Compare Multiple Facilities APR DRGs and mortality.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we write code which generalizes the SPARCS data analysis. We will work out some code for grouping the data by APR-DRG. When we have worked out this for a single facility we will then export the code in the notebook into Python .py script. We will then modify the file into a program which generates. Notebooks are good starting points for more complicated the program. The goal of the script is to download data from each facility and each year to create a dataset which allows large scale trends to be observed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "base_url = \"https://health.data.ny.gov/resource/\"\n",
    "data_tag = 'rmwa-zns4'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://health.data.ny.gov/resource/rmwa-zns4'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base_url + data_tag "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "facility_count_url = base_url + data_tag + \"?\" + \"$select=facility_id,count(*)&$group=facility_id\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "facility_discharge_count_df = pd.read_json(facility_count_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>facility_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>56023</td>\n",
       "      <td>1456.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>49148</td>\n",
       "      <td>541.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>47872</td>\n",
       "      <td>1464.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>47136</td>\n",
       "      <td>1458.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>43112</td>\n",
       "      <td>1305.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     count  facility_id\n",
       "171  56023       1456.0\n",
       "200  49148        541.0\n",
       "175  47872       1464.0\n",
       "172  47136       1458.0\n",
       "153  43112       1305.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facility_discharge_count_df.sort_values(\"count\", ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "216"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facility_discharge_count_df[\"count\"].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_socrata_dataset_in_chunks(soda_api_url, limit=10000, order_by=\":id\"):\n",
    "    \"\"\"A simple function to page through results\"\"\"\n",
    "    offset = 0\n",
    "    data_set_df = None\n",
    "    \n",
    "    while True:\n",
    "        dataset_url =  soda_api_url +  \"&$order=\" + order_by + \"&$offset=\" + str(offset) + \"&$limit=\" + str(limit) + \"&$$exclude_system_fields=false\"\n",
    "        print(dataset_url)\n",
    "        slice_df = pd.read_json(dataset_url)\n",
    "        record_count = slice_df[order_by].count()\n",
    "        if data_set_df is None:\n",
    "            data_set_df = slice_df\n",
    "        else:\n",
    "            data_set_df = data_set_df.append(slice_df)\n",
    "                \n",
    "        if record_count < limit:\n",
    "            break\n",
    "        else:\n",
    "            data_set_df\n",
    "        \n",
    "        offset += limit\n",
    "        \n",
    "    return data_set_df     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://health.data.ny.gov/resource/rmwa-zns4?facility_id=1456\n"
     ]
    }
   ],
   "source": [
    "facility_count_url = base_url + data_tag + \"?\" + \"facility_id=\" + str(int(1456))\n",
    "print(facility_count_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://health.data.ny.gov/resource/rmwa-zns4?facility_id=1456&$order=:id&$offset=0&$limit=10000&$$exclude_system_fields=false\n",
      "https://health.data.ny.gov/resource/rmwa-zns4?facility_id=1456&$order=:id&$offset=10000&$limit=10000&$$exclude_system_fields=false\n",
      "https://health.data.ny.gov/resource/rmwa-zns4?facility_id=1456&$order=:id&$offset=20000&$limit=10000&$$exclude_system_fields=false\n",
      "https://health.data.ny.gov/resource/rmwa-zns4?facility_id=1456&$order=:id&$offset=30000&$limit=10000&$$exclude_system_fields=false\n",
      "https://health.data.ny.gov/resource/rmwa-zns4?facility_id=1456&$order=:id&$offset=40000&$limit=10000&$$exclude_system_fields=false\n",
      "https://health.data.ny.gov/resource/rmwa-zns4?facility_id=1456&$order=:id&$offset=50000&$limit=10000&$$exclude_system_fields=false\n"
     ]
    }
   ],
   "source": [
    "facility_df = get_socrata_dataset_in_chunks(facility_count_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56023"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facility_df[\":id\"].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>:created_at</th>\n",
       "      <th>:created_meta</th>\n",
       "      <th>:id</th>\n",
       "      <th>:updated_at</th>\n",
       "      <th>:updated_meta</th>\n",
       "      <th>abortion_edit_indicator</th>\n",
       "      <th>admit_day_of_week</th>\n",
       "      <th>age_group</th>\n",
       "      <th>apr_drg_code</th>\n",
       "      <th>apr_drg_description</th>\n",
       "      <th>...</th>\n",
       "      <th>operating_provider_license_number</th>\n",
       "      <th>patient_disposition</th>\n",
       "      <th>race</th>\n",
       "      <th>source_of_payment_1</th>\n",
       "      <th>source_of_payment_2</th>\n",
       "      <th>source_of_payment_3</th>\n",
       "      <th>total_charges</th>\n",
       "      <th>total_costs</th>\n",
       "      <th>type_of_admission</th>\n",
       "      <th>zip_code_3_digits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>1528737</td>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>N</td>\n",
       "      <td>SUN</td>\n",
       "      <td>50 to 69</td>\n",
       "      <td>175</td>\n",
       "      <td>PERCUTANEOUS CARDIOVASCULAR PROCEDURES W/O AMI</td>\n",
       "      <td>...</td>\n",
       "      <td>238699.0</td>\n",
       "      <td>Home or Self Care</td>\n",
       "      <td>Black/African American</td>\n",
       "      <td>Medicare</td>\n",
       "      <td>Medicare</td>\n",
       "      <td>Managed Care, Unspecified</td>\n",
       "      <td>31914.89</td>\n",
       "      <td>13453.78</td>\n",
       "      <td>Elective</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>1528738</td>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>N</td>\n",
       "      <td>SUN</td>\n",
       "      <td>50 to 69</td>\n",
       "      <td>175</td>\n",
       "      <td>PERCUTANEOUS CARDIOVASCULAR PROCEDURES W/O AMI</td>\n",
       "      <td>...</td>\n",
       "      <td>238699.0</td>\n",
       "      <td>Home or Self Care</td>\n",
       "      <td>White</td>\n",
       "      <td>Medicare</td>\n",
       "      <td>Medicare</td>\n",
       "      <td>Self-Pay</td>\n",
       "      <td>35085.91</td>\n",
       "      <td>15924.05</td>\n",
       "      <td>Elective</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>1528739</td>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>N</td>\n",
       "      <td>MON</td>\n",
       "      <td>18 to 29</td>\n",
       "      <td>566</td>\n",
       "      <td>OTHER ANTEPARTUM DIAGNOSES</td>\n",
       "      <td>...</td>\n",
       "      <td>199652.0</td>\n",
       "      <td>Home or Self Care</td>\n",
       "      <td>White</td>\n",
       "      <td>Private Health Insurance</td>\n",
       "      <td>Self-Pay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>2340.54</td>\n",
       "      <td>Elective</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>1528740</td>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>N</td>\n",
       "      <td>TUE</td>\n",
       "      <td>30 to 49</td>\n",
       "      <td>2</td>\n",
       "      <td>HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>...</td>\n",
       "      <td>270258.0</td>\n",
       "      <td>Short-term Hospital</td>\n",
       "      <td>Other Race</td>\n",
       "      <td>Private Health Insurance</td>\n",
       "      <td>Medicaid</td>\n",
       "      <td>Self-Pay</td>\n",
       "      <td>3240736.29</td>\n",
       "      <td>1066245.60</td>\n",
       "      <td>Urgent</td>\n",
       "      <td>OOS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>1528741</td>\n",
       "      <td>2016-02-18 16:21:33</td>\n",
       "      <td>901450</td>\n",
       "      <td>N</td>\n",
       "      <td>SUN</td>\n",
       "      <td>0 to 17</td>\n",
       "      <td>588</td>\n",
       "      <td>NEONATE BWT &lt;1500G W MAJOR PROCEDURE</td>\n",
       "      <td>...</td>\n",
       "      <td>188505.0</td>\n",
       "      <td>Skilled Nursing Home</td>\n",
       "      <td>Other Race</td>\n",
       "      <td>Medicaid</td>\n",
       "      <td>Medicaid</td>\n",
       "      <td>Self-Pay</td>\n",
       "      <td>2341047.14</td>\n",
       "      <td>1229240.13</td>\n",
       "      <td>Urgent</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          :created_at  :created_meta      :id         :updated_at  \\\n",
       "0 2016-02-18 16:21:33         901450  1528737 2016-02-18 16:21:33   \n",
       "1 2016-02-18 16:21:33         901450  1528738 2016-02-18 16:21:33   \n",
       "2 2016-02-18 16:21:33         901450  1528739 2016-02-18 16:21:33   \n",
       "3 2016-02-18 16:21:33         901450  1528740 2016-02-18 16:21:33   \n",
       "4 2016-02-18 16:21:33         901450  1528741 2016-02-18 16:21:33   \n",
       "\n",
       "   :updated_meta abortion_edit_indicator admit_day_of_week age_group  \\\n",
       "0         901450                       N               SUN  50 to 69   \n",
       "1         901450                       N               SUN  50 to 69   \n",
       "2         901450                       N               MON  18 to 29   \n",
       "3         901450                       N               TUE  30 to 49   \n",
       "4         901450                       N               SUN   0 to 17   \n",
       "\n",
       "   apr_drg_code                             apr_drg_description  \\\n",
       "0           175  PERCUTANEOUS CARDIOVASCULAR PROCEDURES W/O AMI   \n",
       "1           175  PERCUTANEOUS CARDIOVASCULAR PROCEDURES W/O AMI   \n",
       "2           566                      OTHER ANTEPARTUM DIAGNOSES   \n",
       "3             2                      HEART &/OR LUNG TRANSPLANT   \n",
       "4           588            NEONATE BWT <1500G W MAJOR PROCEDURE   \n",
       "\n",
       "         ...         operating_provider_license_number   patient_disposition  \\\n",
       "0        ...                                  238699.0     Home or Self Care   \n",
       "1        ...                                  238699.0     Home or Self Care   \n",
       "2        ...                                  199652.0     Home or Self Care   \n",
       "3        ...                                  270258.0   Short-term Hospital   \n",
       "4        ...                                  188505.0  Skilled Nursing Home   \n",
       "\n",
       "                     race       source_of_payment_1  source_of_payment_2  \\\n",
       "0  Black/African American                  Medicare             Medicare   \n",
       "1                   White                  Medicare             Medicare   \n",
       "2                   White  Private Health Insurance             Self-Pay   \n",
       "3              Other Race  Private Health Insurance             Medicaid   \n",
       "4              Other Race                  Medicaid             Medicaid   \n",
       "\n",
       "         source_of_payment_3  total_charges  total_costs  type_of_admission  \\\n",
       "0  Managed Care, Unspecified       31914.89     13453.78           Elective   \n",
       "1                   Self-Pay       35085.91     15924.05           Elective   \n",
       "2                        NaN        5500.00      2340.54           Elective   \n",
       "3                   Self-Pay     3240736.29   1066245.60             Urgent   \n",
       "4                   Self-Pay     2341047.14   1229240.13             Urgent   \n",
       "\n",
       "  zip_code_3_digits  \n",
       "0               104  \n",
       "1               112  \n",
       "2               112  \n",
       "3               OOS  \n",
       "4               112  \n",
       "\n",
       "[5 rows x 43 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facility_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u':created_at', u':created_meta', u':id', u':updated_at',\n",
       "       u':updated_meta', u'abortion_edit_indicator', u'admit_day_of_week',\n",
       "       u'age_group', u'apr_drg_code', u'apr_drg_description', u'apr_mdc_code',\n",
       "       u'apr_mdc_description', u'apr_medical_surgical_description',\n",
       "       u'apr_risk_of_mortality', u'apr_severity_of_illness_code',\n",
       "       u'apr_severity_of_illness_description',\n",
       "       u'attending_provider_license_number', u'birth_weight',\n",
       "       u'ccs_diagnosis_code', u'ccs_diagnosis_description',\n",
       "       u'ccs_procedure_code', u'ccs_procedure_description',\n",
       "       u'discharge_day_of_week', u'discharge_year',\n",
       "       u'emergency_department_indicator', u'ethnicity', u'facility_id',\n",
       "       u'facility_name', u'gender', u'health_service_area', u'hospital_county',\n",
       "       u'length_of_stay', u'operating_certificate_number',\n",
       "       u'operating_provider_license_number', u'patient_disposition', u'race',\n",
       "       u'source_of_payment_1', u'source_of_payment_2', u'source_of_payment_3',\n",
       "       u'total_charges', u'total_costs', u'type_of_admission',\n",
       "       u'zip_code_3_digits'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facility_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u':created_at', u':created_meta', u':id', u':updated_at',\n",
       "       u':updated_meta', u'abortion_edit_indicator', u'admit_day_of_week',\n",
       "       u'age_group', u'apr_drg_code', u'apr_drg_description', u'apr_mdc_code',\n",
       "       u'apr_mdc_description', u'apr_medical_surgical_description',\n",
       "       u'apr_risk_of_mortality', u'apr_severity_of_illness_code',\n",
       "       u'apr_severity_of_illness_description',\n",
       "       u'attending_provider_license_number', u'birth_weight',\n",
       "       u'ccs_diagnosis_code', u'ccs_diagnosis_description',\n",
       "       u'ccs_procedure_code', u'ccs_procedure_description',\n",
       "       u'discharge_day_of_week', u'discharge_year',\n",
       "       u'emergency_department_indicator', u'ethnicity', u'facility_id',\n",
       "       u'facility_name', u'gender', u'health_service_area', u'hospital_county',\n",
       "       u'length_of_stay', u'operating_certificate_number',\n",
       "       u'operating_provider_license_number', u'patient_disposition', u'race',\n",
       "       u'source_of_payment_1', u'source_of_payment_2', u'source_of_payment_3',\n",
       "       u'total_charges', u'total_costs', u'type_of_admission',\n",
       "       u'zip_code_3_digits'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facility_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def create_composite_fields_with_id(df, code, description, padding=4, field_suffix=\"_with_description\"):\n",
    "    zero_padding = \"0\" * padding\n",
    "    df[code + \"_with_description\"] = df.apply(\n",
    "    lambda x: str(zero_padding + str(int(x[code])))[-padding:] + \" - \" + x[description], axis=1)\n",
    "    return df\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "facility_df =  create_composite_fields_with_id(facility_df, \"apr_drg_code\", \"apr_drg_description\", padding=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def prepare_sparcs_df(sparcs_df):\n",
    "    sparcs_df[\"length_of_stay_number\"] =  sparcs_df.apply(\n",
    "        lambda x: 120 if \"120 +\" == x[\"length_of_stay\"] else int(x[\"length_of_stay\"]), axis=1)\n",
    "    sparcs_df = create_composite_fields_with_id(sparcs_df, \"facility_id\", \"facility_name\")\n",
    "    spracs_df = create_composite_fields_with_id(sparcs_df, \"apr_drg_code\", \"apr_drg_description\")\n",
    "    sparcs_df = create_composite_fields_with_id(sparcs_df, \"apr_mdc_code\", \"apr_mdc_description\")\n",
    "    sparcs_df[\"in_hospital_mortality\"] = sparcs_df[\"patient_disposition\"] == \"Expired\"\n",
    "\n",
    "    return sparcs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "facility_df = prepare_sparcs_df(facility_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      1\n",
       "1      1\n",
       "2      1\n",
       "3    120\n",
       "4    120\n",
       "Name: length_of_stay_number, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facility_df[\"length_of_stay_number\"].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def percentile_25th(x):\n",
    "    return np.percentile(x,0.25)\n",
    "\n",
    "def percentile_75th(x):\n",
    "    return np.percentile(x, 0.75)\n",
    "\n",
    "def percentile_5th(x):\n",
    "    return np.percentile(x, 0.05)\n",
    "\n",
    "def percentile_95th(x):\n",
    "    return np.percentile(x, 0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_1 = facility_df.groupby([\"apr_drg_code_with_description\"]).agg(\n",
    "    {\":id\": [np.size], \"in_hospital_mortality\": [np.sum], \n",
    "     \"length_of_stay_number\": [np.mean, np.sum, np.median, \n",
    "                               percentile_25th, percentile_75th, percentile_5th, percentile_95th],\n",
    "    }).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "size    310\n",
       "dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_1[\":id\"].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_2 = pd.crosstab(facility_df[\"apr_drg_code_with_description\"], facility_df[\"age_group\"]).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_3 = pd.merge(apr_drg_stats_df_1, apr_drg_stats_df_2, on=\"apr_drg_code_with_description\", how=\"outer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_4 = pd.crosstab(facility_df[\"apr_drg_code_with_description\"], \n",
    "                                 facility_df[\"apr_severity_of_illness_code\"]).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>apr_drg_code_with_description</th>\n",
       "      <th>(apr_drg_code_with_description, )</th>\n",
       "      <th>(length_of_stay_number, mean)</th>\n",
       "      <th>(length_of_stay_number, sum)</th>\n",
       "      <th>(length_of_stay_number, median)</th>\n",
       "      <th>(length_of_stay_number, percentile_25th)</th>\n",
       "      <th>(length_of_stay_number, percentile_75th)</th>\n",
       "      <th>(length_of_stay_number, percentile_5th)</th>\n",
       "      <th>(length_of_stay_number, percentile_95th)</th>\n",
       "      <th>(:id, size)</th>\n",
       "      <th>(in_hospital_mortality, sum)</th>\n",
       "      <th>0 to 17</th>\n",
       "      <th>18 to 29</th>\n",
       "      <th>30 to 49</th>\n",
       "      <th>50 to 69</th>\n",
       "      <th>70 or Older</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>32.522936</td>\n",
       "      <td>3545</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.5400</td>\n",
       "      <td>5.620</td>\n",
       "      <td>4.1080</td>\n",
       "      <td>6.000</td>\n",
       "      <td>109</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>72</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>44.275862</td>\n",
       "      <td>1284</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0700</td>\n",
       "      <td>11.210</td>\n",
       "      <td>11.0140</td>\n",
       "      <td>11.266</td>\n",
       "      <td>29</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>22.664835</td>\n",
       "      <td>4125</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.4525</td>\n",
       "      <td>8.715</td>\n",
       "      <td>7.0905</td>\n",
       "      <td>9.439</td>\n",
       "      <td>182</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>33</td>\n",
       "      <td>128</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>51.898089</td>\n",
       "      <td>8148</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.680</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>3.928</td>\n",
       "      <td>157</td>\n",
       "      <td>45.0</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>46.927419</td>\n",
       "      <td>5819</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.6150</td>\n",
       "      <td>6.845</td>\n",
       "      <td>5.1230</td>\n",
       "      <td>7.674</td>\n",
       "      <td>124</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       apr_drg_code_with_description  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "\n",
       "                   (apr_drg_code_with_description, )  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "\n",
       "   (length_of_stay_number, mean)  (length_of_stay_number, sum)  \\\n",
       "0                      32.522936                          3545   \n",
       "1                      44.275862                          1284   \n",
       "2                      22.664835                          4125   \n",
       "3                      51.898089                          8148   \n",
       "4                      46.927419                          5819   \n",
       "\n",
       "   (length_of_stay_number, median)  (length_of_stay_number, percentile_25th)  \\\n",
       "0                             20.0                                    4.5400   \n",
       "1                             22.0                                   11.0700   \n",
       "2                             18.0                                    7.4525   \n",
       "3                             45.0                                    2.0000   \n",
       "4                             36.0                                    5.6150   \n",
       "\n",
       "   (length_of_stay_number, percentile_75th)  \\\n",
       "0                                     5.620   \n",
       "1                                    11.210   \n",
       "2                                     8.715   \n",
       "3                                     2.680   \n",
       "4                                     6.845   \n",
       "\n",
       "   (length_of_stay_number, percentile_5th)  \\\n",
       "0                                   4.1080   \n",
       "1                                  11.0140   \n",
       "2                                   7.0905   \n",
       "3                                   2.0000   \n",
       "4                                   5.1230   \n",
       "\n",
       "   (length_of_stay_number, percentile_95th)  (:id, size)  \\\n",
       "0                                     6.000          109   \n",
       "1                                    11.266           29   \n",
       "2                                     9.439          182   \n",
       "3                                     3.928          157   \n",
       "4                                     7.674          124   \n",
       "\n",
       "   (in_hospital_mortality, sum)  0 to 17  18 to 29  30 to 49  50 to 69  \\\n",
       "0                           6.0        9         3        20        72   \n",
       "1                           2.0        2         0         7        18   \n",
       "2                           5.0        0        10        33       128   \n",
       "3                          45.0        9         3        15        70   \n",
       "4                          27.0        2         5        15        41   \n",
       "\n",
       "   70 or Older  \n",
       "0            5  \n",
       "1            2  \n",
       "2           11  \n",
       "3           60  \n",
       "4           61  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_5 = pd.merge(apr_drg_stats_df_3, apr_drg_stats_df_4, on=\"apr_drg_code_with_description\", how=\"outer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_6 = pd.crosstab(facility_df[\"apr_drg_code_with_description\"], facility_df[\"apr_risk_of_mortality\"]).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_7 = pd.merge(apr_drg_stats_df_5, apr_drg_stats_df_6, on=\"apr_drg_code_with_description\", how=\"outer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>apr_drg_code_with_description</th>\n",
       "      <th>(apr_drg_code_with_description, )</th>\n",
       "      <th>(length_of_stay_number, mean)</th>\n",
       "      <th>(length_of_stay_number, sum)</th>\n",
