mimic-iii/tutorials/using_r_with_jupyter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring length of stay in the ICU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# install.packages(\"RPostgreSQL\")\n",
    "require(\"RPostgreSQL\")\n",
    "require(\"ggplot2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# load the PostgreSQL driver\n",
    "drv <- dbDriver(\"PostgreSQL\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# create a connection to the postgres database\n",
    "# set the search path to the mimiciii schema\n",
    "con <- dbConnect(drv, dbname = \"mimic\",\n",
    "                 host = \"localhost\", port = 5432,\n",
    "                 user = \"mimic\")\n",
    "dbSendQuery(con, 'set search_path to mimiciii')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'admissions'</li>\n",
       "\t<li>'callout'</li>\n",
       "\t<li>'caregivers'</li>\n",
       "\t<li>'chartevents'</li>\n",
       "\t<li>'chartevents_1'</li>\n",
       "\t<li>'chartevents_2'</li>\n",
       "\t<li>'chartevents_3'</li>\n",
       "\t<li>'chartevents_4'</li>\n",
       "\t<li>'chartevents_5'</li>\n",
       "\t<li>'chartevents_6'</li>\n",
       "\t<li>'chartevents_7'</li>\n",
       "\t<li>'chartevents_8'</li>\n",
       "\t<li>'chartevents_9'</li>\n",
       "\t<li>'chartevents_10'</li>\n",
       "\t<li>'chartevents_11'</li>\n",
       "\t<li>'chartevents_12'</li>\n",
       "\t<li>'chartevents_13'</li>\n",
       "\t<li>'chartevents_14'</li>\n",
       "\t<li>'cptevents'</li>\n",
       "\t<li>'datetimeevents'</li>\n",
       "\t<li>'diagnoses_icd'</li>\n",
       "\t<li>'drgcodes'</li>\n",
       "\t<li>'d_cpt'</li>\n",
       "\t<li>'d_icd_diagnoses'</li>\n",
       "\t<li>'d_icd_procedures'</li>\n",
       "\t<li>'d_items'</li>\n",
       "\t<li>'d_labitems'</li>\n",
       "\t<li>'icustays'</li>\n",
       "\t<li>'inputevents_cv'</li>\n",
       "\t<li>'inputevents_mv'</li>\n",
       "\t<li>'labevents'</li>\n",
       "\t<li>'microbiologyevents'</li>\n",
       "\t<li>'noteevents'</li>\n",
       "\t<li>'outputevents'</li>\n",
       "\t<li>'prescriptions'</li>\n",
       "\t<li>'procedureevents_mv'</li>\n",
       "\t<li>'procedures_icd'</li>\n",
       "\t<li>'services'</li>\n",
       "\t<li>'transfers'</li>\n",
       "\t<li>'noteevents_deid'</li>\n",
       "\t<li>'patients'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'admissions'\n",
       "\\item 'callout'\n",
       "\\item 'caregivers'\n",
       "\\item 'chartevents'\n",
       "\\item 'chartevents_1'\n",
       "\\item 'chartevents_2'\n",
       "\\item 'chartevents_3'\n",
       "\\item 'chartevents_4'\n",
       "\\item 'chartevents_5'\n",
       "\\item 'chartevents_6'\n",
       "\\item 'chartevents_7'\n",
       "\\item 'chartevents_8'\n",
       "\\item 'chartevents_9'\n",
       "\\item 'chartevents_10'\n",
       "\\item 'chartevents_11'\n",
       "\\item 'chartevents_12'\n",
       "\\item 'chartevents_13'\n",
       "\\item 'chartevents_14'\n",
       "\\item 'cptevents'\n",
       "\\item 'datetimeevents'\n",
       "\\item 'diagnoses_icd'\n",
       "\\item 'drgcodes'\n",
       "\\item 'd_cpt'\n",
       "\\item 'd_icd_diagnoses'\n",
       "\\item 'd_icd_procedures'\n",
       "\\item 'd_items'\n",
       "\\item 'd_labitems'\n",
       "\\item 'icustays'\n",
       "\\item 'inputevents_cv'\n",
       "\\item 'inputevents_mv'\n",
       "\\item 'labevents'\n",
       "\\item 'microbiologyevents'\n",
       "\\item 'noteevents'\n",
       "\\item 'outputevents'\n",
       "\\item 'prescriptions'\n",
       "\\item 'procedureevents_mv'\n",
