week-5-pt2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "import psycopg2\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sqlalchemy import create_engine\n",
    "from datetime import datetime\n",
    "\n",
    "import json\n",
    "import statistics\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter, MaxNLocator\n",
    "%matplotlib inline  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('config.json') as file:\n",
    "    config = json.load(file)\n",
    "    host = config['host']\n",
    "    database = config['database']\n",
    "    user = config['user']\n",
    "    password = config['password']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine = create_engine(f'postgresql://{user}:{password}@{host}:5432/{database}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "SELECT enc.\"PtID\", enc.\"HospID\", enc.\"Rel_Discharge_Day\", demo.\"Sex\", demo.\"Race1\", enc.\"Payer_Type\"\n",
    "FROM ms_encounters AS enc\n",
    "INNER JOIN ms_demographicss as demo\n",
    "ON enc.\"AdmtID\"=demo.\"AdmtID\"\n",
    "where enc.\"EncType\" = 'I'\n",
    "\"\"\"\n",
    "\n",
    "demographics = pd.read_sql_query(query, engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "hosp_id_map = {}\n",
    "\n",
    "for i, hosp_id in enumerate(demographics['HospID'].unique()):\n",
    "    hosp_id_map[hosp_id] = i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "demographics['hosp_id_enum'] = demographics.apply(lambda row: hosp_id_map[row['HospID']], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "def chunk_features(df):\n",
    "    chunk_one = df[df['Rel_Discharge_Day'] < 3]\n",
    "    chunk_two = df[(df['Rel_Discharge_Day'] >= 3) & (df['Rel_Discharge_Day'] < 10)]\n",
    "    chunk_three = df[df['Rel_Discharge_Day'] >= 10]\n",
    "    \n",
    "    return (chunk_one, chunk_two, chunk_three)\n",
    "\n",
    "def plot_overlapping_histogram(df1, df2, df3, col, hist_params):\n",
    "    ax = df1[col].hist(**hist_params, label=\"0-3\",  weights=[1/len(df1[col])]*len(df1[col]))\n",
    "    df2[col].hist(**hist_params, label=\"3-10\", ax=ax, weights=[1/len(df2[col])]*len(df2[col]))\n",
    "    df3[col].hist(**hist_params, label=\"10+\", ax=ax, weights=[1/len(df3[col])]*len(df3[col]))\n",
    "    ax.legend()\n",
    "    return ax\n",
    "    \n",
    "def chunk_and_plot(df, column, hist_params):\n",
    "    chunk_one, chunk_two, chunk_three = chunk_features(df)\n",
    "    ax = plot_overlapping_histogram(chunk_one, chunk_two, chunk_three, column, hist_params)\n",
    "    return ax\n",
    "\n",
    "def enumerate_categorical_variables(df, col, new_col_name):\n",
    "    variable_map = {}\n",
    "    \n",
    "    for i, value in enumerate(df[col].unique()):\n",
    "        variable_map[value] = i\n",
    "        \n",
    "    df[new_col_name] = df.apply(lambda row: variable_map[row[col]], axis=1)\n",
    "    return variable_map\n",
    "    \n",
    "def chunk_and_plot_categorical(df, col, hist_params):\n",
    "    enum_col = f\"{col}_enum\"\n",
    "    variable_map = enumerate_categorical_variables(df, col, enum_col)\n",
    "    ax = chunk_and_plot(df, enum_col, hist_params)\n",
    "    ax.set_title(col)\n",
    "    \n",
    "    def format_fn(tick_val, tick_pos):\n",
    "        variable_list = list(variable_map.keys())\n",
    "        if int(tick_val) in range(len(variable_list)):\n",
    "            return variable_list[int(tick_val)]\n",
    "        else:\n",
    "            return ''\n",
    "    \n",
    "    ax.xaxis.set_major_formatter(FuncFormatter(format_fn))\n",
    "    ax.xaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "    for label in ax.get_xticklabels():\n",
    "        label.set_rotation(45)\n",
    "        label.set_ha('right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7vXH7zh7n6YsPTz+m4s9pVm1Z9uinAasj4rmI2AksA+aWzhARr0TESmBXFTKamVk/ZCn0RwFrS4Zb03FZBfAjSY9Imt+bcGZm1n9Zeq9UF+OiF+s4JyLWSRoLrJD0dETct89KkjeB+QDjxo2jpaWlF6t4U7uGsrGhqU/L9sf4wWN6vczQQSMYP+ycfq+7oW1wv58jC8VBNLRN2Tvc179RJTRu39nt9EHtbTRufLri621pea7izwmwbdu2mrZndxp2dC4T2iEa1lS/49uWdS0VeZ56btty1cqa5a/VChxdMtwErMu6gohYl/5+RdJykkNB+xT6iFgKLAWYOnVqNDc3Z11FJ7cv/wFj2lv7tGx/PNH+TK+XGT/sHF7YcX+/1z1hxPB+P0cWDW1TaG98ZO9wc/PFA7LervR4jH7j07SNOani622u0jH6lpYW+rrNV9s+3RSvaaB9QnvV19t8QnNFnqee27ZctbJmOXSzEpgoaYKkocCFwG1ZnlzScEkjOx4D5wKP9zWsmZn1Xo979BHRLmkhcBcwGLghIp6QtCCdvkTSEcDDwMHAHkmfBCYBY4DlkjrW9b2IuLM6L8XMzLqS6UBbRNwB3FE2bknJ45dIDumUex04rT8BrWdrNm0fkPWMH7abFwZoXWZWOb4z1sys4FzozcwKzoXezKzgXOjNzArOhd7MrOBc6M3MCs6F3sys4FzozcwKzoXezKzgqt8FnZnl2/MPdB7eMQWef6TreSvphHnVX8cBwnv0ZmYF50JvZlZwLvRmZgXnQm9mVnAu9GZmBedCb2ZWcC70ZmYF50JvZlZwLvRmZgXnQm9mVnAu9GZmBedCb2ZWcC70ZmYF50JvZlZwLvRmZgXn/ujNrC7d9OxNFXmehh0NvX6ueQXrC9979GZmBec9ejOrT+XfbNVXfflGLO/Rm5lZnniP3nLpbb/u/pjrxoYmjuphnj6Z/pnKP6dZlWXao5c0S9IzklZLWtTF9JMk/UzSDkmf7c2yZmZWXT3u0UsaDHwDmAm0Aisl3RYRT5bM9irwx8AFfVjWzOrYmk3bOw2PH7abF8rGVcOE0cOrvo4DRZY9+mnA6oh4LiJ2AsuAuaUzRMQrEbES2NXbZc3MrLqyHKM/ClhbMtwKTM/4/JmXlTQfmA8wbtw4WlpaMq6is3YNZWNDU5+W7Y/xg8f0epmhg0Ywftg5VUhTHeV5+/o3qoTtPfyNq7UdVOs1b9u2rabt2Z3ybXSgttuGtsEVeR7FQTS0TenVMrX6W1RrO8hS6NXFuMj4/JmXjYilwFKAqVOnRnNzc8ZVdHb78h8wpr21T8v2xxPtz/R6mfHDzuGFHfdXIU11lOf9UPNlNcvy4E1f7nb6xoamqmwH05s/VPHnhKSw9HWbr7a/+f78TsMDtd1OGFGZQzcNbVNob+zd5ZXNzRdXZN29Va3tIMuhm1bg6JLhJmBdxufvz7JmZlYBWQr9SmCipAmShgIXArdlfP7+LGtmZhXQ46GbiGiXtBC4CxgM3BART0hakE5fIukI4GHgYGCPpE8CkyLi9a6WrdaLMTOzfWW6YSoi7gDuKBu3pOTxSySHZTIta2ZmA8ddIJiZFZwLvZlZwbnQm5kVnAu9mVnBudCbmRWcC72ZWcG50JuZFZy/eMTM6lJ598h9NVDdKtcz79GbmRVc4fbot0Vbn3qSNDMrKu/Rm5kVnAu9mVnBudCbmRWcC72ZWcG50JuZFZwLvZlZwbnQm5kVnAu9mVnBudCbmRWcC72ZWcG50JuZFZwLvZlZwbnQm5kVnAu9mVnBudCbmRWcC72ZWcG50JuZFZwLvZlZwRXuqwTtwPCTHr4ucvzgMVX5SsnpFX9Gs+rLtEcvaZakZyStlrSoi+mS9LV0+qOS3l4y7XlJj0laJenhSoY3M7Oe9bhHL2kw8A1gJtAKrJR0W0Q8WTLbbGBi+jMd+Badd35mRMTGiqU2M7PMsuzRTwNWR8RzEbETWAbMLZtnLvCPkfg5MErSkRXOamZmfZCl0B8FrC0Zbk3HZZ0ngB9JekTS/L4GNTOzvslyMlZdjItezHNORKyTNBZYIenpiLhvn5UkbwLzAcaNG0dLS0uGaPsaOmgE44ed06dlB1qessK+efv6N6qEntqtWm1brde8bdu2mrZnd8rbMe/bbRa1+ltUazvIUuhbgaNLhpuAdVnniYiO369IWk5yKGifQh8RS4GlAFOnTo3m5uZsr6DMD26+kRd23N+nZQfa+GHn5CYr7Jv3Q82X1SzL33y/+w+H1Wrbar3mlpYW+rrNV1t5W+d9u82iVtt2tbaDLIV+JTBR0gTgReBC4MNl89wGLJS0jOQk7GsRsV7ScGBQRGxNH58LXFe5+GZmlffgTV+uzYoPn1KVp+2x0EdEu6SFwF3AYOCGiHhC0oJ0+hLgDmAOsBp4A/houvg4YLmkjnV9LyLurPirMDOz/cp0w1RE3EFSzEvHLSl5HMAnuljuOeC0fmY0M7N+cBcIZmYF50JvZlZw7uvGzKxMT30pVcs0qnMy1nv0ZmYF50JvZlZwLvRmZgXnQm9mVnAu9GZmBedCb2ZWcC70ZmYF50JvZlZwLvRmZgXnO2PNeqFa3ddub2jq9rmnz/tMVdZrBwbv0ZuZFZwLvZlZwbnQm5kVnAu9mVnBudCbmRWcC72ZWcG50JuZFZyvozfrhWp989D4wWN4opvnnl6VtdqBwnv0ZmYF50JvZlZwLvRmZgXnQm9mVnAu9GZmBedCb2ZWcC70ZmYF50JvZlZwLvRmZgWXqdBLmiXpGUmrJS3qYrokfS2d/qikt2dd1szMqqvHQi9pMPANYDYwCbhI0qSy2WYDE9Of+cC3erGsmZlVUZY9+mnA6oh4LiJ2AsuAuWXzzAX+MRI/B0ZJOjLjsmZmVkWKiO5nkD4AzIqIK9PhS4DpEbGwZJ7/ABZHxE/T4buBzwHH9rRsyXPMJ/k0AHAi0Nfeo8YAG/u47EDLU1bIV948ZYV85c1TVshX3v5kHR8Rh3c1IUvvlepiXPm7w/7mybJsMjJiKbA0Q55uSXo4Iqb293kGQp6yQr7y5ikr5CtvnrJCvvJWK2uWQt8KHF0y3ASsyzjP0AzLmplZFWU5Rr8SmChpgqShwIXAbWXz3AZcml598w7gtYhYn3FZMzOroh736COiXdJC4C5gMHBDRDwhaUE6fQlwBzAHWA28AXy0u2Wr8kre1O/DPwMoT1khX3nzlBXylTdPWSFfeauStceTsWZmlm++M9bMrOBc6M3MCs6F3sys4HJb6CXlJnseskoaJEnp48G1zpNVHtq2VJ7yOmv1DHTe3JyMlXQecBqwDfjniHhdkqIOX0CesgJI+l3gd4FRwMKIeLXGkfYrh22bm7zOWj21zpuLd0FJ7yLpHK0dmAyslHRcRETHXmi9yFNWAEnvBf4CuB3Ynj7umFZXeXPYtrnJ66zVUw95c1HogTOBmyPiKxGxgKRztO9LGp82Vj29jjxlhWRP/oaIuB34ByAkXSXpyDr8x8lb2+Ypr7NWT83z1luD7M+jwDBJhwBExDUkN2HdKWlkROypabrOHgXekpOsAOuBt0n6CGmhB94O3CHpqDr7KJy3ts1TXmetnprXr7ot9JJmSJqcDj4LnAzM65geEV8C/hM4vwbxOpF0tKRD08FVwEkk3T0A9ZUV9sn7A+A14HeAn0fEwoi4Crgf+GKtMnbIYdtOkDRG0kEk/+C/BXywY3o95c1T2+YpK9Rf/crSqdmAk3QuyZeXXAIQES9Iuhr4P+kVIf8WERuB14FD9/9M1SfpApIumbdKepCkL58FwPL0qEfdZIUu866IiGsknQpcUDLrkySd0NVMDtv2d4GrSTr5ezIiviTpi8B30kNgN9dL3jy1bZ6yQn3Wr7q76kbSu4FvAx+PiHskjQDaI6JN0inA3wBrSd6k3gn8fkQ8WaOsY4B7gT8kOZE5BfgA8L9I/tn/vl6ywn7zvh/4F+CHwE+AW0nyzgYui4jH6yhrPbftucD1JN+psBO4juQKprXpnt3iesmbp7bNU1ao3/pVj3v0U4HNwM8kTQD+Chgq6TngH4EPk3wt4WkkX3byq5olhV0kX5CyKv1D/hrYAnwGuJbkHf1E6iMrwB72zbsZuAJ4iiTvBcAI4OKIeKpmSZMrFPLUticBfxYRKyUdng4vlrQKuBO4iOTjez3kzVPb7iY/WSH5Vr26q191t0cPIOla4GySb1tZSlKETgeOB/40In5Tu3SdSboROCgi5qXDh5IcixsXEX9e03ApSSdExLPp4/3lPSIirqthzH1I+hdgWER8IB2uu7YtJ6mR5LzHA8A9wFkk/9ifiYjttcxWqt7bVtJBEfFG+vifgMY6/x8b3vH3lXQd8A7qqH7VxclYSRMljesYjohrgRaS76FdEhE/Ae4GxpN0d1wz5VmBhcA2SX8HEBGbSfrhPzv92FZTkmYD90h6ezrqE8Abkr4KnfKeVeu8kt4r6TOSPp+O+hj13bYdeT/XMS4i2oCrIuL6iFhJst0eSY3/1yQ1S/pDSZ9MR11Bsh3UXdum2+y3JZ2VjrqKOs0Ke/MukXQ27D3Reh91VL9qXuglzSVphC9JOqZjfET8FclNBh1OBIYDQwY24Zv2k3UbyfHCUZKWSxpFsgf3FmqYFUDSJODLJMfafyFpUERsA/6a5PK02+olr6Q5wN8BLwF/IunatGj+FXCYpFvqJSvsk/dTkq4pmfxKevIVku12JLVv22+mGf5E0rciYgfwl9ThdkvSZpOA90j67XTPviPrrXWWFd7M+zuSmgEi4i+Ar+vNa+RrWr9qdugm/Uc4hORE4FPAK8A44KsR8WvpzduD072QS6jRycFusn4tPaMuko3u6yRfn3gScGVErBrorKUknQQsiIhPpm9MHwV+A/wceJzkn+dgko2wZnnTbDcBX4iIH0uaRXKs8z8j4l4llyrWTdvuJ++ZJJenrkjnEfBJ4GJqe1J7PMkNOl+MiLuVXMt9O3A58N9AI8kOVU3btuONMb2B6P0ke/H3kxTH75D8zwF8BRhWy6zQbd6DSI7Fvwi8ERG7al2/oLaFvjE9uXIcsIHkeuO5JAXzaxHxfMm8VwO3RMRjdZj17yNiTcm8w4CGejgem+b9fySXpv0p8GPgOKCNpD3vlfQWYFCt8koaFhE7JE2MiF9JOgJ4Avi3NOuzEfHxdN5GYHAt21ZSQyTfnPa2iPjvsrwTSK6Z/h8kJxG/APxrDYv8MJILBmZHxO1Kvs4zSL4R7pqIeKBk3pq2bcf/WPp4JPBHJNvu+0mObx8GfCCSPmJqus1myHtamvfSiHg5/bR3c63qFwARMeA/wHkkJ6rGlY2fTvJR/Sskh5XOBA6uRcY+ZJ0OjK5l1jSXyn7/McnlXn+fDjeQ7MkvroOs55EcCju8ZNypJJecQbLn9iDwyVpnTfPMAD5Psvfb0b5d5f2jOsja0baHAW8pm/ZtYHr6+GySolnrrPcAY9PhUSTHuBtIrlbaQvJGenqt27WXeSfXOmvHz4Afo1fSi9tXSfYsfisd1wAQEQ+SXMe9HvgpyR7oqIHO2KGXWe8i+dhWM0pu2PmUpBGRboHAz0gup3uPpLMjoh14nuR455CSY8kDnbWjbSG57LDD4xGxPD2fsAO4Gdg64AHLpCfcbgB+ERE7S9r3qTTv4JK8b9QsKJ3aVsCpEfEbpdJZDgEOknQRyWGGsTWKWv4/NgkgIrYAN5J8Cv1zkk9GjwHnp3vzNdPLvBekhx1rrwbvhL8Afpvk