       "      <th>(length_of_stay_number, median)</th>\n",
       "      <th>(length_of_stay_number, percentile_25th)</th>\n",
       "      <th>(length_of_stay_number, percentile_75th)</th>\n",
       "      <th>(length_of_stay_number, percentile_5th)</th>\n",
       "      <th>(length_of_stay_number, percentile_95th)</th>\n",
       "      <th>(:id, size)</th>\n",
       "      <th>...</th>\n",
       "      <th>70 or Older</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>Extreme</th>\n",
       "      <th>Major</th>\n",
       "      <th>Minor</th>\n",
       "      <th>Moderate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>32.522936</td>\n",
       "      <td>3545</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.5400</td>\n",
       "      <td>5.620</td>\n",
       "      <td>4.1080</td>\n",
       "      <td>6.000</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>31</td>\n",
       "      <td>67</td>\n",
       "      <td>54.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>44.275862</td>\n",
       "      <td>1284</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0700</td>\n",
       "      <td>11.210</td>\n",
       "      <td>11.0140</td>\n",
       "      <td>11.266</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>22.664835</td>\n",
       "      <td>4125</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.4525</td>\n",
       "      <td>8.715</td>\n",
       "      <td>7.0905</td>\n",
       "      <td>9.439</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>91</td>\n",
       "      <td>29</td>\n",
       "      <td>12</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>51.898089</td>\n",
       "      <td>8148</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.680</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>3.928</td>\n",
       "      <td>157</td>\n",
       "      <td>...</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>151</td>\n",
       "      <td>134.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>46.927419</td>\n",
       "      <td>5819</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.6150</td>\n",
       "      <td>6.845</td>\n",
       "      <td>5.1230</td>\n",
       "      <td>7.674</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>113</td>\n",
       "      <td>96.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       apr_drg_code_with_description  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "\n",
       "                   (apr_drg_code_with_description, )  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "\n",
       "   (length_of_stay_number, mean)  (length_of_stay_number, sum)  \\\n",
       "0                      32.522936                          3545   \n",
       "1                      44.275862                          1284   \n",
       "2                      22.664835                          4125   \n",
       "3                      51.898089                          8148   \n",
       "4                      46.927419                          5819   \n",
       "\n",
       "   (length_of_stay_number, median)  (length_of_stay_number, percentile_25th)  \\\n",
       "0                             20.0                                    4.5400   \n",
       "1                             22.0                                   11.0700   \n",
       "2                             18.0                                    7.4525   \n",
       "3                             45.0                                    2.0000   \n",
       "4                             36.0                                    5.6150   \n",
       "\n",
       "   (length_of_stay_number, percentile_75th)  \\\n",
       "0                                     5.620   \n",
       "1                                    11.210   \n",
       "2                                     8.715   \n",
       "3                                     2.680   \n",
       "4                                     6.845   \n",
       "\n",
       "   (length_of_stay_number, percentile_5th)  \\\n",
       "0                                   4.1080   \n",
       "1                                  11.0140   \n",
       "2                                   7.0905   \n",
       "3                                   2.0000   \n",
       "4                                   5.1230   \n",
       "\n",
       "   (length_of_stay_number, percentile_95th)  (:id, size)    ...     \\\n",
       "0                                     6.000          109    ...      \n",
       "1                                    11.266           29    ...      \n",
       "2                                     9.439          182    ...      \n",
       "3                                     3.928          157    ...      \n",
       "4                                     7.674          124    ...      \n",
       "\n",
       "   70 or Older  0   1   2   3    4  Extreme  Major  Minor  Moderate  \n",
       "0            5  0   1  10  31   67     54.0   36.0    4.0      15.0  \n",
       "1            2  0   0   0  11   18     12.0   15.0    0.0       2.0  \n",
       "2           11  0  50  91  29   12     15.0    7.0  120.0      40.0  \n",
       "3           60  0   0   0   6  151    134.0   19.0    1.0       3.0  \n",
       "4           61  0   0   0  11  113     96.0   26.0    0.0       2.0  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_7.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_8 =  pd.crosstab(facility_df[\"apr_drg_code_with_description\"], facility_df[\"gender\"]).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_9 = pd.merge(apr_drg_stats_df_7, apr_drg_stats_df_8, on=\"apr_drg_code_with_description\", how=\"outer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>apr_drg_code_with_description</th>\n",
       "      <th>(apr_drg_code_with_description, )</th>\n",
       "      <th>(length_of_stay_number, mean)</th>\n",
       "      <th>(length_of_stay_number, sum)</th>\n",
       "      <th>(length_of_stay_number, median)</th>\n",
       "      <th>(length_of_stay_number, percentile_25th)</th>\n",
       "      <th>(length_of_stay_number, percentile_75th)</th>\n",
       "      <th>(length_of_stay_number, percentile_5th)</th>\n",
       "      <th>(length_of_stay_number, percentile_95th)</th>\n",
       "      <th>(:id, size)</th>\n",
       "      <th>...</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>Extreme</th>\n",
       "      <th>Major</th>\n",
       "      <th>Minor</th>\n",
       "      <th>Moderate</th>\n",
       "      <th>F</th>\n",
       "      <th>M</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>32.522936</td>\n",
       "      <td>3545</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.5400</td>\n",
       "      <td>5.6200</td>\n",
       "      <td>4.1080</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>31</td>\n",
       "      <td>67</td>\n",
       "      <td>54.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>34</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>44.275862</td>\n",
       "      <td>1284</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0700</td>\n",
       "      <td>11.2100</td>\n",
       "      <td>11.0140</td>\n",
       "      <td>11.2660</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>22.664835</td>\n",
       "      <td>4125</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.4525</td>\n",
       "      <td>8.7150</td>\n",
       "      <td>7.0905</td>\n",
       "      <td>9.4390</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>91</td>\n",
       "      <td>29</td>\n",
       "      <td>12</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>83</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>51.898089</td>\n",
       "      <td>8148</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>3.9280</td>\n",
       "      <td>157</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>151</td>\n",
       "      <td>134.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>69</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>46.927419</td>\n",
       "      <td>5819</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.6150</td>\n",
       "      <td>6.8450</td>\n",
       "      <td>5.1230</td>\n",
       "      <td>7.6740</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>113</td>\n",
       "      <td>96.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>59</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>13.500000</td>\n",
       "      <td>27</td>\n",
       "      <td>13.5</td>\n",
       "      <td>9.0225</td>\n",
       "      <td>9.0675</td>\n",
       "      <td>9.0045</td>\n",
       "      <td>9.0855</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>5.933333</td>\n",
       "      <td>89</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>6.386364</td>\n",
       "      <td>2810</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>440</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "      <td>97</td>\n",
       "      <td>67.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>231</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>6.270833</td>\n",
       "      <td>301</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>6.148148</td>\n",
       "      <td>498</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>33</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       apr_drg_code_with_description  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                         0006 - PANCREAS TRANSPLANT   \n",
       "6                       0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                           0023 - SPINAL PROCEDURES   \n",
       "\n",
       "                   (apr_drg_code_with_description, )  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                         0006 - PANCREAS TRANSPLANT   \n",
       "6                       0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                           0023 - SPINAL PROCEDURES   \n",
       "\n",
       "   (length_of_stay_number, mean)  (length_of_stay_number, sum)  \\\n",
       "0                      32.522936                          3545   \n",
       "1                      44.275862                          1284   \n",
       "2                      22.664835                          4125   \n",
       "3                      51.898089                          8148   \n",
       "4                      46.927419                          5819   \n",
       "5                      13.500000                            27   \n",
       "6                       5.933333                            89   \n",
       "7                       6.386364                          2810   \n",
       "8                       6.270833                           301   \n",
       "9                       6.148148                           498   \n",
       "\n",
       "   (length_of_stay_number, median)  (length_of_stay_number, percentile_25th)  \\\n",
       "0                             20.0                                    4.5400   \n",
       "1                             22.0                                   11.0700   \n",
       "2                             18.0                                    7.4525   \n",
       "3                             45.0                                    2.0000   \n",
       "4                             36.0                                    5.6150   \n",
       "5                             13.5                                    9.0225   \n",
       "6                              4.0                                    1.0000   \n",
       "7                              3.0                                    1.0000   \n",
       "8                              4.5                                    1.0000   \n",
       "9                              5.0                                    1.0000   \n",
       "\n",
       "   (length_of_stay_number, percentile_75th)  \\\n",
       "0                                    5.6200   \n",
       "1                                   11.2100   \n",
       "2                                    8.7150   \n",
       "3                                    2.6800   \n",
       "4                                    6.8450   \n",
       "5                                    9.0675   \n",
       "6                                    1.0000   \n",
       "7                                    1.0000   \n",
       "8                                    1.0000   \n",
       "9                                    1.0000   \n",
       "\n",
       "   (length_of_stay_number, percentile_5th)  \\\n",
       "0                                   4.1080   \n",
       "1                                  11.0140   \n",
       "2                                   7.0905   \n",
       "3                                   2.0000   \n",
       "4                                   5.1230   \n",
       "5                                   9.0045   \n",
       "6                                   1.0000   \n",
       "7                                   1.0000   \n",
       "8                                   1.0000   \n",
       "9                                   1.0000   \n",
       "\n",
       "   (length_of_stay_number, percentile_95th)  (:id, size) ...     1    2    3  \\\n",
       "0                                    6.0000          109 ...     1   10   31   \n",
       "1                                   11.2660           29 ...     0    0   11   \n",
       "2                                    9.4390          182 ...    50   91   29   \n",
       "3                                    3.9280          157 ...     0    0    6   \n",
       "4                                    7.6740          124 ...     0    0   11   \n",
       "5                                    9.0855            2 ...     0    1    0   \n",
       "6                                    1.0000           15 ...     4    0    6   \n",
       "7                                    1.0000          440 ...   110  116  117   \n",
       "8                                    1.0000           48 ...    15   17   11   \n",
       "9                                    1.0000           81 ...    12   33   31   \n",
       "\n",
       "     4  Extreme  Major  Minor  Moderate    F    M  \n",
       "0   67     54.0   36.0    4.0      15.0   34   75  \n",
       "1   18     12.0   15.0    0.0       2.0    5   24  \n",
       "2   12     15.0    7.0  120.0      40.0   83   99  \n",
       "3  151    134.0   19.0    1.0       3.0   69   88  \n",
       "4  113     96.0   26.0    0.0       2.0   59   65  \n",
       "5    1      1.0    0.0    0.0       1.0    2    0  \n",
       "6    5      5.0    5.0    1.0       4.0    5   10  \n",
       "7   97     67.0  120.0  185.0      68.0  231  209  \n",
       "8    5      3.0    4.0   33.0       8.0   21   27  \n",
       "9    5      4.0   11.0   34.0      32.0   32   49  \n",
       "\n",
       "[10 rows x 27 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_9.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "facility_id_with_description = facility_df[\"facility_id_with_description\"].as_matrix()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "discharge_year = facility_df[\"discharge_year\"].as_matrix()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_9[\"discharge_year\"] = discharge_year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_9[\"facility_id_with_description\"] = facility_id_with_description"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>apr_drg_code_with_description</th>\n",
       "      <th>(apr_drg_code_with_description, )</th>\n",
       "      <th>(length_of_stay_number, mean)</th>\n",
       "      <th>(length_of_stay_number, sum)</th>\n",
       "      <th>(length_of_stay_number, median)</th>\n",
       "      <th>(length_of_stay_number, percentile_25th)</th>\n",
       "      <th>(length_of_stay_number, percentile_75th)</th>\n",
       "      <th>(length_of_stay_number, percentile_5th)</th>\n",
       "      <th>(length_of_stay_number, percentile_95th)</th>\n",
       "      <th>(:id, size)</th>\n",
       "      <th>...</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>Extreme</th>\n",
       "      <th>Major</th>\n",
       "      <th>Minor</th>\n",
       "      <th>Moderate</th>\n",
       "      <th>F</th>\n",
       "      <th>M</th>\n",
       "      <th>discharge_year</th>\n",
       "      <th>facility_id_with_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>32.522936</td>\n",
       "      <td>3545</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.5400</td>\n",
       "      <td>5.6200</td>\n",
       "      <td>4.1080</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>31</td>\n",
       "      <td>67</td>\n",
       "      <td>54.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>34</td>\n",
       "      <td>75</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>44.275862</td>\n",
       "      <td>1284</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0700</td>\n",
       "      <td>11.2100</td>\n",
       "      <td>11.0140</td>\n",
       "      <td>11.2660</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>22.664835</td>\n",
       "      <td>4125</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.4525</td>\n",
       "      <td>8.7150</td>\n",
       "      <td>7.0905</td>\n",
       "      <td>9.4390</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>29</td>\n",
       "      <td>12</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>83</td>\n",
       "      <td>99</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>51.898089</td>\n",
       "      <td>8148</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>3.9280</td>\n",
       "      <td>157</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>151</td>\n",
       "      <td>134.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>69</td>\n",
       "      <td>88</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>46.927419</td>\n",
       "      <td>5819</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.6150</td>\n",
       "      <td>6.8450</td>\n",
       "      <td>5.1230</td>\n",
       "      <td>7.6740</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>113</td>\n",
       "      <td>96.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>59</td>\n",
       "      <td>65</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>13.500000</td>\n",
       "      <td>27</td>\n",
       "      <td>13.5</td>\n",
       "      <td>9.0225</td>\n",
       "      <td>9.0675</td>\n",
       "      <td>9.0045</td>\n",
       "      <td>9.0855</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>5.933333</td>\n",
       "      <td>89</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>6.386364</td>\n",
       "      <td>2810</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>440</td>\n",
       "      <td>...</td>\n",
       "      <td>117</td>\n",
       "      <td>97</td>\n",
       "      <td>67.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>231</td>\n",
       "      <td>209</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>6.270833</td>\n",
       "      <td>301</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>6.148148</td>\n",
       "      <td>498</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32</td>\n",
       "      <td>49</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       apr_drg_code_with_description  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                         0006 - PANCREAS TRANSPLANT   \n",
       "6                       0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                           0023 - SPINAL PROCEDURES   \n",
       "\n",
       "                   (apr_drg_code_with_description, )  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                         0006 - PANCREAS TRANSPLANT   \n",
       "6                       0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                           0023 - SPINAL PROCEDURES   \n",
       "\n",
       "   (length_of_stay_number, mean)  (length_of_stay_number, sum)  \\\n",
       "0                      32.522936                          3545   \n",
       "1                      44.275862                          1284   \n",
       "2                      22.664835                          4125   \n",
       "3                      51.898089                          8148   \n",
       "4                      46.927419                          5819   \n",
       "5                      13.500000                            27   \n",
       "6                       5.933333                            89   \n",
       "7                       6.386364                          2810   \n",
       "8                       6.270833                           301   \n",
       "9                       6.148148                           498   \n",
       "\n",
       "   (length_of_stay_number, median)  (length_of_stay_number, percentile_25th)  \\\n",
       "0                             20.0                                    4.5400   \n",
       "1                             22.0                                   11.0700   \n",
       "2                             18.0                                    7.4525   \n",
       "3                             45.0                                    2.0000   \n",
       "4                             36.0                                    5.6150   \n",
       "5                             13.5                                    9.0225   \n",
       "6                              4.0                                    1.0000   \n",
       "7                              3.0                                    1.0000   \n",
       "8                              4.5                                    1.0000   \n",
       "9                              5.0                                    1.0000   \n",
       "\n",
       "   (length_of_stay_number, percentile_75th)  \\\n",
       "0                                    5.6200   \n",
       "1                                   11.2100   \n",
       "2                                    8.7150   \n",
       "3                                    2.6800   \n",
       "4                                    6.8450   \n",
       "5                                    9.0675   \n",
       "6                                    1.0000   \n",
       "7                                    1.0000   \n",
       "8                                    1.0000   \n",
       "9                                    1.0000   \n",
       "\n",
       "   (length_of_stay_number, percentile_5th)  \\\n",
       "0                                   4.1080   \n",
       "1                                  11.0140   \n",
       "2                                   7.0905   \n",
       "3                                   2.0000   \n",
       "4                                   5.1230   \n",
       "5                                   9.0045   \n",
       "6                                   1.0000   \n",
       "7                                   1.0000   \n",
       "8                                   1.0000   \n",
       "9                                   1.0000   \n",
       "\n",
       "   (length_of_stay_number, percentile_95th)  (:id, size)  \\\n",
       "0                                    6.0000          109   \n",
       "1                                   11.2660           29   \n",
       "2                                    9.4390          182   \n",
       "3                                    3.9280          157   \n",
       "4                                    7.6740          124   \n",
       "5                                    9.0855            2   \n",
       "6                                    1.0000           15   \n",
       "7                                    1.0000          440   \n",
       "8                                    1.0000           48   \n",
       "9                                    1.0000           81   \n",
       "\n",
       "               ...                 3    4  Extreme  Major  Minor  Moderate  \\\n",
       "0              ...                31   67     54.0   36.0    4.0      15.0   \n",
       "1              ...                11   18     12.0   15.0    0.0       2.0   \n",
       "2              ...                29   12     15.0    7.0  120.0      40.0   \n",
       "3              ...                 6  151    134.0   19.0    1.0       3.0   \n",