       "\\item 'procedures_icd'\n",
       "\\item 'services'\n",
       "\\item 'transfers'\n",
       "\\item 'noteevents_deid'\n",
       "\\item 'patients'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'admissions'\n",
       "2. 'callout'\n",
       "3. 'caregivers'\n",
       "4. 'chartevents'\n",
       "5. 'chartevents_1'\n",
       "6. 'chartevents_2'\n",
       "7. 'chartevents_3'\n",
       "8. 'chartevents_4'\n",
       "9. 'chartevents_5'\n",
       "10. 'chartevents_6'\n",
       "11. 'chartevents_7'\n",
       "12. 'chartevents_8'\n",
       "13. 'chartevents_9'\n",
       "14. 'chartevents_10'\n",
       "15. 'chartevents_11'\n",
       "16. 'chartevents_12'\n",
       "17. 'chartevents_13'\n",
       "18. 'chartevents_14'\n",
       "19. 'cptevents'\n",
       "20. 'datetimeevents'\n",
       "21. 'diagnoses_icd'\n",
       "22. 'drgcodes'\n",
       "23. 'd_cpt'\n",
       "24. 'd_icd_diagnoses'\n",
       "25. 'd_icd_procedures'\n",
       "26. 'd_items'\n",
       "27. 'd_labitems'\n",
       "28. 'icustays'\n",
       "29. 'inputevents_cv'\n",
       "30. 'inputevents_mv'\n",
       "31. 'labevents'\n",
       "32. 'microbiologyevents'\n",
       "33. 'noteevents'\n",
       "34. 'outputevents'\n",
       "35. 'prescriptions'\n",
       "36. 'procedureevents_mv'\n",
       "37. 'procedures_icd'\n",
       "38. 'services'\n",
       "39. 'transfers'\n",
       "40. 'noteevents_deid'\n",
       "41. 'patients'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"admissions\"         \"callout\"            \"caregivers\"        \n",
       " [4] \"chartevents\"        \"chartevents_1\"      \"chartevents_2\"     \n",
       " [7] \"chartevents_3\"      \"chartevents_4\"      \"chartevents_5\"     \n",
       "[10] \"chartevents_6\"      \"chartevents_7\"      \"chartevents_8\"     \n",
       "[13] \"chartevents_9\"      \"chartevents_10\"     \"chartevents_11\"    \n",
       "[16] \"chartevents_12\"     \"chartevents_13\"     \"chartevents_14\"    \n",
       "[19] \"cptevents\"          \"datetimeevents\"     \"diagnoses_icd\"     \n",
       "[22] \"drgcodes\"           \"d_cpt\"              \"d_icd_diagnoses\"   \n",
       "[25] \"d_icd_procedures\"   \"d_items\"            \"d_labitems\"        \n",
       "[28] \"icustays\"           \"inputevents_cv\"     \"inputevents_mv\"    \n",
       "[31] \"labevents\"          \"microbiologyevents\" \"noteevents\"        \n",
       "[34] \"outputevents\"       \"prescriptions\"      \"procedureevents_mv\"\n",
       "[37] \"procedures_icd\"     \"services\"           \"transfers\"         \n",
       "[40] \"noteevents_deid\"    \"patients\"          "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show a list of tables\n",
    "dbListTables(con)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# assign ICU length of stay to variable\n",
    "iculos = dbGetQuery(con, \"select los from icustays where los >= 0 and los <=20\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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       "plot without title"
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   ],
   "source": [
    "# plot histogram of length of stay in the ICU\n",
    "qplot(iculos$los, geom=\"histogram\", binwidth = 1, main = \"Length of stay in the ICU\", \n",
    "      xlab = \"Length of stay, days\", fill=I(\"#9ebcda\"), col=I(\"#FFFFFF\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# close the connection\n",
    "dbDisconnect(con)\n",
    "dbUnloadDriver(drv)"
   ]
  }
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