4+2/l0wbVPL474A1wCk1ftfORdY0x5kkN5SsJrlpZ2TJtFNJNsKfknwCWQNMqse2LZvvEuCXwIk1btuhJDfmzEmHR5EUxzH1lreH7XZw+vt/AytIbpA7uU6zXpFuy+9Lh08k3YN23j5kH8BGGkTyTvjudHhIuqFdUTJPA8nexn8BZ9TwD5qbrCV5ZgDvJemQ7F6SyygPLpkukj2Q84Bj67xtDwJ+j+QSupq+gZZk+jJwKUm3ECtJ9uDWAuek0y+odd4sbZuO/wzwAnBSHWb9WMk8Telv1cHfP1d5y38G5GSspInpw5cjOZkyKCL2SPo48NaI+GLZWey9JzoGWp6ypnlPIblyZi3JWf5NkouUu3YAAALpSURBVKaR3HJ/M8m1vK+nh3O21SpnmrXHti2Z9zhge0S8XJOwSYa3AaNJOie7CDiG5ET26xHxLUnzSe7OnExydUhbrfJm3W7TbXYK8EpErK3XrOl8HXlr+oUiecvbpQF4J3wfyT9KC8kdg6eUTJsMrANmlS1Tk3fEPGVN1z07zXsr8O+kexTptLNJThhdSHJT1z+RfArJTdvW8qcs73eBc4EfkXx0n1My3z9Q+0NLuWnbPGXNY979vo4qN9LZwNOkhzZIbtq4IX3c8WniY2kRqukVK3nKmmZpJrmUb1o6vBx4b/p4SPp7PMnJ4rXU8AqAHLZted5vk3RGNYrkSpbFJB1SXZLO99Y6ylq3bZunrHnM293PQFx1szgifpk+vobkLsdhJMeMAX5FclXIzgHI0pM8ZX2Z5Fb7h9JruacDCyV9G7gkPbzURHLJ36yIeLSGWSFfbQud836R5OT1FpLj9K8Bs0gO5/xBRKyrUcYOeWrbPGWF/OXtWpXfEQeTnhBMHzeRXJVweDpudPr70Fq/4+UpaxfZv0By5yMkd7/+ADiKZI/k+DrIl6u27SbvEem4t6a/h9dx1rpr2zxlzWPe7n6qukcfEbsj4vV0UCQ3ErwaERuUfHXdX0t6SySdFNVUnrKWi4i/jKRvDSLi/5L0rTI6Ih6IiNW1TZe/tu0m70uSLgauSfPW/O7nPLVtnrJC/vJ2Z8D6o4/kRp1tktZK+muSk1uXRx11OdwhT1nLz/BL+gOSfnhe2f9StZOntoV85XXW6slb3nID1tdNesx4CEmnYEOA90TtvySgS3nK2iE9bngx8GngQ1Gj/lV6kre2zVNeZ62evOUtN+Cdmkm6HFgZEU8M6Ir7IGdZhwAzgf+OiGdqnacneWpbyFdeZ62evOXtUItCX383E+xHnrLmTd7aNk95nbV68pa3Q11+laCZmVVOzb9hyszMqsuF3sys4FzozcwKzoXezKzgXOjNzArOhd7MrOD+PxGeA21fEtDNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot_categorical(demographics, 'HospID', {\n",
    "    \"alpha\": 0.4\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "enumerate_categorical_variables(demographics, 'Payer_Type', 'Payer_Type_enum')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot_categorical(demographics, 'Payer_Type', {\n",
    "    \"range\": (0, 8),\n",
    "    \"alpha\": 0.4,\n",
    "    \"log\": True\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "enumerate_categorical_variables(demographics, 'Race1', 'race_enum')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot_categorical(demographics, 'Race1', {\n",
    "    \"alpha\": 0.2,\n",
    "    \"log\": True\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "select  me.\"Rel_Discharge_Day\", md.\"OrigDX\"\n",
    "from ms_encounters me \n",
    "join ms_diagnosis md\n",
    "on me.\"AdmtID\" = md.\"AdmtID\" \n",
    "where me.\"EncType\" = 'I'\n",
    "\"\"\"\n",
    "\n",
    "dx = pd.read_sql_query(query, engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mark_diagnosis(row, diagnosis):\n",
    "    if row['OrigDX'] == diagnosis:\n",
    "        return 'Has'\n",
    "    else:\n",
    "        return \"Hasn't\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I10\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E78.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E11.9\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I25.10\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "J44.9\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I12.9\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Y83.8\n"
     ]
    },
    {
     "data": {
      "image/png": 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En0fE7RHxH8frvpKkmjEFfkR8PiK2RsQjQ46fGRGPRcQTEbF2tD4y8+uZeSlwMXBBwxVLkhoydYztvgBcB3xx4EBETAGuB7qBXuCBiLgDmAJcPeT61Zm5tf7179WvkySNozEFfmZ+NyLmDjl8MvBEZj4JEBG3ACsy82rg7KF9REQA64BvZeY/jnSviFgDrAGYPXs2PT09YynxTQ48YDpvO+hXGrq2GY3WK0kDdu3a1ZIsGesT/nCOAp4Z9H0vsHSU9h8Gfg3ojIj5mXnDcI0ycz2wHmDx4sW5bNmyhor78tc28PTP/q6ha5txwbJV435PSZNLT08PjWbfaJoJ/BjmWI7UODOvBa5t4n6SpCY0M0unFzh60PddwHPNlSNJapVmAv8BYEFEzIuIA4ELgTuKKCoizomI9Tt27CiiO0kSY5+WeTPwfeC4iOiNiEsycw9wOXAPsBn4SmY+WkRRmXlnZq7p7OwsojtJEmOfpbNyhON3AXcVWpEkqSVKubWCQzqSVLxSBr5DOpJUvFIGviSpeAa+JFWEgS9JFVHKwPelrSQVr5SB70tbSSpeKQNfklQ8A1+SKsLAl6SKKGXg+9JWkopXysD3pa0kFa+UgS9JKp6BL0kVYeBLUkUY+JJUEaUMfGfpSFLxShn4ztKRpOKVMvAlScUz8CWpIgx8SaoIA1+SKsLAl6SKKGXgOy1TkopXysB3WqYkFW9quwuQpLK69Ue3tuW+M5nZkn5L+YQvSSqeT/iSNJIf/3177nvgipZ06xO+JFWEgS9JFWHgS1JFGPiSVBEGviRVRCkD35W2klS8Uga+K20lqXilDHxJUvEMfEmqCANfkirCrRUkaQRPbX+5LfedOac1/fqEL0kVYeBLUkUY+JJUEQa+JFWEgS9JFWHgS1JFGPiSVBGlDHw3T5Ok4pUy8N08TZKKF5nZ7hpGFBHbgKcbvPwI4KcFliNJ46WZ/HpbZs4c7kSpA78ZEfFgZi5udx2StL9alV+lHNKRJBXPwJekipjMgb++3QVIUoNakl+TdgxfkrS3yfyEL0kaxMCXpIow8CWpIgx8SaqICRf4ETE7IpbXvz4vIpa0uyZJGquIiLbde6LN0omIg4D/S+2H1avAeZnpFgqSSi8iIuuhGxFX1A9/NscpiCfME35ELI6I/5KZPwOuAd4O/Hgg7CNiSjt/ckrSvgwK+/8G/DrwrfEKe5hAgQ+8DqyOiFXAD4CTgdMi4jqAzOwHjmxjfZK0TxFxMHAKsBp4OSIuiojrx2N4uvRDOgNP7ZmZ9X+QS4CPZuauiJgB3A98tf7f9wMfyMxX2lawJA0yeBin/n0HtZW0bwEOBh4E3gE8lpm/29Jayhz4Q8a7pmbmnog4IDNfj4gDM/O1iPgF4CZgD/DxzHy4rUVLUt2QDFsBvAA8D2wFTgV+mJlPR8SvA6uAlZn5csvqKWvgD/mHugQ4Hfhr4IHM3FI/Pi0zd0fEVKAjM3e1r2JJ2ttAjtXH7C+gNhpxLvDHmXlbvc1vAb8NXJCZj7ayntKO4Q8K+98A/jPwCLXhnPMj4th6m931J/49hr2ksoiI+RHRWQ/704DlwGnAwAeTfDgi3l//eg612YYtDXso8RM+QET8MvA54IOZ+Y8R8W7gfOCHwF2Z+XhbC5SkIerDzL8P7Ab+EJgGHAL8KnApcAZwFbUn/g9n5jfGq7ZSPeEPM63yVeAVYC1AZt4H3AwsBbrrQzmS1HaD8usl4G+A14CPAH2Z+Qy1WYTXZmYftXH8L1EbuRg3pQnMYRYk7AGuB9YAV0TENZl5RWb2REQ/8ERm7mljyZI02BRquRWZ+a2IeCvwUSAj4n8DLwMfj4h3UpuDf2b9B8G4Kd2QTv3lxnnApZm5OSIOoDZl6b8C0zLz0rYWKElDRMQR1KZXnpyZWyPiF4FbgX8CdgC7MvPT9dk4xwB/Mx5j9kOVbUhn8IKEXRFxMbVVtW8BvgDsjojZbStQkoZRX/H/YeDbEXEi8JfATZn5IeAe4IiIuBq4OzOvaUfYQ5uHdIYuSKC2mnY38GneWJBwDPCezPxkRGzKzNfaUKokjSoz74yI3cA/U1sTdH391PeAg6hNLT+Y2tBOW7RtSGc/FyRcTG2OqitoJZVaRHQDfwIszcwdg44f3O4Ma3vgl2VBgiQVJSLOAj4LnJqZL7S7ngHjPoZf1gUJklSUzPwW8DvAvRFxQFl28h3XJ/wyL0iQpKJFxPQy7QIwLk/4E2FBgiQVrUxhD+M3S6f0CxIkabJr+ZDORFmQIEmT3biM4UfEOcDVwIXAHwNfy8zrI2IZsALoA/5nK/eBlqSqG5chnYmwIEGSJrvxnqVT2gUJkjTZjfvCq7IuSJCkyW7c99Kpz9I5kNqChMW1QyXbslOSJqF2bq1QqgUJkjTZlW4/fElSa5RqP3xJUusY+JJUEQa+JFWEgS9JFWHgS1JFGPiSVBH/DlMdXoj4BZYQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A41.9\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEcCAYAAADEEw+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAVgElEQVR4nO3dfZCdZZnn8e9FXmghTCOBxCyNJFQybgFiUttJwKEwFtMLREKcdXiJu9BMGLLsDNQW7ihR15WtXYv4xxTKhlk2UzhmpuRFGBQy8jIRt3V2xl3AMatgJiMFsjQGE4NkEqQlaa7945xIp+mkO+c8p8/T/Xw/VSn6PK9Xp/R3nlznvu8TmYkkafI7qt0FSJLGh4EvSRVh4EtSRRj4klQRBr4kVYSBL0kVYeBLUkUY+JrQIuInEfHb7a5DmggMfOkIRMSyiMiI+MRhjumtH/P7Q7adGRGPRcTPI2LU2Y4RsSIino6IvRHxdxFxelG/g6rLwJeOTC/wSv2/bxMR7wQ+CTwzbNc+4KvANaPdICIWAF8BrgOOBzYBD0XE1MbLlgx8TQ4LI+IHEbE7Iu6NiI6IeGdE/FVE7IyIX9R/7jpwQkRcHRHPRcSeiHg+Iv71aDeJiGOA3wX+EFgQEd0jHHYLcBvw86EbM3NbZt7J298IRnIB8DeZ+b8ycz/weeBk4ANjOFc6JANfk8FlwIXAPOAs4Gpq/9v+M+BU4N3A68B6gIg4llooX5SZxwHvB7aM4T4fAfYC9wGPAVcN3RkRS4Bu4I4mf5+o/xn++swmr6uKM/A1GdyWmT/NzFeotT8WZuauzPzLzPxlZu4BPsfBT8hvAmdGxDsyc3tmjuXJuxe4NzMHgbuAVRExDSAipgB/AtyQmW82+ftsBj5Q/7xgOvApYDpwTJPXVcUZ+JoMXh7y8y+BGRFxTET8j4h4ISL+CfgOcHxETMnM14DLqfXIt0fENyLinx/uBhFxCvBBar11gAeBDuBD9dd/APwgM7/b7C+Tmf9A7c1lPbAdOBH4EdDf7LVVbQa+Jqv/ALwHWJqZvwGcV98eAJn5WGb2AHOAfwD+dJTrXUnt/y+bIuJl4DlqgX+grXM+8DsR8XJ9//uBP46I9Y0Un5n3Z+aZmTkT+Cy11tSTjVxLOsBP/TVZHUetb/9qRJxALTQBiIjZwFLg8foxe4HBUa53FfCfObg/vwS4LyJmUvvcoGPIvgeA+4E76/cM4GhqrRkiogPIzPzVSDeLiH9B7XOFE6g96W+qP/lLDfMJX5PVF4B3UBst87+BR4fsO4ravwB+Sm2I5QeotWRGFBFnA3OB2zPz5SF/HgKeBVZl5qtD9wFvAP+UmbvrlzmV2pvLgc8KXge2DbnHIxHxqSG3/SLwav2YV4FrG/g7kA4SfuOVJFWDT/iSVBEGvlQXEXfUlzIY/qfZcfVSKdjSkaSK8Alfkiqi1MMyTzzxxJw7d25D57722msce+yxxRYkSeOgmfz63ve+9/PMPGmkfaUO/Llz5/LUU081dG5fXx/Lli0rtiBJGgfN5FdEvHCofbZ0JKkiDHxJqggDX5IqotQ9fElqxL59++jv72dgYKDdpTSks7OTrVu3HvaYjo4Ourq6mDZt2pivO26BX//SiT+htsZIX2Z+ZZRTJKkh/f39HHfcccydO5faunUTy549ezjuuOMOuT8z2bVrF/39/cybN2/M122qpRMRX4qIHRHx9LDtF0bEtoh4NiLW1jf/K+D+zLwWuKSZ+0rS4QwMDDBz5swJGfZjERHMnDnziP8F02wP/8vUvlpuaCFTgNuBi4DTqX0r0OlAF/Bi/bDRlqKVpKZM1rA/oJHfr6mWTmZ+JyLmDtu8BHg2M5+rF3UPsJLat/V0UVvj+5BvNBGxBlgDMHv2bPr6+hqqbe/evQ2fK2li6+zsZM+ePW2tYfPmzdx0000MDg7S29vLxz72sYP2DwwMcOGFF/LGG2+wf/9+Vq5cyac//WkABgcHx1T/wMDAEeVcK3r4J/PWkzzUgn4ptS+NXh8RH6L2vaMjyswNwAaA7u7ubHTywb0PbORH2x9q6NxmfGLVhnG/p6SDbd269aAe+F3/5/8Vev2PLn33YfcPDg7y8Y9/nM2bN9PV1cXixYu59NJLOf300399zIwZM/j2t7/NjBkz2LdvH+eeey4f/vCHOfvss0ft4R/Q0dHBokWLxlx3KwJ/pH9nZP17RH+vBfeTpFJ54oknmD9/PqeddhoAV1xxBQ8++OBBgR8RzJgxA6iNKtq3b1/L21CtGIffD5wy5HUXtW8WkqRKeOmllzjllLdisKuri5deeultxw0ODrJw4UJmzZpFT08PS5cubWldrQj8J4EFETEvIqYDVwBH1FuJiBURsWH37t2jHyxJJTPSsvMjPb1PmTKFLVu20N/fzxNPPMHTTz/9tmOK1OywzLuB7wLviYj+iLgmM/cD1wOPAVuBr2bmM4e7znCZuSkz13R2djZTniS1RVdXFy+++NZHmf39/cyaNYuFCxeycOFC7rjj4O/UOf7441m2bBmPPvro8EsVqtlROqsOsf1h4OFmri1JE9XixYv58Y9/zPPPP8/JJ5/MPffcw1133cVnPvOZXx+zc+dOpk2bxvHHH8/rr7/ON7/5TW666aaW1lXKpRUiYgWwYv78+e0uRZKO2NSpU1m/fj0XXHABg4ODrF69mjPOOOOgY7Zv305vby+Dg4O8+eabXHbZZVx88cWtraulV29QZm4CNnV3d1/b7lokTXyjDaNsheXLl7N8+fJD7j/rrLP4/ve/P44VuVqmJFWGgS9JFWHgS1JFlDLwHYcvScUrZeA7Dl+SilfKwJckFc/Al6SCDQwMsGTJEt73vvdxxhln8NnPfnbE41avXs2sWbM488wzD9r+yiuv0NPTw4IFC+jp6eEXv/hFIXWVchy+E68kFeqpPyv2et2HX/j36KOP5lvf+tZBSx9fdNFFnH322Qcdd/XVV3P99ddz1VVXHbT91ltv5fzzz2ft2rWsW7eOdevW8fnPf77pskv5hG8PX9JENtalj8877zxOOOGEt23/xje+QW9vLwC9vb18/etfL6SuUga+JE10zSx9vHPnTubMmQPAnDlz2LFjRyE1GfiS1ALjvfTxWBj4ktRCB5Y+/trXvnbI5ZGHO+mkk9i+fTtQW2Rt1qxZhdRi4EtSwXbu3Mmrr74K8OuljxctWsSWLVvYsmUL11133WHPX758ORs3bgRg48aNrFy5spC6Shn4zrSVNJFt376dD37wg5x11lksXryYnp6eEZc+XrVqFeeccw7btm2jq6uLO++8E4Abb7yRzZs3s2DBAjZv3szatWsLqauUwzJdHllSoUYZRlm0sS59fPfdd4+4febMmTz++ONFl1XOJ3xJUvEMfEmqCANfkirCwJekijDwJakiShn4DsuUpOKVMvBdPE3SRDfS0setWvZ4rEo5Dl+SinTfP95X6PUu/c1LRz1mpKWP161bN+qyxzfffDPvete7Rp2N24hSPuFL0kQ30tLHDz74YEuWPR4rA1+SxsnPfvazlix7PFa2dCSpzX74wx9y5ZVXAvDyyy8zbdq0X6+o+fjjjzNz5sxC7mPgS9I4mT17Ntu3b2fOnDkHLXv83ve+ly1btgD28CVpUrjkkktasuzxWBn4ktQCIy19vHbt2pYsezxWpWzpRMQKYMX8+fPbXYqkSWAswyiLdqilj0db9vjmm29mz549rSipnE/4TrySpOKVMvAlScUz8CWpIgx8SZNSZra7hJZq5Pcz8CVNOh0dHezatWvShn5msmvXLjo6Oo7ovFKO0pGkZnR1ddHf38/OnTvbXUpDBgYGRg3zjo4Ourq6jui6Br6kSWfatGnMmzev3WU0rK+vj0WLFhV+XVs6klQRBr4kVYSBL0kVYeBLUkWUMvD9EnNJKl4pA9+1dCSpeKUMfElS8Qx8SaoIA1+SKsLAl6SKMPAlqSIMfEmqCANfkirCwJekijDwJakiDHxJqggDX5IqwsCXpIow8CWpIgx8SaoIA1+SKsLAl6SKGLfAj4jTIuLOiLh/vO4pSXrLmAI/Ir4UETsi4ulh2y+MiG0R8WxErD3cNTLzucy8ppliJUmNmzrG474MrAf+/MCGiJgC3A70AP3AkxHxEDAFuGXY+aszc0fT1UqSGjamwM/M70TE3GGblwDPZuZzABFxD7AyM28BLi6ySElS88b6hD+Sk4EXh7zuB5Ye6uCImAl8DlgUEZ+svzGMdNwaYA3A7Nmz6evra6i46UfN4NSjf6uhc5vRaL2SdMDevXtbkiXNBH6MsC0PdXBm7gKuG+2imbkB2ADQ3d2dy5Yta6i4ex/YyAu/+tuGzm3G5ct6x/2ekiaXvr4+Gs2+w2lmlE4/cMqQ113AT5srR5LUKs0E/pPAgoiYFxHTgSuAh4ooKiJWRMSG3bt3F3E5SRJjH5Z5N/Bd4D0R0R8R12TmfuB64DFgK/DVzHymiKIyc1Nmruns7CzicpIkxj5KZ9Uhtj8MPFxoRZKklijl0gq2dCSpeKUMfFs6klS8Uga+JKl4Br4kVYSBL0kVUcrA90NbSSpeKQPfD20lqXilDHxJUvEMfEmqiFIGvj18SSpeKQPfHr4kFa+UgS9JKp6BL0kVYeBLUkUY+JJUEaUMfEfpSFLxShn4jtKRpOKVMvAlScUz8CWpIgx8SaoIA1+SKsLAl6SKKGXgOyxTkopXysB3WKYkFa+UgS9JKp6BL0kVYeBLUkUY+JJUEQa+JFWEgS9JFWHgS1JFlDLwnXglScUrZeA78UqSilfKwJckFc/Al6SKMPAlqSIMfEmqCANfkirCwJekijDwJakiDHxJqggDX5IqwsCXpIooZeC7lo4kFa+Uge9aOpJUvFIGviSpeAa+JFWEgS9JFWHgS1JFGPiSVBEGviRVhIEvSRVh4EtSRRj4klQRBr4kVYSBL0kVYeBLUkUY+JJUEQa+JFWEgS9JFWHgS1JFjFvgR8SHI+JPI+LBiPiX43VfSVLNmAI/Ir4UETsi4ulh2y+MiG0R8WxErD3cNTLz65l5LXA1cHnDFUuSGjJ1jMd9GVgP/PmBDRExBbgd6AH6gScj4iFgCnDLsPNXZ+aO+s//sX6eJGkcjSnwM/M7ETF32OYlwLOZ+RxARNwDrMzMW4CLh18jIgJYBzySmX/fTNGSpCM31if8kZwMvDjkdT+w9DDH3wD8NtAZEfMz846RDoqINcAagNmzZ9PX19dQcdOPmsGpR/9WQ+c2o9F6JemAvXv3tiRLmgn8GGFbHurgzLwNuG20i2bmBmADQHd3dy5btqyh4u59YCMv/OpvGzq3GZcv6x33e0qaXPr6+mg0+w6nmcDvB04Z8roL+Glz5UhSedz3j/e15b4ncVJLrtvMsMwngQURMS8ipgNXAA8VUVRErIiIDbt37y7icpIkxj4s827gu8B7IqI/Iq7JzP3A9cBjwFbgq5n5TBFFZeamzFzT2dlZxOUkSYx9lM6qQ2x/GHi40IokSS1RyqUVbOlIUvFKGfi2dCSpeKUMfElS8Qx8SaoIA1+SKqKUge+HtpJUvFIGvh/aSlLxShn4kqTiGfiSVBGlDHx7+JJUvFIGvj18SSpeKQNfklQ8A1+SKsLAl6SKMPAlqSJKGfiO0pGk4pUy8B2lI0nFK2XgS5KKN6avOJSkSvrJ37XnvtNXtuSyPuFLUkUY+JJUEQa+JFVEKQPfYZmSVLxSBr7DMiWpeKUMfElS8Qx8SaoIA1+SKsLAl6SKMPAlqSIMfEmqCANfkiqilIHvxCtJKl4pA9+JV5JUvFIGviSpeAa+JFWEgS9JFWHgS1JFGPiSVBEGviRVhIEvSRVh4EtSRRj4klQRBr4kVUQpA9+1dCSpeKUMfNfSkaTilTLwJUnFM/AlqSIMfEmqCANfkipiarsLkKSyen7Xa22570lzWnNdn/AlqSIMfEmqCANfkirCwJekijDwJakiDHxJqggDX5IqwsCXpIow8CWpIiIz213DIUXETuCFBk8/Efh5geVI0nhpJr9OzcyTRtpR6sBvRkQ8lZnd7a5Dko5Uq/LLlo4kVYSBL0kVMZkDf0O7C5CkBrUkvyZtD1+SdLDJ/IQvSRrCwJekijDwJakiDHxJqogJF/gRMTsiltd/vjQiFre7Jkkaq4iItt17oo3SiYijgf9J7c3qdeDSzHQJBUmlFxGR9dCNiBvrm7+Q4xTEE+YJPyK6I+L3M/NXwK3AbwI/ORD2ETGlne+ckjSaIWH/74GPAI+MV9jDBAp84E1gdUT0At8DlgDnRsR6gMwcBN7VxvokaVQRcQxwNrAaeC0iroqI28ejPV36ls6Bp/bMzPpfyDXAH2Xm3oiYCTwB3F//70eBKzPzl20rWJKGGNrGqb/uoDaT9h3AMcBTwHuBbZn5yZbWUubAH9bvmpqZ+yPiqMx8MyKmZ+YbEfFO4C5gP/CpzPxhW4uWpLphGbYSeAX4GbADOAf4UWa+EBEfAXqBVZn5WsvqKWvgD/uLugY4D/hL4MnM3F7fPi0z90XEVKAjM/e2r2JJOtiBHKv37C+n1o24BPhiZn6tfsy/A/4QuDwzn2llPaXt4Q8J+98F/g3wNLV2zmURcVr9mH31J/79hr2ksoiI+RHRWQ/7c4HlwLnAgS8muSEiPlr/eQ610YYtDXso8RM+QES8H/jvwO9l5t9HxPnAZcCPgIcz88dtLVCShqm3mf8TsA/4L8A04FjgA8C1wAXAzdSe+G/IzL8ar9pK9YQ/wrDK14FfAmsBMvNx4G5gKdBTb+VIUtsNya9Xgb8G3gA+Bgxk5ovURhHelpkD1Pr4X6HWuRg3pQnMESYk7AduB9YAN0bErZl5Y2b2RcQg8Gxm7m9jyZI01BRquRWZ+UhE/AbwR0BGxB8DrwGfioj3URuDf2H9jWDclK6lU/9w41Lg2szcGhFHURuy9G+BaZl5bVsLlKRhIuJEasMrl2Tmjoj4Z8B9wP8FdgN7M/Nz9dE47wb+ejx69sOVraUzdELC3oi4mtqs2ncAXwb2RcTsthUoSSOoz/i/AfhWRJwJ/AVwV2b+AfAYcGJE3AI8mpm3tiPsoc0tneETEqjNpt0HfI63JiS8G/hQZn4mIrZk5httKFWSDiszN0XEPuAH1OYE3V7f9TfA0dSGlh9DrbXTFm1r6RzhhISrqY1RdQatpFKLiB7gvwFLM3P3kO3HtDvD2h74ZZmQIElFiYiLgC8A52TmK+2u54Bx7+GXdUKCJBUlMx8BPgF8MyKOKstKvuP6hF/mCQmSVLSImFGmVQDG5Ql/IkxIkKSilSnsYfxG6ZR+QoIkTXYtb+lMlAkJkjTZjUsPPyJWALcAVwBfBB7IzNsjYhmwEhgA/msr14GWpKobl5bORJiQIEmT3XiP0inthARJmuzGfeJVWSckSNJkN+5r6dRH6UynNiGhu7apZEt2StIk1M6lFUo1IUGSJrvSrYcvSWqNUq2HL0lqHQNfkirCwJekijDwJakiDHxJqggDX5Iq4v8DB7w8xNc26wIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnoses = ['I10', 'E78.5', 'E11.9', 'I25.10', 'J44.9', 'I12.9', 'Y83.8', 'A41.9']\n",
    "\n",
    "for diagnosis in diagnoses:\n",
    "    label = f\"has_{diagnosis}\"\n",
    "    dx[label] = dx.apply(lambda row: mark_diagnosis(row,  diagnosis), axis=1)\n",
    "    chunk_and_plot_categorical(dx, label, {\n",
    "        \"alpha\": 0.4,\n",
    "        \"log\": True\n",
    "    })\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "select mv.*, me.\"Rel_Discharge_Day\" from ms_vitals mv\n",
    "left join ms_encounters me \n",
    "on mv.\"AdmtID\" =me.\"AdmtID\" \n",
    "where \"Vital_Rel_Day\" <= 0\n",
    "and me.\"EncType\" = 'I'\n",
    "\"\"\"\n",
    "\n",
    "vitals_at_admission = pd.read_sql_query(query, engine)\n",
    "\n",
    "query = \"\"\"\n",
    "SELECT * FROM ms_encounters WHERE \"EncType\"='I'\n",
    "\"\"\"\n",
    "\n",
    "inpatient_encounters = pd.read_sql_query(query, engine)\n",
    "\n",
    "def convert_to_datetime(row):\n",
    "    return datetime.strptime('23:59:59', '%H:%M:%S') if row['Vital_Rpt_Time'] == '?' else datetime.strptime(row['Vital_Rpt_Time'], '%H:%M:%S')\n",
    "\n",
    "vitals_at_admission['Vital_datetime'] = vitals_at_admission.apply(lambda row: convert_to_datetime(row), axis=1)\n",
    "\n",
    "vitals_at_admission.sort_values(['Vital_Rel_Day', 'Vital_datetime'], inplace=True)\n",
    "\n",
    "inpatient_admission_ids = inpatient_encounters['AdmtID']\n",
    "vitals_for_inpatient_stays = vitals_at_admission[vitals_at_admission['AdmtID'].isin(inpatient_admission_ids)]\n",
    "groupby_admissions = vitals_for_inpatient_stays.groupby('AdmtID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "vitals_dict = {}\n",
    "\n",
    "def get_mean_of_continuous_variable(df, code, num_recent = 3):\n",
    "    matched_code = df[df['Source_System_Original_Code'] == code]\n",
    "    n_most_recent = matched_code.tail(num_recent)\n",
    "    mean = n_most_recent['Vital_Result_Value_Txt'].astype(float).mean()\n",
    "    return mean\n",
    "\n",
    "def split_blood_pressure(blood_pressures):\n",
    "    systolics = []\n",
    "    diastolics = []\n",
    "    for blood_pressure in blood_pressures:\n",
    "        if blood_pressure is None:\n",
    "            continue\n",
    "        split = blood_pressure.split('/')\n",
    "        systolics.append(int(split[0]))\n",
    "        diastolics.append(int(split[1]))\n",
    "    return (systolics, diastolics)\n",
    "\n",
    "for name, group in groupby_admissions:\n",
    "    blood_pressures = group[group['Vital_Id_Txt'] == 'Blood pressure:']['Vital_Result_Value_Txt'].reset_index(drop=True)\n",
    "\n",
    "    systolic, diastolic = split_blood_pressure(blood_pressures)\n",
    "    \n",
    "    temperature_c = group[group['Source_System_Original_Code'] == 'K33010002A']['Vital_Result_Value_Txt'].reset_index(drop=True).astype(float)\n",
    "    temperature_f = group[group['Source_System_Original_Code'] == 'K33010003A']['Vital_Result_Value_Txt'].reset_index(drop=True).astype(float)\n",
    "    temperature_f_to_c = temperature_f.apply(lambda f: (f - 32) * (5/9))\n",
    "    temperature_c.append(temperature_f_to_c)\n",
    "    \n",
    "    weight_kg = group[group['Source_System_Original_Code'] == 'K31010003A']['Vital_Result_Value_Txt'].reset_index(drop=True).astype(float)\n",
    "    weight_lb = group[group['Source_System_Original_Code'] == 'K31010001A']['Vital_Result_Value_Txt'].reset_index(drop=True).astype(float)\n",
    "    weight_lb_to_kg = weight_lb.apply(lambda lb: lb / 2.205)\n",
    "    weight_kg.append(weight_lb_to_kg)\n",
    "    \n",
    "    \n",
    "    vitals_dict[name] = {\n",
    "        \"mean_pulse\": get_mean_of_continuous_variable(group, 'K33010006A'),\n",
    "        \"mean_oxygen_levels\": get_mean_of_continuous_variable(group, 'L35010001A'),\n",
    "        \"mean_temperature_c\": temperature_c.mean(),\n",
    "        \"mean_weight_kg\": weight_kg.mean(),\n",
    "        \"systolic_blood_pressure\": -1 if len(systolic) == 0 else statistics.mean(systolic[-3:]),\n",
    "        \"diastolic_blood_pressure\": -1 if len(diastolic) == 0 else statistics.mean(diastolic[-3:]),\n",
    "        \"Rel_Discharge_Day\": group['Rel_Discharge_Day'].shape[0]\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "aggregated_vitals = pd.DataFrame(vitals_dict).T.reset_index().rename(index=int, columns={'index': 'AdmtID'})\n",
    "aggregated_vitals.fillna(-1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AdmtID</th>\n",
       "      <th>mean_pulse</th>\n",
       "      <th>mean_oxygen_levels</th>\n",
       "      <th>mean_temperature_c</th>\n",
       "      <th>mean_weight_kg</th>\n",
       "      <th>systolic_blood_pressure</th>\n",
       "      <th>diastolic_blood_pressure</th>\n",
       "      <th>Rel_Discharge_Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>172480817323018509</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>36.421739</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>116.333333</td>\n",
       "      <td>66.333333</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>181550818221412364</td>\n",
       "      <td>110.333333</td>\n",
       "      <td>96.666667</td>\n",
       "      <td>36.725000</td>\n",
       "      <td>29.30</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>63.333333</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>181799000166943661</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>36.566667</td>\n",
       "      <td>96.25</td>\n",
       "      <td>136.333333</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>181799000203983706</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>94.666667</td>\n",
       "      <td>36.420000</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>96.666667</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>134.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>181799000215963959</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AdmtID  mean_pulse  mean_oxygen_levels  mean_temperature_c  \\\n",