       "4              ...                11  113     96.0   26.0    0.0       2.0   \n",
       "5              ...                 0    1      1.0    0.0    0.0       1.0   \n",
       "6              ...                 6    5      5.0    5.0    1.0       4.0   \n",
       "7              ...               117   97     67.0  120.0  185.0      68.0   \n",
       "8              ...                11    5      3.0    4.0   33.0       8.0   \n",
       "9              ...                31    5      4.0   11.0   34.0      32.0   \n",
       "\n",
       "     F    M  discharge_year  facility_id_with_description  \n",
       "0   34   75            2014   1456 - Mount Sinai Hospital  \n",
       "1    5   24            2014   1456 - Mount Sinai Hospital  \n",
       "2   83   99            2014   1456 - Mount Sinai Hospital  \n",
       "3   69   88            2014   1456 - Mount Sinai Hospital  \n",
       "4   59   65            2014   1456 - Mount Sinai Hospital  \n",
       "5    2    0            2014   1456 - Mount Sinai Hospital  \n",
       "6    5   10            2014   1456 - Mount Sinai Hospital  \n",
       "7  231  209            2014   1456 - Mount Sinai Hospital  \n",
       "8   21   27            2014   1456 - Mount Sinai Hospital  \n",
       "9   32   49            2014   1456 - Mount Sinai Hospital  \n",
       "\n",
       "[10 rows x 29 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_9.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([              u'apr_drg_code_with_description',\n",
       "              (u'apr_drg_code_with_description', u''),\n",
       "                  (u'length_of_stay_number', u'mean'),\n",
       "                   (u'length_of_stay_number', u'sum'),\n",
       "                (u'length_of_stay_number', u'median'),\n",
       "       (u'length_of_stay_number', u'percentile_25th'),\n",
       "       (u'length_of_stay_number', u'percentile_75th'),\n",
       "        (u'length_of_stay_number', u'percentile_5th'),\n",
       "       (u'length_of_stay_number', u'percentile_95th'),\n",
       "                                    (u':id', u'size'),\n",
       "                   (u'in_hospital_mortality', u'sum'),\n",
       "                                           u'0 to 17',\n",
       "                                          u'18 to 29',\n",
       "                                          u'30 to 49',\n",
       "                                          u'50 to 69',\n",
       "                                       u'70 or Older',\n",
       "                                                    0,\n",
       "                                                    1,\n",
       "                                                    2,\n",
       "                                                    3,\n",
       "                                                    4,\n",
       "                                           u'Extreme',\n",
       "                                             u'Major',\n",
       "                                             u'Minor',\n",
       "                                          u'Moderate',\n",
       "                                                 u'F',\n",
       "                                                 u'M',\n",
       "                                    u'discharge_year',\n",
       "                      u'facility_id_with_description'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_9.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>apr_drg_code_with_description</th>\n",
       "      <th>(apr_drg_code_with_description, )</th>\n",
       "      <th>(length_of_stay_number, mean)</th>\n",
       "      <th>(length_of_stay_number, sum)</th>\n",
       "      <th>(length_of_stay_number, median)</th>\n",
       "      <th>(length_of_stay_number, percentile_25th)</th>\n",
       "      <th>(length_of_stay_number, percentile_75th)</th>\n",
       "      <th>(length_of_stay_number, percentile_5th)</th>\n",
       "      <th>(length_of_stay_number, percentile_95th)</th>\n",
       "      <th>(:id, size)</th>\n",
       "      <th>...</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>Extreme</th>\n",
       "      <th>Major</th>\n",
       "      <th>Minor</th>\n",
       "      <th>Moderate</th>\n",
       "      <th>F</th>\n",
       "      <th>M</th>\n",
       "      <th>discharge_year</th>\n",
       "      <th>facility_id_with_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>32.522936</td>\n",
       "      <td>3545</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.5400</td>\n",
       "      <td>5.6200</td>\n",
       "      <td>4.1080</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>31</td>\n",
       "      <td>67</td>\n",
       "      <td>54.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>34</td>\n",
       "      <td>75</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>44.275862</td>\n",
       "      <td>1284</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0700</td>\n",
       "      <td>11.2100</td>\n",
       "      <td>11.0140</td>\n",
       "      <td>11.2660</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>22.664835</td>\n",
       "      <td>4125</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.4525</td>\n",
       "      <td>8.7150</td>\n",
       "      <td>7.0905</td>\n",
       "      <td>9.4390</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>29</td>\n",
       "      <td>12</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>83</td>\n",
       "      <td>99</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>51.898089</td>\n",
       "      <td>8148</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>3.9280</td>\n",
       "      <td>157</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>151</td>\n",
       "      <td>134.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>69</td>\n",
       "      <td>88</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>46.927419</td>\n",
       "      <td>5819</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.6150</td>\n",
       "      <td>6.8450</td>\n",
       "      <td>5.1230</td>\n",
       "      <td>7.6740</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>113</td>\n",
       "      <td>96.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>59</td>\n",
       "      <td>65</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>13.500000</td>\n",
       "      <td>27</td>\n",
       "      <td>13.5</td>\n",
       "      <td>9.0225</td>\n",
       "      <td>9.0675</td>\n",
       "      <td>9.0045</td>\n",
       "      <td>9.0855</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>5.933333</td>\n",
       "      <td>89</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>6.386364</td>\n",
       "      <td>2810</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>440</td>\n",
       "      <td>...</td>\n",
       "      <td>117</td>\n",
       "      <td>97</td>\n",
       "      <td>67.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>231</td>\n",
       "      <td>209</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>6.270833</td>\n",
       "      <td>301</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>6.148148</td>\n",
       "      <td>498</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32</td>\n",
       "      <td>49</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0024 - EXTRACRANIAL VASCULAR PROCEDURES</td>\n",
       "      <td>0024 - EXTRACRANIAL VASCULAR PROCEDURES</td>\n",
       "      <td>3.782383</td>\n",
       "      <td>730</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>193</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>75</td>\n",
       "      <td>118</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0026 - OTHER NERVOUS SYSTEM &amp; RELATED PROCEDURES</td>\n",
       "      <td>0026 - OTHER NERVOUS SYSTEM &amp; RELATED PROCEDURES</td>\n",
       "      <td>4.888889</td>\n",
       "      <td>440</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>47</td>\n",
       "      <td>43</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0040 - SPINAL DISORDERS &amp; INJURIES</td>\n",
       "      <td>0040 - SPINAL DISORDERS &amp; INJURIES</td>\n",
       "      <td>9.076923</td>\n",
       "      <td>118</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0300</td>\n",
       "      <td>2.0900</td>\n",
       "      <td>2.0060</td>\n",
       "      <td>2.1140</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0041 - NERVOUS SYSTEM MALIGNANCY</td>\n",
       "      <td>0041 - NERVOUS SYSTEM MALIGNANCY</td>\n",
       "      <td>7.741935</td>\n",
       "      <td>480</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.1525</td>\n",
       "      <td>1.4575</td>\n",
       "      <td>1.0305</td>\n",
       "      <td>1.5795</td>\n",
       "      <td>62</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>32</td>\n",
       "      <td>30</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...</td>\n",
       "      <td>0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...</td>\n",
       "      <td>8.730994</td>\n",
       "      <td>1493</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>171</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0043 - MULTIPLE SCLEROSIS &amp; OTHER DEMYELINATIN...</td>\n",
       "      <td>0043 - MULTIPLE SCLEROSIS &amp; OTHER DEMYELINATIN...</td>\n",
       "      <td>6.129412</td>\n",
       "      <td>521</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>85</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>51</td>\n",
       "      <td>34</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0044 - INTRACRANIAL HEMORRHAGE</td>\n",
       "      <td>0044 - INTRACRANIAL HEMORRHAGE</td>\n",
       "      <td>7.981132</td>\n",
       "      <td>846</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>106</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>38</td>\n",
       "      <td>33.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50</td>\n",
       "      <td>56</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0045 - CVA &amp; PRECEREBRAL OCCLUSION W INFARCT</td>\n",
       "      <td>0045 - CVA &amp; PRECEREBRAL OCCLUSION W INFARCT</td>\n",
       "      <td>6.365772</td>\n",
       "      <td>1897</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>298</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>36</td>\n",
       "      <td>33.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0046 - NONSPECIFIC CVA &amp; PRECEREBRAL OCCLUSION...</td>\n",
       "      <td>0046 - NONSPECIFIC CVA &amp; PRECEREBRAL OCCLUSION...</td>\n",
       "      <td>2.470588</td>\n",
       "      <td>84</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0047 - TRANSIENT ISCHEMIA</td>\n",
       "      <td>0047 - TRANSIENT ISCHEMIA</td>\n",
       "      <td>2.589286</td>\n",
       "      <td>145</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30</td>\n",
       "      <td>26</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0048 - PERIPHERAL, CRANIAL &amp; AUTONOMIC NERVE D...</td>\n",
       "      <td>0048 - PERIPHERAL, CRANIAL &amp; AUTONOMIC NERVE D...</td>\n",
       "      <td>5.353448</td>\n",
       "      <td>621</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>116</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>62</td>\n",
       "      <td>54</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0049 - BACTERIAL &amp; TUBERCULOUS INFECTIONS OF N...</td>\n",
       "      <td>0049 - BACTERIAL &amp; TUBERCULOUS INFECTIONS OF N...</td>\n",
       "      <td>8.538462</td>\n",
       "      <td>111</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...</td>\n",
       "      <td>0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...</td>\n",
       "      <td>6.772727</td>\n",
       "      <td>149</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0051 - VIRAL MENINGITIS</td>\n",
       "      <td>0051 - VIRAL MENINGITIS</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0052 - NONTRAUMATIC STUPOR &amp; COMA</td>\n",
       "      <td>0052 - NONTRAUMATIC STUPOR &amp; COMA</td>\n",
       "      <td>5.816901</td>\n",
       "      <td>413</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>71</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "      <td>5.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0053 - SEIZURE</td>\n",
       "      <td>0053 - SEIZURE</td>\n",
       "      <td>3.607903</td>\n",
       "      <td>1187</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>329</td>\n",
       "      <td>...</td>\n",
       "      <td>64</td>\n",
       "      <td>7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>167</td>\n",
       "      <td>162</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0054 - MIGRAINE &amp; OTHER HEADACHES</td>\n",
       "      <td>0054 - MIGRAINE &amp; OTHER HEADACHES</td>\n",
       "      <td>2.985075</td>\n",
       "      <td>200</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>50</td>\n",
       "      <td>17</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0055 - HEAD TRAUMA W COMA &gt;1 HR OR HEMORRHAGE</td>\n",
       "      <td>0055 - HEAD TRAUMA W COMA &gt;1 HR OR HEMORRHAGE</td>\n",
       "      <td>5.711864</td>\n",
       "      <td>337</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>59</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>12.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18</td>\n",
       "      <td>41</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0056 - BRAIN CONTUSION/LACERATION &amp; COMPLICATE...</td>\n",
       "      <td>0056 - BRAIN CONTUSION/LACERATION &amp; COMPLICATE...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>40</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...</td>\n",
       "      <td>0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...</td>\n",
       "      <td>1.571429</td>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>0770 - DRUG &amp; ALCOHOL ABUSE OR DEPENDENCE, LEF...</td>\n",
       "      <td>0770 - DRUG &amp; ALCOHOL ABUSE OR DEPENDENCE, LEF...</td>\n",
       "      <td>3.181818</td>\n",
       "      <td>35</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0250</td>\n",
       "      <td>1.0750</td>\n",
       "      <td>1.0050</td>\n",
       "      <td>1.0950</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>0773 - OPIOID ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0773 - OPIOID ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>4.565217</td>\n",
       "      <td>105</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0550</td>\n",
       "      <td>1.1650</td>\n",
       "      <td>1.0110</td>\n",
       "      <td>1.2090</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>0774 - COCAINE ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0774 - COCAINE ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>6.774194</td>\n",
       "      <td>210</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0750</td>\n",
       "      <td>2.2250</td>\n",
       "      <td>2.0150</td>\n",
       "      <td>2.2850</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>0775 - ALCOHOL ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0775 - ALCOHOL ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>4.385417</td>\n",
       "      <td>421</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>96</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>25</td>\n",
       "      <td>71</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>0776 - OTHER DRUG ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0776 - OTHER DRUG ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>5.160000</td>\n",
       "      <td>129</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...</td>\n",
       "      <td>0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...</td>\n",
       "      <td>7.418803</td>\n",
       "      <td>868</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>117</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>62</td>\n",
       "      <td>55</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>0811 - ALLERGIC REACTIONS</td>\n",
       "      <td>0811 - ALLERGIC REACTIONS</td>\n",
       "      <td>3.192308</td>\n",
       "      <td>83</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>0812 - POISONING OF MEDICINAL AGENTS</td>\n",
       "      <td>0812 - POISONING OF MEDICINAL AGENTS</td>\n",
       "      <td>4.677165</td>\n",
       "      <td>594</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>127</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>24</td>\n",
       "      <td>20.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70</td>\n",
       "      <td>57</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>0813 - OTHER COMPLICATIONS OF TREATMENT</td>\n",
       "      <td>0813 - OTHER COMPLICATIONS OF TREATMENT</td>\n",
       "      <td>4.815789</td>\n",
       "      <td>732</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>152</td>\n",
       "      <td>...</td>\n",
       "      <td>58</td>\n",
       "      <td>13</td>\n",
       "      <td>4.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>70</td>\n",
       "      <td>82</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>0815 - OTHER INJURY, POISONING &amp; TOXIC EFFECT ...</td>\n",
       "      <td>0815 - OTHER INJURY, POISONING &amp; TOXIC EFFECT ...</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>24</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0075</td>\n",
       "      <td>1.0225</td>\n",
       "      <td>1.0015</td>\n",
       "      <td>1.0285</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES</td>\n",
       "      <td>0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES</td>\n",
       "      <td>4.244898</td>\n",
       "      <td>208</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>49</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>22</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>0842 - FULL THICKNESS BURNS W SKIN GRAFT</td>\n",
       "      <td>0842 - FULL THICKNESS BURNS W SKIN GRAFT</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>9</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.0075</td>\n",
       "      <td>3.0225</td>\n",
       "      <td>3.0015</td>\n",
       "      <td>3.0285</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...</td>\n",
       "      <td>0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.0075</td>\n",
       "      <td>1.0225</td>\n",
       "      <td>1.0015</td>\n",
       "      <td>1.0285</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...</td>\n",
       "      <td>0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...</td>\n",
       "      <td>12.323944</td>\n",
       "      <td>875</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>71</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>39</td>\n",
       "      <td>32</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>0860 - REHABILITATION</td>\n",
       "      <td>0860 - REHABILITATION</td>\n",
       "      <td>17.722537</td>\n",
       "      <td>15649</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.6150</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.3790</td>\n",
       "      <td>883</td>\n",
       "      <td>...</td>\n",
       "      <td>403</td>\n",
       "      <td>147</td>\n",
       "      <td>27.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>439</td>\n",
       "      <td>444</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>0861 - SIGNS, SYMPTOMS &amp; OTHER FACTORS INFLUEN...</td>\n",
       "      <td>0861 - SIGNS, SYMPTOMS &amp; OTHER FACTORS INFLUEN...</td>\n",
       "      <td>4.960000</td>\n",
       "      <td>1116</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>225</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>8</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>122</td>\n",
       "      <td>103</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>0862 - OTHER AFTERCARE &amp; CONVALESCENCE</td>\n",
       "      <td>0862 - OTHER AFTERCARE &amp; CONVALESCENCE</td>\n",
       "      <td>4.222222</td>\n",
       "      <td>38</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>0863 - NEONATAL AFTERCARE</td>\n",
       "      <td>0863 - NEONATAL AFTERCARE</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...</td>\n",
       "      <td>0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...</td>\n",
       "      <td>12.478261</td>\n",
       "      <td>1722</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>138</td>\n",
       "      <td>...</td>\n",
       "      <td>63</td>\n",
       "      <td>72</td>\n",
       "      <td>58.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>42</td>\n",
       "      <td>96</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>0892 - HIV W MAJOR HIV RELATED CONDITION</td>\n",
       "      <td>0892 - HIV W MAJOR HIV RELATED CONDITION</td>\n",
       "      <td>7.238532</td>\n",
       "      <td>789</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>77</td>\n",
       "      <td>12</td>\n",
       "      <td>5.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>35</td>\n",
       "      <td>74</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...</td>\n",
       "      <td>0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>270</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0650</td>\n",
       "      <td>1.1950</td>\n",
       "      <td>1.0130</td>\n",
       "      <td>1.2470</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...</td>\n",
       "      <td>0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>212</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>33</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA</td>\n",
       "      <td>0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>7</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0025</td>\n",
       "      <td>3.0075</td>\n",
       "      <td>3.0005</td>\n",
       "      <td>3.0095</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...</td>\n",
       "      <td>0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>15</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0125</td>\n",
       "      <td>5.0375</td>\n",
       "      <td>5.0025</td>\n",
       "      <td>5.0475</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>0912 - MUSCULOSKELETAL &amp; OTHER PROCEDURES FOR ...</td>\n",
       "      <td>0912 - MUSCULOSKELETAL &amp; OTHER PROCEDURES FOR ...</td>\n",
       "      <td>10.500000</td>\n",
       "      <td>21</td>\n",
       "      <td>10.5</td>\n",
       "      <td>6.0225</td>\n",
       "      <td>6.0675</td>\n",
       "      <td>6.0045</td>\n",
       "      <td>6.0855</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...</td>\n",
       "      <td>0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>50</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...</td>\n",
       "      <td>0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...</td>\n",
       "      <td>10.931624</td>\n",
       "      <td>1279</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>117</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>23</td>\n",
       "      <td>17.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...</td>\n",
       "      <td>0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...</td>\n",
       "      <td>9.612903</td>\n",
       "      <td>1490</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>155</td>\n",
       "      <td>...</td>\n",
       "      <td>63</td>\n",
       "      <td>27</td>\n",
       "      <td>19.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>87</td>\n",
       "      <td>68</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...</td>\n",
       "      <td>0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...</td>\n",
       "      <td>6.391892</td>\n",
       "      <td>473</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31</td>\n",
       "      <td>43</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>0956 - UNGROUPABLE</td>\n",
       "      <td>0956 - UNGROUPABLE</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0150</td>\n",
       "      <td>1.0450</td>\n",
       "      <td>1.0030</td>\n",
       "      <td>1.0570</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>310 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         apr_drg_code_with_description  \\\n",
