTGCTTTGATATGGAACGTTAAAGATTTCATGTCATTGTCTGAACAACTACGAAAACAAATACGTAGTGCTGCTAAAAAGAATAACTTACCTTTTAAGTTGACATGTGCAACTACTAGACAAGTTGTTAATGTTGTAACAACAAAGATAGCACTTAAGGGTGGTAAAATTGTTAATAATTGGTTGAAGCAGTTAATTAAAGTTACACTTGTGTTCCTTTTTGTTGCTGCTATTTTCTATTTAATAACACCTGTTCATGTCATGTCTAAACATACTGACTTTTCAAGTGAAATCATAGGATACAAGGCTATTGATGGTGGTGTCACTCGTGACATAGCATCTACAGATACTTGTTTTGCTAACAAACATGCTGATTTTGACACATGGTTTAGCCAGCGTGGTGGTAGTTATACTAATGACAAAGCTTGCCCATTGATTGCTGCAGTCATAACAAGAGAAGTGGGTTTTGTCGTGCCTGGTTTGCCTGGCACGATATTACGCACAACTAATGGTGACTTTTTGCATTTCTTACCTAGAGTTTTTAGTGCAGTTGGTAACATCTGTTACACACCATCAAAACTTATAGAGTACACTGACTTTGCAACATCAGCTTGTGTTTTGGCTGCTGAATGTACAATTTTTAAAGATGCTTCTGGTAAGCCAGTACCATATTGTTATGATACCAATGTACTAGAAGGTTCTGTTGCTTATGAAAGTTTACGCCCTGACACACGTTATGTGCTCATGGATGGCTCTATTATTCAATTTCCTAACACCTACCTTGAAGGTTCTGTTAGAGTGGTAACAACTTTTGATTCTGAGTACTGTAGGCACGGCACTTGTGAAAGATCAGAAGCTGGTGTTTGTGTATCTACTAGTGGTAGATGGGTACTTAACAATGATTATTACAGATCTTTACCAGGAGTTTTCTGTGGTGTAGATGCTGTAAATTTACTTACTAATATGTTTACACCACTAATTCAACCTATTGGTGCTTTGGACATATCAGCATCTATAGTAGCTGGTGGTATTGTAGCTATCGTAGTAACATGCCTTGCCTACTATTTTATGAGGTTTAGAAGAGCTTTTGGTGAATACAGTCATGTAGTTGCCTTTAATACTTTACTATTCCTTATGTCATTCACTGTACTCTGTTTAACACCAGTTTACTCATTCTTACCTGGTGTTTATTCTGTTATTTACTTGTACTTGACATTTTATCTTACTAATGATGTTTCTTTTTTAGCACATATTCAGTGGATGGTTATGTTCACACCTTTAGTACCTTTCTGGATAACAATTGCTTATATCATTTGTATTTCCACAAAGCATTTCTATTGGTTCTTTAGTAATTACCTAAAGAGACGTGTAGTCTTTAATGGTGTTTCCTTTAGTACTTTTGAAGAAGCTGCGCTGTGCACCTTTTTGTTAAATAAAGAAATGTATCTAAAGTTGCGTAGTGATGTGCTATTACCTCTTACGCAATATAATAGATACTTAGCTCTTTATAATAAGTACAAGTATTTTAGTGGAGCAATGGATACAACTAGCTACAGAGAAGCTGCTTGTTGTCATCTCGCAAAGGCTCTCAATGACTTCAGTAACTCAGGTTCTGATGTTCTTTACCAACCACCACAAACCTCTATCACCTCAGCTGTTTTGCAGAGTGGTTTTAGAAAAATGGCATTCCCATCTGGTAAAGTTGAGGGTTGTATGGTACAAGTAACTTGTGGTACAACTACACTTAACGGTCTTTGGCTTGATGACGTAGTTTACTGTCCAAGACATGTGATCTGCACCTCTGAAGACATGCTTAACCCTAATTATGAAGATTTACTCATTCGTAAGTCTAATCATAATTTCTTGGTACAGGCTGGTAATGTTCAACTCAGGGTTATTGGACATTCTATGCAAAATTGTGTACTTAAGCTTAAGGTTGATACAGCCAATCCTAAGACACCTAAGTATAAGTTTGTTCGCATTCAACCAGGACAGACTTTTTCAGTGTTAGCTTGTTACAATGGTTCACCATCTGGTGTTTACCAATGTGCTATGAGGCCCAATTTCACTATTAAGGGTTCATTCCTTAATGGTTCATGTGGTAGTGTTGGTTTTAACATAGATTATGACTGTGTCTCTTTTTGTTACATGCACCATATGGAATTACCAACTGGAGTTCATGCTGGCACAGACTTAGAAGGTAACTTTTATGGACCTTTTGTTGACAGGCAAACAGCACAAGCAGCTGGTACGGACACAACTATTACAGTTAATGTTTTAGCTTGGTTGTACGCTGCTGTTATAAATGGAGACAGGTGGTTTCTCAATCGATTTACCACAACTCTTAATGACTTTAACCTTGTGGCTATGAAGTACAATTATGAACCTCTAACACAAGACCATGTTGACATACTAGGACCTCTTTCTGCTCAAACTGGAATTGCCGTTTTAGATATGTGTGCTTCATTAAAAGAATTACTGCAAAATGGTATGAATGGACGTACCATATTGGGTAGTGCTTTATTAGAAGATGAATTTACACCTTTTGATGTTGTTAGACAATGCTCAGGTGTTACTTTCCAAAGTGCAGTGAAAAGAACAATCAAGGGTACACACCACTGGTTGTTACTCACAATTTTGACTTCACTTTTAGTTTTAGTCCAGAGTACTCAATGGTCTTTGTTCTTTTTTTTGTATGAAAATGCCTTTTTACCTTTTGCTATGGGTATTATTGCTATGTCTGCTTTTGCAATGATGTTTGTCAAACATAAGCATGCATTTCTCTGTTTGTTTTTGTTACCTTCTCTTGCCACTGTAGCTTATTTTAATATGGTCTATATGCCTGCTAGTTGGGTGATGCGTATTATGACATGGTTGGATATGGTTGATACTAGTTTGTCTGGTTTTAAGCTAAAAGACTGTGTTATGTATGCATCAGCTGTAGTGTTACTAATCCTTATGACAGCAAGAACTGTGTATGATGATGGTGCTAGGAGAGTGTGGACACTTATGAATGTCTTGACACTCGTTTATAAAGTTTATTATGGTAATGCTTTAGATCAAGCCATTTCCATGTGGGCTCTTATAATCTCTGTTACTTCTAACTACTCAGGTGTAGTTACAACTGTCATGTTTTTGGCCAGAGGTATTGTTTTTATGTGTGTTGAGTATTGCCCTATTTTCTTCATAACTGGTAATACACTTCAGTGTATAATGCTAGTTTATTGTTTCTTAGGCTATTTTTGTACTTGTTACTTTGGCCTCTTTTGTTTACTCAACCGCTACTTTAGACTGACTCTTGGTGTTTATGATTACTTAGTTTCTACACAGGAGTTTAGATATATGAATTCACAGGGACTACTCCCACCCAAGAATAGCATAGATGCCTTCAAACTCAACATTAAATTGTTGGGTGTTGGTGGCAAACCTTGTATCAAAGTAGCCACTGTACAGTCTAAAATGTCAGATGTAAAGTGCACATCAGTAGTCTTACTCTCAGTTTTGCAACAACTCAGAGTAGAATCATCATCTAAATTGTGGGCTCAATGTGTCCAGTTACACAATGACATTCTCTTAGCTAAAGATACTACTGAAGCCTTTGAAAAAATGGTTTCACTACTTTCTGTTTTGCTTTCCATGCAGGGTGCTGTAGACATAAACAAGCTTTGTGAAGAAATGCTGGACAACAGGGCAACCTTACAAGCTATAGCCTCAGAGTTTAGTTCCCTTCCATCATATGCAGCTTTTGCTACTGCTCAAGAAGCTTATGAGCAGGCTGTTGCTAATGGTGATTCTGAAGTTGTTCTTAAAAAGTTGAAGAAGTCTTTGAATGTGGCTAAATCTGAATTTGACCGTGATGCAGCCATGCAACGTAAGTTGGAAAAGATGGCTGATCAAGCTATGACCCAAATGTATAAACAGGCTAGATCTGAGGACAAGAGGGCAAAAGTTACTAGTGCTATGCAGACAATGCTTTTCACTATGCTTAGAAAGTTGGATAATGATGCACTCAACAACATTATCAACAATGCAAGAGATGGTTGTGTTCCCTTGAACATAATACCTCTTACAACAGCAGCCAAACTAATGGTTGTCATACCAGACTATAACACATATAAAAATACGTGTGATGGTACAACATTTACTTATGCATCAGCATTGTGGGAAATCCAACAGGTTGTAGATGCAGATAGTAAAATTGTTCAACTTAGTGAAATTAGTATGGACAATTCACCTAATTTAGCATGGCCTCTTATTGTAACAGCTTTAAGGGCCAATTCTGCTGTCAAATTACAGAATAATGAGCTTAGTCCTGTTGCACTACGACAGATGTCTTGTGCTGCCGGTACTACACAAACTGCTTGCACTGATGACAATGCGTTAGCTTACTACAACACAACAAAGGGAGGTAGGTTTGTACTTGCACTGTTATCCGATTTACAGGATTTGAAATGGGCTAGATTCCCTAAGAGTGATGGAACTGGTACTATCTATACAGAACTGGAACCACCTTGTAGGTTTGTTACAGACACACCTAAAGGTCCTAAAGTGAAGTATTTATACTTTATTAAAGGATTAAACAACCTAAATAGAGGTATGGTACTTGGTAGTTTAGCTGCCACAGTACGTCTACAAGCTGGTAATGCAACAGAAGTGCCTGCCAATTCAACTGTATTATCTTTCTGTGCTTTTGCTGTAGATGCTGCTAAAGCTTACAAAGATTATCTAGCTAGTGGGGGACAACCAATCACTAATTGTGTTAAGATGTTGTGTACACACACTGGTACTGGTCAGGCAATAACAGTTACACCGGAAGCCAATATGGATCAAGAATCCTTTGGTGGTGCATCGTGTTGTCTGTACTGCCGTTGCCACATAGATCATCCAAATCCTAAAGGATTTTGTGACTTAAAAGGTAAGTATGTACAAATACCTACAACTTGTGCTAATGACCCTGTGGGTTTTACACTTAAAAACACAGTCTGTACCGTCTGCGGTATGTGGAAAGGTTATGGCTGTAGTTGTGATCAACTCCGCGAACCCATGCTTCAGTCAGCTGATGCACAATCGTTTTTAAACGGGTTTGCGGTGTAAGTGCAGCCCGTCTTACACCGTGCGGCACAGGCACTAGTACTGATGTCGTATACAGGGCTTTTGACATCTACAATGATAAAGTAGCTGGTTTTGCTAAATTCCTAAAAACTAATTGTTGTCGCTTCCAAGAAAAGGACGAAGATGACAATTTAATTGATTCTTACTTTGTAGTTAAGAGACACACTTTCTCTAACTACCAACATGAAGAAACAATTTATAATTTACTTAAGGATTGTCCAGCTGTTGCTAAACATGACTTCTTTAAGTTTAGAATAGACGGTGACATGGTACCACATATATCACGTCAACGTCTTACTAAATACACAATGGCAGACCTCGTCTATGCTTTAAGGCATTTTGATGAAGGTAATTGTGACACATTAAAAGAAATACTTGTCACATACAATTGTTGTGATGATGATTATTTCAATAAAAAGGACTGGTATGATTTTGTAGAAAACCCAGATATATTACGCGTATACGCCAACTTAGGTGAACGTGTACGCCAAGCTTTGTTAAAAACAGTACAATTCTGTGATGCCATGCGAAATGCTGGTATTGTTGGTGTACTGACATTAGATAATCAAGATCTCAATGGTAACTGGTATGATTTCGGTGATTTCATACAAACCACGCCAGGTAGTGGAGTTCCTGTTGTAGATTCTTATTATTCATTGTTAATGCCTATATTAACCTTGACCAGGGCTTTAACTGCAGAGTCACATGTTGACACTGACTTAACAAAGCCTTACATTAAGTGGGATTTGTTAAAATATGACTTCACGGAAGAGAGGTTAAAACTCTTTGACCGTTATTTTAAATATTGGGATCAGACATACCACCCAAATTGTGTTAACTGTTTGGATGACAGATGCATTCTGCATTGTGCAAACTTTAATGTTTTATTCTCTACAGTGTTCCCACCTACAAGTTTTGGACCACTAGTGAGAAAAATATTTGTTGATGGTGTTCCATTTGTAGTTTCAACTGGATACCACTTCAGAGAGCTAGGTGTTGTACATAATCAGGATGTAAACTTACATAGCTCTAGACTTAGTTTTAAGGAATTACTTGTGTATGCTGCTGACCCTGCTATGCACGCTGCTTCTGGTAATCTATTACTAGATAAACGCACTACGTGCTTTTCAGTAGCTGCACTTACTAACAATGTTGCTTTTCAAACTGTCAAACCCGGTAATTTTAACAAAGACTTCTATGACTTTGCTGTGTCTAAGGGTTTCTTTAAGGAAGGAAGTTCTGTTGAATTAAAACACTTCTTCTTTGCTCAGGATGGTAATGCTGCTATCAGCGATTATGACTACTATCGTTATAATCTACCAACAATGTGTGATATCAGACAACTACTATTTGTAGTTGAAGTTGTTGATAAGTACTTTGATTGTTACGATGGTGGCTGTATTAATGCTAACCAAGTCATCGTCAACAACCTAGACAAATCAGCTGGTTTTCCATTTAATAAATGGGGTAAGGCTAGACTTTATTATGATTCAATGAGTTATGAGGATCAAGATGCACTTTTCGCATATACAAAACGTAATGTCATCCCTACTATAACTCAAATGAATCTTAAGTATGCCATTAGTGCAAAGAATAGAGCTCGCACCGTAGCTGGTGTCTCTATCTGTAGTACTATGACCAATAGACAGTTTCATCAAAAATTATTGAAATCAATAGCCGCCACTAGAGGAGCTACTGTAGTAATTGGAACAAGCAAATTCTATGGTGGTTGGCACAACATGTTAAAAACTGTTTATAGTGATGTAGAAAACCCTCACCTTATGGGTTGGGATTATCCTAAATGTGATAGAGCCATGCCTAACATGCTTAGAATTATGGCCTCACTTGTTCTTGCTCGCAAACATACAACGTGTTGTAGCTTGTCACACCGTTTCTATAGATTAGCTAATGAGTGTGCTCAAGTATTGAGTGAAATGGTCATGTGTGGCGGTTCACTATATGTTAAACCAGGTGGAACCTCATCAGGAGATGCCACAACTGCTTATGCTAATAGTGTTTTTAACATTTGTCAAGCTGTCACGGCCAATGTTAATGCACTTTTATCTACTGATGGTAACAAAATTGCCGATAAGTATGTCCGCAATTTACAACACAGACTTTATGAGTGTCTCTATAGAAATAGAGATGTTGACACAGACTTTGTGAATGAGTTTTACGCATATTTGCGTAAACATTTCTCAATGATGATACTCTCTGACGATGCTGTTGTGTGTTTCAATAGCACTTATGCATCTCAAGGTCTAGTGGCTAGCATAAAGAACTTTAAGTCAGTTCTTTATTATCAAAACAATGTTTTTATGTCTGAAGCAAAATGTTGGACTGAGACTGACCTTACTAAAGGACCTCATGAATTTTGCTCTCAACATACAATGCTAGTTAAACAGGGTGATGATTATGTGTACCTTCCTTACCCAGATCCATCAAGAATCCTAGGGGCCGGCTGTTTTGTAGATGATATCGTAAAAACAGATGGTACACTTATGATTGAACGGTTCGTGTCTTTAGCTATAGATGCTTACCCACTTACTAAACATCCTAATCAGGAGTATGCTGATGTCTTTCATTTGTACTTACAATACATAAGAAAGCTACATGATGAGTTAACAGGACACATGTTAGACATGTATTCTGTTATGCTTACTAATGATAACACTTCAAGGTATTGGGAACCTGAGTTTTATGAGGCTATGTACACACCGCATACAGTCTTACAGGCTGTTGGGGCTTGTGTTCTTTGCAATTCACAGACTTCATTAAGATGTGGTGCTTGCATACGTAGACCATTCTTATGTTGTAAATGCTGTTACGACCATGTCATATCAACATCACATAAATTAGTCTTGTCTGTTAATCCGTATGTTTGCAATGCTCCAGGTTGTGATGTCACAGATGTGACTCAACTTTACTTAGGAGGTATGAGCTATTATTGTAAATCACATAAACCACCCATTAGTTTTCCATTGTGTGCTAATGGACAAGTTTTTGGTTTATATAAAAATACATGTGTTGGTAGCGATAATGTTACTGACTTTAATGCAATTGCAACATGTGACTGGACAAATGCTGGTGATTACATTTTAGCTAACACCTGTACTGAAAGACTCAAGCTTTTTGCAGCAGAAACGCTCAAAGCTACTGAGGAGACATTTAAACTGTCTTATGGTATTGCTACTGTACGTGAAGTGCTGTCTGACAGAGAATTACATCTTTCATGGGAAGTTGGTAAACCTAGACCACCACTTAACCGAAATTATGTCTTTACTGGTTATCGTGTAACTAAAAACAGTAAAGTACAAATAGGAGAGTACACCTTTGAAAAAGGTGACTATGGTGATGCTGTTGTTTACCGAGGTACAACAACTTACAAATTAAATGTTGGTGATTATTTTGTGCTGACATCACATACAGTAATGCCATTAAGTGCACCTACACTAGTGCCACAAGAGCACTATGTTAGAATTACTGGCTTATACCCAACACTCAATATCTCAGATGAGTTTTCTAGCAATGTTGCAAATTATCAAAAGGTTGGTATGCAAAAGTATTCTACACTCCAGGGACCACCTGGTACTGGTAAGAGTCATTTTGCTATTGGCCTAGCTCTCTACTACCCTTCTGCTCGCATAGTGTATACAGCTTGCTCTCATGCCGCTGTTGATGCACTATGTGAGAAGGCATTAAAATATTTGCCTATAGATAAATGTAGTAGAATTATACCTGCACGTGCTCGTGTAGAGTGTTTTGATAAATTCAAAGTGAATTCAACATTAGAACAGTATGTCTTTTGTACTGTAAATGCATTGCCTGAGACGACAGCAGATATAGTTGTCTTTGATGAAATTTCAATGGCCACAAATTATGATTTGAGTGTTGTCAATGCCAGATTACGTGCTAAGCACTATGTGTACATTGGCGACCCTGCTCAATTACCTGCACCACGCACATTGCTAACTAAGGGCACACTAGAACCAGAATATTTCAATTCAGTGTGTAGACTTATGAAAACTATAGGTCCAGACATGTTCCTCGGAACTTGTCGGCGTTGTCCTGCTGAAATTGTTGACACTGTGAGTGCTTTGGTTTATGATAATAAGCTTAAAGCACATAAAGACAAATCAGCTCAATGCTTTAAAATGTTTTATAAGGGTGTTATCACGCATGATGTTTCATCTGCAATTAACAGGCCACAAATAGGCGTGGTAAGAGAATTCCTTACACGTAACCCTGCTTGGAGAAAAGCTGTCTTTATTTCACCTTATAATTCACAGAATGCTGTAGCCTCAAAGATTTTGGGACTACCAACTCAAACTGTTGATTCATCACAGGGCTCAGAATATGACTATGTCATATTCACTCAAACCACTGAAACAGCTCACTCTTGTAATGTAAACAGATTTAATGTTGCTATTACCAGAGCAAAAGTAGGCATACTTTGCATAATGTCTGATAGAGACCTTTATGACAAGTTGCAATTTACAAGTCTTGAAATTCCACGTAGGAATGTGGCAACTTTACAAGCTGAAAATGTAACAGGACTCTTTAAAGATTGTAGTAAGGTAATCACTGGGTTACATCCTACACAGGCACCTACACACCTCAGTGTTGACACTAAATTCAAAACTGAAGGTTTATGTGTTGACATACCTGGCATACCTAAGGACATGACCTATAGAAGACTCATCTCTATGATGGGTTTTAAAATGAATTATCAAGTTAATGGTTACCCTAACATGTTTATCACCCGCGAAGAAGCTATAAGACATGTACGTGCATGGATTGGCTTCGATGTCGAGGGGTGTCATGCTACTAGAGAAGCTGTTGGTACCAATTTACCTTTACAGCTAGGTTTTTCTACAGGTGTTAACCTAGTTGCTGTACCTACAGGTTATGTTGATACACCTAATAATACAGATTTTTCCAGAGTTAGTGCTAAACCACCGCCTGGAGATCAATTTAAACACCTCATACCACTTATGTACAAAGGACTTCCTTGGAATGTAGTGCGTATAAAGATTGTACAAATGTTAAGTGACACACTTAAAAATCTCTCTGACAGAGTCGTATTTGTCTTATGGGCACATGGCTTTGAGTTGACATCTATGAAGTATTTTGTGAAAATAGGACCTGAGCGCACCTGTTGTCTATGTGATAGACGTGCCACATGCTTTTCCACTGCTTCAGACACTTATGCCTGTTGGCATCATTCTATTGGATTTGATTACGTCTATAATCCGTTTATGATTGATGTTCAACAATGGGGTTTTACAGGTAACCTACAAAGCAACCATGATCTGTATTGTCAAGTCCATGGTAATGCACATGTAGCTAGTTGTGATGCAATCATGACTAGGTGTCTAGCTGTCCACGAGTGCTTTGTTAAGCGTGTTGACTGGACTATTGAATATCCTATAATTGGTGATGAACTGAAGATTAATGCGGCTTGTAGAAAGGTTCAACACATGGTTGTTAAAGCTGCATTATTAGCAGACAAATTCCCAGTTCTTCACGACATTGGTAACCCTAAAGCTATTAAGTGTGTACCTCAAGCTGATGTAGAATGGAAGTTCTATGATGCACAGCCTTGTAGTGACAAAGCTTATAAAATAGAAGAATTATTCTATTCTTATGCCACACATTCTGACAAATTCACAGATGGTGTATGCCTATTTTGGAATTGCAATGTCGATAGATATCCTGCTAATTCCATTGTTTGTAGATTTGACACTAGAGTGCTATCTAACCTTAACTTGCCTGGTTGTGATGGTGGCAGTTTGTATGTAAATAAACATGCATTCCACACACCAGCTTTTGATAAAAGTGCTTTTGTTAATTTAAAACAATTACCATTTTTCTATTACTCTGACAGTCCATGTGAGTCTCATGGAAAACAAGTAGTGTCAGATATAGATTATGTACCACTAAAGTCTGCTACGTGTATAACACGTTGCAATTTAGGTGGTGCTGTCTGTAGACATCATGCTAATGAGTACAGATTGTATCTCGATGCTTATAACATGATGATCTCAGCTGGCTTTAGCTTGTGGGTTTACAAACAATTTGATACTTATAACCTCTGGAACACTTTTACAAGACTTCAGAGTTTAGAAAATGTGGCTTTTAATGTTGTAAATAAGGGACACTTTGATGGACAACAGGGTGAAGTACCAGTTTCTATCATTAATAACACTGTTTACACAAAAGTTGATGGTGTTGATGTAGAATTGTTTGAAAATAAAACAACATTACCTGTTAATGTAGCATTTGAGCTTTGGGCTAAGCGCAACATTAAACCAGTACCAGAGGTGAAAATACTCAATAATTTGGGTGTGGACATTGCTGCTAATACTGTGATCTGGGACTACAAAAGAGATGCTCCAGCACATATATCTACTATTGGTGTTTGTTCTATGACTGACATAGCCAAGAAACCAACTGAAACGATTTGTGCACCACTCACTGTCTTTTTTGATGGTAGAGTTGATGGTCAAGTAGACTTATTTAGAAATGCCCGTAATGGTGTTCTTATTACAGAAGGTAGTGTTAAAGGTTTACAACCATCTGTAGGTCCCAAACAAGCTAGTCTTAATGGAGTCACATTAATTGGAGAAGCCGTAAAAACACAGTTCAATTATTATAAGAAAGTTGATGGTGTTGTCCAACAATTACCTGAAACTTACTTTACTCAGAGTAGAAATTTACAAGAATTTAAACCCAGGAGTCAAATGGAAATTGATTTCTTAGAATTAGCTATGGATGAATTCATTGAACGGTATAAATTAGAAGGCTATGCCTTCGAACATATCGTTTATGGAGATTTTAGTCATAGTCAGTTAGGTGGTTTACATCTACTGATTGGACTAGCTAAACGTTTTAAGGAATCACCTTTTGAATTAGAAGATTTTATTCCTATGGACAGTACAGTTAAAAACTATTTCATAACAGATGCGCAAACAGGTTCATCTAAGTGTGTGTGTTCTGTTATTGATTTATTACTTGATGATTTTGTTGAAATAATAAAATCCCAAGATTTATCTGTAGTTTCTAAGGTTGTCAAAGTGACTATTGACTATACAGAAATTTCATTTATGCTTTGGTGTAAAGATGGCCATGTAGAAACATTTTACCCAAAATTACAATCTAGTCAAGCGTGGCAACCGGGTGTTGCTATGCCTAATCTTTACAAAATGCAAAGAATGCTATTAGAAAAGTGTGACCTTCAAAATTATGGTGATAGTGCAACATTACCTAAAGGCATAATGATGAATGTCGCAAAATATACTCAACTGTGTCAATATTTAAACACATTAACATTAGCTGTACCCTATAATATGAGAGTTATACATTTTGGTGCTGGTTCTGATAAAGGAGTTGCACCAGGTACAGCTGTTTTAAGACAGTGGTTGCCTACGGGTACGCTGCTTGTCGATTCAGATCTTAATGACTTTGTCTCTGATGCAGATTCAACTTTGATTGGTGATTGTGCAACTGTACATACAGCTAATAAATGGGATCTCATTATTAGTGATATGTACGACCCTAAGACTAAAAATGTTACAAAAGAAAATGACTCTAAAGAGGGTTTTTTCACTTACATTTGTGGGTTTATACAACAAAAGCTAGCTCTTGGAGGTTCCGTGGCTATAAAGATAACAGAACATTCTTGGAATGCTGATCTTTATAAGCTCATGGGACACTTCGCATGGTGGACAGCCTTTGTTACTAATGTGAATGCGTCATCATCTGAAGCATTTTTAATTGGATGTAATTATCTTGGCAAACCACGCGAACAAATAGATGGTTATGTCATGCATGCAAATTACATATTTTGGAGGAATACAAATCCAATTCAGTTGTCTTCCTATTCTTTATTTGACATGAGTAAATTTCCCCTTAAATTAAGGGGTACTGCTGTTATGTCTTTAAAAGAAGGTCAAATCAATGATATGATTTTATCTCTTCTTAGTAAAGGTAGACTTATAATTAGAGAAAACAACAGAGTTGTTATTTCTAGTGATGTTCTTGTTAACAACTAAACGAACAATGTTTGTTTTTCTTGTTTTATTGCCACTAGTCTCTAGTCAGTGTGTTAATCTTACAACCAGAACTCAATTACCCCCTGCATACACTAATTCTTTCACACGTGGTGTTTATTACCCTGACAAAGTTTTCAGATCCTCAGTTTTACATTCAACTCAGGACTTGTTCTTACCTTTCTTTTCCAATGTTACTTGGTTCCATGCTATACATGTCTCTGGGACCAATGGTACTAAGAGGTTTGATAACCCTGTCCTACCATTTAATGATGGTGTTTATTTTGCTTCCACTGAGAAGTCTAACATAATAAGAGGCTGGATTTTTGGTACTACTTTAGATTCGAAGACCCAGTCCCTACTTATTGTTAATAACGCTACTAATGTTGTTATTAAAGTCTGTGAATTTCAATTTTGTAATGATCCATTTTTGGGTGTTTATTACCACAAAAACAACAAAAGTTGGATGGAAAGTGAGTTCAGAGTTTATTCTAGTGCGAATAATTGCACTTTTGAATATGTCTCTCAGCCTTTTCTTATGGACCTTGAAGGAAAACAGGGTAATTTCAAAAATCTTAGGGAATTTGTGTTTAAGAATATTGATGGTTATTTTAAAATATATTCTAAGCACACGCCTATTAATTTAGTGCGTGATCTCCCTCAGGGTTTTTCGGCTTTAGAACCATTGGTAGATTTGCCAATAGGTATTAACATCACTAGGTTTCAAACTTTACTTGCTTTACATAGAAGTTATTTGACTCCTGGTGATTCTTCTTCAGGTTGGACAGCTGGTGCTGCAGCTTATTATGTGGGTTATCTTCAACCTAGGACTTTTCTATTAAAATATAATGAAAATGGAACCATTACAGATGCTGTAGACTGTGCACTTGACCCTCTCTCAGAAACAAAGTGTACGTTGAAATCCTTCACTGTAGAAAAAGGAATCTATCAAACTTCTAACTTTAGAGTCCAACCAACAGAATCTATTGTTAGATTTCCTAATATTACAAACTTGTGCCCTTTTGGTGAAGTTTTTAACGCCACCAGATTTGCATCTGTTTATGCTTGGAACAGGAAGAGAATCAGCAACTGTGTTGCTGATTATTCTGTCCTATATAATTCCGCATCATTTTCCACTTTTAAGTGTTATGGAGTGTCTCCTACTAAATTAAATGATCTCTGCTTTACTAATGTCTATGCAGATTCATTTGTAATTAGAGGTGATGAAGTCAGACAAATCGCTCCAGGGCAAACTGGAAAGATTGCTGATTATAATTATAAATTACCAGATGATTTTACAGGCTGCGTTATAGCTTGGAATTCTAACAATCTTGATTCTAAGGTTGGTGGTAATTATAATTACCTGTATAGATTGTTTAGGAAGTCTAATCTCAAACCTTTTGAGAGAGATATTTCAACTGAAATCTATCAGGCCGGTAGCACACCTTGTAATGGTGTTGAAGGTTTTAATTGTTACTTTCCTTTACAATCATATGGTTTCCAACCCACTAATGGTGTTGGTTACCAACCATACAGAGTAGTAGTACTTTCTTTTGAACTTCTACATGCACCAGCAACTGTTTGTGGACCTAAAAAGTCTACTAATTTGGTTAAAAACAAATGTGTCAATTTCAACTTCAATGGTTTAACAGGCACAGGTGTTCTTACTGAGTCTAACAAAAAGTTTCTGCCTTTCCAACAATTTGGCAGAGACATTGCTGACACTACTGATGCTGTCCGTGATCCACAGACACTTGAGATTCTTGACATTACACCATGTTCTTTTGGTGGTGTCAGTGTTATAACACCAGGAACAAATACTTCTAACCAGGTTGCTGTTCTTTATCAGGATGTTAACTGCACAGAAGTCCCTGTTGCTATTCATGCAGATCAACTTACTCCTACTTGGCGTGTTTATTCTACAGGTTCTAATGTTTTTCAAACACGTGCAGGCTGTTTAATAGGGGCTGAACATGTCAACAACTCATATGAGTGTGACATACCCATTGGTGCAGGTATATGCGCTAGTTATCAGACTCAGACTAATTCTCCTCGGCGGGCACGTAGTGTAGCTAGTCAATCCATCATTGCCTACACTATGTCACTTGGTGCAGAAAATTCAGTTGCTTACTCTAATAACTCTATTGCCATACCCACAAATTTTACTATTAGTGTTACCACAGAAATTCTACCAGTGTCTATGACCAAGACATCAGTAGATTGTACAATGTACATTTGTGGTGATTCAACTGAATGCAGCAATCTTTTGTTGCAATATGGCAGTTTTTGTACACAATTAAACCGTGCTTTAACTGGAATAGCTGTTGAACAAGACAAAAACACCCAAGAAGTTTTTGCACAAGTCAAACAAATTTACAAAACACCACCAATTAAAGATTTTGGTGGTTTTAATTTTTCACAAATATTACCAGATCCATCAAAACCAAGCAAGAGGTCATTTATTGAAGATCTACTTTTCAACAAAGTGACACTTGCAGATGCTGGCTTCATCAAACAATATGGTGATTGCCTTGGTGATATTGCTGCTAGAGACCTCATTTGTGCACAAAAGTTTAACGGCCTTACTGTTTTGCCACCTTTGCTCACAGATGAAATGATTGCTCAATACACTTCTGCACTGTTAGCGGGTACAATCACTTCTGGTTGGACCTTTGGTGCAGGTGCTGCATTACAAATACCATTTGCTATGCAAATGGCTTATAGGTTTAATGGTATTGGAGTTACACAGAATGTTCTCTATGAGAACCAAAAATTGATTGCCAACCAATTTAATAGTGCTATTGGCAAAATTCAAGACTCACTTTCTTCCACAGCAAGTGCACTTGGAAAACTTCAAGATGTGGTCAACCAAAATGCACAAGCTTTAAACACGCTTGTTAAACAACTTAGCTCCAATTTTGGTGCAATTTCAAGTGTTTTAAATGATATCCTTTCACGTCTTGACAAAGTTGAGGCTGAAGTGCAAATTGATAGGTTGATCACAGGCAGACTTCAAAGTTTGCAGACATATGTGACTCAACAATTAATTAGAGCTGCAGAAATCAGAGCTTCTGCTAATCTTGCTGCTACTAAAATGTCAGAGTGTGTACTTGGACAATCAAAAAGAGTTGATTTTTGTGGAAAGGGCTATCATCTTATGTCCTTCCCTCAGTCAGCACCTCATGGTGTAGTCTTCTTGCATGTGACTTATGTCCCTGCACAAGAAAAGAACTTCACAACTGCTCCTGCCATTTGTCATGATGGAAAAGCACACTTTCCTCGTGAAGGTGTCTTTGTTTCAAATGGCACACACTGGTTTGTAACACAAAGGAATTTTTATGAACCACAAATCATTACTACAGACAACACATTTGTGTCTGGTAACTGTGATGTTGTAATAGGAATTGTCAACAACACAGTTTATGATCCTTTGCAACCTGAATTAGACTCATTCAAGGAGGAGTTAGATAAATATTTTAAGAATCATACATCACCAGATGTTGATTTAGGTGACATCTCTGGCATTAATGCTTCAGTTGTAAACATTCAAAAAGAAATTGACCGCCTCAATGAGGTTGCCAAGAATTTAAATGAATCTCTCATCGATCTCCAAGAACTTGGAAAGTATGAGCAGTATATAAAATGGCCATGGTACATTTGGCTAGGTTTTATAGCTGGCTTGATTGCCATAGTAATGGTGACAATTATGCTTTGCTGTATGACCAGTTGCTGTAGTTGTCTCAAGGGCTGTTGTTCTTGTGGATCCTGCTGCAAATTTGATGAAGACGACTCTGAGCCAGTGCTCAAAGGAGTCAAATTACATTACACATAAACGAACTTATGGATTTGTTTATGAGAATCTTCACAATTGGAACTGTAACTTTGAAGCAAGGTGAAATCAAGGATGCTACTCCTTCAGATTTTGTTCGCGCTACTGCAACGATACCGATACAAGCCTCACTCCCTTTCGGATGGCTTATTGTTGGCGTTGCACTTCTTGCTGTTTTTCAGAGCGCTTCCAAAATCATAACCCTCAAAAAGAGATGGCAACTAGCACTCTCCAAGGGTGTTCACTTTGTTTGCAACTTGCTGTTGTTGTTTGTAACAGTTTACTCACACCTTTTGCTCGTTGCTGCTGGCCTTGAAGCCCCTTTTCTCTATCTTTATGCTTTAGTCTACTTCTTGCAGAGTATAAACTTTGTAAGAATAATAATGAGGCTTTGGCTTTGCTGGAAATGCCGTTCCAAAAACCCATTACTTTATGATGCCAACTATTTTCTTTGCTGGCATACTAATTGTTACGACTATTGTATACCTTACAATAGTGTAACTTCTTCAATTGTCATTACTTCAGGTGATGGCACAACAAGTCCTATTTCTGAACATGACTACCAGATTGGTGGTTATACTGAAAAATGGGAATCTGGAGTAAAAGACTGTGTTGTATTACACAGTTACTTCACTTCAGACTATTACCAGCTGTACTCAACTCAATTGAGTACAGACACTGGTGTTGAACATGTTACCTTCTTCATCTACAATAAAATTGTTGATGAGCCTGAAGAACATGTCCAAATTCACACAATCGACGGTTCATCCGGAGTTGTTAATCCAGTAATGGAACCAATTTATGATGAACCGACGACGACTACTAGCGTGCCTTTGTAAGCACAAGCTGATGAGTACGAACTTATGTACTCATTCGTTTCGGAAGAGACAGGTACGTTAATAGTTAATAGCGTACTTCTTTTTCTTGCTTTCGTGGTATTCTTGCTAGTTACACTAGCCATCCTTACTGCGCTTCGATTGTGTGCGTACTGCTGCAATATTGTTAACGTGAGTCTTGTAAAACCTTCTTTTTACGTTTACTCTCGTGTTAAAAATCTGAATTCTTCTAGAGTTCCTGATCTTCTGGTCTAAACGAACTAAATATTATATTAGTTTTTCTGTTTGGAACTTTAATTTTAGCCATGGCAGATTCCAACGGTACTATTACCGTTGAAGAGCTTAAAAAGCTCCTTGAACAATGGAACCTAGTAATAGGTTTCCTATTCCTTACATGGATTTGTCTTCTACAATTTGCCTATGCCAACAGGAATAGGTTTTTGTATATAATTAAGTTAATTTTCCTCTGGCTGTTATGGCCAGTAACTTTAGCTTGTTTTGTGCTTGCTGCTGTTTACAGAATAAATTGGATCACCGGTGGAATTGCTATCGCAATGGCTTGTCTTGTAGGCTTGATGTGGCTCAGCTACTTCATTGCTTCTTTCAGACTGTTTGCGCGTACGCGTTCCATGTGGTCATTCAATCCAGAAACTAACATTCTTCTCAACGTGCCACTCCATGGCACTATTCTGACCAGACCGCTTCTAGAAAGTGAACTCGTAATCGGAGCTGTGATCCTTCGTGGACATCTTCGTATTGCTGGACACCATCTAGGACGCTGTGACATCAAGGACCTGCCTAAAGAAATCACTGTTGCTACATCACGAACGCTTTCTTATTACAAATTGGGAGCTTCGCAGCGTGTAGCAGGTGACTCAGGTTTTGCTGCATACAGTCGCTACAGGATTGGCAACTATAAATTAAACACAGACCATTCCAGTAGCAGTGACAATATTGCTTTGCTTGTACAGTAAGTGACAACAGATGTTTCATCTCGTTGACTTTCAGGTTACTATAGCAGAGATATTACTAATTATTATGAGGACTTTTAAAGTTTCCATTTGGAATCTTGATTACATCATAAACCTCATAATTAAAAATTTATCTAAGTCACTAACTGAGAATAAATATTCTCAATTAGATGAAGAGCAACCAATGGAGATTGATTAAACGAACATGAAAATTATTCTTTTCTTGGCACTGATAACACTCGCTACTTGTGAGCTTTATCACTACCAAGAGTGTGTTAGAGGTACAACAGTACTTTTAAAAGAACCTTGCTCTTCTGGAACATACGAGGGCAATTCACCATTTCATCCTCTAGCTGATAACAAATTTGCACTGACTTGCTTTAGCACTCAATTTGCTTTTGCTTGTCCTGACGGCGTAAAACACGTCTATCAGTTACGTGCCAGATCAGTTTCACCTAAACTGTTCATCAGACAAGAGGAAGTTCAAGAACTTTACTCTCCAATTTTTCTTATTGTTGCGGCAATAGTGTTTATAACACTTTGCTTCACACTCAAAAGAAAGACAGAATGATTGAACTTTCATTAATTGACTTCTATTTGTGCTTTTTAGCCTTTCTGCTATTCCTTGTTTTAATTATGCTTATTATCTTTTGGTTCTCACTTGAACTGCAAGATCATAATGAAACTTGTCACGCCTAAACGAACATGAAATTTCTTGTTTTCTTAGGAATCATCACAACTGTAGCTGCATTTCACCAAGAATGTAGTTTACAGTCATGTACTCAACATCAACCATATGTAGTTGATGACCCGTGTCCTATTCACTTCTATTCTAAATGGTATATTAGAGTAGGAGCTAGAAAATCAGCACCTTTAATTGAATTGTGCGTGGATGAGGCTGGTTCTAAATCACCCATTCAGTACATCGATATCGGTAATTATACAGTTTCCTGTTTACCTTTTACAATTAATTGCCAGGAACCTAAATTGGGTAGTCTTGTAGTGCGTTGTTCGTTCTATGAAGACTTTTTAGAGTATCATGACGTTCGTGTTGTTTTAGATTTCATCTAAACGAACAAACTAAAATGTCTGATAATGGACCCCAAAATCAGCGAAATGCACCCCGCATTACGTTTGGTGGACCCTCAGATTCAACTGGCAGTAACCAGAATGGAGAACGCAGTGGGGCGCGATCAAAACAACGTCGGCCCCAAGGTTTACCCAATAATACTGCGTCTTGGTTCACCGCTCTCACTCAACATGGCAAGGAAGACCTTAAATTCCCTCGAGGACAAGGCGTTCCAATTAACACCAATAGCAGTCCAGATGACCAAATTGGCTACTACCGAAGAGCTACCAGACGAATTCGTGGTGGTGACGGTAAAATGAAAGATCTCAGTCCAAGATGGTATTTCTACTACCTAGGAACTGGGCCAGAAGCTGGACTTCCCTATGGTGCTAACAAAGACGGCATCATATGGGTTGCAACTGAGGGAGCCTTGAATACACCAAAAGATCACATTGGCACCCGCAATCCTGCTAACAATGCTGCAATCGTGCTACAACTTCCTCAAGGAACAACATTGCCAAAAGGCTTCTACGCAGAAGGGAGCAGAGGCGGCAGTCAAGCCTCTTCTCGTTCCTCATCACGTAGTCGCAACAGTTCAAGAAATTCAACTCCAGGCAGCAGTAGGGGAACTTCTCCTGCTAGAATGGCTGGCAATGGCGGTGATGCTGCTCTTGCTTTGCTGCTGCTTGACAGATTGAACCAGCTTGAGAGCAAAATGTCTGGTAAAGGCCAACAACAACAAGGCCAAACTGTCACTAAGAAATCTGCTGCTGAGGCTTCTAAGAAGCCTCGGCAAAAACGTACTGCCACTAAAGCATACAATGTAACACAAGCTTTCGGCAGACGTGGTCCAGAACAAACCCAAGGAAATTTTGGGGACCAGGAACTAATCAGACAAGGAACTGATTACAAACATTGGCCGCAAATTGCACAATTTGCCCCCAGCGCTTCAGCGTTCTTCGGAATGTCGCGCATTGGCATGGAAGTCACACCTTCGGGAACGTGGTTGACCTACACAGGTGCCATCAAATTGGATGACAAAGATCCAAATTTCAAAGATCAAGTCATTTTGCTGAATAAGCATATTGACGCATACAAAACATTCCCACCAACAGAGCCTAAAAAGGACAAAAAGAAGAAGGCTGATGAAACTCAAGCCTTACCGCAGAGACAGAAGAAACAGCAAACTGTGACTCTTCTTCCTGCTGCAGATTTGGATGATTTCTCCAAACAATTGCAACAATCCATGAGCAGTGCTGACTCAACTCAGGCCTAAACTCATGCAGACCACACAAGGCAGATGGGCTATATAAACGTTTTCGCTTTTCCGTTTACGATATATAGTCTACTCTTGTGCAGAATGAATTCTCGTAACTACATAGCACAAGTAGATGTAGTTAACTTTAATCTCACATAGCAATCTTTAATCAGTGTGTAACATTAGGGAGGACTTGAAAGAGCCACCACATTTTCACCGAGGCCACGCGGAGTACGATCGAGTGTACAGTGAACAATGCTAGGGAGAGCTGCCTATATGGAAGAGCCCTAATGTGTAAAATTAATTTTAGTAGTGCTATCCCCATGTGATTTTAATAGCTTCTTAGGAGAATGACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA'"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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