HW#1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Bio import SeqIO, SeqUtils\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Задание 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# оставляем только те риды, у которых все нуклеотиды имеют качество PHRED не менее 20\n",
    "def find_good_reads(filename): \n",
    "    good_reads = (record for record in SeqIO.parse(filename, 'fastq') if min(record.letter_annotations['phred_quality']) >= 20)\n",
    "    SeqIO.write(good_reads, 'good_reads.fastq', 'fastq')\n",
    "    \n",
    "# создаём словарь \"процент : число ридов с таким GC-составом в процентном отношении\"\n",
    "def create_gc_dict(filename):\n",
    "    gc_dict = {}\n",
    "    for record in SeqIO.parse(filename, 'fastq'):\n",
    "        percentage = SeqUtils.GC(record.seq)\n",
    "        if percentage not in gc_dict.keys():\n",
    "            gc_dict[percentage] = 1\n",
    "        else:\n",
    "            gc_dict[percentage] = gc_dict[percentage] + 1\n",
    "    M = []\n",
    "    N = []\n",
    "    for p in gc_dict.keys():\n",
    "        M.append(p)\n",
    "        N.append(gc_dict[p])\n",
    "    return M, N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "find_good_reads('100x.1.fastq')\n",
    "M, N = create_gc_dict('good_reads.fastq') # рисуем график для файла 100x.1.fastq\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('GC%')\n",
    "plt.ylabel('Number of reads')\n",
    "plt.title('GC-content distribution file 100x.1.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Средний GC-состав равен примерно 50 %, что согласуется с выводом программы fastqc:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"/Users/olga/Documents/Bioinformatics Institute/NGS/fastqc_100x.1.fastq.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "find_good_reads('100x.2.fastq')\n",
    "M, N = create_gc_dict('good_reads.fastq') # рисуем график для файла 100x.2.fastq\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('GC%')\n",
    "plt.ylabel('Number of reads')\n",
    "plt.title('GC-content distribution file 100x.2.fastq')\n",
    "plt.scatter(M, N) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Средний GC-состав равен 50 %, что согласуется с выводом программы fastqc:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"/Users/olga/Documents/Bioinformatics Institute/NGS/fastqc_100x.2.fastq.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Задание 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "def seq_info(filename): # выясняем длину последовательностей и их количество \n",
    "    n = 0\n",
    "    m = 0\n",
    "    for record in SeqIO.parse(filename, 'fastq'):\n",
    "        m += 1\n",
    "        n = len(record.seq)\n",
    "    return n, m\n",
    "\n",
    "# создаём массив вероятностей ошибок по каждой последовательности по каждой позиции\n",
    "def error_position_info(filename): \n",
    "    n, m = seq_info(filename)\n",
    "    error_pos = np.zeros((n, m))\n",
    "    count = -1\n",
    "    for record in SeqIO.parse(filename, 'fastq'):\n",
    "        count += 1\n",
    "        p = np.asarray([pow(10, -Q/10) for Q in record.letter_annotations['phred_quality']])\n",
    "        error_pos[:, count] = p\n",
    "    return error_pos\n",
    "\n",
    "# надо box plot построить"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "# получаем распределение вероятностей ошибок в зависимости от позиции нуклеотида\n",
    "err = error_position_info('100x.1.fastq') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          0         3         5         7         9        16        28  \\\n",
      "0  0.000158  0.000126  0.000126  0.000126  0.000126  0.000251  0.000158   \n",
      "1  0.000126  0.000126  0.000126  0.000251  0.000100  0.000126  0.000794   \n",
      "2  0.000316  0.000316  0.005012  0.001000  0.000794  0.000316  0.630957   \n",
      "3  0.000126  0.000251  0.000126  0.000126  0.000126  0.000126  0.000126   \n",
      "4  0.000631  0.000398  0.000200  0.000126  0.000398  0.000794  0.000398   \n",
      "\n",
      "         40        52        64        76        88        99  \n",
      "0  0.630957  0.630957  0.630957  0.630957  0.630957  0.630957  \n",
      "1  0.000158  0.005012  0.001585  0.003981  0.006310  0.630957  \n",
      "2  0.630957  0.630957  0.630957  0.630957  0.630957  0.630957  \n",
      "3  0.000126  0.000158  0.000126  0.000126  0.000251  0.000126  \n",
      "4  0.000158  0.001259  0.001259  0.000158  0.002512  0.630957  \n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(data=err.transpose(), columns = [str(i) for i in range(100)])\n",
    "df_small = df[['0', '3', '5', '7', '9', '16', '28', '40', '52', '64', '76', '88', '99']] # берём некоторые позиции на выбор\n",
    "print(df_small.head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "sns.boxplot(data = df_small) # строим boxplot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "err = error_position_info('100x.2.fastq') # делаем то же для файла 100x.2.fastq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          0         3         5         7         9        16        28  \\\n",
      "0  0.000126  0.000251  0.000501  0.000398  0.000200  0.000126  0.000126   \n",
      "1  0.000126  0.000251  0.000126  0.000126  0.000126  0.000126  0.000251   \n",
      "2  0.630957  0.630957  0.630957  0.630957  0.630957  0.630957  0.630957   \n",
      "3  0.000316  0.000158  0.000126  0.000126  0.000126  0.000126  0.000251   \n",