       "0    0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                    0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                        0003 - BONE MARROW TRANSPLANT   \n",
       "3    0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4    0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                           0006 - PANCREAS TRANSPLANT   \n",
       "6                         0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                  0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                  0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                             0023 - SPINAL PROCEDURES   \n",
       "10             0024 - EXTRACRANIAL VASCULAR PROCEDURES   \n",
       "11    0026 - OTHER NERVOUS SYSTEM & RELATED PROCEDURES   \n",
       "12                  0040 - SPINAL DISORDERS & INJURIES   \n",
       "13                    0041 - NERVOUS SYSTEM MALIGNANCY   \n",
       "14   0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...   \n",
       "15   0043 - MULTIPLE SCLEROSIS & OTHER DEMYELINATIN...   \n",
       "16                      0044 - INTRACRANIAL HEMORRHAGE   \n",
       "17        0045 - CVA & PRECEREBRAL OCCLUSION W INFARCT   \n",
       "18   0046 - NONSPECIFIC CVA & PRECEREBRAL OCCLUSION...   \n",
       "19                           0047 - TRANSIENT ISCHEMIA   \n",
       "20   0048 - PERIPHERAL, CRANIAL & AUTONOMIC NERVE D...   \n",
       "21   0049 - BACTERIAL & TUBERCULOUS INFECTIONS OF N...   \n",
       "22   0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...   \n",
       "23                             0051 - VIRAL MENINGITIS   \n",
       "24                   0052 - NONTRAUMATIC STUPOR & COMA   \n",
       "25                                      0053 - SEIZURE   \n",
       "26                   0054 - MIGRAINE & OTHER HEADACHES   \n",
       "27       0055 - HEAD TRAUMA W COMA >1 HR OR HEMORRHAGE   \n",
       "28   0056 - BRAIN CONTUSION/LACERATION & COMPLICATE...   \n",
       "29   0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...   \n",
       "..                                                 ...   \n",
       "280  0770 - DRUG & ALCOHOL ABUSE OR DEPENDENCE, LEF...   \n",
       "281                   0773 - OPIOID ABUSE & DEPENDENCE   \n",
       "282                  0774 - COCAINE ABUSE & DEPENDENCE   \n",
       "283                  0775 - ALCOHOL ABUSE & DEPENDENCE   \n",
       "284               0776 - OTHER DRUG ABUSE & DEPENDENCE   \n",
       "285  0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...   \n",
       "286                          0811 - ALLERGIC REACTIONS   \n",
       "287               0812 - POISONING OF MEDICINAL AGENTS   \n",
       "288            0813 - OTHER COMPLICATIONS OF TREATMENT   \n",
       "289  0815 - OTHER INJURY, POISONING & TOXIC EFFECT ...   \n",
       "290   0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES   \n",
       "291           0842 - FULL THICKNESS BURNS W SKIN GRAFT   \n",
       "292  0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...   \n",
       "293  0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...   \n",
       "294                              0860 - REHABILITATION   \n",
       "295  0861 - SIGNS, SYMPTOMS & OTHER FACTORS INFLUEN...   \n",
       "296             0862 - OTHER AFTERCARE & CONVALESCENCE   \n",
       "297                          0863 - NEONATAL AFTERCARE   \n",
       "298  0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...   \n",
       "299           0892 - HIV W MAJOR HIV RELATED CONDITION   \n",
       "300  0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...   \n",
       "301  0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...   \n",
       "302  0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA   \n",
       "303  0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...   \n",
       "304  0912 - MUSCULOSKELETAL & OTHER PROCEDURES FOR ...   \n",
       "305  0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...   \n",
       "306  0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...   \n",
       "307  0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...   \n",
       "308  0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...   \n",
       "309                                 0956 - UNGROUPABLE   \n",
       "\n",
       "                     (apr_drg_code_with_description, )  \\\n",
       "0    0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                    0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                        0003 - BONE MARROW TRANSPLANT   \n",
       "3    0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4    0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                           0006 - PANCREAS TRANSPLANT   \n",
       "6                         0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                  0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                  0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                             0023 - SPINAL PROCEDURES   \n",
       "10             0024 - EXTRACRANIAL VASCULAR PROCEDURES   \n",
       "11    0026 - OTHER NERVOUS SYSTEM & RELATED PROCEDURES   \n",
       "12                  0040 - SPINAL DISORDERS & INJURIES   \n",
       "13                    0041 - NERVOUS SYSTEM MALIGNANCY   \n",
       "14   0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...   \n",
       "15   0043 - MULTIPLE SCLEROSIS & OTHER DEMYELINATIN...   \n",
       "16                      0044 - INTRACRANIAL HEMORRHAGE   \n",
       "17        0045 - CVA & PRECEREBRAL OCCLUSION W INFARCT   \n",
       "18   0046 - NONSPECIFIC CVA & PRECEREBRAL OCCLUSION...   \n",
       "19                           0047 - TRANSIENT ISCHEMIA   \n",
       "20   0048 - PERIPHERAL, CRANIAL & AUTONOMIC NERVE D...   \n",
       "21   0049 - BACTERIAL & TUBERCULOUS INFECTIONS OF N...   \n",
       "22   0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...   \n",
       "23                             0051 - VIRAL MENINGITIS   \n",
       "24                   0052 - NONTRAUMATIC STUPOR & COMA   \n",
       "25                                      0053 - SEIZURE   \n",
       "26                   0054 - MIGRAINE & OTHER HEADACHES   \n",
       "27       0055 - HEAD TRAUMA W COMA >1 HR OR HEMORRHAGE   \n",
       "28   0056 - BRAIN CONTUSION/LACERATION & COMPLICATE...   \n",
       "29   0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...   \n",
       "..                                                 ...   \n",
       "280  0770 - DRUG & ALCOHOL ABUSE OR DEPENDENCE, LEF...   \n",
       "281                   0773 - OPIOID ABUSE & DEPENDENCE   \n",
       "282                  0774 - COCAINE ABUSE & DEPENDENCE   \n",
       "283                  0775 - ALCOHOL ABUSE & DEPENDENCE   \n",
       "284               0776 - OTHER DRUG ABUSE & DEPENDENCE   \n",
       "285  0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...   \n",
       "286                          0811 - ALLERGIC REACTIONS   \n",
       "287               0812 - POISONING OF MEDICINAL AGENTS   \n",
       "288            0813 - OTHER COMPLICATIONS OF TREATMENT   \n",
       "289  0815 - OTHER INJURY, POISONING & TOXIC EFFECT ...   \n",
       "290   0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES   \n",
       "291           0842 - FULL THICKNESS BURNS W SKIN GRAFT   \n",
       "292  0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...   \n",
       "293  0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...   \n",
       "294                              0860 - REHABILITATION   \n",
       "295  0861 - SIGNS, SYMPTOMS & OTHER FACTORS INFLUEN...   \n",
       "296             0862 - OTHER AFTERCARE & CONVALESCENCE   \n",
       "297                          0863 - NEONATAL AFTERCARE   \n",
       "298  0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...   \n",
       "299           0892 - HIV W MAJOR HIV RELATED CONDITION   \n",
       "300  0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...   \n",
       "301  0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...   \n",
       "302  0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA   \n",
       "303  0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...   \n",
       "304  0912 - MUSCULOSKELETAL & OTHER PROCEDURES FOR ...   \n",
       "305  0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...   \n",
       "306  0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...   \n",
       "307  0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...   \n",
       "308  0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...   \n",
       "309                                 0956 - UNGROUPABLE   \n",
       "\n",
       "     (length_of_stay_number, mean)  (length_of_stay_number, sum)  \\\n",
       "0                        32.522936                          3545   \n",
       "1                        44.275862                          1284   \n",
       "2                        22.664835                          4125   \n",
       "3                        51.898089                          8148   \n",
       "4                        46.927419                          5819   \n",
       "5                        13.500000                            27   \n",
       "6                         5.933333                            89   \n",
       "7                         6.386364                          2810   \n",
       "8                         6.270833                           301   \n",
       "9                         6.148148                           498   \n",
       "10                        3.782383                           730   \n",
       "11                        4.888889                           440   \n",
       "12                        9.076923                           118   \n",
       "13                        7.741935                           480   \n",
       "14                        8.730994                          1493   \n",
       "15                        6.129412                           521   \n",
       "16                        7.981132                           846   \n",
       "17                        6.365772                          1897   \n",
       "18                        2.470588                            84   \n",
       "19                        2.589286                           145   \n",
       "20                        5.353448                           621   \n",
       "21                        8.538462                           111   \n",
       "22                        6.772727                           149   \n",
       "23                        3.400000                            34   \n",
       "24                        5.816901                           413   \n",
       "25                        3.607903                          1187   \n",
       "26                        2.985075                           200   \n",
       "27                        5.711864                           337   \n",
       "28                        5.000000                            40   \n",
       "29                        1.571429                            11   \n",
       "..                             ...                           ...   \n",
       "280                       3.181818                            35   \n",
       "281                       4.565217                           105   \n",
       "282                       6.774194                           210   \n",
       "283                       4.385417                           421   \n",
       "284                       5.160000                           129   \n",
       "285                       7.418803                           868   \n",
       "286                       3.192308                            83   \n",
       "287                       4.677165                           594   \n",
       "288                       4.815789                           732   \n",
       "289                       6.000000                            24   \n",
       "290                       4.244898                           208   \n",
       "291                       4.500000                             9   \n",
       "292                       2.500000                             5   \n",
       "293                      12.323944                           875   \n",
       "294                      17.722537                         15649   \n",
       "295                       4.960000                          1116   \n",
       "296                       4.222222                            38   \n",
       "297                      43.000000                            43   \n",
       "298                      12.478261                          1722   \n",
       "299                       7.238532                           789   \n",
       "300                      10.000000                           270   \n",
       "301                       4.000000                           212   \n",
       "302                       3.500000                             7   \n",
       "303                       7.500000                            15   \n",
       "304                      10.500000                            21   \n",
       "305                       8.333333                            50   \n",
       "306                      10.931624                          1279   \n",
       "307                       9.612903                          1490   \n",
       "308                       6.391892                           473   \n",
       "309                       4.000000                             8   \n",
       "\n",
       "     (length_of_stay_number, median)  \\\n",
       "0                               20.0   \n",
       "1                               22.0   \n",
       "2                               18.0   \n",
       "3                               45.0   \n",
       "4                               36.0   \n",
       "5                               13.5   \n",
       "6                                4.0   \n",
       "7                                3.0   \n",
       "8                                4.5   \n",
       "9                                5.0   \n",
       "10                               2.0   \n",
       "11                               3.0   \n",
       "12                               7.0   \n",
       "13                               5.0   \n",
       "14                               7.0   \n",
       "15                               4.0   \n",
       "16                               6.0   \n",
       "17                               4.0   \n",
       "18                               2.0   \n",
       "19                               2.0   \n",
       "20                               4.0   \n",
       "21                               7.0   \n",
       "22                               6.0   \n",
       "23                               3.0   \n",
       "24                               4.0   \n",
       "25                               3.0   \n",
       "26                               2.0   \n",
       "27                               4.0   \n",
       "28                               3.5   \n",
       "29                               1.0   \n",
       "..                               ...   \n",
       "280                              3.0   \n",
       "281                              4.0   \n",
       "282                              6.0   \n",
       "283                              4.0   \n",
       "284                              4.0   \n",
       "285                              3.0   \n",
       "286                              2.0   \n",
       "287                              3.0   \n",
       "288                              3.0   \n",
       "289                              6.0   \n",
       "290                              2.0   \n",
       "291                              4.5   \n",
       "292                              2.5   \n",
       "293                              2.0   \n",
       "294                             14.0   \n",
       "295                              3.0   \n",
       "296                              2.0   \n",
       "297                             43.0   \n",
       "298                              9.0   \n",
       "299                              5.0   \n",
       "300                              5.0   \n",
       "301                              4.0   \n",
       "302                              3.5   \n",
       "303                              7.5   \n",
       "304                             10.5   \n",
       "305                              6.0   \n",
       "306                              5.0   \n",
       "307                              4.0   \n",
       "308                              4.0   \n",
       "309                              4.0   \n",
       "\n",
       "     (length_of_stay_number, percentile_25th)  \\\n",
       "0                                      4.5400   \n",
       "1                                     11.0700   \n",
       "2                                      7.4525   \n",
       "3                                      2.0000   \n",
       "4                                      5.6150   \n",
       "5                                      9.0225   \n",
       "6                                      1.0000   \n",
       "7                                      1.0000   \n",
       "8                                      1.0000   \n",
       "9                                      1.0000   \n",
       "10                                     1.0000   \n",
       "11                                     1.0000   \n",
       "12                                     2.0300   \n",
       "13                                     1.1525   \n",
       "14                                     1.0000   \n",
       "15                                     1.0000   \n",
       "16                                     1.0000   \n",
       "17                                     1.0000   \n",
       "18                                     1.0000   \n",
       "19                                     1.0000   \n",
       "20                                     1.0000   \n",
       "21                                     5.0000   \n",
       "22                                     1.0000   \n",
       "23                                     2.0000   \n",
       "24                                     1.0000   \n",
       "25                                     1.0000   \n",
       "26                                     1.0000   \n",
       "27                                     1.0000   \n",
       "28                                     1.0000   \n",
       "29                                     1.0000   \n",
       "..                                        ...   \n",
       "280                                    1.0250   \n",
       "281                                    1.0550   \n",
       "282                                    2.0750   \n",
       "283                                    1.0000   \n",
       "284                                    1.0000   \n",
       "285                                    1.0000   \n",
       "286                                    1.0000   \n",
       "287                                    1.0000   \n",
       "288                                    1.0000   \n",
       "289                                    1.0075   \n",
       "290                                    1.0000   \n",
       "291                                    3.0075   \n",
       "292                                    1.0075   \n",
       "293                                    1.0000   \n",
       "294                                    1.0000   \n",
       "295                                    1.0000   \n",
       "296                                    1.0000   \n",
       "297                                   43.0000   \n",
       "298                                    1.0000   \n",
       "299                                    1.0000   \n",
       "300                                    1.0650   \n",
       "301                                    1.0000   \n",
       "302                                    3.0025   \n",
       "303                                    5.0125   \n",
       "304                                    6.0225   \n",
       "305                                    2.0000   \n",
       "306                                    1.0000   \n",
       "307                                    1.0000   \n",
       "308                                    1.0000   \n",
       "309                                    1.0150   \n",
       "\n",
       "     (length_of_stay_number, percentile_75th)  \\\n",
       "0                                      5.6200   \n",
       "1                                     11.2100   \n",
       "2                                      8.7150   \n",
       "3                                      2.6800   \n",
       "4                                      6.8450   \n",
       "5                                      9.0675   \n",
       "6                                      1.0000   \n",
       "7                                      1.0000   \n",
       "8                                      1.0000   \n",
       "9                                      1.0000   \n",
       "10                                     1.0000   \n",
       "11                                     1.0000   \n",
       "12                                     2.0900   \n",
       "13                                     1.4575   \n",
       "14                                     1.0000   \n",
       "15                                     1.0000   \n",
       "16                                     1.0000   \n",
       "17                                     1.0000   \n",
       "18                                     1.0000   \n",
       "19                                     1.0000   \n",
       "20                                     1.0000   \n",
       "21                                     5.0000   \n",
       "22                                     1.0000   \n",
       "23                                     2.0000   \n",
       "24                                     1.0000   \n",
       "25                                     1.0000   \n",
       "26                                     1.0000   \n",
       "27                                     1.0000   \n",
       "28                                     1.0000   \n",
       "29                                     1.0000   \n",
       "..                                        ...   \n",
       "280                                    1.0750   \n",
       "281                                    1.1650   \n",
       "282                                    2.2250   \n",
       "283                                    1.0000   \n",
       "284                                    1.0000   \n",
       "285                                    1.0000   \n",
       "286                                    1.0000   \n",
       "287                                    1.0000   \n",
       "288                                    1.0000   \n",
       "289                                    1.0225   \n",
       "290                                    1.0000   \n",
       "291                                    3.0225   \n",
       "292                                    1.0225   \n",
       "293                                    1.0000   \n",
       "294                                    1.6150   \n",
       "295                                    1.0000   \n",
       "296                                    1.0000   \n",
       "297                                   43.0000   \n",
       "298                                    1.0000   \n",
       "299                                    1.0000   \n",
       "300                                    1.1950   \n",
       "301                                    1.0000   \n",
       "302                                    3.0075   \n",
       "303                                    5.0375   \n",
       "304                                    6.0675   \n",
       "305                                    2.0000   \n",
       "306                                    1.0000   \n",
       "307                                    1.0000   \n",
       "308                                    1.0000   \n",
       "309                                    1.0450   \n",
       "\n",
       "     (length_of_stay_number, percentile_5th)  \\\n",
