{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import os\n",
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "import scipy\n",
    "import scipy.sparse as sp\n",
    "import scipy.io as spio\n",
    "\n",
    "import isolearn.io as isoio\n",
    "import isolearn.keras as iso\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as pltl\n",
    "\n",
    "from analyze_random_mpra_isoform_logodds_ratios_helpers import *\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/numpy/core/fromnumeric.py:56: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n",
      "  return getattr(obj, method)(*args, **kwds)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 725770\n"
     ]
    }
   ],
   "source": [
    "#Load plasmid data\n",
    "plasmid_dict = isoio.load('../data/random_mpra_legacy/combined_library/processed_data_lifted/apa_plasmid_data_legacy')\n",
    "df = plasmid_dict['plasmid_df']\n",
    "cuts = plasmid_dict['plasmid_cuts']\n",
    "\n",
    "#Filter data on sublibrary Alien1\n",
    "keep_index = np.nonzero(df['library_index'] == 22)[0]\n",
    "df = df.iloc[keep_index].copy().reset_index(drop=True)\n",
    "cuts = cuts[keep_index, :]\n",
    "\n",
    "#Filter on min read count\n",
    "keep_index = np.nonzero(df['total_count'] >= 6)[0]\n",
    "df = df.iloc[keep_index].copy().reset_index(drop=True)\n",
    "cuts = cuts[keep_index, :]\n",
    "\n",
    "print('n = ' + str(len(df)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = mask_constant_sequence_regions(df)\n",
    "df = align_on_cse(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initialize hexamer count data generator (separated by USE, CSE and DSE regions)\n",
    "\n",
    "hexamer_gen = iso.DataGenerator(\n",
    "    np.arange(len(df), dtype=np.int),\n",
    "    {\n",
    "        'df' : df\n",
    "    },\n",
    "    batch_size=len(df),\n",
    "    inputs = [\n",
    "        {\n",
    "            'id' : 'use',\n",
    "            'source_type' : 'dataframe',\n",
    "            'source' : 'df',\n",
    "            'extractor' : lambda row, index: row['seq_var_aligned'][:50],\n",
    "            'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n",
    "            'sparse' : True,\n",
    "            'sparse_mode' : 'col'\n",
    "        },\n",
    "        {\n",
    "            'id' : 'cse',\n",
    "            'source_type' : 'dataframe',\n",
    "            'source' : 'df',\n",
    "            'extractor' : lambda row, index: row['seq_var_aligned'][50:56],\n",
    "            'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n",
    "            'sparse' : True,\n",
    "            'sparse_mode' : 'col'\n",
    "        },\n",
    "        {\n",
    "            'id' : 'dse',\n",
    "            'source_type' : 'dataframe',\n",
    "            'source' : 'df',\n",
    "            'extractor' : lambda row, index: row['seq_var_aligned'][56:96],\n",
    "            'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n",
    "            'sparse' : True,\n",
    "            'sparse_mode' : 'col'\n",
    "        }\n",
    "    ],\n",
    "    outputs = [\n",
    "        {\n",
    "            'id' : 'proximal_usage',\n",
    "            'source_type' : 'dataframe',\n",
    "            'source' : 'df',\n",
    "            'extractor' : lambda row, index: row['proximal_count'] / row['total_count'],\n",
    "            'transformer' : lambda t: t\n",
    "        }\n",
    "    ],\n",
    "    randomizers = [],\n",
    "    shuffle = False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Generate hexamer occurrence count matrices and corresponding isoform proportions\n",
    "[X_use, X_cse, X_dse], y = hexamer_gen[0]\n",
    "y = y[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Performing bootstrap 0\n",
      "Performing bootstrap 1\n",
      "Performing bootstrap 2\n",
      "Performing bootstrap 3\n",
      "Performing bootstrap 4\n",
      "Performing bootstrap 0\n",
      "Performing bootstrap 1\n",
      "Performing bootstrap 2\n",
      "Performing bootstrap 3\n",
      "Performing bootstrap 4\n",
      "Performing bootstrap 0\n",
      "Performing bootstrap 1\n",
      "Performing bootstrap 2\n",
      "Performing bootstrap 3\n",
      "Performing bootstrap 4\n"
     ]
    }
   ],
   "source": [
    "#Compute Log Odds Ratios (with bootstrapped CI:s)\n",
    "\n",
    "#Upstream\n",
    "w_upstream, w_upstream_bootstrap = get_logodds_ratios(X_use, y, n_bootstraps=5, min_occurrence=100)\n",
    "\n",
    "#PAS\n",
    "w_pas, w_pas_bootstrap = get_logodds_ratios(X_cse, y, n_bootstraps=5, min_occurrence=1000)\n",
    "\n",
    "#Downstream\n",
    "w_downstream, w_downstream_bootstrap = get_logodds_ratios(X_dse, y, n_bootstraps=5, min_occurrence=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "USE Region (Unique 4-mers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "USE Region.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CSE Region.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DSE Region (Unique 4-mers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DSE Region.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#All libraries\n",
    "#Upstream\n",
    "print(\"USE Region (Unique 4-mers).\")\n",
    "plot_logodds_ratios(w_upstream, w_upstream_bootstrap, unique4mer=True)\n",
    "print(\"USE Region.\")\n",
    "plot_logodds_ratios(w_upstream, w_upstream_bootstrap, unique4mer=False)\n",
    "\n",
    "#CSE\n",
    "print(\"CSE Region.\")\n",
    "plot_logodds_ratios(w_pas, w_pas_bootstrap)\n",
    "\n",
    "#Downstream\n",
    "print(\"DSE Region (Unique 4-mers).\")\n",
    "plot_logodds_ratios(w_downstream, w_downstream_bootstrap, unique4mer=True)\n",
    "print(\"DSE Region.\")\n",
    "plot_logodds_ratios(w_downstream, w_downstream_bootstrap, unique4mer=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:aparent]",
   "language": "python",
   "name": "conda-env-aparent-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}