       "0  172480817323018509   68.000000           96.000000           36.421739   \n",
       "1  181550818221412364  110.333333           96.666667           36.725000   \n",
       "2  181799000166943661   84.000000           93.000000           36.566667   \n",
       "3  181799000203983706   61.000000           94.666667           36.420000   \n",
       "4  181799000215963959   -1.000000           -1.000000           36.000000   \n",
       "\n",
       "   mean_weight_kg  systolic_blood_pressure  diastolic_blood_pressure  \\\n",
       "0           -1.00               116.333333                 66.333333   \n",
       "1           29.30               105.000000                 63.333333   \n",
       "2           96.25               136.333333                 83.000000   \n",
       "3           -1.00                96.666667                 65.000000   \n",
       "4           -1.00                -1.000000                 -1.000000   \n",
       "\n",
       "   Rel_Discharge_Day  \n",
       "0              104.0  \n",
       "1               51.0  \n",
       "2               27.0  \n",
       "3              134.0  \n",
       "4                5.0  "
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aggregated_vitals.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcf1c789580>"
      ]
     },
     "execution_count": 282,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot(aggregated_vitals, 'mean_pulse', {\n",
    "    \"bins\": 20,\n",
    "    \"range\": (0, 175),\n",
    "    \"alpha\": 0.4\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcffe6fac10>"
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot(aggregated_vitals, 'mean_oxygen_levels', {\n",
    "    \"bins\": 25,\n",
    "    \"range\": (0, 100),\n",
    "    \"alpha\": 0.4,\n",
    "    \"log\": True\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcf1928df40>"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot(aggregated_vitals, 'mean_temperature_c', {\n",
    "    \"bins\": 25,\n",
    "    \"range\": (20, 60),\n",
    "    \"alpha\": 0.4,\n",
    "    \"log\": True\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcf3b584400>"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot(aggregated_vitals, 'mean_weight_kg', {\n",
    "    \"bins\": 50,\n",
    "    \"range\": (0, 350),\n",
    "    \"alpha\": 0.4,\n",
    "    \"log\": True\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcf231a2940>"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot(aggregated_vitals, 'systolic_blood_pressure', {\n",
    "    \"bins\": 25,\n",
    "    \"alpha\": 0.4,\n",
    "    \"log\": True\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcfba234460>"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chunk_and_plot(aggregated_vitals, 'diastolic_blood_pressure', {\n",
    "    \"bins\": 25,\n",
    "    \"alpha\": 0.4,\n",
    "    \"log\": True\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mark_procedure(row, procedure):\n",
    "    if row['PX_Desc'] == procedure:\n",
    "        return 'Received'\n",
    "    else:\n",
    "        return \"Hasn't Received\"\n",
    "\n",
    "px_features = [\n",
    "    \"COMPLETE CBC AUTOMATED\",\n",
    "    \"Fentanyl citrate injection\",\n",
    "    \"TISSUE EXAM BY PATHOLOGIST\",\n",
    "    \"Morphine sulfate injection\",\n",
    "    \"Catheter, guiding\",\n",
    "    \"TX/PRO/DX INJ NEW DRUG ADDON\"\n",
    "]   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "select mp.\"PX_Desc\", me.\"Rel_Discharge_Day\"\n",
    "from ms_procedures mp \n",
    "inner join ms_encounters me \n",
    "on mp.\"AdmtID\" = me.\"AdmtID\" \n",
    "where mp.\"Rel_Service_Day\" <= 0\n",
    "\"\"\"\n",
    "\n",
    "procedures = pd.read_sql_query(query, engine)\n",
    "px_df = procedures[[\"Rel_Discharge_Day\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ondansetron hcl injection\n"
     ]
    },
    {
     "data": {
      "image/png": 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zDNc82f5rHEpN+MiEVpdpbsjzBQsWcPjhh1d0uPPV4SMNM7Muqrkhz88+++xWhzufNm0al156aYfUVLOh4es0zKy7a27I8+uvv77iw52vjpoNDV+nYWa16JVXXqn4cOerw30aZmY14JFHHuHoo48G4OWXX6ZPnz786Ec/okePHtxxxx0MHjy4IttxaJiZdSNDhw5lzpw5DBs2bKXhzrfddltmzZoFFH0aw4cP55BDDqF///4V3X7NNk+ZmdWiAw88sOLDna8OH2mYmWXIOUW20pob8vy0007jsMMOq+hw56vDoWFm1kW1NOR5a8OdT5s2DYBFixZVuiQ3T5mZWT6HhpmZZXNomJm1ICKqXUKHW9336NAwM2tGXV0d8+fPr+ngiAjmz59PXV1d9mtqtiNc0gHAAZtttlm1SzGzbqi+vp6Ghgbmzp1b7VLabMmSJa0GQl1dHfX19dnrrNnQiIjpwPRRo0YdV+1azKz76d27N5tsskm1y2iXGTNmMHLkyIqu081TZmaWzaFhZmbZHBpmZpbNoWFmZtkcGmZmls2hYWZm2RwaZmaWzaFhZmbZHBpmZpbNoWFmZtkcGmZmlq1mQ0PSAZIufP3116tdiplZzajZ0IiI6RFx/IABA6pdiplZzajZ0DAzs8pzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllq9nQ8O1ezcwqr2ZDw7d7NTOrvJoNDTMzqzyHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZll61ahIWlTSRdL+k21azEzWxN1WmhI+rmkVyU9WjZ9X0lPSHpa0mmrWkdEPBMRUzq2UjMza0mvTtzWpcB5wC+aJkjqCfwE2BtoAO6T9DugJ/C9stdPjohXO6dUMzNrTqeFRkTcLWl42eQdgacj4hkASVcC4yPie8C4tm5L0vHA8QBDhw5lxowZbVpPnx792LjvJ9paRru0tWYzsyZvvvlmxfclnXmk0ZwPAbNLnjcAO7W0sKTBwHeBkZK+kcLlfSLiQuBCgFGjRsWYMWPaVNxV/3cZz7/z5za9tr0OHzOpKts1s9oxY8YM2rr/a0m1Q0PNTIuWFo6I+cDUjivHzMxWpdpnTzUAG5Y8rwdeqlItZmbWimqHxn3A5pI2kdQHOAL4XZVrMjOzFnTmKbdXAH8BtpDUIGlKRCwHTgBuBR4Dro6Iv1doewdIuvD111+vxOrMzIzOPXtqYgvTbwJu6oDtTQemjxo16rhKr9vMbE1V7eYpMzPrRhwaZmaWzaFhZmbZHBpmZpatZkPDZ0+ZmVVezYZGREyPiOMHDBhQ7VLMzGpGzYaGmZlVnkPDzMyyOTTMzCybQ8PMzLLVbGj47Ckzs8qr2dDw2VNmZpVXs6FhZmaV59AwM7NsDg0zM8vm0DAzs2wODTMzy1azoeFTbs3MKq9mQ8On3JqZVV7NhoaZmVWeQ8PMzLI5NMzMLJtDw8zMsjk0zMwsm0PDzMyyOTTMzCxbzYaGL+4zM6u8XtUuoKNExHRg+qhRo46rdi1mtub69V9fqNq2N+iAddbskYaZmVWeQ8PMzLI5NMzMLJtDw8zMsjk0zMwsm0PDzMyyOTTMzCybQ8PMzLLVbGj4inAzs8qr2dDw7V7NzCqvZkPDzMwqz6FhZmbZHBpmZpbNoWFmZtkcGmZmls2hYWZm2RwaZmaWzaFhZmbZHBpmZpbNoWFmZtkcGmZmls2hYWZm2Wo2NDzKrZlZ5fWqdgEdJSKmA9NHjRp1XLVrMbM114dfuKZq2168/scrvs6aPdIwM7PKc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZavZ0PDtXs3MKq9mQyMipkfE8QMGDKh2KWZmNaNmQ8PMzCrPoWFmZtkcGmZmls2hYWZm2RwaZmaWzaFhZmbZHBpmZpbNoWFmZtkcGmZmls2hYWZm2RwaZmaWzaFhZmbZelW7ADOzWnbX8ieqtu0d+XjF1+kjDTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPLpoiodg0dStJc4Pk2vnw9YF4FyzEz60zt2YdtHBHrl0+s+dBoD0n3R8SoatdhZtYWHbEPc/OUmZllc2iYmVk2h8aqXVjtAszM2qHi+zD3aZiZWTYfaZiZWTaHhpmZZVtjQ0PSCElHV7sOM7O2kLReNba7RoaGpD7AKGBvSUdWux4zs9UhaRPgdEkHdva217h7hEvqERFLJf0CGAiMk/R2RFxX7drMzDK9BcwHdpH0TkTc2lkbXuNCIyJWpIdfAEYDHwQ+K6lfRFxevcrMzPJExKuS5gDjga0kLY+IOzpj22tq89SWwBTgMOBQ4FpgD0kHVbUwM7MMko6n2IddAjQCYyXt2xnbXiNCQ5LKJvUB+gIfiIiXgNuB/sBXJE3o7PrMzHKoUEfRJ3t2alb/ErAYmNwZwVHzoSFJka5glPQRSb2BvwPXA6dKGhgRc4B7gT+mHzOzLqH0S28UlgBPAxMkDYmIF4GLgRHAzpL6dWQ9Nd+nURIYXwb2A54EFgD3UPRp3CLpBuAIYP+IeLlatZqZlSr70nsQMBR4AHgQWIeiP/YSYDPgUeD8iHizQ2taE4YRSYdspwF7AtOB54ATKJqkDgL6AXdExOPVqtHMrCXpS++hwA3AROCbQACfBHahOACYHBGPdnQtNX+kkfQArgYmAz2BkyNihaSNIuKy6pZmZtYyScOAHSNiN0mfB+ZHxHRJvYAbgXrgrYhY0Bn11HRoSNoTWB+YBfwQeD0idknzTgRGSvpCaiM0M+tS0kV8s4E5kq6nOIln7zT7aOCuiHimM2uq2Y7w1OG9BbBZanb6DXCfpGMlTQaOAX7kwDCzrkjSVsApFH0XrwKDgG+lVpKjgK9SnG7bqWrySENS74hYJunPwFWS/gCcS9HxfRjFL2BSZ7T/mZnlKO30ThYCH6foi70I2AA4U9ISYGvg8Ih4vtPrrIWOcEkfA96MiCcl/QtwCPDjiJidrrv4BPDNiFiUlu9RcmW4mVlVSeobEe+kx8Mp+ijmStoDOBk4luKoYgjFGVRPp1NtO12tNE/tArwhaQDFGVGLgemSjqH4gJcB6zYt7MAws64gXay3NXChpJ7p8TeBiyTtBDwMPAJsHhELIuLxiLirWoEB3fxIo+wc5m2A7wNnRMRDksYCWwL7AnsBl0XEsdWr1syseZIGU+yvngGWUDSjHwNcAxwFvAaMi4jF1aqxSbcNjWba/5D078BHKZqi/pam1QNfBn4WEU90fqVmZu/XdKV3yRffS4DtKS4yfknSxylaSr5CcfHeLhHxSrXqbdItQ6PsCONIiiapl9K5y2dSdB79G/BY6hB/X8CYmVVL2T5s46YO7fTFdywwvqkJStJawKBqNkmV6pZ9GiUf9skUIz0uB6ZJOjwivkPRDvhjisM9HBhm1pWU7MNOAH4i6RxJX4yIb1GMf3d1aiUhIhZ3lcCAbhoaAJLWAbaNiD2B9YCXgevSmVHTgFsp2gHNzLqcdNe9wyiGBdmOommdiDiJ4ovvZZJ6Vq/C5nWb5qmyw7kPUJx+dgXF+Cu9gAnpjnzHADMj4h9VK9bMrEx5M3lqWl8BrEURHOPSPmyTiHg2jWD7arXqbUm3ONIoC4zPAZ9N5zTfSNEE9cOSwPg60KGjPJqZrY6yfdi26Z4YzwDfAaZExKfSPuxE4KR0gXKXCwzoJleEl3zYU4ATKW5xCPB7ihFqfybpbmBniiOOF6pSqJlZM0r2YV8BDqY4sniO4q6hPSTtR3Hh3jEUo1Usq06lresWzVPp1LQ64DKK8eJnSOoZEY1p3lYUAbggIhqqWauZWXPSLRqmAQdExNw0bVuKsz0/DcwHzomIR6pWZIYue6RRejiX/l0saT7vXdnddFX3J4DHI2JeFco0M8vVSDEq7VxJ60TEGxHxiKR/UHwh7hkRy6tcY6u6ZJ9GWfvfrpJ2SbcwvA/41zQ2i9K4Ut+tXqVmZu9XeovWkudvAful/oo30vSjKAYejO4QGNBFjzRKAuOLwGeAGRQ3UdqCYnTHcymuzRgGTPVRhpl1JWXXYWxCMbz51ylO3nlQ0r+l6cdRNE11G10yNAAk7QiMoxgW+Djg+Yh4G/iapA0prgJ/LSLmVLFMMzOg2VNq/5XidtLHU3R4fzMiTpY0FxgFfBD4dEQ8VpWC26jLdIRLGgX0BZZExAOSNqC4J+56FGdFHRAR76Rzm38XHXzzdDOz1VE6vHl6Pg34b4phzfeguGXDMor97vKmk3mqUmw7dIkjjXRWwY+BB4EhaeCumylOP+sTEduk5T5Dkdp34GsxzKyLkPQpiv7WWcCjEfFbipsm3QI8TTGW1PLUXNUo6ae8dzJPt1L1jvD0YX+fol3vc8DFwEejuEn6ZGCwpP+U9D8Utzc8oSuM9GhmBu9+6f02cDvFPnU/SYOA/6JognooBcYxwBeA2yNiRXcdE68rHGnsRtE/8UQU9769DzhK0u7As8AIinbBRuDciHi6eqWamb0nhcNNFEcS09Mgg/8BbBURf04X7V0qaQSwOXBoRDxVxZLbrUv0aUg6DxhJ0ek9DTiS4m5VIyjOnPp9RPy6WvWZmbVE0v4UrSW7RMQbkm4CPgD8jeIygb8A8wAiYmHVCq2Qqh5ppBFpV0TECZLOB56kuAfGRmn+ehSX299VzTrNzFoSETdKWgE8IOkWoA/wE2AQxQ2UdgdOiohFVSyzYqpypFF28V6fiFiaHn+H4mhj96ZpZmbdgaS9KMbDG9bU7yqpB8UNlGrmWrJO7QiXNFRSXUSEpE8ApJEde6THZwL3A7Mkrd+ZtZmZtUdE3A7sD9wpaWiatqKWAgM6/+ypkcAfJH0dOCM1P5E6wHumxydSXDW5difXZmbWLhFxM3A6cHPTl+Fa0ynNU+nMgTkRsUDSzRRNUDtGxKzSC2Ik9eou46+YmbVEUr9avQC5s0LjfIoru78I7ENxmu0ewG4R8XKHF2BmZhXRoaFR1uF9IfBURPwgPf8xcGBEbCppHLBRRJzfYcWYmVm7dVholA/elab1Lz3tLF2fsTvFiLWf8X29zcy6tg4JjbIjjHEUAxHOiIj5aVrvptsZSvoY8KKHBjEz6/o6unnqWOBkitsYPgr8NiL+kOa509vMrJvpsFPCJI2lGNr8oxExhiI4xkkak45EHBhmZt1MxUKj9PaGknoB2wCjKc6UAjiHYjjziSXTzMysG6nI2FNlfRhHAHcDP03rP1nS4oiYKelcYCrwRCW2a2ZmnauifRqSTqQIhU9HxJNp2ODPUpwh9YOIuKe5s6rMzKx7qNgot5K2AY4GPhkRr0oaA7xNMdZ8H+AESQ8C77S8FjMz68rafKTRzE3UtwC+AbwADAG2BnoD3wL+BKyV7sZnZmbdVJs6wsv6MLaQtHZEPAH8Ma3zZxExGvgD8C8RsdiBYWbW/bWpeaokME6gOBvqHkmLgW+XXLQ3kWKY4AkVqtXMzKpstY40JA0seTwROBw4AFgfOBC4RFJfSdsCR1EMDfJkBes1M7Mqyg4NSRsD35e0Z5q0kOIo4ghgg/TvMOAi4B/AxIh4tLLlmplZNa1O81RP4FngYElvRsTNktYCdgGmRsQzkp4B1gGGRMScDqjXzMyqKDs0Uij8D/BV4ERJPdN1F0OBfSUtpTjSODYi5nZQvWZmVkWrPOU2NUV9JCL+Nz0fAtwOPA68BvwYWAs4CRgEnB4RD3d00WZmVh2thcYOwL3AkRFxlaQ/AZenn+OALYGfRsSDkvpExNLOKNrMzKqj1Yv7JI0CbgMagYu3ElIAAACpSURBVBMj4oo0/cMUnd/rA9+IiMUdXKuZmVVZq30aEXG/pNEUgxA2XZ/RIyL+KelyYJEDw8xszZDVER4Rj0j6FPB7SetGxAVp+vMdWp2ZmXUpq3P21H2S9gLuk/RORFzSgXWZmVkXtNoDFkoaCbydxpoyM7M1SIfeI9zMzGpLh90j3MzMao9Dw8zMsjk0zMwsm0PDzMyyOTTMzCybQ8PMzLI5NMzMLNv/A6okFReq3AhIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inj, propofol, 10 mg\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ringers lactate infusion\n"