       "0                                     4.1080   \n",
       "1                                    11.0140   \n",
       "2                                     7.0905   \n",
       "3                                     2.0000   \n",
       "4                                     5.1230   \n",
       "5                                     9.0045   \n",
       "6                                     1.0000   \n",
       "7                                     1.0000   \n",
       "8                                     1.0000   \n",
       "9                                     1.0000   \n",
       "10                                    1.0000   \n",
       "11                                    1.0000   \n",
       "12                                    2.0060   \n",
       "13                                    1.0305   \n",
       "14                                    1.0000   \n",
       "15                                    1.0000   \n",
       "16                                    1.0000   \n",
       "17                                    1.0000   \n",
       "18                                    1.0000   \n",
       "19                                    1.0000   \n",
       "20                                    1.0000   \n",
       "21                                    5.0000   \n",
       "22                                    1.0000   \n",
       "23                                    2.0000   \n",
       "24                                    1.0000   \n",
       "25                                    1.0000   \n",
       "26                                    1.0000   \n",
       "27                                    1.0000   \n",
       "28                                    1.0000   \n",
       "29                                    1.0000   \n",
       "..                                       ...   \n",
       "280                                   1.0050   \n",
       "281                                   1.0110   \n",
       "282                                   2.0150   \n",
       "283                                   1.0000   \n",
       "284                                   1.0000   \n",
       "285                                   1.0000   \n",
       "286                                   1.0000   \n",
       "287                                   1.0000   \n",
       "288                                   1.0000   \n",
       "289                                   1.0015   \n",
       "290                                   1.0000   \n",
       "291                                   3.0015   \n",
       "292                                   1.0015   \n",
       "293                                   1.0000   \n",
       "294                                   1.0000   \n",
       "295                                   1.0000   \n",
       "296                                   1.0000   \n",
       "297                                  43.0000   \n",
       "298                                   1.0000   \n",
       "299                                   1.0000   \n",
       "300                                   1.0130   \n",
       "301                                   1.0000   \n",
       "302                                   3.0005   \n",
       "303                                   5.0025   \n",
       "304                                   6.0045   \n",
       "305                                   2.0000   \n",
       "306                                   1.0000   \n",
       "307                                   1.0000   \n",
       "308                                   1.0000   \n",
       "309                                   1.0030   \n",
       "\n",
       "     (length_of_stay_number, percentile_95th)  (:id, size)  \\\n",
       "0                                      6.0000          109   \n",
       "1                                     11.2660           29   \n",
       "2                                      9.4390          182   \n",
       "3                                      3.9280          157   \n",
       "4                                      7.6740          124   \n",
       "5                                      9.0855            2   \n",
       "6                                      1.0000           15   \n",
       "7                                      1.0000          440   \n",
       "8                                      1.0000           48   \n",
       "9                                      1.0000           81   \n",
       "10                                     1.0000          193   \n",
       "11                                     1.0000           90   \n",
       "12                                     2.1140           13   \n",
       "13                                     1.5795           62   \n",
       "14                                     1.0000          171   \n",
       "15                                     1.0000           85   \n",
       "16                                     1.0000          106   \n",
       "17                                     1.0000          298   \n",
       "18                                     1.0000           34   \n",
       "19                                     1.0000           56   \n",
       "20                                     1.0000          116   \n",
       "21                                     5.0000           13   \n",
       "22                                     1.0000           22   \n",
       "23                                     2.0000           10   \n",
       "24                                     1.0000           71   \n",
       "25                                     1.0000          329   \n",
       "26                                     1.0000           67   \n",
       "27                                     1.0000           59   \n",
       "28                                     1.0000            8   \n",
       "29                                     1.0000            7   \n",
       "..                                        ...          ...   \n",
       "280                                    1.0950           11   \n",
       "281                                    1.2090           23   \n",
       "282                                    2.2850           31   \n",
       "283                                    1.0000           96   \n",
       "284                                    1.0000           25   \n",
       "285                                    1.0000          117   \n",
       "286                                    1.0000           26   \n",
       "287                                    1.0000          127   \n",
       "288                                    1.0000          152   \n",
       "289                                    1.0285            4   \n",
       "290                                    1.0000           49   \n",
       "291                                    3.0285            2   \n",
       "292                                    1.0285            2   \n",
       "293                                    1.0000           71   \n",
       "294                                    2.3790          883   \n",
       "295                                    1.0000          225   \n",
       "296                                    1.0000            9   \n",
       "297                                   43.0000            1   \n",
       "298                                    1.0000          138   \n",
       "299                                    1.0000          109   \n",
       "300                                    1.2470           27   \n",
       "301                                    1.0000           53   \n",
       "302                                    3.0095            2   \n",
       "303                                    5.0475            2   \n",
       "304                                    6.0855            2   \n",
       "305                                    2.0000            6   \n",
       "306                                    1.0000          117   \n",
       "307                                    1.0000          155   \n",
       "308                                    1.0000           74   \n",
       "309                                    1.0570            2   \n",
       "\n",
       "                 ...                 3    4  Extreme  Major  Minor  Moderate  \\\n",
       "0                ...                31   67     54.0   36.0    4.0      15.0   \n",
       "1                ...                11   18     12.0   15.0    0.0       2.0   \n",
       "2                ...                29   12     15.0    7.0  120.0      40.0   \n",
       "3                ...                 6  151    134.0   19.0    1.0       3.0   \n",
       "4                ...                11  113     96.0   26.0    0.0       2.0   \n",
       "5                ...                 0    1      1.0    0.0    0.0       1.0   \n",
       "6                ...                 6    5      5.0    5.0    1.0       4.0   \n",
       "7                ...               117   97     67.0  120.0  185.0      68.0   \n",
       "8                ...                11    5      3.0    4.0   33.0       8.0   \n",
       "9                ...                31    5      4.0   11.0   34.0      32.0   \n",
       "10               ...                25   16      9.0   20.0  105.0      59.0   \n",
       "11               ...                10    5      4.0    4.0   52.0      30.0   \n",
       "12               ...                 6    1      0.0    3.0    7.0       3.0   \n",
       "13               ...                39   15     15.0   35.0    2.0      10.0   \n",
       "14               ...                43    8      5.0   27.0   49.0      90.0   \n",
       "15               ...                10    1      2.0    4.0   73.0       6.0   \n",
       "16               ...                43   38     33.0   31.0    2.0      40.0   \n",
       "17               ...                84   36     33.0   53.0   92.0     120.0   \n",
       "18               ...                 7    0      0.0    4.0   18.0      12.0   \n",
       "19               ...                 6    0      0.0    4.0   30.0      22.0   \n",
       "20               ...                40    5      1.0   15.0   56.0      44.0   \n",
       "21               ...                 3    0      0.0    1.0    9.0       3.0   \n",
       "22               ...                 8    1      1.0    5.0   10.0       6.0   \n",
       "23               ...                 2    0      0.0    1.0    8.0       1.0   \n",
       "24               ...                43    6      5.0   21.0   24.0      21.0   \n",
       "25               ...                64    7     13.0   23.0  230.0      63.0   \n",
       "26               ...                 5    0      0.0    0.0   56.0      11.0   \n",
       "27               ...                18   14     12.0   17.0   11.0      19.0   \n",
       "28               ...                 2    3      2.0    2.0    2.0       2.0   \n",
       "29               ...                 1    0      0.0    1.0    5.0       1.0   \n",
       "..               ...               ...  ...      ...    ...    ...       ...   \n",
       "280              ...                 2    0      0.0    0.0    7.0       4.0   \n",
       "281              ...                 6    0      0.0    1.0   16.0       6.0   \n",
       "282              ...                 9    0      0.0    1.0   22.0       8.0   \n",
       "283              ...                15    2      0.0   11.0   59.0      26.0   \n",
       "284              ...                 3    0      0.0    1.0   21.0       3.0   \n",
       "285              ...                16   16      7.0   14.0   60.0      36.0   \n",
       "286              ...                 8    3      3.0    4.0   15.0       4.0   \n",
       "287              ...                46   24     20.0   31.0   41.0      35.0   \n",
       "288              ...                58   13      4.0   38.0   60.0      50.0   \n",
       "289              ...                 0    2      1.0    1.0    2.0       0.0   \n",
       "290              ...                20    4      3.0   14.0   18.0      14.0   \n",
       "291              ...                 0    0      0.0    0.0    2.0       0.0   \n",
       "292              ...                 0    0      0.0    0.0    0.0       2.0   \n",
       "293              ...                16    6      0.0   15.0   47.0       9.0   \n",
       "294              ...               403  147     27.0  209.0  328.0     319.0   \n",
       "295              ...                86    8      2.0   62.0   91.0      70.0   \n",
       "296              ...                 2    0      0.0    1.0    7.0       1.0   \n",
       "297              ...                 1    0      0.0    0.0    1.0       0.0   \n",
       "298              ...                63   72     58.0   64.0    0.0      16.0   \n",
       "299              ...                77   12      5.0   50.0   13.0      41.0   \n",
       "300              ...                16    1      0.0   10.0    1.0      16.0   \n",
       "301              ...                11    0      0.0    2.0   36.0      15.0   \n",
       "302              ...                 0    2      2.0    0.0    0.0       0.0   \n",
       "303              ...                 2    0      0.0    1.0    0.0       1.0   \n",
       "304              ...                 0    1      1.0    0.0    0.0       1.0   \n",
       "305              ...                 5    1      1.0    4.0    0.0       1.0   \n",
       "306              ...                39   23     17.0   25.0   42.0      33.0   \n",
       "307              ...                63   27     19.0   38.0   47.0      51.0   \n",
       "308              ...                20   11      4.0   15.0   34.0      21.0   \n",
       "309              ...                 0    0      NaN    NaN    NaN       NaN   \n",
       "\n",
       "       F    M  discharge_year  facility_id_with_description  \n",
       "0     34   75            2014   1456 - Mount Sinai Hospital  \n",
       "1      5   24            2014   1456 - Mount Sinai Hospital  \n",
       "2     83   99            2014   1456 - Mount Sinai Hospital  \n",
       "3     69   88            2014   1456 - Mount Sinai Hospital  \n",
       "4     59   65            2014   1456 - Mount Sinai Hospital  \n",
       "5      2    0            2014   1456 - Mount Sinai Hospital  \n",
       "6      5   10            2014   1456 - Mount Sinai Hospital  \n",
       "7    231  209            2014   1456 - Mount Sinai Hospital  \n",
       "8     21   27            2014   1456 - Mount Sinai Hospital  \n",
       "9     32   49            2014   1456 - Mount Sinai Hospital  \n",
       "10    75  118            2014   1456 - Mount Sinai Hospital  \n",
       "11    47   43            2014   1456 - Mount Sinai Hospital  \n",
       "12     6    7            2014   1456 - Mount Sinai Hospital  \n",
       "13    32   30            2014   1456 - Mount Sinai Hospital  \n",
       "14    87   84            2014   1456 - Mount Sinai Hospital  \n",
       "15    51   34            2014   1456 - Mount Sinai Hospital  \n",
       "16    50   56            2014   1456 - Mount Sinai Hospital  \n",
       "17   149  149            2014   1456 - Mount Sinai Hospital  \n",
       "18    15   19            2014   1456 - Mount Sinai Hospital  \n",
       "19    30   26            2014   1456 - Mount Sinai Hospital  \n",
       "20    62   54            2014   1456 - Mount Sinai Hospital  \n",
       "21     8    5            2014   1456 - Mount Sinai Hospital  \n",
       "22    12   10            2014   1456 - Mount Sinai Hospital  \n",
       "23     4    6            2014   1456 - Mount Sinai Hospital  \n",
       "24    35   36            2014   1456 - Mount Sinai Hospital  \n",
       "25   167  162            2014   1456 - Mount Sinai Hospital  \n",
       "26    50   17            2014   1456 - Mount Sinai Hospital  \n",
       "27    18   41            2014   1456 - Mount Sinai Hospital  \n",
       "28     2    6            2014   1456 - Mount Sinai Hospital  \n",
       "29     2    5            2014   1456 - Mount Sinai Hospital  \n",
       "..   ...  ...             ...                           ...  \n",
       "280    0   11            2014   1456 - Mount Sinai Hospital  \n",
       "281    6   17            2014   1456 - Mount Sinai Hospital  \n",
       "282    6   25            2014   1456 - Mount Sinai Hospital  \n",
       "283   25   71            2014   1456 - Mount Sinai Hospital  \n",
       "284    7   18            2014   1456 - Mount Sinai Hospital  \n",
       "285   62   55            2014   1456 - Mount Sinai Hospital  \n",
       "286   15   11            2014   1456 - Mount Sinai Hospital  \n",
       "287   70   57            2014   1456 - Mount Sinai Hospital  \n",
       "288   70   82            2014   1456 - Mount Sinai Hospital  \n",
       "289    2    2            2014   1456 - Mount Sinai Hospital  \n",
       "290   22   27            2014   1456 - Mount Sinai Hospital  \n",
       "291    0    2            2014   1456 - Mount Sinai Hospital  \n",
       "292    1    1            2014   1456 - Mount Sinai Hospital  \n",
       "293   39   32            2014   1456 - Mount Sinai Hospital  \n",
       "294  439  444            2014   1456 - Mount Sinai Hospital  \n",
       "295  122  103            2014   1456 - Mount Sinai Hospital  \n",
       "296    5    4            2014   1456 - Mount Sinai Hospital  \n",
       "297    0    1            2014   1456 - Mount Sinai Hospital  \n",
       "298   42   96            2014   1456 - Mount Sinai Hospital  \n",
       "299   35   74            2014   1456 - Mount Sinai Hospital  \n",
       "300   13   14            2014   1456 - Mount Sinai Hospital  \n",
       "301   20   33            2014   1456 - Mount Sinai Hospital  \n",
       "302    1    1            2014   1456 - Mount Sinai Hospital  \n",
       "303    1    1            2014   1456 - Mount Sinai Hospital  \n",
       "304    1    1            2014   1456 - Mount Sinai Hospital  \n",
       "305    4    2            2014   1456 - Mount Sinai Hospital  \n",
       "306   59   58            2014   1456 - Mount Sinai Hospital  \n",
       "307   87   68            2014   1456 - Mount Sinai Hospital  \n",
       "308   31   43            2014   1456 - Mount Sinai Hospital  \n",
       "309    0    2            2014   1456 - Mount Sinai Hospital  \n",
       "\n",
       "[310 rows x 29 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Need to clean the data frame remove replicated columns and rename fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_10 = pd.crosstab(facility_df[\"apr_drg_code_with_description\"], facility_df[\"source_of_payment_1\"]).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>source_of_payment_1</th>\n",
       "      <th>apr_drg_code_with_description</th>\n",
       "      <th>Blue Cross/Blue Shield</th>\n",
       "      <th>Federal/State/Local/VA</th>\n",
       "      <th>Managed Care, Unspecified</th>\n",
       "      <th>Medicaid</th>\n",
       "      <th>Medicare</th>\n",
       "      <th>Miscellaneous/Other</th>\n",
       "      <th>Private Health Insurance</th>\n",
       "      <th>Self-Pay</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>115</td>\n",
       "      <td>156</td>\n",
       "      <td>4</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0024 - EXTRACRANIAL VASCULAR PROCEDURES</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0026 - OTHER NERVOUS SYSTEM &amp; RELATED PROCEDURES</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0040 - SPINAL DISORDERS &amp; INJURIES</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0041 - NERVOUS SYSTEM MALIGNANCY</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0043 - MULTIPLE SCLEROSIS &amp; OTHER DEMYELINATIN...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0044 - INTRACRANIAL HEMORRHAGE</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0045 - CVA &amp; PRECEREBRAL OCCLUSION W INFARCT</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>201</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0046 - NONSPECIFIC CVA &amp; PRECEREBRAL OCCLUSION...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0047 - TRANSIENT ISCHEMIA</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0048 - PERIPHERAL, CRANIAL &amp; AUTONOMIC NERVE D...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0049 - BACTERIAL &amp; TUBERCULOUS INFECTIONS OF N...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0051 - VIRAL MENINGITIS</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0052 - NONTRAUMATIC STUPOR &amp; COMA</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0053 - SEIZURE</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>122</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0054 - MIGRAINE &amp; OTHER HEADACHES</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0055 - HEAD TRAUMA W COMA &gt;1 HR OR HEMORRHAGE</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0056 - BRAIN CONTUSION/LACERATION &amp; COMPLICATE...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>0770 - DRUG &amp; ALCOHOL ABUSE OR DEPENDENCE, LEF...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>0773 - OPIOID ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>0774 - COCAINE ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>0775 - ALCOHOL ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>48</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>0776 - OTHER DRUG ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>0811 - ALLERGIC REACTIONS</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>0812 - POISONING OF MEDICINAL AGENTS</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>0813 - OTHER COMPLICATIONS OF TREATMENT</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>0815 - OTHER INJURY, POISONING &amp; TOXIC EFFECT ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>0842 - FULL THICKNESS BURNS W SKIN GRAFT</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>0860 - REHABILITATION</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>144</td>\n",
       "      <td>512</td>\n",
       "      <td>32</td>\n",
       "      <td>122</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>0861 - SIGNS, SYMPTOMS &amp; OTHER FACTORS INFLUEN...</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>0862 - OTHER AFTERCARE &amp; CONVALESCENCE</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>0863 - NEONATAL AFTERCARE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>79</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>0892 - HIV W MAJOR HIV RELATED CONDITION</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>63</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>0912 - MUSCULOSKELETAL &amp; OTHER PROCEDURES FOR ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>0956 - UNGROUPABLE</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>310 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "source_of_payment_1                      apr_drg_code_with_description  \\\n",
       "0                    0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                                    0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                                        0003 - BONE MARROW TRANSPLANT   \n",
       "3                    0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4                    0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                                           0006 - PANCREAS TRANSPLANT   \n",
       "6                                         0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                                  0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                                  0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                                             0023 - SPINAL PROCEDURES   \n",
       "10                             0024 - EXTRACRANIAL VASCULAR PROCEDURES   \n",
       "11                    0026 - OTHER NERVOUS SYSTEM & RELATED PROCEDURES   \n",
       "12                                  0040 - SPINAL DISORDERS & INJURIES   \n",
       "13                                    0041 - NERVOUS SYSTEM MALIGNANCY   \n",
       "14                   0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...   \n",
       "15                   0043 - MULTIPLE SCLEROSIS & OTHER DEMYELINATIN...   \n",