      "4  0.000158  0.000158  0.000200  0.000251  0.000398  0.000158  0.000200   \n",
      "\n",
      "         40        52        64        76        88        99  \n",
      "0  0.000316  0.000158  0.000501  0.000316  0.000251  0.002512  \n",
      "1  0.000126  0.000126  0.000158  0.000126  0.006310  0.000398  \n",
      "2  0.630957  0.630957  0.630957  0.630957  0.630957  0.630957  \n",
      "3  0.000126  0.000126  0.000501  0.000398  0.000251  0.025119  \n",
      "4  0.039811  0.158489  0.000794  0.001000  0.630957  0.630957  \n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(data=err.transpose(), columns = [str(i) for i in range(100)])\n",
    "df_small = df[['0', '3', '5', '7', '9', '16', '28', '40', '52', '64', '76', '88', '99']]\n",
    "print(df_small.head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "sns.boxplot(data = df_small)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Построенный boxplot распределения вероятностей ошибок в зависимости от позиции нуклеотида также согласуется с результатами fastqc - к концу рида вероятность ошибки увеличивается, качество падает. Вероятности ошибок вычислялись по PHRED-quality."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Задание 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_all_kmers(k): # ищем все возможные к-меры\n",
    "    nucleotides = ['A', 'C', 'G', 'T']\n",
    "    if k == 1:\n",
    "        return nucleotides\n",
    "    elif k > 1:\n",
    "        a = get_all_kmers(k - 1)\n",
    "        result = [a[i] + nucleotides[j] for i in range(len(a)) for j in range(len(nucleotides))]\n",
    "        return result\n",
    "\n",
    "# строим спектр к-мера\n",
    "def get_kmer_spectrum(k, filename):\n",
    "    kmer_spectrum = {}\n",
    "    kmers = get_all_kmers(k)\n",
    "    for kmer in kmers:\n",
    "        kmer_spectrum[kmer] = 0\n",
    "    for record in SeqIO.parse(filename, 'fastq'):\n",
    "        seq = str(record.seq)\n",
    "        seq_kmers = [seq[i:i+k] for i in range(len(seq) - k + 1)]\n",
    "        for seq_kmer in seq_kmers:\n",
    "            if 'N' not in seq_kmer:\n",
    "                kmer_spectrum[seq_kmer] += 1\n",
    "    N = []\n",
    "    M = []\n",
    "    k = np.array(list(kmer_spectrum.values()))\n",
    "    for kmer in k:\n",
    "        M.append(kmer)\n",
    "        N.append(np.sum(np.where(k == kmer)))\n",
    "    return M, N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.1.fastq, k = 2\n",
    "M, N = get_kmer_spectrum(2, '100x.1.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 2 file 100x.1.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.1.fastq, k = 3\n",
    "M, N = get_kmer_spectrum(3, '100x.1.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 3 file 100x.1.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.1.fastq, k = 4\n",
    "M, N = get_kmer_spectrum(4, '100x.1.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 4 file 100x.1.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.1.fastq, k = 5\n",
    "M, N = get_kmer_spectrum(5, '100x.1.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 5 file 100x.1.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.1.fastq, k = 6\n",
    "M, N = get_kmer_spectrum(6, '100x.1.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 6 file 100x.1.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.1.fastq, k = 7\n",
    "M, N = get_kmer_spectrum(7, '100x.1.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 7 file 100x.1.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.1.fastq, k = 8\n",
    "M, N = get_kmer_spectrum(8, '100x.1.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 8 file 100x.1.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.2.fastq, k = 2\n",
    "M, N = get_kmer_spectrum(2, '100x.2.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 2 file 100x.2.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.2.fastq, k = 3\n",
    "M, N = get_kmer_spectrum(3, '100x.2.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 3 file 100x.2.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.2.fastq, k = 4\n",
    "M, N = get_kmer_spectrum(4, '100x.2.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 4 file 100x.2.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.2.fastq, k = 5\n",
    "M, N = get_kmer_spectrum(5, '100x.2.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 5 file 100x.2.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.2.fastq, k = 6\n",
    "M, N = get_kmer_spectrum(6, '100x.2.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 6 file 100x.2.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.2.fastq, k = 7\n",
    "M, N = get_kmer_spectrum(7, '100x.2.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 7 file 100x.2.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# рисуем график для файла 100x.2.fastq, k = 8\n",
    "M, N = get_kmer_spectrum(8, '100x.2.fastq') \n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.xlabel('Freq')\n",
    "plt.ylabel('Count')\n",
    "plt.title('kmer spectrum for k = 8 file 100x.2.fastq')\n",
    "plt.scatter(M, N)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Рисуем спектры k-меров для k = 2-8. При увеличении значения k видна унимодальность распределения, что подтверждается литературой (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2784323/). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}