     ]
    },
    {
     "data": {
      "image/png": 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uxcysTYpOez537txmHx8yZAi33XZbWWuq2uYpD7k1Myu/qg0NMzMrP4eGmZkV5tAwM7PCHBpmZlaYQ8PMzAqr2iG3ZmbldOXj7T/HodTUnaZucpnmpjxftmwZRx55ZFmnO2+Nqj3S8NToZtbdNTfl+dlnn73J6c5nz57NJZdc0iE1VW1o+DwNM+vumpvy/Jprrin7dOetUbWhYWZWjV544YWyT3feGu7TMDOrAg8//DDHHnssAM8//zx9+/blBz/4Ab169eK2225jyJAhZdmOQ8PMrBsZMWIEixYtYuTIkRtMd77bbrsxb948IPVpjBo1ik984hMMHDiwrNt385SZWTdy6KGHln2689bwkYaZWQFFhsiWW3NTnp9xxhkcccQRZZ3uvDUcGmZmXVRLU55varrz2bNnA7BixYpyl+TmKTMzK86hYWZmhVVtaPiMcDNrr4iodAkdrrXvsWpDw2eEm1l79O/fn6VLl1Z1cEQES5cupX///oVf445wM7Nm1NTUUF9fz5IlSypdSputXr16k4HQv39/ampqCq/ToWFm1ozNNtuM0aNHV7qMdqmrq2PcuHFlXWfVNk+ZmVn5OTTMzKwwh4aZmRXm0DAzs8IcGmZmVphDw8zMCnNomJlZYQ4NMzMrzKFhZmaFVW1oeMJCM7Pyq9rQ8ISFZmblV7WhYWZm5efQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrLCqDQ1fuc/MrPyqNjR85T4zs/Kr2tAwM7Pyc2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlh3So0JO0g6SJJv610LWZmPVGnhYakX0paLOmRJo8fKOkxSU9KOmNj64iIBRExq2MrNTOzlvTpxG1dApwH/KrxAUm9gZ8A+wP1wH2SrgV6A99r8vqZEbG4c0o1M7PmdFpoRMSfJI1q8vBewJMRsQBA0mXAlIj4HjC5rduSdBJwEsCIESOoq6tr03r69hrA9v0+2NYy2qWtNZuZNVq5cmXZ9yWdeaTRnHcAC0vu1wN7t7SwpCHAd4Fxkr6Ww+UtIuJC4EKA8ePHR21tbZuKu/x/5vDMmjvb9Nr2OrJ2ekW2a2bVo66ujrbu/1pS6dBQM49FSwtHxFLg5I4rx8zMNqbSo6fqgW1L7tcAz1WoFjMz24RKh8Z9wI6SRkvqCxwFXFvhmszMrAWdOeR2LnA3sLOkekmzImI9cApwMzAfuCIi/l6m7R0i6cKXX365HKszMzM6d/TUtBYe/z3w+w7Y3nXAdePHjz+x3Os2M+upKt08ZWZm3YhDw8zMCnNomJlZYVUbGu4INzMrv6oNjYi4LiJOGjRoUKVLMTOrGlUbGmZmVn4ODTMzK8yhYWZmhTk0zMyssKoNDY+eMjMrv6oNDY+eMjMrv6oNDTMzKz+HhpmZFebQMDOzwhwaZmZWmEPDzMwKq9rQ8JBbM7Pyq9rQ8JBbM7Pyq9rQMDOz8nNomJlZYQ4NMzMrzKFhZmaFOTTMzKwwh4aZmRVWtaHh8zTMzMqvakPD52mYmZVf1YaGmZmVn0PDzMwKc2iYmVlhDg0zMyusT6ULMDOrZr/5339VbNvbdMA6faRhZmaFOTTMzKwwh4aZmRVWtaHhM8LNzMqvakPDZ4SbmZVf1YaGmZmVn0PDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlhVRsanrDQzKz8qjY0PGGhmVn5VW1omJlZ+Tk0zMysMIeGmZkV5tAwM7PCHBpmZlaYQ8PMzApzaJiZWWEODTMzK8yhYWZmhTk0zMyssD6VLsDMrJq9819XVmzbq4a9r+zr9JGGmZkV5tAwM7PCHBpmZlaYQ8PMzApzaJiZWWFVGxq+cp+ZWflVbWj4yn1mZuVXtaFhZmbl59AwM7PCHBpmZlaYQ8PMzApzaJiZWWEODTMzK8yhYWZmhTk0zMysMIeGmZkV5tAwM7PCHBpmZlaYQ8PMzApzaJiZWWEODTMzK8yhYWZmhTk0zMysMIeGmZkV5tAwM7PCHBpmZlaYQ8PMzApzaJiZWWF9Kl2AmVk1u2P9YxXb9l68r+zr9JGGmZkV5tAwM7PCHBpmZlaYQ8PMzArrdqEh6TBJP5d0jaSPVboeM7OepFNDQ9IvJS2W9EiTxw+U9JikJyWdsbF1RMTVEXEiMAM4sgPLNTOzJjp7yO0lwHnArxofkNQb+AmwP1AP3CfpWqA38L0mr58ZEYvz7TPz68zMrJN0amhExJ8kjWry8F7AkxGxAEDSZcCUiPgeMLnpOiQJOBu4MSIebG47kk4CTgIYMWIEdXV1baq3b68BbN/vg216bXu1tWYz61oqtQ8BWLlyZdn3JV3h5L53AAtL7tcDe29k+VOB/YBBksZExAVNF4iIC4ELAcaPHx+1tbVtKuzy/5nDM2vubNNr2+vI2ukV2a6Zldc5c0+q2Lb3Gnw0bd3/tUQRUdYVbnKD6Ujj+oh4d74/FTggIk7I948F9oqIU8u0vSXAM218+VDgxXLUYWZWAe3Zh20fEcOaPtgVjjTqgW1L7tcAz5Vr5c296aIk3R8R48tVi5lZZ+qIfVhXGHJ7H7CjpNGS+gJHAddWuCYzM2tGZw+5nQvcDewsqV7SrIhYD5wC3AzMB66IiL93Zl1mZlZMp/dpdCeSTsqd6mZm3U5H7MMcGmZmVlhX6NMwM7NuwqFhZmaF9djQkDQ2nxNiZtbtSBpaie32yNDIQ3vHA/tLOrrS9ZiZtYak0cDXJR3a2dvuCif3dSpJvSJiraRfAVsDkyW9FhFXV7o2M7OCXgWWAvtIWhMRN3fWhntcaETE6/nmZ4EJwNuB4yQNiIhLK1eZmVkxEbFY0iJgCvAuSesj4rbO2HZPbZ7aBZgFHAF8ErgK+KikwypamJlZAXkm71nAxUADMEnSgZ2x7R4RGnk69VJ9gX7AFhHxHHArMBD4Yp5A0cysy1HSn9Qne3ZuVv88sAqY2RnBUfWhIUmRz2CUtJOkzYC/A9cAX5W0dUQsAu4B/px/zMy6hNIvvZGsBp4EpkoaHhHPAhcBY4H3SxrQkfVUfZ9GSWB8ATgIeBxYBtxF6tO4SdL1pIkSD46I5ytVq5lZqSZfeg8DRgAPAA8CbyP1x14MjAEeAc6PiJUdWlNPmEYkH7KdAUwErgOeJk2SOBA4DBgA3BYRj1aqRjOzluQvvZ8ErgemAd8EAvgIsA/pAGBmRDzS0bVU/ZFG1gu4AphJuvb46RHxuqTtImJOZUszM2uZpJGkC9N9WNKngaURcZ2kPsANpGsQvRoRyzqjnqoODUkTgWHAPOD7wMsRsU9+7lRgnKTP5jZCM7MuJZ/EtxBYJOka0iCe/fPTxwJ3RMSCzqypajvCc4f3zsCY3Oz0W+A+ScdLmgnMAH7gwDCzrkjSu4Avk/ouFgODgW/lVpJjgH8jDbftVFV5pCFps4hYJ+lO4HJJfwR+ROr4PoL0C5jeGe1/ZmZFlHZ6Z8uB95H6Yn8ObAOcKWk1sCtwZEQ80+l1VkNHuKT3Aisj4nFJHwA+AfwwIhbm8y4+CHwzIlbk5XuVnBluZlZRkvpFxJp8exSpj2KJpI8CpwPHk44qhpNGUD2Zh9p2umppntoHeEXSINKIqFXAdZJmkD7gdcBWjQs7MMysK8gn6+0KXCipd779TeDnkvYGHgIeBnaMiGUR8WhE3FGpwIBufqTRZAzzu4FzgG9ExF8lTQJ2AQ4E9gPmRMTxlavWzKx5koaQ9lcLgNWkZvQZwJXAMcBLwOSIWFWpGht129Bopv0PSf8HeA+pKepv+bEa4AvALyLisc6v1MzsrRrP9C754nsxsAfpJOPnJL2P1FLyRdLJe/tExAuVqrdRtwyNJkcYR5OapJ7LY5fPJHUe/TswP3eIvyVgzMwqpck+bPvGDu38xXcSMKWxCUrS5sDgSjZJleqWfRolH/bppJke1wOzJR0ZEd8htQP+kHS4hwPDzLqSkn3YKcBPJJ0r6XMR8S3S/HdX5FYSImJVVwkM6KahASDpbcBuETERGAo8D1ydR0bNBm4mtQOamXU5+ap7R5CmBdmd1LRORJxG+uI7R1LvylXYvG7TPNXkcG4L0vCzuaT5V/oAU/MV+WYA90bEPypWrJlZE02byXPT+uvA5qTgmJz3YaMj4qk8g+3iStXbkm5xpNEkME4Ajstjmm8gNUF9vyQwvgJ06CyPZmat0WQftlu+JsYC4DvArIj4WN6HnQqclk9Q7nKBAd3kjPCSD3sWcCrpEocAfyDNUPsLSX8C3k864vhXRQo1M2tGyT7si8DhpCOLp0lXDe0l6SDSiXszSLNVrKtMpZvWLZqn8tC0/sAc0nzxdZJ6R0RDfu5dpABcFhH1lazVzKw5+RINs4FDImJJfmw30mjPjwNLgXMj4uGKFVlAlz3SKD2cy/+ukrSUN8/sbjyr+4PAoxHxYgXKNDMrqoE0K+0SSW+LiFci4mFJ/yB9Ie4dEesrXOMmdck+jSbtfx+StE++hOF9wGfy3CzK80p9t3KVmpm9VeklWkvuvwoclPsrXsmPH0OaeDC6Q2BAFz3SKAmMzwGfAupIF1HamTS7449I52aMBE72UYaZdSVNzsMYTZre/CukwTsPSvr3/PiJpKapbqNLhgaApL2AyaRpgU8EnomI14AvSdqWdBb4SxGxqIJlmpkBzQ6p/QzpctInkTq8vxkRp0taAowH3g58PCLmV6TgNuoyHeGSxgP9gNUR8YCkbUjXxB1KGhV1SESsyWObr40Ovni6mVlrlE5vnu/PBv6bNK35R0mXbFhH2u+ubxzMU5Fi26FLHGnkUQU/BB4EhueJu24kDT/rGxHvzst9ipTat+FzMcysi5D0MVJ/6zzgkYj4HemiSTcBT5Lmklqfm6saJP2MNwfzdCsV7wjPH/Y5pHa9E4CLgPdEukj6TGCIpP+U9GPS5Q1P6QozPZqZwRtfer8N3Erapx4kaTDwf0lNUH/NgTED+Cxwa0S83l3nxOsKRxofJvVPPBbp2rf3AcdI2hd4ChhLahdsAH4UEU9WrlQzszflcPg96UjiujzJ4H8A74qIO/NJe5dIGgvsCHwyIp6oYMnt1iX6NCSdB4wjdXrPBo4mXa1qLGnk1B8i4jeVqs/MrCWSDia1luwTEa9I+j2wBfA30mkCdwMvAkTE8ooVWiYVPdLIM9K+HhGnSDofeJx0DYzt8vNDSafb31HJOs3MWhIRN0h6HXhA0k1AX+AnwGDSBZT2BU6LiBUVLLNsKnKk0eTkvb4RsTbf/g7paGPfxsfMzLoDSfuR5sMb2djvKqkX6QJKVXMuWad2hEsaIal/RISkDwLkmR175dtnAvcD8yQN68zazMzaIyJuBQ4Gbpc0Ij/2ejUFBnT+6KlxwB8lfQX4Rm5+IneA9863TyWdNbllJ9dmZtYuEXEj8HXgxsYvw9WmU5qn8siBRRGxTNKNpCaovSJiXukJMZL6dJf5V8zMWiJpQLWegNxZoXE+6czuzwEHkIbZfhT4cEQ83+EFmJlZWXRoaDTp8L4QeCIi/ivf/yFwaETsIGkysF1EnN9hxZiZWbt1WGg0nbwrPzawdNhZPj9jX9KMtZ/ydb3NzLq2DgmNJkcYk0kTEdZFxNL82GaNlzOU9F7gWU8NYmbW9XV089TxwOmkyxg+AvwuIv6Yn3Ont5lZN9NhQ8IkTSJNbf6eiKglBcdkSbX5SMSBYWbWzZQtNEovbyipD/BuYAJppBTAuaTpzKeVPGZmZt1IWeaeatKHcRTwJ+Bnef2nS1oVEfdK+hFwMvBYObZrZmadq6x9GpJOJYXCxyPi8Txt8HGkEVL/FRF3NTeqyszMuoeyzXIr6d3AscBHImKxpFrgNdJc832BUyQ9CKxpeS1mZr5abYsAAAHzSURBVNaVtflIo5mLqO8MfA34FzAc2BXYDPgW8Bdg83w1PjMz66ba1BHepA9jZ0lbRsRjwJ/zOn8REROAPwIfiIhVDgwzs+6vTc1TJYFxCmk01F2SVgHfLjlpbxppmuCpZarVzMwqrFVHGpK2Lrk9DTgSOAQYBhwKXCypn6TdgGNIU4M8XsZ6zcysggqHhqTtgXMkTcwPLScdRRwFbJP/HQn8HPgHMC0iHilvuWZmVkmtaZ7qDTwFHC5pZUTcKGlzYB/g5IhYIGkB8DZgeEQs6oB6zcysggqHRg6FHwP/BpwqqXc+72IEcKCktaQjjeMjYkkH1WtmZhW00SG3uSlqp4j4ab4/HLgVeBR4CfghsDlwGjAY+HpEPNTRRZuZWWVsKjT2BO4Bjo6IyyX9Bbg0/5wI7AL8LCIelNQ3ItZ2RtFmZlYZmzy5T9J44BagATg1Iubmx99J6vweBnwtIlZ1cK1mZlZhm+zTiIj7JU0gTULYeH5Gr4j4p6RLgRUODDOznqFQR3hEPCzpY8AfJG0VERfkx5/p0OrMzKxLac3oqfsk7QfcJ2lNRFzcgXWZmVkX1OoJCyWNA17Lc02ZmVkP0qHXCDczs+rSYdcINzOz6uPQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDg0zMyvMoWFmZoX9f8nk9TrPbtA6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COMPLETE CBC AUTOMATED\n"
     ]
    },
    {
     "data": {
      "image/png": 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BOjPs+aJFixg9ejQAo0eP5vnnn+90PXUbGr5Pw8zqQcuw501NTdx7773r9FmUoW5Dw/dpmFk9aRn2/Kc//WmbQ6NXGzFiBAsXLgTSwIYjR47sdB11GxpmZr1da8Oejx8/fp2h0ddn0qRJzJo1C4BZs2Zx2GGHdbomX3JrZpYj4xLZWssd9nzq1Kk0Njbywgsv0NDQwLnnnstJJ53EWWedxUknncTll1/ONttsw/XXX9/pmhwaZmY9VO6w59dcc02r04cNG8Zdd91V05rcPGVmZtkcGmZmls2hYWZm2RwaZmaWrW5Dwzf3mZnVXt2Ghm/uMzOrPV9ya2aW4fpHOn+PQ6Wj3nFUu/O0NuT5kiVLOOaYY2o63PmGqNszDTOz3q61Ic/PO++8doc7nzlzJldeeWWX1OTQMDProVob8vymm26q+XDnG8KhYWbWi/ztb3+r+XDnG8J9GmZmdeChhx7ihBNOAOC5555jwIABnH/++fTp04e77rqLYcOG1WQ7Dg0zs15k1KhRLFy4kNGjR68z3Pkuu+zC3LlzgdSnMWbMGI488kgGDx5c0+27ecrMrBc59NBDaz7c+YbwmYaZWYacS2RrrbUhz8855xyOPvromg53viHqNjQkTQGmbL/99mWXYmbWIW0Ned7ecOczZ84EYPny5bUuqX6bp3xHuJlZ7dVtaJiZWe05NMzM2hARZZfQ5Tb0Z3RomJm1YuDAgSxevLiugyMiWLx4MQMHDsxepm47ws3MOqOhoYGmpiYWLVpUdikdtmrVqnYDYeDAgTQ0NGSv06FhZtaK/v37M3bs2LLL6JTGxkbGjx9f03W6ecrMzLI5NMzMLJtDw8zMsjk0zMwsm0PDzMyyOTTMzCxb3YaGpCmSLlu2bFnZpZiZ1Y26DQ0PWGhmVnt1GxpmZlZ7Dg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8tWt6Hh52mYmdVe3YaGn6dhZlZ7dRsaZmZWew4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsdRsakqZIumzZsmVll2JmVjfqNjQiYnZEnDJkyJCySzEzqxt1GxpmZlZ7Dg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy9arQkPSdpIul/TjsmsxM9sYdVtoSPqepOclzauafpCkv0p6TNI561tHRDweESd1baVmZtaWft24rSuBi4Hvt0yQ1Bf4FnAA0ATcJ+lmoC/wtarlZ0TE891TqpmZtabbQiMifi1pTNXkPYDHIuJxAEk/Ag6LiK8Bk7urNjMzy9OdZxqteSuwoOJ9E7BnWzNLGgZ8FRgv6XNFuLQ23ynAKQCjRo2isbGxQ8UN6DOIbTd5b4eW7ayO1mxm1mLFihU135eUHRpqZVq0NXNELAZObW+lEXEZcBnAhAkTYuLEiR0q7tqfzOKpV3/boWU765iJ00rZrpnVj8bGRjq6/2tL2VdPNQFbV7xvAJ4tqRYzM2tH2aFxH/B2SWMlDQCOBW4uuSYzM2tDd15yew3we+CdkpoknRQRa4DTgZ8B84HrIuLh7qrJzMw2THdePTW1jem3Abd1Vx1mZtZxZTdPdRlJUyRdtmzZsrJLMTOrG3UbGhExOyJOGTJkSNmlmJnVjboNDTMzqz2HhpmZZXNomJlZNoeGmZllq9vQ8NVTZma1V7eh4aunzMxqr25Dw8zMas+hYWZm2RwaZmaWzaFhZmbZHBpmZpbNoWFmZtnqNjR8n4aZWe3VbWj4Pg0zs9qr29AwM7Pac2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllq9vQ8M19Zma1V7eh4Zv7zMxqr25Dw8zMas+hYWZm2RwaZmaWzaFhZmbZHBpmZpbNoWFmZtkcGmZmls2hYWZm2eo2NHxHuJlZ7dVtaPiOcDOz2qvb0DAzs9pzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllq9vQ8ICFZma116/sArpKRMwGZk+YMOHjZddiZhuv6x+5vrRtj2BEzddZt6FhZtYjPPm78rY94LCar7Jum6fMzKz2HBpmZpbNoWFmZtkcGmZmls2hYWZm2RwaZmaWzaFhZmbZHBpmZpbNoWFmZtkcGmZmls2hYWZm2RwaZmaWzaFhZmbZ6naUW0lTgCnbb7992aWY2UbsicUvl7btEaNrv866PdOIiNkRccqQIUPKLsXMrG7UbWiYmVntOTTMzCybQ8PMzLI5NMzMLJtDw8zMsjk0zMwsm0PDzMyyOTTMzCybIqLsGrqUpEXAUx1cfDjwQg3LMTPrTp3Zh20bESOqJ9Z9aHSGpPsjYkLZdZiZdURX7MPcPGVmZtkcGmZmls2hsX6XlV2AmVkn1Hwf5j4NMzPL5jMNMzPL5tAwM7NsG21oSBon6YSy6zAz6whJw8vY7kYZGpIGABOAAyQdV3Y9ZmYbQtJY4POSDu3ubdftM8LbIqlPRLwm6fvAlsBkSa9ExI1l12ZmlullYDGwt6RXI+Jn3bXhjS40ImJt8c9PAvsCfwecKGlQRFxVXmVmZnki4nlJC4HDgB0lrYmIu7pj2xtr89QOwEnA0cBHgJ8CH5T04VILMzPLIOkU0j7sCqAZmCTpoO7Y9kYRGpJUNWkAsAmwWUQ8C9wJDAb+UdJR3V2fmVkOJQNJfbLnFc3qnwJWAjO6IzjqPjQkKYo7GCW9Q1J/4GHgJuCfJW0ZEQuBe4C7i5eZWY9QedAbySrgMeAoSSMj4hngcmAcsJekQV1ZT933aVQExpnAwcAjwBLgd6Q+jTmSbgGOBQ6JiOfKqtXMrFLVQe+HgVHAA8CDwFtI/bFXANsD84BLImJFl9a0MQwjUpyynQPsB8wGngROJzVJfRgYBNwVEX8pq0Yzs7YUB70fAW4BpgJfBAL4ALA36QRgRkTM6+pa6v5Mo9AHuA6YAfQFzo6ItZK2iYhZ5ZZmZtY2SaOBPSLifZI+ASyOiNmS+gG3Ag3AyxGxpDvqqevQkLQfMAKYC3wDWBYRexefnQGMl/TJoo3QzKxHKW7iWwAslHQT6SKeA4qPTwB+FRGPd2dNddsRXnR4vxPYvmh2+jFwn6SPSZoBTAfOd2CYWU8kaUfgn0h9F88DQ4F/LVpJjgc+TbrctlvV5ZmGpP4RsVrSb4FrJf0S+Cap4/to0i9gWne0/5mZ5ajs9C4sBf6e1Bf7HWAr4AuSVgE7AcdExFPdXmc9dIRLejewIiIekfQe4EjgwohYUNx38V7gixGxvJi/T8Wd4WZmpZK0SUS8Wvx7DKmPYpGkDwJnAx8jnVWMJF1B9VhxqW23q5fmqb2BlyQNIV0RtRKYLWk66QteDWzRMrMDw8x6guJmvZ2AyyT1Lf79ReA7kvYE/gg8BLw9IpZExF8i4ldlBQb08jONqmuYdwa+DvxLRPxB0iRgB+AgYH9gVkR8rLxqzcxaJ2kYaX/1OLCK1Iw+HbgeOB54EZgcESvLqrFFrw2NVtr/kPRvwK6kpqg/FdMagDOB70bEX7u/UjOzN2u507viwPcKYDfSTcbPSvp7UkvJP5Ju3ts7Iv5WVr0temVoVJ1hHEdqknq2uHb5C6TOoy8B84sO8TcFjJlZWar2Ydu2dGgXB76TgMNamqAkbQoMLbNJqlKv7NOo+LLPJo30uAaYKemYiPgKqR3wQtLpHg4MM+tJKvZhpwPfknSBpNMi4l9J499dV7SSEBEre0pgQC8NDQBJbwF2iYj9gOHAc8CNxZVRM4GfkdoBzcx6nOKpe0eThgV5F6lpnYg4i3TgO0tS3/IqbF2vaZ6qOp3bjHT52TWk8Vf6AUcVT+SbDtwbEX8urVgzsyrVzeRF0/paYFNScEwu9mFjI+KJYgTb58uqty294kyjKjBOBk4srmm+ldQE9Y2KwPgs0KWjPJqZbYiqfdguxTMxHge+ApwUER8q9mFnAGcVNyj3uMCAXnJHeMWXfRJwBukRhwB3kEao/a6kXwN7kc44ni6lUDOzVlTsw/4ROIJ0ZvEk6amhfSQdTLpxbzpptIrV5VTavl7RPFVcmjYQmEUaL75RUt+IaC4+25EUgEsioqnMWs3MWlM8omEmMCUiFhXTdiFd7Xk4sBi4ICIeKq3IDD32TKPydK7470pJi3njzu6Wu7rfC/wlIl4ooUwzs1zNpFFpF0l6S0S8FBEPSfoz6YC4b0SsKbnGdvXIPo2q9r99JO1dPMLwPuAfirFZVIwr9dXyKjUze7PKR7RWvH8ZOLjor3ipmH48aeDB6A2BAT30TKMiME4DPgo0kh6i9E7S6I7fJN2bMRo41WcZZtaTVN2HMZY0vPlnSRfvPCjpS8X0j5OapnqNHhkaAJL2ACaThgX+OPBURLwCfEbS1qS7wF+MiIUllmlmBrR6Se0/kB4nfQqpw/uLEXG2pEXABODvgMMjYn4pBXdQj+kIlzQB2ARYFREPSNqK9Ezc4aSroqZExKvFtc03Rxc/PN3MbENUDm9evJ8JXEQa1vyDpEc2rCbtd9e0XMxTSrGd0CPONIqrCi4EHgRGFgN33U66/GxAROxczPdRUmrfhe/FMLMeQtKHSP2tc4F5EXED6aFJc4DHSGNJrSmaq5olfZs3LubpVUrvCC++7K+T2vVOBi4Hdo30kPQZwDBJ/yHpv0mPNzy9J4z0aGYGrx/0fhm4k7RPPVjSUOC/SE1QfygCYzrwSeDOiFjbW8fE6wlnGu8j9U/8NdKzb+8Djpf0fuAJYBypXbAZ+GZEPFZeqWZmbyjC4TbSmcTsYpDBfwd2jIjfFjftXSlpHPB24CMR8WiJJXdaj+jTkHQxMJ7U6T0TOI70tKpxpCun7oiIq8uqz8ysLZIOIbWW7B0RL0m6DdgM+BPpNoHfAy8ARMTS0gqtkVLPNIoRaddGxOmSLgEeIT0DY5vi8+Gk2+1/VWadZmZtiYhbJa0FHpA0BxgAfAsYSnqA0vuBsyJieYll1kwpZxpVN+8NiIjXin9/hXS28f6WaWZmvYGk/Unj4Y1u6XeV1If0AKW6uZesWzvCJY2SNDAiQtJ7AYqRHfsU//4CcD8wV9KI7qzNzKwzIuJO4BDgF5JGFdPW1lNgQPdfPTUe+KWkzwL/UjQ/UXSA9y3+fQbprsnNu7k2M7NOiYjbgc8Dt7ccDNebbmmeKq4cWBgRSyTdTmqC2iMi5lbeECOpX28Zf8XMrC2SBtXrDcjdFRqXkO7sPg04kHSZ7QeB90XEc11egJmZ1USXhkZVh/dlwKMR8Z/F+wuBQyNiO0mTgW0i4pIuK8bMzDqty0KjevCuYtrgysvOivsz3k8asfajfq63mVnP1iWhUXWGMZk0EGFjRCwupvVveZyhpHcDz3hoEDOznq+rm6c+BpxNeozhPOCGiPhl8Zk7vc3MepkuuyRM0iTS0Oa7RsREUnBMljSxOBNxYJiZ9TI1C43KxxtK6gfsDOxLulIK4ALScOZTK6aZmVkvUpOxp6r6MI4Ffg18u1j/2ZJWRsS9kr4JnAr8tRbbNTOz7lXTPg1JZ5BC4fCIeKQYNvhE0hVS/xkRv2vtqiozM+sdajbKraSdgROAD0TE85ImAq+QxpofAJwu6UHg1bbXYmZmPVmHzzRaeYj6O4HPAU8DI4GdgP7AvwK/ATYtnsZnZma9VIc6wqv6MN4pafOI+Ctwd7HO70bEvsAvgfdExEoHhplZ79eh5qmKwDiddDXU7yStBL5ccdPeVNIwwUfVqFYzMyvZBp1pSFzltmQAAAGOSURBVNqy4t9TgWOAKcAI4FDgCkmbSNoFOJ40NMgjNazXzMxKlB0akrYFvi5pv2LSUtJZxLHAVsV/RwPfAf4MTI2IebUt18zMyrQhzVN9gSeAIyStiIjbJW0K7A2cGhGPS3oceAswMiIWdkG9ZmZWouzQKELhv4FPA2dI6lvcdzEKOEjSa6QzjY9FxKIuqtfMzEq03ktui6aod0TE/xTvRwJ3An8BXgQuBDYFzgKGAp+PiD92ddFmZlaO9kJjd+Ae4LiIuFbSb4CritfHgR2Ab0fEg5IGRMRr3VG0mZmVo92b+yRNAH4ONANnRMQ1xfS3kTq/RwCfi4iVXVyrmZmVrN0+jYi4X9K+pEEIW+7P6BMR/yfpKmC5A8PMbOOQ1REeEQ9J+hBwh6QtIuLSYvpTXVqdmZn1KBty9dR9kvYH7pP0akRc0YV1mZlZD7TBAxZKGg+8Uow1ZWZmG5EufUa4mZnVly57RriZmdUfh4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVm2/wdqVezTP8laHgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normal saline solution infus\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compounded drug, noc\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dexamethasone sodium phos\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inj midazolam hydrochloride\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cefazolin sodium injection\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Anchor/screw bn/bn,tis/bn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TISSUE EXAM BY PATHOLOGIST\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "METABOLIC PANEL TOTAL CA\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Joint device (implantable)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELECTROCARDIOGRAM TRACING\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ketorolac tromethamine inj\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COMPREHEN METABOLIC PANEL\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BLOOD TYPING SEROLOGIC RH(D)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BLOOD TYPING SEROLOGIC ABO\n"
     ]
    },
    {
     "data": {
      "image/png": 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TmThxIj/4wbrvNdtyyy2ZMmUKt956a4+Vqe6hYWZmle2666489thjPPnkk7z22mtcdtllHHroocybN4958+Zx8skns2jRIl5++WUAVq1axe23385OO+3UY2Xqq3dPmZn1Kcfuvl2vr3OjjTbivPPO4yMf+Qitra3MmjWLCRMmrDPNggULmDFjBq2trbz++usceeSRTJ8+vefK1GNLNjOzbps2bRrTpk2rOv7d7343f/rTn3qtPK6eMjOzwho2NHz3lJlZ7TVsaPjuKTOz2mvY0DAzs9pzaJiZWWEODTMzK6xhb7mVdABwwPjx4+tdFDNrBPddXNvlTe6ww25Wr17N3nvvzauvvsratWs5/PDD+epXv7redLNmzeLGG29k1KhR63QhsnTpUg499FCeeuopxo4dyxVXXMFWW23VrWI37JWGG8LNrL/bZJNN+OUvf8mf//xn5s2bx6233srdd9+93nQzZ86s2HXIueeeyz777MNjjz3GPvvsw9lnn93tMjVsaJiZ9XdFuz3fe++9GT58+HrDb7rpJmbMmAHAjBkzuPbaa7tdJoeGmVkf1p1uzxctWsSYMekNgWPGjGHhwoXdLo9Dw8ysD+vNbs+LcGiYmfUDbd2eX3PNNVW7Ri+39dZbs2BBerf5ggULGDVqVLfL4dAwM+ujKnV7PmnSpHW6Rm/PtGnTmDt3LgBz587loIMO6naZfMutmVkRBW6RrbWi3Z4fc8wxNDc3s3jxYpqamvjqV7/K7NmzOe2005g9ezYXXngh2223HVdeeWW3y9SwoRERNwA3TJ48+cR6l8XMrCuKdnt+6aWXVhw+YsQI7rjjjpqWydVTZmZWmEPDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrLCGveXWz2mYWS1d+Wj3n3EodcQ7juhwmkpdni9dupSjjjqqpt2dd0bDXmm4a3Qz6+8qdXl+9tlnd9jd+VlnncUll1zSI2Vq2NAwM+vvKnV5ft1119W8u/POcGiYmfUjL774Ys27O++Mhm3TMDPbkDzwwAMcf/zxALzwwgsMGjSIb3/72wwYMIA77riDESNG1GQ9Dg0zs35k9OjRLFiwgDFjxqzT3fkuu+zCvHnzgNSmMXbsWA477DCGDh1a0/W7esrMrB858MADa97deWf4SsPMrIAit8jWWqUuz88880yOPPLImnZ33hkODTOzPqpal+cddXd+1llnAbB8+fJaF8nVU2ZmVlzDhoakAyTNWbZsWb2LYmbWMBo2NPxEuJl1V0TUuwg9rrPb2LChYWbWHYMHD2bJkiUNHRwRwZIlSxg8eHDhedwQbmZWQVNTEy0tLSxatKjeRemy1atXdxgIgwcPpqmpqfAyHRpmZhVsvPHGjBs3rt7F6Jbm5mYmTZpU02W6esrMzApzaJiZWWEODTMzK8yhYWZmhTk0zMysMIeGmZkV5tAwM7PCHBpmZlZYw4aGOyw0M6u9hg0Nd1hoZlZ7DRsaZmZWew4NMzMrzKFhZmaFOTTMzKwwh4aZmRXm0DAzs8IcGmZmVphDw8zMCnNomJlZYQ4NMzMrzKFhZmaFOTTMzKwwh4aZmRXm0DAzs8IcGmZmVljDhoZfwmRmVnsNGxp+CZOZWe01bGiYmVntOTTMzKwwh4aZmRXm0DAzs8IcGmZmVphDw8zMCnNomJlZYQ4NMzMrzKFhZmaFOTTMzKwwh4aZmRXm0DAzs8IcGmZmVphDw8zMCnNomJlZYQ4NMzMrzKFhZmaFOTTMzKwwh4aZmRXm0DAzs8IcGmZmVphDw8zMCnNomJlZYQ4NMzMrzKFhZmaFOTTMzKywfhUakt4m6UJJV9W7LGZmG6JeCw1JF0laKOnBsuFTJT0i6XFJZ7a3jIh4IiJm92xJzcysmo16cV2XAOcB/9M2QNJA4HxgP6AFuFfS9cBA4Jtl88+KiIW9U1QzM6uk10IjIn4taWzZ4N2AxyPiCQBJlwEHRcQ3geldXZekk4CTAEaPHk1zc3OXljNowBC232SvrhajW7paZjOzNitWrKj5saQ3rzQqeSvwbMnPLcDu1SaWNAL4BjBJ0j/ncFlPRMwB5gBMnjw5pkyZ0qXCXf6zuTz96u+6NG93HTVlRl3Wa2aNo7m5ma4e/6qpd2iowrCoNnFELAFO7rnimJlZe+p991QLsG3Jz03A83Uqi5mZdaDeoXEvsIOkcZIGAUcD19e5TGZmVkVv3nJ7KfB7YEdJLZJmR8Ra4BTg58B84IqIeKhG6ztA0pxly5bVYnFmZkbv3j11TJXhNwM398D6bgBumDx58om1XraZ2Yaq3tVTZmbWjzg0zMysMIeGmZkV1rCh4YZwM7Paa9jQiIgbIuKkYcOG1bsoZmYNo2FDw8zMas+hYWZmhTk0zMysMIeGmZkV1rCh4bunzMxqr2FDw3dPmZnVXsOGhpmZ1Z5Dw8zMCnNomJlZYQ4NMzMrrGFDw3dPmZnVXsOGhu+eMjOrvYYNDTMzqz2HhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDRsafk7DzKz2GjY0/JyGmVntNWxomJlZ7Tk0zMysMIeGmZkV5tAwM7PCHBpmZlaYQ8PMzApzaJiZWWEODTMzK6xhQ8NPhJuZ1V7DhoafCDczq72GDQ0zM6s9h4aZmRXm0DAzs8IcGmZmVphDw8zMCnNomJlZYQ4NMzMrzKFhZmaFOTTMzKwwh4aZmRXm0DAzs8IaNjTcYaGZWe01bGi4w0Izs9pr2NAwM7Pac2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWWMOGht/cZ2ZWew0bGn5zn5lZ7TVsaJiZWe05NMzMrDCHhpmZFbZRvQtgZtbQ7ru4jisfV/Ml+krDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDg0zMyvMoWFmZoU5NMzMrDCHhpmZFebQMDOzwhwaZmZWmEPDzMwKc2iYmVlhDg0zMyvM7wg3M+tBVy79S93WvfWg2r8j3KFhZtaDnlyysm7r3npM7ZfZ76qnJB0s6YeSrpP04XqXx8xsQ9KroSHpIkkLJT1YNnyqpEckPS7pzPaWERHXRsSJwEzgqB4srpmZlent6qlLgPOA/2kbIGkgcD6wH9AC3CvpemAg8M2y+WdFxML8/y/l+czMrJf0amhExK8ljS0bvBvweEQ8ASDpMuCgiPgmML18GZIEnA3cEhH3V1qPpJOAkwBGjx5Nc3Nzl8o7aMAQtt9kry7N211dLbOZ9S31OoYArFixoubHkr7QEP5W4NmSn1uA3duZ/lRgX2CYpPER8YPyCSJiDjAHYPLkyTFlypQuFezyn83l6Vd/16V5u+uoKTPqsl4zq61zLj2pbuvebfixdPX4V01fCA1VGBbVJo6I7wHf67nimJlZNX3h7qkWYNuSn5uA5+tUFjMza0dfCI17gR0kjZM0CDgauL7OZTIzswp6+5bbS4HfAztKapE0OyLWAqcAPwfmA1dExEM1WNcBkuYsW7asu4syM7NMEVWbDxqCpEXA012cfSSwuIbFMTPrTd05hm0fEVuXD2z40OgOSfdFxOR6l8PMrCt64hjWF9o0zMysn3BomJlZYQ6N9s2pdwHMzLqh5scwt2mYmVlhvtIwM7PCHBpmZlbYBhsakiZIOr7e5TAz6wpJI+ux3g0yNHJ3JZOB/SQdW+/ymJl1hqRxwBckHdjb6+4Lvdz2KkkDIuI1Sf8DbAVMl/RKRFxb77KZmRW0ElgC7Cnp1Yj4eW+teIMLjYh4Pf/3U8DewFuAj0saEhE/rl/JzMyKiYiFkhYABwHvlLQ2Iu7ojXVvqNVTOwGzgSOBw4FrgA9JOriuBTMzKyC/nXQ2cDHQCkyTNLU31r1BhEZ+RWypQcAmwGYR8TxwOzAU+EdJR/R2+czMilAymNQme3auVv9/wCpgVm8ER8OHhiRFfoJR0jskbQw8BFwHfF7SVhGxALgb+E3+mJn1CaUnvZGsBh4HjpA0KiKeAy4EJgB7SBrSk+Vp+DaNksD4DLA/8CiwFLiL1KZxq6QbSS9/+mhEvFCvspqZlSo76T0YGA38Ebgf2ILUHnsxMB54EPh+RKzo0TJtCN2I5Eu2M4F9gBuAp0gvfhoKHAwMAe6IiIfrVUYzs2rySe/hwI3AMcCXgQD+HtiTdAEwKyIe7OmyNPyVRjYAuAKYBQwETo+I1yVtFxFz61s0M7PqJI0BdouID0j6B2BJRNwgaSPgJqAJWBkRS3ujPA0dGpL2AbYG5gHfApZFxJ553KnAJEmfynWEZmZ9Sn6I71lggaTrSDfx7JdHHw/cGRFP9GaZGrYhPDd47wiMz9VOVwH3SjpB0ixgJvBtB4aZ9UWS3gmcQWq7WAgMB76Sa0mOAz5Lut22VzXklYakjSNijaTfAZdL+hXwXVLD95GkL2BGb9T/mZkVUdronb0M/B2pLfaHwDbAlyStBnYGjoqIp3u9nI3QEC7pvcCKiHhU0vuAw4DvRMSz+bmLvYAvR8TyPP2AkifDzczqStImEfFq/v9YUhvFIkkfAk4HTiBdVYwi3UH1eL7Vttc1SvXUnsDfJA0j3RG1CrhB0kzSDl4DbNk2sQPDzPqC/LDezsAcSQPz/78M/FDS7sCfgQeAHSJiaUQ8HBF31iswoJ9faZTdw/wu4BzgixHxJ0nTgJ2AqcC+wNyIOKF+pTUzq0zSCNLx6glgNakafSZwJXAc8BIwPSJW1auMbfptaFSo/0PSvwLvIVVF/SUPawI+A/x3RDzS+yU1M1tf25PeJSe+FwMTSQ8ZPy/p70g1Jf9Ienhvz4h4sV7lbdMvQ6PsCuNYUpXU8/ne5S+RGo/+BZifG8TXCxgzs3opO4Zt39agnU98pwEHtVVBSdoUGF7PKqlS/bJNo2Rnn07q6XEtcJakoyLi66R6wO+QLvdwYJhZX1JyDDsFOF/SuZI+HRFfIfV/d0WuJSEiVvWVwIB+GhoAkrYAdomIfYCRwAvAtfnOqLOAn5PqAc3M+pz81r0jSd2CvJtUtU5EnEY68Z0raWD9SlhZv6meKruc24x0+9mlpP5XNgKOyG/kmwncExF/rVthzczKlFeT56r114FNScExPR/DxkXEk7kH24X1Km81/eJKoywwPgF8PN/TfBOpCupbJYHxOaBHe3k0M+uMsmPYLvmdGE8AXwdmR8SH8zHsVOC0/IBynwsM6CdPhJfs7NnAqaRXHAL8gtRD7X9L+jWwB+mK45m6FNTMrIKSY9g/AoeSriyeIr01dICk/UkP7s0k9Vaxpj4l7Vi/qJ7Kt6YNBuaS+otvljQwIlrzuHeSAnBpRLTUs6xmZpXkVzScBRwQEYvysF1Id3seAiwBzo2IB+pWyAL67JVG6eVc/neVpCW8+WR321PdewEPR8TiOhTTzKyoVlKvtIskbRERf4uIByT9lXRCPDAi1ta5jB3qk20aZfV/75e0Z36F4b3AJ3PfLMr9Sn2jfiU1M1tf6StaS35eCeyf2yv+locfR+p4MPpDYEAfvdIoCYxPAx8DmkkvUdqR1Lvjd0nPZowBTvZVhpn1JWXPYYwjdW/+OdLNO/dL+pc8/ERS1VS/0SdDA0DSbsB0UrfAJwJPR8QrwD9J2pb0FPhLEbGgjsU0MwMq3lL7SdLrpE8iNXh/OSJOl7QImAy8BTgkIubXpcBd1GcawiVNBjYBVkfEHyVtQ3on7kjSXVEHRMSr+d7m66OHX55uZtYZpd2b55/PAr5H6tb8Q6RXNqwhHXfXtt3MU5fCdkOfuNLIdxV8B7gfGJU77rqFdPvZoIh4V57uY6TUvgM/i2FmfYSkD5PaW+cBD0bE1aSXJt0KPE7qS2ptrq5qlXQBb97M06/UvSE87+xzSPV6nwAuBN4T6SXps4ARkv5d0n+SXm94Sl/o6dHMDN446f0acDvpmLq/pOHA/ydVQf0pB8ZM4FPA7RHxen/tE68vXGl8gNQ+8Uikd9/eCxwn6YPAk8AEUr1gK/DdiHi8fkU1M3tTDoebSVcSN+ROBv8NeGdE/C4/tOyzmg0AAARZSURBVHeJpAnADsDhEfFYHYvcbX2iTUPSecAkUqP3WcCxpLdVTSDdOfWLiPhpvcpnZlaNpI+Sakv2jIi/SboZ2Az4C+kxgd8DiwEi4uW6FbRG6nqlkXukfT0iTpH0feBR0jswtsvjR5Iet7+znuU0M6smIm6S9DrwR0m3AoOA84HhpBcofRA4LSKW17GYNVOXK42yh/cGRcRr+f9fJ11tfLBtmJlZfyBpX1J/eGPa2l0lDSC9QKlhniXr1YZwSaMlDY6IkLQXQO7ZcUD+/5eA+4B5krbuzbKZmXVHRNwOfBT4paTRedjrjRQY0Pt3T00CfiXpc8AXc/UTuQF8YP7/qaSnJjfv5bKZmXVLRNwCfAG4pe1kuNH0SvVUvnNgQUQslXQLqQpqt4iYV/pAjKSN+kv/K2Zm1Uga0qgPIPdWaHyf9GT3p4GPkG6z/RDwgYh4occLYGZmNdGjoVHW4D0HeCwi/iP//B3gwIh4m6TpwHYR8f0eK4yZmXVbj4VGeeddedjQ0tvO8vMZHyT1WPsxv9fbzKxv65HQKLvCmE7qiLA5IpbkYRu3vc5Q0nuB59w1iJlZ39fT1VMnAKeTXmP4IHB1RPwqj3Ojt5lZP9Njt4RJmkbq2vw9ETGFFBzTJU3JVyIODDOzfqZmoVH6ekNJGwHvAvYm3SkFcC6pO/NjSoaZmVk/UpO+p8raMI4Gfg1ckJd/uqRVEXGPpO8CJwOP1GK9ZmbWu2rapiHpVFIoHBIRj+Zugz9OukPqPyLirkp3VZmZWf9Qs15uJb0LOB74+4hYKGkK8Aqpr/lBwCmS7gderb4UMzPry7p8pVHhJeo7Av8MPAOMAnYGNga+AvwW2DS/jc/MzPqpLjWEl7Vh7Chp84h4BPhNXuZ/R8TewK+A90XEKgeGmVn/16XqqZLAOIV0N9RdklYBXyt5aO8YUjfBR9SorGZmVmedutKQtFXJ/48BjgIOALYGDgQulrSJpF2A40hdgzxaw/KamVkdFQ4NSdsD50jaJw96mXQVcTSwTf53DPBD4K/AMRHxYG2La2Zm9dSZ6qmBwJPAoZJWRMQtkjYF9gROjognJD0BbAGMiogFPVBeMzOro8KhkUPhP4HPAqdKGpifuxgNTJX0GulK44SIWNRD5TUzszpq95bbXBX1joj4r/zzKOB24GHgJeA7wKbAacBw4AsR8eeeLrSZmdVHR6GxK3A3cGxEXC7pt8CP8+dEYCfggoi4X9KgiHitNwptZmb10eHDfZImA7cBrcCpEXFpHv52UuP31sA/R8SqHi6rmZnVWYdtGhFxn6S9SZ0Qtj2fMSAi/lfSj4HlDgwzsw1DoYbwiHhA0oeBX0jaMiJ+kIc/3aOlMzOzPqUzd0/dK2lf4F5Jr0bExT1YLjMz64M63WGhpEnAK7mvKTMz24D06DvCzcyssfTYO8LNzKzxODTMzKwwh4aZmRXm0DAzs8IcGmZmVphDw8zMCnNomJlZYf8H1sPQRnlviUwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RBC ANTIBODY SCREEN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PROTHROMBIN TIME\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inj heparin sodium per 1000u\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Guide wire\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fentanyl citrate injection\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neostigmine methylslfte inj\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EMERGENCY DEPT VISIT\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for px, i in procedures[\"PX_Desc\"].value_counts()[:25].iteritems():\n",
    "    label = f\"received_{px}\"\n",
    "    px_df[label] = procedures.apply(lambda row: mark_procedure(row,  px), axis=1)\n",
    "    print(px)\n",
    "    chunk_and_plot_categorical(px_df, label, {\n",
    "        \"alpha\": 0.4,\n",
    "        \"log\": True\n",
    "    })\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_procedures = [\n",
    "    \"Ondansetron hcl injection\",\n",
    "    \"Anchor/screw bn/bn,tis/bn\",\n",
    "    \"Joint device (implantable)\",\n",
    "    \"COMPREHEN METABOLIC PANEL\",\n",
    "    \"Ketorolac tromethamine inj\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "select *, me.\"Rel_Discharge_Day\" \n",
    "from ms_inpatient_pharm mip \n",
    "inner join ms_encounters me \n",
    "on mip.\"AdmtID\" = me.\"AdmtID\" \n",
    "where mip.\"Rel_Admin_Date\" <= 0\n",
    "\"\"\"\n",
    "\n",
    "meds = pd.read_sql_query(query, engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_25_meds = drugs[\"Med\"].value_counts()[:25]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DILAUDID\n"
     ]
    },
    {
     "data": {
      "image/png": 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VZmhIkiozNCRJlRkakqTKDA1JUmWGhiSpMkNDklSZoSFJqszQkCRVZmhIkiozNCRJlRkakqTKBlRoRMQ2EXFhRFxe71okaV3UZ6EREd+JiKciYn6H43tHxL0R8UBEnPZa58jMBzNzVu9WKklak/X68FoXA+cC/912ICIGA98A9gJagNsi4mpgMPClDs+fmZlP9U2pkqTO9FloZObPI2Jsh8O7Ag9k5oMAEXEpsH9mfgmY2t1rRcTxwPEAo0ePprm5uVvnGTpoQ7Ze/53dLaNHuluzJLV57rnnav5e0pctjc68EXi03c8twG5renBEjAS+CEyMiE+X4fIqmXkBcAHApEmTcvLkyd0q7vs/msMjL/yqW8/tqUMnz6jLdSU1jubmZrr7/rcm9Q6N6ORYrunBmbkYOKH3ypEkvZZ6z55qAbZs93MT8HidapEkrUW9Q+M2YLuIGBcRQ4HDgKvrXJMkaQ36csrtJcBvgO0joiUiZmXmauAk4EZgAXBZZv6pr2qSJHVNX86eOnwNx68Drqv19SJiGjBt2223rfWpJWmdVe/uqV6TmXMz8/jhw4fXuxRJahgNGxqSpNozNCRJlRkakqTKDA1JUmWGhiSpsoYNjYiYFhEXLFu2rN6lSFLDaNjQcMqtJNVew4aGJKn2DA1JUmWGhiSpMkNDklSZoSFJqqxhQ8Mpt5JUew0bGk65laTaa9jQkCTVnqEhSarM0JAkVWZoSJIqMzQkSZWtV+8CJKmh3X5RHS8+ruZntKUhSaqsYUPDm/skqfYaNjS8uU+Saq9hQ0OSVHuGhiSpMmdPSVIv+t1DS+p38c2dPSVJqiNDQ5JUmaEhSarM0JAkVWZoSJIqa9jQ8I5wSaq9hg0N7wiXpNpr2NCQJNWeoSFJqszQkCRVZmhIkiozNCRJlRkakqTKDA1JUmWGhiSpMkNDklSZoSFJqqxhQ8O1pySp9ho2NFx7SpJqr2FDQ5JUe4aGJKkyQ0OSVJmhIUmqzNCQJFVmaEiSKjM0JEmVGRqSpMoMDUlSZYaGJKkyQ0OSVJmhIUmqzNCQJFVmaEiSKmvY0HA/DUmqvYYNDffTkKTaa9jQkCTVnqEhSapsvXoXIEmN7JbV99bt2rvy9pqf05aGJKkyQ0OSVJmhIUmqzNCQJFVmaEiSKjM0JEmVGRqSpMoMDUlSZYaGJKmyyMx619CrImIR8Eg3n74Z8HQNy5GkvtST97CtM3PzjgcbPjR6IiJuz8xJ9a5DkrqjN97D7J6SJFVmaEiSKjM0XtsF9S5Aknqg5u9hjmlIkiqzpSFJqszQkCRVts6GRkSMj4ij6l2HJHVHRGxWj+uuk6EREUOBScBeEXFEveuRpK6IiHHAZyJiv76+9jq3R3hEDMrMFyPiv4FNgakR8dfMvLLetUlSRc8Di4HdI+KFzLyxry68zoVGZr5UfvtRYA/gDcBHImLDzPxu/SqTpGoy86mIWAjsD7w5IlZn5s19ce11tXtqB2AWcAhwMHAF8L6I+FBdC5OkCiLieIr3sIuAVmBKROzdF9deJ0IjIqLDoaHA+sDrM/Nx4CZgI+DjETG9r+uTpCqiMIxiTPbMslv9n4AVwMy+CI6GD42IiCzvYIyIN0XEEOBPwFXApyJi08xcCPwW+EX5JUn9QvsPvVlYCTwATI+IUZn5GHAhMB54R0Rs2Jv1NPyYRrvA+BiwD3AfsAT4NcWYxg0RcQ1wGLBvZj5Rr1olqb0OH3o/BIwG7gB+D2xMMR57EbAtMB84LzOf69Wa1oVlRMom22nAnsBc4GHgJIouqQ8BGwI3Z+Y99apRktak/NB7MHANcDjweSCB9wK7UzQAZmbm/N6upeFbGqVBwGXATGAwcGpmvhQRW2XmnPqWJklrFhFjgF0z890R8Q/A4sycGxHrAdcCTcDzmbmkL+pp6NCIiD2BzYF5wH8ByzJz9/J3JwMTI+KjZR+hJPUr5U18jwILI+Iqikk8e5W/Pgq4JTMf7MuaGnYgvBzw3h7Ytux2uhy4LSKOiYiZwNHAVw0MSf1RRLwZ+BeKsYungBHAv5a9JEcCn6CYbtunGrKlERFDMnNVRPwK+H5E/Aw4h2Lg+xCK/wAz+qL/T5KqaD/oXVoKvJ1iLPZbwBbA5yJiJbAjcGhmPtLndTbCQHhEvA14LjPvi4i/Bw4Czs7MR8v7Lt4JfD4zl5ePH9TuznBJqquIWD8zXyi/H0sxRrEoIt4HnAocQ9GqGEUxg+qBcqptn2uU7qndgWcjYjjFjKgVwNyIOJriD7wK2KTtwQaGpP6gvFlvR+CCiBhcfv954FsRsRtwJ3AXsF1mLsnMezLzlnoFBgzwlkaHOcw7AV8BPpuZf4iIKcAOwN7A+4E5mXlM/aqVpM5FxEiK96sHgZUU3ehHAz8AjgSeAaZm5op61dhmwIZGJ/1/RMS/AW+l6Ir6Y3msCfgY8O3MvLfvK5WkV2u707vdB9+LgAkUNxk/HhFvp+gp+TjFzXu7Z+aT9aq3zYAMjQ4tjCMouqQeL+cuf45i8OgLwIJyQPxVASNJ9dLhPWzrtgHt8oPvFGD/ti6oiHgdMKKeXVLtDcgxjXZ/7FMpVnpcDcyOiEMz8wyKfsCzKZp7GBiS+pN272EnAd+IiLMi4sTM/FeK9e8uK3tJyMwV/SUwYICGBkBEbAzsnJl7ApsBTwBXljOjZgM3UvQDSlK/U+66dwjFsiBvoehaJzNPofjgOyciBtevws4NmO6pDs2511NMP7uEYv2V9YDp5Y58RwO3ZubddStWkjro2E1edq2/BLyOIjimlu9h4zLzoXIF26fqVe+aDIiWRofAOBb4SDmn+VqKLqj/ahcYnwR6dZVHSeqKDu9hO5d7YjwInAHMyswPlO9hJwOnlDco97vAgAFyR3i7P/Ys4GSKLQ4BfkyxQu23I+LnwDsoWhx/qUuhktSJdu9hHwcOpGhZPEyxa+igiNiH4sa9oylWq1hVn0rXbkB0T5VT04YBcyjWi2+OiMGZ2Vr+7s0UAbgkM1vqWaskdabcomE2MC0zF5XHdqaY7XkAsBg4KzPvqluRFfTblkb75lz574qIWMzLd3a33dX9TuCezHy6DmVKUlWtFKvSLoqIjTPz2cy8KyLupvhAPDgzV9e5xrXql2MaHfr/3hURu5dbGN4G/GO5NkuU60p9sX6VStKrtd+itd3PzwP7lOMVz5bHj6RYeDAHQmBAP21ptAuME4EPA80UmyhtT7G64zkU92aMAU6wlSGpP+lwH8Y4iuXNP0kxeef3EfGF8vhxFF1TA0a/DA2AiNgVmEqxLPBxwCOZ+VfgnyNiS4q7wJ/JzIV1LFOSgE6n1P4jxXbSx1MMeH8+M0+NiEXAJOANwAGZuaAuBXdTvxkIj4hJwPrAysy8IyK2oNgTdzOKWVHTMvOFcm7z1dnLm6dLUle0X968/Hk28DWKZc3fR7FlwyqK993VbZN56lJsD/SLlkY5q+Bs4PfAqHLhrusppp8Nzcydysd9mCK1b8Z7MST1ExHxAYrx1nnA/Mz8IcWmSTcAD1CsJbW67K5qjYhv8vJkngGl7gPh5R/7KxT9escCFwJvzWKT9JnAyIj4ckR8nWJ7w5P6w0qPkgR/+9D778BNFO+p+0TECOD/UXRB/aEMjKOBjwI3ZeZLA3VNvP7Q0ng3xfjEvVnsfXsbcGREvAd4CBhP0S/YCpyTmQ/Ur1RJelkZDtdRtCTmlosM/gfw5sz8VXnT3sURMR7YDjg4M++vY8k91i/GNCLiXGAixaD3bOAIit2qxlPMnPpxZn6vXvVJ0ppExL4UvSW7Z+azEXEd8HrgjxS3CfwGeBogM5fWrdAaqWtLo1yR9qXMPCkizgPuo9gDY6vy95tR3G5/Sz3rlKQ1ycxrI+Il4I6IuAEYCnwDGEGxgdJ7gFMyc3kdy6yZurQ0Oty8NzQzXyy/P4OitfGetmOSNBBExPsp1sMb0zbuGhGDKDZQaph7yfp0IDwiRkfEsMzMiHgnQLmy46Dy+88BtwPzImLzvqxNknoiM28C9gV+GhGjy2MvNVJgQN/PnpoI/CwiPgl8tux+ohwAH1x+fzLFXZMb9HFtktQjmXk98Bng+rYPw42mT7qnypkDCzNzSURcT9EFtWtmzmt/Q0xErDdQ1l+RpDWJiA0b9QbkvgqN8yju7D4R+CDFNNv3Ae/OzCd6vQBJUk30amh0GPC+ALg/M/+z/PlsYL/M3CYipgJbZeZ5vVaMJKnHei00Oi7eVR7bqP20s/L+jPdQrFj7Yff1lqT+rVdCo0MLYyrFQoTNmbm4PDakbTvDiHgb8JhLg0hS/9fb3VPHAKdSbGM4H/hhZv6s/J2D3pI0wPTalLCImEKxtPlbM3MyRXBMjYjJZUvEwJCkAaZmodF+e8OIWA/YCdiDYqYUwFkUy5kf3u6YJGkAqcnaUx3GMA4Dfg58szz/qRGxIjNvjYhzgBOAe2txXUlS36rpmEZEnEwRCgdk5n3lssEfoZgh9Z+Z+evOZlVJkgaGmq1yGxE7AUcB783MpyJiMvBXirXmhwInRcTvgRfWfBZJUn/W7ZZGJ5uobw98GvgLMArYERgC/CvwS+B15W58kqQBqlsD4R3GMLaPiA0y817gF+U5v52ZewA/A/4+M1cYGJI08HWre6pdYJxEMRvq1xGxAvj3djftHU6xTPD0GtUqSaqzLrU0ImLTdt8fDhwKTAM2B/YDLoqI9SNiZ+BIiqVB7qthvZKkOqocGhGxNfCViNizPLSUohVxGLBF+e8Y4FvA3cDhmTm/tuVKkuqpK91Tg4GHgAMj4rnMvD4iXgfsDpyQmQ9GxIPAxsCozFzYC/VKkuqocmiUofB14BPAyRExuLzvYjSwd0S8SNHSOCYzF/VSvZKkOnrNKbdlV9SbMvP/lz+PAm4C7gGeAc4GXgecAowAPpOZd/Z20ZKk+lhbaOwC/BY4IjO/HxG/BL5bfh0H7AB8MzN/HxFDM/PFvihaklQfa725LyImAT8BWoGTM/OS8vjfUQx+bw58OjNX9HKtkqQ6W+uYRmbeHhF7UCxC2HZ/xqDM/HNEfBdYbmBI0rqh0kB4Zt4VER8AfhwRm2Tm+eXxR3q1OklSv9KV2VO3RcT7gdsi4oXMvKgX65Ik9UNdXrAwIiYCfy3XmpIkrUN6dY9wSVJj6bU9wiVJjcfQkCRVZmhIkiozNCRJlRkakqTKDA1JUmWGhiSpsv8DonT8M1IYp+gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SUBLIMAZE\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ZOFRAN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "?\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VERSED\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LACTATED RINGERS\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROXICODONE\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TylenoL\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NACL-0.9%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FENTANYL\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DILAUDID (iSECURE SYRINGE)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PEPCID\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TORADOL\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KEFZOL / ANCEF\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CeleBREX\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SODIUM CHLORIDE 0.9%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NEURONTIN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TYLENOL EXTRA STRENGTH\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fentaNYL CITRATE\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MORPHINE\n"
     ]
    },
    {
     "data": {
      "image/png": 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psiEVGhHxmoi4ICK+1exaJGlLNGihERFfi4hlEbG4bvshEXFvRDwQEWds7BiZ+WBmzh/YSiVJvdlqEM91EXAe8PXuDRExHPgScBDQBdweEVcBw4HP1r1/XmYuG5xSJUk9GbTQyMwfRcSkus37AA9k5oMAEXEJcHhmfhaY2ddzRcSJwIkAEyZMoLOzs0/HGTlsNLtu/ea+ltEvfa1Zkro988wzDb+WDOadRk92Ah6p+bsL2Le3nSNiHPCPwNSI+FgZLi+TmQuABQDTpk3L6dOn96m4S7+zkIef+0mf3ttfx0yf05TzSmofnZ2d9PX615tmh0b0sC172zkzVwAnDVw5kqSNafboqS5g55q/O4DHmlSLJGkTmh0atwOvjYjJETESOBa4qhEHjohDI2LBqlWrGnE4SRKDO+T2YuBnwO4R0RUR8zNzHXAycAOwBLgsM3/RiPNl5tWZeeKYMWMacThJEoM7emp2L9uvBa4drDokSX3X7OYpSdIQYmhIkipr29CwI1ySGq9tQ8OOcElqvLYNDUlS4xkakqTKDA1JUmVtGxp2hEtS47VtaNgRLkmN17ahIUlqPENDklSZoSFJqszQkCRVZmhIkipr29BwyK0kNV7bhoZDbiWp8do2NCRJjWdoSJIqMzQkSZUZGpKkygwNSVJlbRsaDrmVpMZr29BwyK0kNV7bhoYkqfEMDUlSZYaGJKkyQ0OSVJmhIUmqzNCQJFVmaEiSKmvb0PDhPklqvLYNDR/uk6TGa9vQkCQ1nqEhSarM0JAkVWZoSJIqMzQkSZUZGpKkygwNSVJlhoYkqTJDQ5JUmaEhSaqsbUPDuackqfHaNjSce0qSGq9tQ0OS1HiGhiSpMkNDklSZoSFJqszQkCRVZmhIkiozNCRJlRkakqTKDA1JUmWGhiSpMkNDklSZoSFJqszQkCRVZmhIkipr29BwPQ1Jary2DQ3X05Ckxmvb0JAkNZ6hIUmqzNCQJFVmaEiSKjM0JEmVGRqSpMoMDUlSZYaGJKkyQ0OSVJmhIUmqzNCQJFVmaEiSKjM0JEmVGRqSpMoMDUlSZYaGJKmyrZpdgCS1tTsubOLJJzf8iN5pSJIqMzQkSZUZGpKkygwNSVJlhoYkqTJDQ5JU2ZALjYg4IiK+GhFXRsQ7ml2PJG1JBjU0IuJrEbEsIhbXbT8kIu6NiAci4oyNHSMzr8jME4C5wDEDWK4kqc5gP9x3EXAe8PXuDRExHPgScBDQBdweEVcBw4HP1r1/XmYuK3//ZPk+SdIgGdTQyMwfRcSkus37AA9k5oMAEXEJcHhmfhaYWX+MiAjgbOC6zLyrp/NExInAiQATJkygs7OzT/WOHDaaXbd+c5/e2199rVlSa3nydyOadu4Rw55p+LWkFaYR2Ql4pObvLmDfjex/CvB2YExE7JaZ59fvkJkLgAUA06ZNy+nTp/epsEu/s5CHn/tJn97bX8dMn9OU80pqrMu/f2rTzr39yMPp6/WvN60QGtHDtuxt58z8IvDFgStHktSbVhg91QXsXPN3B/BYk2qRJG1EK4TG7cBrI2JyRIwEjgWu6u9BI+LQiFiwatWqfhcoSSoM9pDbi4GfAbtHRFdEzM/MdcDJwA3AEuCyzPxFf8+VmVdn5oljxozp76EkSaXBHj01u5ft1wLXDmYtkqTN1wrNU5KkIcLQkCRV1rahYUe4JDVe24aGHeGS1HhtGxqSpMZrhSfCJaltPbTi2aade8eJjT+mdxqSpMraNjTsCJekxmvb0LAjXJIar21DQ5LUeIaGJKkyQ0OSVJmhIUmqzNCQJFXWtqHhkFtJarzI7HU57rYQEcuBh/v49h2AJxpYjiQNpv5cw3bNzB3rN7Z9aPRHRNyRmdOaXYck9cVAXMPatnlKktR4hoYkqTJDY+MWNLsASeqHhl/D7NOQJFXmnYYkqTJDQ5JU2RYbGhExJSKOb3YdktQXEbFDM867RYZGRIwEpgEHRcR7ml2PJG2OiJgMfDwiDhvsc29xa4RHxLDMfD4ivg5sD8yMiN9n5hXNrk2SKnoWWAHsHxHPZeYNg3XiLS40MvOF8te/Ag4A/gB4X0SMzsxvNK8ySaomM5dFxFLgcOB1EbEuM28ejHNvqc1TfwTMB44G3g18F3hbRBzR1MIkqYKIOJHiGnYhsB6YERGHDMa5t4jQiIio2zQS2Bp4ZWY+BtwEbAt8KCJmDXZ9klRFFEZR9MmeXTar/zWwGpg3GMHR9qEREZHlE4wR8YcRMQL4BXAlcHpEbJ+ZS4Fbgf8qfySpJdR+6c3CGuABYFZEjM/MR4ELgCnAfhExeiDrafs+jZrA+BvgncB9wErgpxR9GtdHxPeAY4F3ZebjzapVkmrVfek9ApgA3AncBbyKoj/2QmA3YDHw5cx8ZkBr2hKmESlv2c4ADgSuBn4NnEzRJHUEMBq4OTN/1awaJak35ZfedwPfA2YDZwIJ/BmwP8UNwLzMXDzQtbT9nUZpGHAZMA8YDpyWmS9ExC6ZubC5pUlS7yJiIrBPZv5pRPwFsCIzr46IrYBrgA7g2cxcORj1tHVoRMSBwI7AIuBfgVWZuX/52inA1Ij4q7KNUJJaSvkQ3yPA0oi4kmIQz0Hly8cDt2Tmg4NZU9t2hJcd3rsDu5XNTt8Cbo+I90fEPGAu8HkDQ1IriojXAR+h6LtYBowFPlW2khwHfJhiuO2gass7jYgYkZlrI+InwKUR8UPgCxQd30dT/AeYMxjtf5JURW2nd+kp4I8p+mK/Crwa+GRErAH2AI7JzIcHvc526AiPiDcBz2TmfRHxJ8BRwLmZ+Uj53MWbgTMz8+ly/2E1T4ZLUlNFxNaZ+Vz5+ySKPorlEfE24DTg/RR3FeMpRlA9UA61HXTt0jy1P/C7iBhDMSJqNXB1RMyl+AdeC2zXvbOBIakVlA/r7QEsiIjh5e9nAl+NiH2Bu4F7gNdm5srM/FVm3tKswIAhfqdRN4b59cDngE9k5s8jYgbwR8AhwNuBhZn5/uZVK0k9i4hxFNerB4E1FM3oc4HLgeOAJ4GZmbm6WTV2G7Kh0UP7HxHx98AbKZqi/qfc1gH8DfAfmXnv4FcqSS/X/aR3zRffC4G9KB4yfiwi/piipeRDFA/v7Z+Zv21Wvd2GZGjU3WG8h6JJ6rFy7PInKTqP/g5YUnaIvyxgJKlZ6q5hu3Z3aJdffGcAh3c3QUXEK4CxzWySqjUk+zRq/rFPo5jpcR1wVkQck5mfoWgHPJfidg8DQ1IrqbmGnQx8KSLOiYgPZuanKOa/u6xsJSEzV7dKYMAQDQ2AiHgVsGdmHgjsADwOXFGOjDoLuIGiHVCSWk656t7RFNOCvIGiaZ3MPJXii+/CiBjevAp7NmSap+pu515JMfzsYor5V7YCZpUr8s0FbsvMXzatWEmqU99MXjatvwC8giI4ZpbXsMmZ+VA5g+2yZtXbmyFxp1EXGB8A3leOab6GognqX2sC46PAgM7yKEmbo+4atme5JsaDwGeA+Zn5jvIadgpwavmAcssFBgyRJ8Jr/rHnA6dQLHEI8H2KGWr/IyJ+BOxHccfxm6YUKkk9qLmGfQg4kuLO4tcUq4YOi4h3Ujy4N5ditoq1zal004ZE81Q5NG0UsJBivvjOiBiemevL115HEYArM7OrmbVKUk/KJRrOAg7NzOXltj0pRnv+ObACOCcz72lakRW07J1G7e1c+b+rI2IFLz3Z3f1U95uBX2XmE00oU5KqWk8xK+3yiHhVZv4uM++JiF9SfCEenpnrmlzjJrVkn0Zd+99bImL/cgnD24G/LOdmiXJeqX9sXqWS9HK1S7TW/P0s8M6yv+J35fbjKCYezKEQGNCidxo1gfFB4L1AJ8UiSrtTzO74BYpnMyYCJ3mXIamV1D2HMZlievOPUgzeuSsi/q7cfgJF09SQ0ZKhARAR+wAzKaYFPgF4ODN/D/xtROxM8RT4k5m5tIllShLQ45Dav6RYTvpEig7vMzPztIhYDkwD/gD488xc0pSC+6hlOsIjYhqwNbAmM++MiFdTrIm7A8WoqEMz87lybPNVOcCLp0vS5qid3rz8+yzgixTTmr+NYsmGtRTX3XXdg3maUmw/tMSdRjmq4FzgLmB8OXHXdRTDz0Zm5uvL/d5Lkdo347MYklpERLyDor91EbA4M79NsWjS9cADFHNJrSubq9ZHxFd4aTDPkNL0jvDyH/tzFO16HwAuAN6YxSLp84BxEfHPEfFvFMsbntwKMz1KErz4pfcfgJsorqnvjIixwP+laIL6eRkYc4G/Am7KzBeG6px4rXCn8acU/RP3ZrH27e3AcRHxVuAhYApFu+B64AuZ+UDzSpWkl5ThcC3FncTV5SSD/wS8LjN/Uj60d1FETAFeC7w7M+9vYsn91hJ9GhFxHjCVotP7LOA9FKtVTaEYOfX9zPxms+qTpN5ExLsoWkv2z8zfRcS1wCuB/6F4TOBnwBMAmflU0wptkKbeaZQz0r6QmSdHxJeB+yjWwNilfH0Hisftb2lmnZLUm8y8JiJeAO6MiOuBkcCXgLEUCyi9FTg1M59uYpkN05Q7jbqH90Zm5vPl75+huNt4a/c2SRoKIuLtFPPhTezud42IYRQLKLXNs2SD2hEeERMiYlRmZkS8GaCc2XFY+fsngTuARRGx42DWJkn9kZk3Ae8CfhARE8ptL7RTYMDgj56aCvwwIj4KfKJsfqLsAB9e/n4KxVOT2wxybZLUL5l5HfBx4LruL8PtZlCap8qRA0szc2VEXEfRBLVPZi6qfSAmIrYaKvOvSFJvImJ0uz6APFih8WWKJ7s/CBxMMcz2bcCfZubjA16AJKkhBjQ06jq8FwD3Z+a/lH+fCxyWma+JiJnALpn55QErRpLUbwMWGvWTd5Xbtq0ddlY+n/FWihlr3+u63pLU2gYkNOruMGZSTETYmZkrym0jupczjIg3AY86NYgktb6Bbp56P3AaxTKGi4FvZ+YPy9fs9JakIWbAhoRFxAyKqc3fmJnTKYJjZkRML+9EDAxJGmIaFhq1yxtGxFbA64EDKEZKAZxDMZ357JptkqQhpCFzT9X1YRwL/Aj4Snn80yJidWbeFhFfAE4C7m3EeSVJg6uhfRoRcQpFKPx5Zt5XThv8PooRUv+SmT/taVSVJGloaNgstxHxeuB44M8yc1lETAd+TzHX/Ejg5Ii4C3iu96NIklpZn+80elhEfXfgY8BvgPHAHsAI4FPAj4FXlKvxSZKGqD51hNf1YeweEdtk5r3Af5XH/I/MPAD4IfAnmbnawJCkoa9PzVM1gXEyxWion0bEauAfah7am00xTfCsBtUqSWqyzbrTiIjta36fDRwDHArsCBwGXBgRW0fEnsBxFFOD3NfAeiVJTVQ5NCJiV+BzEXFguekpiruIY4FXl/87Efgq8EtgdmYubmy5kqRm2pzmqeHAQ8CREfFMZl4XEa8A9gdOyswHI+JB4FXA+MxcOgD1SpKaqHJolKHwb8CHgVMiYnj53MUE4JCIeJ7iTuP9mbl8gOqVJDXRRofclk1Rf5iZ/17+PR64CfgV8CRwLvAK4FRgLPDxzLx7oIuWJDXHpkJjb+BW4D2ZeWlE/Bj4RvlzAvBHwFcy866IGJmZzw9G0ZKk5tjkw30RMQ24EVgPnJKZF5fb/w9F5/eOwMcyc/UA1ypJarJN9mlk5h0RcQDFJITdz2cMy8z/jYhvAE8bGJK0ZajUEZ6Z90TEO4DvR8R2mXl+uf3hAa1OktRSNmf01O0R8Xbg9oh4LjMvHMC6JEktaLMnLIyIqcDvy7mmJElbkAFdI1yS1F4GbI1wSVL7MTQkSZUZGpKkygwNSVJlhoYkqTJDQ5JUmaEhSars/wMzEs4VH6ZVOQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9 % SODIUM CHLORIDE\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ULTRAM\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HEPARIN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANCEF\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COLACE\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def mark_med(row, med):\n",
    "    if row['Med'] == med:\n",
    "        return 'Received'\n",
    "    else:\n",
    "        return \"Hasn't Received\"\n",
    "    \n",
    "meds_df = meds[[\"Rel_Discharge_Day\"]]\n",
    "meds_df = meds_df.loc[:,~meds_df.columns.duplicated()]\n",
    "\n",
    "for med, i in top_25_meds.iteritems():\n",
    "    label = f\"received_{med}\"\n",
    "    meds_df[label] = meds.apply(lambda row: mark_med(row,  med), axis=1)\n",
    "    print (med)\n",
    "    chunk_and_plot_categorical(meds_df, label, {\n",
    "        \"alpha\": 0.4,\n",
    "        \"log\": True\n",
    "    })\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_medications = [\n",
    "    \"SUBLIMAZE\",\n",
    "    \"VERSED\",\n",
    "    \"SODIUM CHLORIDE 0.9%\",\n",
    "    \"0.9 % SODIUM CHLORIDE\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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