       "16                                      0044 - INTRACRANIAL HEMORRHAGE   \n",
       "17                        0045 - CVA & PRECEREBRAL OCCLUSION W INFARCT   \n",
       "18                   0046 - NONSPECIFIC CVA & PRECEREBRAL OCCLUSION...   \n",
       "19                                           0047 - TRANSIENT ISCHEMIA   \n",
       "20                   0048 - PERIPHERAL, CRANIAL & AUTONOMIC NERVE D...   \n",
       "21                   0049 - BACTERIAL & TUBERCULOUS INFECTIONS OF N...   \n",
       "22                   0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...   \n",
       "23                                             0051 - VIRAL MENINGITIS   \n",
       "24                                   0052 - NONTRAUMATIC STUPOR & COMA   \n",
       "25                                                      0053 - SEIZURE   \n",
       "26                                   0054 - MIGRAINE & OTHER HEADACHES   \n",
       "27                       0055 - HEAD TRAUMA W COMA >1 HR OR HEMORRHAGE   \n",
       "28                   0056 - BRAIN CONTUSION/LACERATION & COMPLICATE...   \n",
       "29                   0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...   \n",
       "..                                                                 ...   \n",
       "280                  0770 - DRUG & ALCOHOL ABUSE OR DEPENDENCE, LEF...   \n",
       "281                                   0773 - OPIOID ABUSE & DEPENDENCE   \n",
       "282                                  0774 - COCAINE ABUSE & DEPENDENCE   \n",
       "283                                  0775 - ALCOHOL ABUSE & DEPENDENCE   \n",
       "284                               0776 - OTHER DRUG ABUSE & DEPENDENCE   \n",
       "285                  0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...   \n",
       "286                                          0811 - ALLERGIC REACTIONS   \n",
       "287                               0812 - POISONING OF MEDICINAL AGENTS   \n",
       "288                            0813 - OTHER COMPLICATIONS OF TREATMENT   \n",
       "289                  0815 - OTHER INJURY, POISONING & TOXIC EFFECT ...   \n",
       "290                   0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES   \n",
       "291                           0842 - FULL THICKNESS BURNS W SKIN GRAFT   \n",
       "292                  0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...   \n",
       "293                  0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...   \n",
       "294                                              0860 - REHABILITATION   \n",
       "295                  0861 - SIGNS, SYMPTOMS & OTHER FACTORS INFLUEN...   \n",
       "296                             0862 - OTHER AFTERCARE & CONVALESCENCE   \n",
       "297                                          0863 - NEONATAL AFTERCARE   \n",
       "298                  0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...   \n",
       "299                           0892 - HIV W MAJOR HIV RELATED CONDITION   \n",
       "300                  0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...   \n",
       "301                  0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...   \n",
       "302                  0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA   \n",
       "303                  0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...   \n",
       "304                  0912 - MUSCULOSKELETAL & OTHER PROCEDURES FOR ...   \n",
       "305                  0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...   \n",
       "306                  0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...   \n",
       "307                  0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...   \n",
       "308                  0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...   \n",
       "309                                                 0956 - UNGROUPABLE   \n",
       "\n",
       "source_of_payment_1  Blue Cross/Blue Shield  Federal/State/Local/VA  \\\n",
       "0                                        16                       0   \n",
       "1                                         8                       0   \n",
       "2                                        39                       0   \n",
       "3                                        14                       0   \n",
       "4                                         5                       0   \n",
       "5                                         0                       0   \n",
       "6                                         1                       0   \n",
       "7                                        71                       0   \n",
       "8                                         7                       0   \n",
       "9                                         8                       0   \n",
       "10                                       21                       2   \n",
       "11                                       17                       0   \n",
       "12                                        1                       0   \n",
       "13                                        6                       0   \n",
       "14                                        6                       0   \n",
       "15                                       11                       0   \n",
       "16                                        5                       0   \n",
       "17                                       10                       0   \n",
       "18                                        5                       0   \n",
       "19                                        1                       0   \n",
       "20                                        7                       0   \n",
       "21                                        2                       0   \n",
       "22                                        1                       0   \n",
       "23                                        1                       0   \n",
       "24                                        2                       0   \n",
       "25                                       35                       0   \n",
       "26                                        5                       0   \n",
       "27                                        5                       0   \n",
       "28                                        2                       0   \n",
       "29                                        0                       0   \n",
       "..                                      ...                     ...   \n",
       "280                                       0                       0   \n",
       "281                                       0                       0   \n",
       "282                                       3                       0   \n",
       "283                                       3                       0   \n",
       "284                                       1                       0   \n",
       "285                                      17                       0   \n",
       "286                                       2                       0   \n",
       "287                                      11                       0   \n",
       "288                                      21                       0   \n",
       "289                                       1                       0   \n",
       "290                                       1                       0   \n",
       "291                                       0                       0   \n",
       "292                                       0                       0   \n",
       "293                                       7                       0   \n",
       "294                                      66                       0   \n",
       "295                                      20                       0   \n",
       "296                                       2                       0   \n",
       "297                                       0                       0   \n",
       "298                                       6                       0   \n",
       "299                                       2                       0   \n",
       "300                                       0                       0   \n",
       "301                                       2                       0   \n",
       "302                                       0                       0   \n",
       "303                                       0                       0   \n",
       "304                                       0                       0   \n",
       "305                                       0                       0   \n",
       "306                                      12                       0   \n",
       "307                                      12                       0   \n",
       "308                                       4                       0   \n",
       "309                                       2                       0   \n",
       "\n",
       "source_of_payment_1  Managed Care, Unspecified  Medicaid  Medicare  \\\n",
       "0                                            1        35        34   \n",
       "1                                            0         6        12   \n",
       "2                                            2        36        45   \n",
       "3                                            2        39        83   \n",
       "4                                            0        27        75   \n",
       "5                                            0         0         2   \n",
       "6                                            0         1         9   \n",
       "7                                            4       115       156   \n",
       "8                                            0        13        21   \n",
       "9                                            1        18        38   \n",
       "10                                           0        37       108   \n",
       "11                                           0        14        33   \n",
       "12                                           0         3         5   \n",
       "13                                           0        15        31   \n",
       "14                                           1        26       125   \n",
       "15                                           1        40        23   \n",
       "16                                           0        29        54   \n",
       "17                                           2        55       201   \n",
       "18                                           0         5        19   \n",
       "19                                           0         5        43   \n",
       "20                                           0        35        66   \n",
       "21                                           2         3         4   \n",
       "22                                           0         8         6   \n",
       "23                                           0         5         0   \n",
       "24                                           0        15        49   \n",
       "25                                          10       122       109   \n",
       "26                                           0        19        13   \n",
       "27                                           2        11        35   \n",
       "28                                           0         1         4   \n",
       "29                                           0         1         3   \n",
       "..                                         ...       ...       ...   \n",
       "280                                          0         6         4   \n",
       "281                                          2        14         4   \n",
       "282                                          1        23         4   \n",
       "283                                          3        48        24   \n",
       "284                                          0        10         9   \n",
       "285                                          0        17        51   \n",
       "286                                          0         9         9   \n",
       "287                                          0        57        37   \n",
       "288                                          0        29        74   \n",
       "289                                          0         1         1   \n",
       "290                                          1        27        18   \n",
       "291                                          0         1         0   \n",
       "292                                          0         0         1   \n",
       "293                                          1        17        25   \n",
       "294                                          2       144       512   \n",
       "295                                          3        89        89   \n",
       "296                                          0         1         4   \n",
       "297                                          0         0         0   \n",
       "298                                         10        79        39   \n",
       "299                                          9        63        29   \n",
       "300                                          3        23         1   \n",
       "301                                          6        30        12   \n",
       "302                                          0         1         1   \n",
       "303                                          0         1         0   \n",
       "304                                          0         0         2   \n",
       "305                                          0         1         5   \n",
       "306                                          0        31        49   \n",
       "307                                          4        32        78   \n",
       "308                                          0        25        30   \n",
       "309                                          0         0         0   \n",
       "\n",
       "source_of_payment_1  Miscellaneous/Other  Private Health Insurance  Self-Pay  \n",
       "0                                      0                        23         0  \n",
       "1                                      0                         3         0  \n",
       "2                                      0                        60         0  \n",
       "3                                      1                        17         1  \n",
       "4                                      1                        16         0  \n",
       "5                                      0                         0         0  \n",
       "6                                      2                         2         0  \n",
       "7                                      4                        89         1  \n",
       "8                                      0                         7         0  \n",
       "9                                      4                        12         0  \n",
       "10                                     0                        22         3  \n",
       "11                                     3                        23         0  \n",
       "12                                     1                         2         1  \n",
       "13                                     0                         9         1  \n",
       "14                                     0                        11         2  \n",
       "15                                     0                        10         0  \n",
       "16                                     0                        16         2  \n",
       "17                                     0                        27         3  \n",
       "18                                     0                         3         2  \n",
       "19                                     0                         5         2  \n",
       "20                                     0                         7         1  \n",
       "21                                     0                         1         1  \n",
       "22                                     0                         7         0  \n",
       "23                                     0                         4         0  \n",
       "24                                     0                         5         0  \n",
       "25                                     0                        46         7  \n",
       "26                                     0                        28         2  \n",
       "27                                     0                         5         1  \n",
       "28                                     0                         1         0  \n",
       "29                                     0                         2         1  \n",
       "..                                   ...                       ...       ...  \n",
       "280                                    0                         0         1  \n",
       "281                                    0                         2         1  \n",
       "282                                    0                         0         0  \n",
       "283                                    0                        13         5  \n",
       "284                                    0                         4         1  \n",
       "285                                    2                        30         0  \n",
       "286                                    0                         6         0  \n",
       "287                                    1                        19         2  \n",
       "288                                    1                        27         0  \n",
       "289                                    0                         1         0  \n",
       "290                                    0                         1         1  \n",
       "291                                    1                         0         0  \n",
       "292                                    0                         1         0  \n",
       "293                                    3                        18         0  \n",
       "294                                   32                       122         5  \n",
       "295                                    3                        20         1  \n",
       "296                                    1                         1         0  \n",
       "297                                    0                         1         0  \n",
       "298                                    0                         3         1  \n",
       "299                                    0                         6         0  \n",
       "300                                    0                         0         0  \n",
       "301                                    0                         3         0  \n",
       "302                                    0                         0         0  \n",
       "303                                    0                         1         0  \n",
       "304                                    0                         0         0  \n",
       "305                                    0                         0         0  \n",
       "306                                    0                        25         0  \n",
       "307                                    1                        27         1  \n",
       "308                                    0                        15         0  \n",
       "309                                    0                         0         0  \n",
       "\n",
       "[310 rows x 9 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_10 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "apr_drg_stats_df_11 = pd.merge(apr_drg_stats_df_9, apr_drg_stats_df_10, on=\"apr_drg_code_with_description\", how=\"outer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>apr_drg_code_with_description</th>\n",
       "      <th>(apr_drg_code_with_description, )</th>\n",
       "      <th>(length_of_stay_number, mean)</th>\n",
       "      <th>(length_of_stay_number, sum)</th>\n",
       "      <th>(length_of_stay_number, median)</th>\n",
       "      <th>(length_of_stay_number, percentile_25th)</th>\n",
       "      <th>(length_of_stay_number, percentile_75th)</th>\n",
       "      <th>(length_of_stay_number, percentile_5th)</th>\n",
       "      <th>(length_of_stay_number, percentile_95th)</th>\n",
       "      <th>(:id, size)</th>\n",
       "      <th>...</th>\n",
       "      <th>discharge_year</th>\n",
       "      <th>facility_id_with_description</th>\n",
       "      <th>Blue Cross/Blue Shield</th>\n",
       "      <th>Federal/State/Local/VA</th>\n",
       "      <th>Managed Care, Unspecified</th>\n",
       "      <th>Medicaid</th>\n",
       "      <th>Medicare</th>\n",
       "      <th>Miscellaneous/Other</th>\n",
       "      <th>Private Health Insurance</th>\n",
       "      <th>Self-Pay</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>32.522936</td>\n",
       "      <td>3545</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.5400</td>\n",
       "      <td>5.6200</td>\n",
       "      <td>4.1080</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>44.275862</td>\n",
       "      <td>1284</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0700</td>\n",
       "      <td>11.2100</td>\n",
       "      <td>11.0140</td>\n",
       "      <td>11.2660</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>22.664835</td>\n",
       "      <td>4125</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.4525</td>\n",
       "      <td>8.7150</td>\n",
       "      <td>7.0905</td>\n",
       "      <td>9.4390</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>51.898089</td>\n",
       "      <td>8148</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>3.9280</td>\n",
       "      <td>157</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>46.927419</td>\n",
       "      <td>5819</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.6150</td>\n",
       "      <td>6.8450</td>\n",
       "      <td>5.1230</td>\n",
       "      <td>7.6740</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>0006 - PANCREAS TRANSPLANT</td>\n",
       "      <td>13.500000</td>\n",
       "      <td>27</td>\n",
       "      <td>13.5</td>\n",
       "      <td>9.0225</td>\n",
       "      <td>9.0675</td>\n",
       "      <td>9.0045</td>\n",
       "      <td>9.0855</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>0020 - CRANIOTOMY FOR TRAUMA</td>\n",
       "      <td>5.933333</td>\n",
       "      <td>89</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>0021 - CRANIOTOMY EXCEPT FOR TRAUMA</td>\n",
       "      <td>6.386364</td>\n",
       "      <td>2810</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>440</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>115</td>\n",
       "      <td>156</td>\n",
       "      <td>4</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>0022 - VENTRICULAR SHUNT PROCEDURES</td>\n",
       "      <td>6.270833</td>\n",
       "      <td>301</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>0023 - SPINAL PROCEDURES</td>\n",
       "      <td>6.148148</td>\n",
       "      <td>498</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0024 - EXTRACRANIAL VASCULAR PROCEDURES</td>\n",
       "      <td>0024 - EXTRACRANIAL VASCULAR PROCEDURES</td>\n",
       "      <td>3.782383</td>\n",
       "      <td>730</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>193</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0026 - OTHER NERVOUS SYSTEM &amp; RELATED PROCEDURES</td>\n",
       "      <td>0026 - OTHER NERVOUS SYSTEM &amp; RELATED PROCEDURES</td>\n",
       "      <td>4.888889</td>\n",
       "      <td>440</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0040 - SPINAL DISORDERS &amp; INJURIES</td>\n",
       "      <td>0040 - SPINAL DISORDERS &amp; INJURIES</td>\n",
       "      <td>9.076923</td>\n",
       "      <td>118</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0300</td>\n",
       "      <td>2.0900</td>\n",
       "      <td>2.0060</td>\n",
       "      <td>2.1140</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0041 - NERVOUS SYSTEM MALIGNANCY</td>\n",
       "      <td>0041 - NERVOUS SYSTEM MALIGNANCY</td>\n",
