Sanger_Sequence_Statistic.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import HTSeq\n",
    "import pandas as pd\n",
    "from collections import Counter\n",
    "from plotnine import *\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Sanger_Reads:\n",
    "    def __init__(self, file):\n",
    "        self.filepath = file\n",
    "        self.raw_reads = None\n",
    "        self.clean_reads = None\n",
    "        self.open_reads()\n",
    "    \n",
    "    #read fasta file and save reads into dict object\n",
    "    def open_reads(self):\n",
    "        Sequence = HTSeq.FastaReader(self.filepath)\n",
    "        self.raw_reads = {i.name:i for i in Sequence}\n",
    "        \n",
    "    def stat(self,min_len = 200):\n",
    "        # filte reads which legnth is less than min_len\n",
    "        self.clean_reads = {i:self.raw_reads[i] for i in self.raw_reads if len(self.raw_reads[i]) > min_len}\n",
    "        \n",
    "        # extract BAC id and count frequency\n",
    "        ids = [i.split('_')[0] for i in self.clean_reads.keys()]\n",
    "        count = Counter(ids)\n",
    "        \n",
    "        num_paired = 0\n",
    "        num_single = 0\n",
    "        single_id = []\n",
    "        exception = []\n",
    "        for i in count:\n",
    "            if count[i] == 1:        # Single\n",
    "                num_single += 1\n",
    "                single_id.append(i)\n",
    "            elif count[i] == 2:      # Both\n",
    "                num_paired += 1\n",
    "            else:                    # Exception\n",
    "                exception.append(i)\n",
    "        print('Both of BES have %s' %num_paired)\n",
    "        print('Only single BES have %s' % num_single)\n",
    "        print('The exception BAC followed: ')\n",
    "        print(exception)\n",
    "        print('Only One End Sequence have:')\n",
    "        print(single_id)\n",
    "    \n",
    "    # plot histgram of the distribution of length of raw reads \n",
    "    def plot_length_distribution(self,bins=range(0,1200,50)):\n",
    "        lengths = pd.DataFrame({'length':[len(i) for i in self.raw_reads.values()]})\n",
    "#        plot = ( ggplot(lengths, aes(x='length')) \n",
    "#                + geom_histogram(binwidth=bins, fill='green', color='white')\n",
    "#                + theme(figure_size=(20, 10),text=element_text(size=24)) )\n",
    "#        print(plot)\n",
    "        plt.figure(dpi=800)\n",
    "        plt.hist([len(i) for i in self.raw_reads.values()], bins=bins, color='g', edgecolor='w')\n",
    "        plt.title('Histogram of the length of BAC end Sequence')\n",
    "        plt.xlabel('Length (bp)')\n",
    "        plt.ylabel('The number of BACs')\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "S = Sanger_Reads(file = r'../Documents/BAC_Company/Sanger_Sequencing/Project/BIg_Yellow_Crocker/BES_Project_of_Big_Yellow_Crocker.fasta')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Both of BES have 407\n",
      "Only single BES have 108\n",
      "The exception BAC followed: \n",
      "[]\n",
      "Only One End Sequence have:\n",
      "['100-J20', '100-P01', '100-H11', '100-A04', '100-B02', '100-K11', '100-J10', '100-N14', '100-C03', '100-L20', '100-M20', '100-K15', '100-G07', '100-K12', '100-L21', '100-I18', '100-I10', '100-B03', '100-E18', '100-K22', '100-C04', '100-M18', '100-N15', '100-I23', '100-I08', '100-F07', '100-D20', '100-L05', '100-B13', '100-P07', '100-E15', '100-I17', '100-E17', '100-F13', '100-P15', '100-A05', '100-A17', '100-H13', '100-B20', '100-E02', '100-N07', '100-N17', '100-F05', '100-P13', '100-C20', '101-A14', '101-D14', '101-B17', '101-E16', '101-L16', '101-K20', '101-N22', '101-M16', '101-J11', '102-D14', '102-E16', '102-A19', '102-C02', '102-D02', '102-F15', '102-F21', '102-G11', '102-G13', '102-F07', '102-G20', '102-I02', '102-I08', '102-I13', '102-I15', '102-J12', '102-J15', '102-J22', '102-K17', '102-L14', '101-L13', '102-E15', '102-F09', '102-H15', '101-D17', '101-G11', '101-G14', '101-G19', '101-H05', '101-H08', '101-H15', '101-K10', '101-K17', '101-K21', '101-L07', '101-L15', '101-L18', '101-L22', '101-M07', '101-M09', '101-M12', '101-N16', '101-O07', '101-O11', '101-O22', '101-L10', '101-L14', '102-F16', '102-G10', '102-G15', '102-G18', '102-H04', '102-O14', '102-P09']\n"
     ]
    }
   ],
   "source": [
    "S.stat(min_len=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 4800x3200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S.plot_length_distribution()"
   ]
  },
  {
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}