{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demonstration for Paragraph Coverage Data\n",
    "\n",
    "In this notebook we analyse the output from paragraph's coverage track. We use a an insertion from Platinum Genomes which is heterozygous in NA12878. We have two paths: a reference path and an alternate path which includes the inserted sequence:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZxMfHw8vLq9ZNArpGtkRUVlZW7bmYmBj069cPFy9erLF/QEAAevXqhd27d2Pu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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename=\"pg-het-ins.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Paragraph calculates coverage on the ref and alt paths. We can visualize this as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas\n",
    "import json\n",
    "import rpy2\n",
    "import numpy as np\n",
    "%load_ext rpy2.ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pkrusche/anaconda/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning: Find out what's changed in ggplot2 at\n",
      "http://github.com/tidyverse/ggplot2/releases.\n",
      "\n",
      "  warnings.warn(x, RRuntimeWarning)\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(ggplot2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_data(filename):\n",
    "    with open(filename) as f:\n",
    "        data = json.load(f)\n",
    "    \n",
    "    paths = []\n",
    "    for pathname, coverage in data[\"path_coverage\"].items():\n",
    "        cov_data = pandas.DataFrame(coverage)\n",
    "        cov_data[\"label\"] = pathname\n",
    "        paths.append(cov_data)\n",
    "\n",
    "    all_data = pandas.concat(paths)\n",
    "    return all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test_data = get_data('pg-het-ins.result.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IPgMJkAAJkAAJkAAJkIBwkTj+EpAACZDA60jAPOieQI9nh7gj1zwnxF2VvLcX+us4Zw5N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\noMIJILQcoe3mATccQaEKb7gtCIdyiFaIWlEPa1zFJXLDEV4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Wvr1T90Gfr6uDl9rmNBw6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iMjcVVVGInz8PkDAQhAAAJFRyAXKu6qtNTW486g71Jxz8xIXIivde8tO4X0lkTS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\n5kgAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -i test_data -w 1000 -h 700\n",
    "\n",
    "ggplot(test_data, aes(x=cpos, y=wref, color=node, shape=label)) + \n",
    "   geom_point(mapping=aes(y=wother), color=\"grey\", size=2) +\n",
    "   geom_point(size=4) +\n",
    "   geom_line() +\n",
    "   theme_bw(base_size=22) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see above that reads are disambiguated between REF and ALT depending on which nodes they pass through -- this is why we get different depths on each path. The grey data points indicate mismatches with the graph reference sequence (e.g. through sequencing or alignment errors)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