       "      <td>7.741935</td>\n",
       "      <td>480</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.1525</td>\n",
       "      <td>1.4575</td>\n",
       "      <td>1.0305</td>\n",
       "      <td>1.5795</td>\n",
       "      <td>62</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...</td>\n",
       "      <td>0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...</td>\n",
       "      <td>8.730994</td>\n",
       "      <td>1493</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>171</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0043 - MULTIPLE SCLEROSIS &amp; OTHER DEMYELINATIN...</td>\n",
       "      <td>0043 - MULTIPLE SCLEROSIS &amp; OTHER DEMYELINATIN...</td>\n",
       "      <td>6.129412</td>\n",
       "      <td>521</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>85</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0044 - INTRACRANIAL HEMORRHAGE</td>\n",
       "      <td>0044 - INTRACRANIAL HEMORRHAGE</td>\n",
       "      <td>7.981132</td>\n",
       "      <td>846</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>106</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0045 - CVA &amp; PRECEREBRAL OCCLUSION W INFARCT</td>\n",
       "      <td>0045 - CVA &amp; PRECEREBRAL OCCLUSION W INFARCT</td>\n",
       "      <td>6.365772</td>\n",
       "      <td>1897</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>298</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>201</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0046 - NONSPECIFIC CVA &amp; PRECEREBRAL OCCLUSION...</td>\n",
       "      <td>0046 - NONSPECIFIC CVA &amp; PRECEREBRAL OCCLUSION...</td>\n",
       "      <td>2.470588</td>\n",
       "      <td>84</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0047 - TRANSIENT ISCHEMIA</td>\n",
       "      <td>0047 - TRANSIENT ISCHEMIA</td>\n",
       "      <td>2.589286</td>\n",
       "      <td>145</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0048 - PERIPHERAL, CRANIAL &amp; AUTONOMIC NERVE D...</td>\n",
       "      <td>0048 - PERIPHERAL, CRANIAL &amp; AUTONOMIC NERVE D...</td>\n",
       "      <td>5.353448</td>\n",
       "      <td>621</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>116</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0049 - BACTERIAL &amp; TUBERCULOUS INFECTIONS OF N...</td>\n",
       "      <td>0049 - BACTERIAL &amp; TUBERCULOUS INFECTIONS OF N...</td>\n",
       "      <td>8.538462</td>\n",
       "      <td>111</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...</td>\n",
       "      <td>0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...</td>\n",
       "      <td>6.772727</td>\n",
       "      <td>149</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0051 - VIRAL MENINGITIS</td>\n",
       "      <td>0051 - VIRAL MENINGITIS</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0052 - NONTRAUMATIC STUPOR &amp; COMA</td>\n",
       "      <td>0052 - NONTRAUMATIC STUPOR &amp; COMA</td>\n",
       "      <td>5.816901</td>\n",
       "      <td>413</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>71</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0053 - SEIZURE</td>\n",
       "      <td>0053 - SEIZURE</td>\n",
       "      <td>3.607903</td>\n",
       "      <td>1187</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>329</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>122</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0054 - MIGRAINE &amp; OTHER HEADACHES</td>\n",
       "      <td>0054 - MIGRAINE &amp; OTHER HEADACHES</td>\n",
       "      <td>2.985075</td>\n",
       "      <td>200</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0055 - HEAD TRAUMA W COMA &gt;1 HR OR HEMORRHAGE</td>\n",
       "      <td>0055 - HEAD TRAUMA W COMA &gt;1 HR OR HEMORRHAGE</td>\n",
       "      <td>5.711864</td>\n",
       "      <td>337</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>59</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0056 - BRAIN CONTUSION/LACERATION &amp; COMPLICATE...</td>\n",
       "      <td>0056 - BRAIN CONTUSION/LACERATION &amp; COMPLICATE...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>40</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...</td>\n",
       "      <td>0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...</td>\n",
       "      <td>1.571429</td>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>0770 - DRUG &amp; ALCOHOL ABUSE OR DEPENDENCE, LEF...</td>\n",
       "      <td>0770 - DRUG &amp; ALCOHOL ABUSE OR DEPENDENCE, LEF...</td>\n",
       "      <td>3.181818</td>\n",
       "      <td>35</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0250</td>\n",
       "      <td>1.0750</td>\n",
       "      <td>1.0050</td>\n",
       "      <td>1.0950</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>0773 - OPIOID ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0773 - OPIOID ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>4.565217</td>\n",
       "      <td>105</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0550</td>\n",
       "      <td>1.1650</td>\n",
       "      <td>1.0110</td>\n",
       "      <td>1.2090</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>0774 - COCAINE ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0774 - COCAINE ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>6.774194</td>\n",
       "      <td>210</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0750</td>\n",
       "      <td>2.2250</td>\n",
       "      <td>2.0150</td>\n",
       "      <td>2.2850</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>0775 - ALCOHOL ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0775 - ALCOHOL ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>4.385417</td>\n",
       "      <td>421</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>96</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>48</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>0776 - OTHER DRUG ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>0776 - OTHER DRUG ABUSE &amp; DEPENDENCE</td>\n",
       "      <td>5.160000</td>\n",
       "      <td>129</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...</td>\n",
       "      <td>0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...</td>\n",
       "      <td>7.418803</td>\n",
       "      <td>868</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>117</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>0811 - ALLERGIC REACTIONS</td>\n",
       "      <td>0811 - ALLERGIC REACTIONS</td>\n",
       "      <td>3.192308</td>\n",
       "      <td>83</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>0812 - POISONING OF MEDICINAL AGENTS</td>\n",
       "      <td>0812 - POISONING OF MEDICINAL AGENTS</td>\n",
       "      <td>4.677165</td>\n",
       "      <td>594</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>127</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>0813 - OTHER COMPLICATIONS OF TREATMENT</td>\n",
       "      <td>0813 - OTHER COMPLICATIONS OF TREATMENT</td>\n",
       "      <td>4.815789</td>\n",
       "      <td>732</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>152</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>0815 - OTHER INJURY, POISONING &amp; TOXIC EFFECT ...</td>\n",
       "      <td>0815 - OTHER INJURY, POISONING &amp; TOXIC EFFECT ...</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>24</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0075</td>\n",
       "      <td>1.0225</td>\n",
       "      <td>1.0015</td>\n",
       "      <td>1.0285</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES</td>\n",
       "      <td>0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES</td>\n",
       "      <td>4.244898</td>\n",
       "      <td>208</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>49</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>0842 - FULL THICKNESS BURNS W SKIN GRAFT</td>\n",
       "      <td>0842 - FULL THICKNESS BURNS W SKIN GRAFT</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>9</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.0075</td>\n",
       "      <td>3.0225</td>\n",
       "      <td>3.0015</td>\n",
       "      <td>3.0285</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...</td>\n",
       "      <td>0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.0075</td>\n",
       "      <td>1.0225</td>\n",
       "      <td>1.0015</td>\n",
       "      <td>1.0285</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...</td>\n",
       "      <td>0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...</td>\n",
       "      <td>12.323944</td>\n",
       "      <td>875</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>71</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>0860 - REHABILITATION</td>\n",
       "      <td>0860 - REHABILITATION</td>\n",
       "      <td>17.722537</td>\n",
       "      <td>15649</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.6150</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.3790</td>\n",
       "      <td>883</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>144</td>\n",
       "      <td>512</td>\n",
       "      <td>32</td>\n",
       "      <td>122</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>0861 - SIGNS, SYMPTOMS &amp; OTHER FACTORS INFLUEN...</td>\n",
       "      <td>0861 - SIGNS, SYMPTOMS &amp; OTHER FACTORS INFLUEN...</td>\n",
       "      <td>4.960000</td>\n",
       "      <td>1116</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>225</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>0862 - OTHER AFTERCARE &amp; CONVALESCENCE</td>\n",
       "      <td>0862 - OTHER AFTERCARE &amp; CONVALESCENCE</td>\n",
       "      <td>4.222222</td>\n",
       "      <td>38</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>0863 - NEONATAL AFTERCARE</td>\n",
       "      <td>0863 - NEONATAL AFTERCARE</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...</td>\n",
       "      <td>0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...</td>\n",
       "      <td>12.478261</td>\n",
       "      <td>1722</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>138</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>79</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>0892 - HIV W MAJOR HIV RELATED CONDITION</td>\n",
       "      <td>0892 - HIV W MAJOR HIV RELATED CONDITION</td>\n",
       "      <td>7.238532</td>\n",
       "      <td>789</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>63</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...</td>\n",
       "      <td>0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>270</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0650</td>\n",
       "      <td>1.1950</td>\n",
       "      <td>1.0130</td>\n",
       "      <td>1.2470</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...</td>\n",
       "      <td>0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>212</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA</td>\n",
       "      <td>0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>7</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0025</td>\n",
       "      <td>3.0075</td>\n",
       "      <td>3.0005</td>\n",
       "      <td>3.0095</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...</td>\n",
       "      <td>0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>15</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0125</td>\n",
       "      <td>5.0375</td>\n",
       "      <td>5.0025</td>\n",
       "      <td>5.0475</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>0912 - MUSCULOSKELETAL &amp; OTHER PROCEDURES FOR ...</td>\n",
       "      <td>0912 - MUSCULOSKELETAL &amp; OTHER PROCEDURES FOR ...</td>\n",
       "      <td>10.500000</td>\n",
       "      <td>21</td>\n",
       "      <td>10.5</td>\n",
       "      <td>6.0225</td>\n",
       "      <td>6.0675</td>\n",
       "      <td>6.0045</td>\n",
       "      <td>6.0855</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...</td>\n",
       "      <td>0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>50</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...</td>\n",
       "      <td>0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...</td>\n",
       "      <td>10.931624</td>\n",
       "      <td>1279</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>117</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...</td>\n",
       "      <td>0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...</td>\n",
       "      <td>9.612903</td>\n",
       "      <td>1490</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>155</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...</td>\n",
       "      <td>0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...</td>\n",
       "      <td>6.391892</td>\n",
       "      <td>473</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>0956 - UNGROUPABLE</td>\n",
       "      <td>0956 - UNGROUPABLE</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0150</td>\n",
       "      <td>1.0450</td>\n",
       "      <td>1.0030</td>\n",
       "      <td>1.0570</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>310 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         apr_drg_code_with_description  \\\n",
       "0    0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                    0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                        0003 - BONE MARROW TRANSPLANT   \n",
       "3    0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4    0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                           0006 - PANCREAS TRANSPLANT   \n",
       "6                         0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                  0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                  0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                             0023 - SPINAL PROCEDURES   \n",
       "10             0024 - EXTRACRANIAL VASCULAR PROCEDURES   \n",
       "11    0026 - OTHER NERVOUS SYSTEM & RELATED PROCEDURES   \n",
       "12                  0040 - SPINAL DISORDERS & INJURIES   \n",
       "13                    0041 - NERVOUS SYSTEM MALIGNANCY   \n",
       "14   0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...   \n",
       "15   0043 - MULTIPLE SCLEROSIS & OTHER DEMYELINATIN...   \n",
       "16                      0044 - INTRACRANIAL HEMORRHAGE   \n",
       "17        0045 - CVA & PRECEREBRAL OCCLUSION W INFARCT   \n",
       "18   0046 - NONSPECIFIC CVA & PRECEREBRAL OCCLUSION...   \n",
       "19                           0047 - TRANSIENT ISCHEMIA   \n",
       "20   0048 - PERIPHERAL, CRANIAL & AUTONOMIC NERVE D...   \n",
       "21   0049 - BACTERIAL & TUBERCULOUS INFECTIONS OF N...   \n",
       "22   0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...   \n",
       "23                             0051 - VIRAL MENINGITIS   \n",
       "24                   0052 - NONTRAUMATIC STUPOR & COMA   \n",
       "25                                      0053 - SEIZURE   \n",
       "26                   0054 - MIGRAINE & OTHER HEADACHES   \n",
       "27       0055 - HEAD TRAUMA W COMA >1 HR OR HEMORRHAGE   \n",
       "28   0056 - BRAIN CONTUSION/LACERATION & COMPLICATE...   \n",
       "29   0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...   \n",
       "..                                                 ...   \n",
       "280  0770 - DRUG & ALCOHOL ABUSE OR DEPENDENCE, LEF...   \n",
       "281                   0773 - OPIOID ABUSE & DEPENDENCE   \n",
       "282                  0774 - COCAINE ABUSE & DEPENDENCE   \n",
       "283                  0775 - ALCOHOL ABUSE & DEPENDENCE   \n",
       "284               0776 - OTHER DRUG ABUSE & DEPENDENCE   \n",
       "285  0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...   \n",
       "286                          0811 - ALLERGIC REACTIONS   \n",
       "287               0812 - POISONING OF MEDICINAL AGENTS   \n",
       "288            0813 - OTHER COMPLICATIONS OF TREATMENT   \n",
       "289  0815 - OTHER INJURY, POISONING & TOXIC EFFECT ...   \n",
       "290   0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES   \n",
       "291           0842 - FULL THICKNESS BURNS W SKIN GRAFT   \n",
       "292  0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...   \n",
       "293  0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...   \n",
       "294                              0860 - REHABILITATION   \n",
       "295  0861 - SIGNS, SYMPTOMS & OTHER FACTORS INFLUEN...   \n",
       "296             0862 - OTHER AFTERCARE & CONVALESCENCE   \n",
       "297                          0863 - NEONATAL AFTERCARE   \n",
       "298  0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...   \n",
       "299           0892 - HIV W MAJOR HIV RELATED CONDITION   \n",
       "300  0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...   \n",
       "301  0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...   \n",
       "302  0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA   \n",
       "303  0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...   \n",
       "304  0912 - MUSCULOSKELETAL & OTHER PROCEDURES FOR ...   \n",
       "305  0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...   \n",
       "306  0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...   \n",
       "307  0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...   \n",
       "308  0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...   \n",
       "309                                 0956 - UNGROUPABLE   \n",
       "\n",
       "                     (apr_drg_code_with_description, )  \\\n",
       "0    0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                    0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                        0003 - BONE MARROW TRANSPLANT   \n",
       "3    0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4    0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "5                           0006 - PANCREAS TRANSPLANT   \n",
       "6                         0020 - CRANIOTOMY FOR TRAUMA   \n",
       "7                  0021 - CRANIOTOMY EXCEPT FOR TRAUMA   \n",
       "8                  0022 - VENTRICULAR SHUNT PROCEDURES   \n",
       "9                             0023 - SPINAL PROCEDURES   \n",
       "10             0024 - EXTRACRANIAL VASCULAR PROCEDURES   \n",
       "11    0026 - OTHER NERVOUS SYSTEM & RELATED PROCEDURES   \n",
       "12                  0040 - SPINAL DISORDERS & INJURIES   \n",
       "13                    0041 - NERVOUS SYSTEM MALIGNANCY   \n",
       "14   0042 - DEGENERATIVE NERVOUS SYSTEM DISORDERS E...   \n",
       "15   0043 - MULTIPLE SCLEROSIS & OTHER DEMYELINATIN...   \n",
       "16                      0044 - INTRACRANIAL HEMORRHAGE   \n",
       "17        0045 - CVA & PRECEREBRAL OCCLUSION W INFARCT   \n",
       "18   0046 - NONSPECIFIC CVA & PRECEREBRAL OCCLUSION...   \n",
       "19                           0047 - TRANSIENT ISCHEMIA   \n",
       "20   0048 - PERIPHERAL, CRANIAL & AUTONOMIC NERVE D...   \n",
       "21   0049 - BACTERIAL & TUBERCULOUS INFECTIONS OF N...   \n",
       "22   0050 - NON-BACTERIAL INFECTIONS OF NERVOUS SYS...   \n",
       "23                             0051 - VIRAL MENINGITIS   \n",
       "24                   0052 - NONTRAUMATIC STUPOR & COMA   \n",
       "25                                      0053 - SEIZURE   \n",
       "26                   0054 - MIGRAINE & OTHER HEADACHES   \n",
       "27       0055 - HEAD TRAUMA W COMA >1 HR OR HEMORRHAGE   \n",
       "28   0056 - BRAIN CONTUSION/LACERATION & COMPLICATE...   \n",
       "29   0057 - CONCUSSION, CLOSED SKULL FX NOS,UNCOMPL...   \n",
       "..                                                 ...   \n",
       "280  0770 - DRUG & ALCOHOL ABUSE OR DEPENDENCE, LEF...   \n",
       "281                   0773 - OPIOID ABUSE & DEPENDENCE   \n",
       "282                  0774 - COCAINE ABUSE & DEPENDENCE   \n",
       "283                  0775 - ALCOHOL ABUSE & DEPENDENCE   \n",
       "284               0776 - OTHER DRUG ABUSE & DEPENDENCE   \n",
       "285  0791 - O.R. PROCEDURE FOR OTHER COMPLICATIONS ...   \n",
       "286                          0811 - ALLERGIC REACTIONS   \n",
       "287               0812 - POISONING OF MEDICINAL AGENTS   \n",
       "288            0813 - OTHER COMPLICATIONS OF TREATMENT   \n",
       "289  0815 - OTHER INJURY, POISONING & TOXIC EFFECT ...   \n",
       "290   0816 - TOXIC EFFECTS OF NON-MEDICINAL SUBSTANCES   \n",
       "291           0842 - FULL THICKNESS BURNS W SKIN GRAFT   \n",
       "292  0844 - PARTIAL THICKNESS BURNS W OR W/O SKIN G...   \n",
       "293  0850 - PROCEDURE W DIAG OF REHAB, AFTERCARE OR...   \n",
       "294                              0860 - REHABILITATION   \n",
       "295  0861 - SIGNS, SYMPTOMS & OTHER FACTORS INFLUEN...   \n",
       "296             0862 - OTHER AFTERCARE & CONVALESCENCE   \n",
       "297                          0863 - NEONATAL AFTERCARE   \n",
       "298  0890 - HIV W MULTIPLE MAJOR HIV RELATED CONDIT...   \n",
       "299           0892 - HIV W MAJOR HIV RELATED CONDITION   \n",
       "300  0893 - HIV W MULTIPLE SIGNIFICANT HIV RELATED ...   \n",
       "301  0894 - HIV W ONE SIGNIF HIV COND OR W/O SIGNIF...   \n",
       "302  0910 - CRANIOTOMY FOR MULTIPLE SIGNIFICANT TRAUMA   \n",
       "303  0911 - EXTENSIVE ABDOMINAL/THORACIC PROCEDURES...   \n",
       "304  0912 - MUSCULOSKELETAL & OTHER PROCEDURES FOR ...   \n",
       "305  0930 - MULTIPLE SIGNIFICANT TRAUMA W/O O.R. PR...   \n",
       "306  0950 - EXTENSIVE PROCEDURE UNRELATED TO PRINCI...   \n",
       "307  0951 - MODERATELY EXTENSIVE PROCEDURE UNRELATE...   \n",
       "308  0952 - NONEXTENSIVE PROCEDURE UNRELATED TO PRI...   \n",
       "309                                 0956 - UNGROUPABLE   \n",
       "\n",
       "     (length_of_stay_number, mean)  (length_of_stay_number, sum)  \\\n",
       "0                        32.522936                          3545   \n",
       "1                        44.275862                          1284   \n",
       "2                        22.664835                          4125   \n",
       "3                        51.898089                          8148   \n",
       "4                        46.927419                          5819   \n",
       "5                        13.500000                            27   \n",
       "6                         5.933333                            89   \n",
       "7                         6.386364                          2810   \n",
       "8                         6.270833                           301   \n",
       "9                         6.148148                           498   \n",
       "10                        3.782383                           730   \n",
       "11                        4.888889                           440   \n",
       "12                        9.076923                           118   \n",
       "13                        7.741935                           480   \n",
       "14                        8.730994                          1493   \n",
       "15                        6.129412                           521   \n",
       "16                        7.981132                           846   \n",
       "17                        6.365772                          1897   \n",
       "18                        2.470588                            84   \n",
       "19                        2.589286                           145   \n",
       "20                        5.353448                           621   \n",
       "21                        8.538462                           111   \n",
       "22                        6.772727                           149   \n",
       "23                        3.400000                            34   \n",
       "24                        5.816901                           413   \n",
       "25                        3.607903                          1187   \n",
       "26                        2.985075                           200   \n",
       "27                        5.711864                           337   \n",
       "28                        5.000000                            40   \n",
       "29                        1.571429                            11   \n",
       "..                             ...                           ...   \n",
