data/permuted/evaluate-permutations.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze permutate metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "library(dplyr, warn=FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Must manually set\n",
    "multiplier = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>abbrev</th><th scope=col>attempts</th><th scope=col>complete</th><th scope=col>cumulative_attempts</th><th scope=col>duplicate</th><th scope=col>excluded</th><th scope=col>metaedge</th><th scope=col>same_edge</th><th scope=col>self_loop</th><th scope=col>unchanged</th><th scope=col>undirected_duplicate</th><th scope=col>permutation</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>CdG</td><td>10552</td><td>0.5</td><td>10551</td><td>0.32515</td><td>0</td><td>Compound - downregulates - Gene</td><td>9.4769e-05</td><td>0</td><td>0.53848</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>CdG</td><td>10551</td><td>1</td><td>21102</td><td>0.33883</td><td>0</td><td>Compound - downregulates - Gene</td><td>9.4778e-05</td><td>0</td><td>0.34049</td><td>0</td><td>1</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllll}\n",
       "  & abbrev & attempts & complete & cumulative_attempts & duplicate & excluded & metaedge & same_edge & self_loop & unchanged & undirected_duplicate & permutation\\\\\n",
       "\\hline\n",
       "\t1 & CdG & 10552 & 0.5 & 10551 & 0.32515 & 0 & Compound - downregulates - Gene & 9.4769e-05 & 0 & 0.53848 & 0 & 1\\\\\n",
       "\t2 & CdG & 10551 & 1 & 21102 & 0.33883 & 0 & Compound - downregulates - Gene & 9.4778e-05 & 0 & 0.34049 & 0 & 1\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Source: local data frame [2 x 12]\n",
       "\n",
       "  abbrev attempts complete cumulative_attempts duplicate excluded\n",
       "   (chr)    (int)    (dbl)               (int)     (dbl)    (int)\n",
       "1    CdG    10552      0.5               10551   0.32515        0\n",
       "2    CdG    10551      1.0               21102   0.33883        0\n",
       "Variables not shown: metaedge (chr), same_edge (dbl), self_loop (dbl),\n",
       "  unchanged (dbl), undirected_duplicate (dbl), permutation (int)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stat_df = readr::read_tsv('stats.tsv') %>%\n",
    "  dplyr::mutate(complete = round(complete * multiplier, 2))\n",
    "head(stat_df, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How many permutations are needed to randomize an edge "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
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     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
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     "output_type": "display_data"
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   ],
   "source": [
    "unchanged_df = stat_df %>%\n",
    "  # Average over permutations\n",
    "  dplyr::group_by(abbrev, complete) %>%\n",
    "  dplyr::summarize(unchanged = mean(unchanged)) %>%\n",
    "  dplyr::ungroup() %>%\n",
    "  dplyr::bind_rows(dplyr::data_frame(abbrev=unique(stat_df$abbrev), complete = 0, unchanged=1))\n",
    "\n",
    "abbrevs = unchanged_df %>%\n",
    "  dplyr::filter(complete == multiplier) %>%\n",
    "  dplyr::arrange(desc(unchanged)) %>%\n",
    "  .[['abbrev']]\n",
    "\n",
    "unchanged_df %>%\n",
    "  ggplot2::ggplot(ggplot2::aes(x = complete, y = 100 * unchanged, color=abbrev)) +\n",
    "  ggplot2::geom_line() +\n",
    "  ggplot2::theme_bw() +\n",
    "  ggplot2::scale_colour_discrete(breaks = abbrevs, name='Metaedge') +\n",
    "  ggplot2::xlab('Attempt multiplier') +\n",
    "  ggplot2::ylab('Percent of Edges Unchanged')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bar_df = stat_df %>%\n",
    "  tidyr::gather(key = 'measure', value = 'percent', duplicate:excluded, same_edge:undirected_duplicate) %>%\n",
    "  dplyr::group_by(abbrev, measure) %>%\n",
    "  dplyr::summarize(\n",
    "    percent = 100 * weighted.mean(percent, attempts)\n",
    "  ) %>%\n",
    "  dplyr::filter(measure != 'excluded')\n",
    "\n",
    "bar_df$abbrev = factor(bar_df$abbrev, levels=abbrevs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What percent of attempts result in a duplicate edge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
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     "output_type": "display_data"
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   ],
   "source": [
    "bar_df %>%\n",
    "  dplyr::filter(measure %in% c('duplicate')) %>%\n",
    "  ggplot2::ggplot(ggplot2::aes(x = abbrev, y = percent, fill=measure)) +\n",
    "  ggplot2::geom_bar(stat = \"identity\", position = \"dodge\") +\n",
    "  ggplot2::coord_flip()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How frequent are other disqualifying factors for each XSwap attempt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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       "</svg>\n"
      ],
      "text/plain": [
       "plot without title"
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     },
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   ],
   "source": [
    "bar_df %>%\n",
    "  dplyr::filter(!(measure %in% c('duplicate', 'unchanged'))) %>%\n",
    "  ggplot2::ggplot(ggplot2::aes(x = abbrev, y = percent, fill=measure)) +\n",
    "  ggplot2::geom_bar(stat = \"identity\", position = \"dodge\") +\n",
    "  ggplot2::coord_flip()"
   ]
  }
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