       "280                       3.181818                            35   \n",
       "281                       4.565217                           105   \n",
       "282                       6.774194                           210   \n",
       "283                       4.385417                           421   \n",
       "284                       5.160000                           129   \n",
       "285                       7.418803                           868   \n",
       "286                       3.192308                            83   \n",
       "287                       4.677165                           594   \n",
       "288                       4.815789                           732   \n",
       "289                       6.000000                            24   \n",
       "290                       4.244898                           208   \n",
       "291                       4.500000                             9   \n",
       "292                       2.500000                             5   \n",
       "293                      12.323944                           875   \n",
       "294                      17.722537                         15649   \n",
       "295                       4.960000                          1116   \n",
       "296                       4.222222                            38   \n",
       "297                      43.000000                            43   \n",
       "298                      12.478261                          1722   \n",
       "299                       7.238532                           789   \n",
       "300                      10.000000                           270   \n",
       "301                       4.000000                           212   \n",
       "302                       3.500000                             7   \n",
       "303                       7.500000                            15   \n",
       "304                      10.500000                            21   \n",
       "305                       8.333333                            50   \n",
       "306                      10.931624                          1279   \n",
       "307                       9.612903                          1490   \n",
       "308                       6.391892                           473   \n",
       "309                       4.000000                             8   \n",
       "\n",
       "     (length_of_stay_number, median)  \\\n",
       "0                               20.0   \n",
       "1                               22.0   \n",
       "2                               18.0   \n",
       "3                               45.0   \n",
       "4                               36.0   \n",
       "5                               13.5   \n",
       "6                                4.0   \n",
       "7                                3.0   \n",
       "8                                4.5   \n",
       "9                                5.0   \n",
       "10                               2.0   \n",
       "11                               3.0   \n",
       "12                               7.0   \n",
       "13                               5.0   \n",
       "14                               7.0   \n",
       "15                               4.0   \n",
       "16                               6.0   \n",
       "17                               4.0   \n",
       "18                               2.0   \n",
       "19                               2.0   \n",
       "20                               4.0   \n",
       "21                               7.0   \n",
       "22                               6.0   \n",
       "23                               3.0   \n",
       "24                               4.0   \n",
       "25                               3.0   \n",
       "26                               2.0   \n",
       "27                               4.0   \n",
       "28                               3.5   \n",
       "29                               1.0   \n",
       "..                               ...   \n",
       "280                              3.0   \n",
       "281                              4.0   \n",
       "282                              6.0   \n",
       "283                              4.0   \n",
       "284                              4.0   \n",
       "285                              3.0   \n",
       "286                              2.0   \n",
       "287                              3.0   \n",
       "288                              3.0   \n",
       "289                              6.0   \n",
       "290                              2.0   \n",
       "291                              4.5   \n",
       "292                              2.5   \n",
       "293                              2.0   \n",
       "294                             14.0   \n",
       "295                              3.0   \n",
       "296                              2.0   \n",
       "297                             43.0   \n",
       "298                              9.0   \n",
       "299                              5.0   \n",
       "300                              5.0   \n",
       "301                              4.0   \n",
       "302                              3.5   \n",
       "303                              7.5   \n",
       "304                             10.5   \n",
       "305                              6.0   \n",
       "306                              5.0   \n",
       "307                              4.0   \n",
       "308                              4.0   \n",
       "309                              4.0   \n",
       "\n",
       "     (length_of_stay_number, percentile_25th)  \\\n",
       "0                                      4.5400   \n",
       "1                                     11.0700   \n",
       "2                                      7.4525   \n",
       "3                                      2.0000   \n",
       "4                                      5.6150   \n",
       "5                                      9.0225   \n",
       "6                                      1.0000   \n",
       "7                                      1.0000   \n",
       "8                                      1.0000   \n",
       "9                                      1.0000   \n",
       "10                                     1.0000   \n",
       "11                                     1.0000   \n",
       "12                                     2.0300   \n",
       "13                                     1.1525   \n",
       "14                                     1.0000   \n",
       "15                                     1.0000   \n",
       "16                                     1.0000   \n",
       "17                                     1.0000   \n",
       "18                                     1.0000   \n",
       "19                                     1.0000   \n",
       "20                                     1.0000   \n",
       "21                                     5.0000   \n",
       "22                                     1.0000   \n",
       "23                                     2.0000   \n",
       "24                                     1.0000   \n",
       "25                                     1.0000   \n",
       "26                                     1.0000   \n",
       "27                                     1.0000   \n",
       "28                                     1.0000   \n",
       "29                                     1.0000   \n",
       "..                                        ...   \n",
       "280                                    1.0250   \n",
       "281                                    1.0550   \n",
       "282                                    2.0750   \n",
       "283                                    1.0000   \n",
       "284                                    1.0000   \n",
       "285                                    1.0000   \n",
       "286                                    1.0000   \n",
       "287                                    1.0000   \n",
       "288                                    1.0000   \n",
       "289                                    1.0075   \n",
       "290                                    1.0000   \n",
       "291                                    3.0075   \n",
       "292                                    1.0075   \n",
       "293                                    1.0000   \n",
       "294                                    1.0000   \n",
       "295                                    1.0000   \n",
       "296                                    1.0000   \n",
       "297                                   43.0000   \n",
       "298                                    1.0000   \n",
       "299                                    1.0000   \n",
       "300                                    1.0650   \n",
       "301                                    1.0000   \n",
       "302                                    3.0025   \n",
       "303                                    5.0125   \n",
       "304                                    6.0225   \n",
       "305                                    2.0000   \n",
       "306                                    1.0000   \n",
       "307                                    1.0000   \n",
       "308                                    1.0000   \n",
       "309                                    1.0150   \n",
       "\n",
       "     (length_of_stay_number, percentile_75th)  \\\n",
       "0                                      5.6200   \n",
       "1                                     11.2100   \n",
       "2                                      8.7150   \n",
       "3                                      2.6800   \n",
       "4                                      6.8450   \n",
       "5                                      9.0675   \n",
       "6                                      1.0000   \n",
       "7                                      1.0000   \n",
       "8                                      1.0000   \n",
       "9                                      1.0000   \n",
       "10                                     1.0000   \n",
       "11                                     1.0000   \n",
       "12                                     2.0900   \n",
       "13                                     1.4575   \n",
       "14                                     1.0000   \n",
       "15                                     1.0000   \n",
       "16                                     1.0000   \n",
       "17                                     1.0000   \n",
       "18                                     1.0000   \n",
       "19                                     1.0000   \n",
       "20                                     1.0000   \n",
       "21                                     5.0000   \n",
       "22                                     1.0000   \n",
       "23                                     2.0000   \n",
       "24                                     1.0000   \n",
       "25                                     1.0000   \n",
       "26                                     1.0000   \n",
       "27                                     1.0000   \n",
       "28                                     1.0000   \n",
       "29                                     1.0000   \n",
       "..                                        ...   \n",
       "280                                    1.0750   \n",
       "281                                    1.1650   \n",
       "282                                    2.2250   \n",
       "283                                    1.0000   \n",
       "284                                    1.0000   \n",
       "285                                    1.0000   \n",
       "286                                    1.0000   \n",
       "287                                    1.0000   \n",
       "288                                    1.0000   \n",
       "289                                    1.0225   \n",
       "290                                    1.0000   \n",
       "291                                    3.0225   \n",
       "292                                    1.0225   \n",
       "293                                    1.0000   \n",
       "294                                    1.6150   \n",
       "295                                    1.0000   \n",
       "296                                    1.0000   \n",
       "297                                   43.0000   \n",
       "298                                    1.0000   \n",
       "299                                    1.0000   \n",
       "300                                    1.1950   \n",
       "301                                    1.0000   \n",
       "302                                    3.0075   \n",
       "303                                    5.0375   \n",
       "304                                    6.0675   \n",
       "305                                    2.0000   \n",
       "306                                    1.0000   \n",
       "307                                    1.0000   \n",
       "308                                    1.0000   \n",
       "309                                    1.0450   \n",
       "\n",
       "     (length_of_stay_number, percentile_5th)  \\\n",
       "0                                     4.1080   \n",
       "1                                    11.0140   \n",
       "2                                     7.0905   \n",
       "3                                     2.0000   \n",
       "4                                     5.1230   \n",
       "5                                     9.0045   \n",
       "6                                     1.0000   \n",
       "7                                     1.0000   \n",
       "8                                     1.0000   \n",
       "9                                     1.0000   \n",
       "10                                    1.0000   \n",
       "11                                    1.0000   \n",
       "12                                    2.0060   \n",
       "13                                    1.0305   \n",
       "14                                    1.0000   \n",
       "15                                    1.0000   \n",
       "16                                    1.0000   \n",
       "17                                    1.0000   \n",
       "18                                    1.0000   \n",
       "19                                    1.0000   \n",
       "20                                    1.0000   \n",
       "21                                    5.0000   \n",
       "22                                    1.0000   \n",
       "23                                    2.0000   \n",
       "24                                    1.0000   \n",
       "25                                    1.0000   \n",
       "26                                    1.0000   \n",
       "27                                    1.0000   \n",
       "28                                    1.0000   \n",
       "29                                    1.0000   \n",
       "..                                       ...   \n",
       "280                                   1.0050   \n",
       "281                                   1.0110   \n",
       "282                                   2.0150   \n",
       "283                                   1.0000   \n",
       "284                                   1.0000   \n",
       "285                                   1.0000   \n",
       "286                                   1.0000   \n",
       "287                                   1.0000   \n",
       "288                                   1.0000   \n",
       "289                                   1.0015   \n",
       "290                                   1.0000   \n",
       "291                                   3.0015   \n",
       "292                                   1.0015   \n",
       "293                                   1.0000   \n",
       "294                                   1.0000   \n",
       "295                                   1.0000   \n",
       "296                                   1.0000   \n",
       "297                                  43.0000   \n",
       "298                                   1.0000   \n",
       "299                                   1.0000   \n",
       "300                                   1.0130   \n",
       "301                                   1.0000   \n",
       "302                                   3.0005   \n",
       "303                                   5.0025   \n",
       "304                                   6.0045   \n",
       "305                                   2.0000   \n",
       "306                                   1.0000   \n",
       "307                                   1.0000   \n",
       "308                                   1.0000   \n",
       "309                                   1.0030   \n",
       "\n",
       "     (length_of_stay_number, percentile_95th)  (:id, size)    ...     \\\n",
       "0                                      6.0000          109    ...      \n",
       "1                                     11.2660           29    ...      \n",
       "2                                      9.4390          182    ...      \n",
       "3                                      3.9280          157    ...      \n",
       "4                                      7.6740          124    ...      \n",
       "5                                      9.0855            2    ...      \n",
       "6                                      1.0000           15    ...      \n",
       "7                                      1.0000          440    ...      \n",
       "8                                      1.0000           48    ...      \n",
       "9                                      1.0000           81    ...      \n",
       "10                                     1.0000          193    ...      \n",
       "11                                     1.0000           90    ...      \n",
       "12                                     2.1140           13    ...      \n",
       "13                                     1.5795           62    ...      \n",
       "14                                     1.0000          171    ...      \n",
       "15                                     1.0000           85    ...      \n",
       "16                                     1.0000          106    ...      \n",
       "17                                     1.0000          298    ...      \n",
       "18                                     1.0000           34    ...      \n",
       "19                                     1.0000           56    ...      \n",
       "20                                     1.0000          116    ...      \n",
       "21                                     5.0000           13    ...      \n",
       "22                                     1.0000           22    ...      \n",
       "23                                     2.0000           10    ...      \n",
       "24                                     1.0000           71    ...      \n",
       "25                                     1.0000          329    ...      \n",
       "26                                     1.0000           67    ...      \n",
       "27                                     1.0000           59    ...      \n",
       "28                                     1.0000            8    ...      \n",
       "29                                     1.0000            7    ...      \n",
       "..                                        ...          ...    ...      \n",
       "280                                    1.0950           11    ...      \n",
       "281                                    1.2090           23    ...      \n",
       "282                                    2.2850           31    ...      \n",
       "283                                    1.0000           96    ...      \n",
       "284                                    1.0000           25    ...      \n",
       "285                                    1.0000          117    ...      \n",
       "286                                    1.0000           26    ...      \n",
       "287                                    1.0000          127    ...      \n",
       "288                                    1.0000          152    ...      \n",
       "289                                    1.0285            4    ...      \n",
       "290                                    1.0000           49    ...      \n",
       "291                                    3.0285            2    ...      \n",
       "292                                    1.0285            2    ...      \n",
       "293                                    1.0000           71    ...      \n",
       "294                                    2.3790          883    ...      \n",
       "295                                    1.0000          225    ...      \n",
       "296                                    1.0000            9    ...      \n",
       "297                                   43.0000            1    ...      \n",
       "298                                    1.0000          138    ...      \n",
       "299                                    1.0000          109    ...      \n",
       "300                                    1.2470           27    ...      \n",
       "301                                    1.0000           53    ...      \n",
       "302                                    3.0095            2    ...      \n",
       "303                                    5.0475            2    ...      \n",
       "304                                    6.0855            2    ...      \n",
       "305                                    2.0000            6    ...      \n",
       "306                                    1.0000          117    ...      \n",
       "307                                    1.0000          155    ...      \n",
       "308                                    1.0000           74    ...      \n",
       "309                                    1.0570            2    ...      \n",
       "\n",
       "     discharge_year  facility_id_with_description  Blue Cross/Blue Shield  \\\n",
       "0              2014   1456 - Mount Sinai Hospital                      16   \n",
       "1              2014   1456 - Mount Sinai Hospital                       8   \n",
       "2              2014   1456 - Mount Sinai Hospital                      39   \n",
       "3              2014   1456 - Mount Sinai Hospital                      14   \n",
       "4              2014   1456 - Mount Sinai Hospital                       5   \n",
       "5              2014   1456 - Mount Sinai Hospital                       0   \n",
       "6              2014   1456 - Mount Sinai Hospital                       1   \n",
       "7              2014   1456 - Mount Sinai Hospital                      71   \n",
       "8              2014   1456 - Mount Sinai Hospital                       7   \n",
       "9              2014   1456 - Mount Sinai Hospital                       8   \n",
       "10             2014   1456 - Mount Sinai Hospital                      21   \n",
       "11             2014   1456 - Mount Sinai Hospital                      17   \n",
       "12             2014   1456 - Mount Sinai Hospital                       1   \n",
       "13             2014   1456 - Mount Sinai Hospital                       6   \n",
       "14             2014   1456 - Mount Sinai Hospital                       6   \n",
       "15             2014   1456 - Mount Sinai Hospital                      11   \n",
       "16             2014   1456 - Mount Sinai Hospital                       5   \n",
       "17             2014   1456 - Mount Sinai Hospital                      10   \n",
       "18             2014   1456 - Mount Sinai Hospital                       5   \n",
       "19             2014   1456 - Mount Sinai Hospital                       1   \n",
       "20             2014   1456 - Mount Sinai Hospital                       7   \n",
       "21             2014   1456 - Mount Sinai Hospital                       2   \n",
       "22             2014   1456 - Mount Sinai Hospital                       1   \n",
       "23             2014   1456 - Mount Sinai Hospital                       1   \n",
       "24             2014   1456 - Mount Sinai Hospital                       2   \n",
       "25             2014   1456 - Mount Sinai Hospital                      35   \n",
       "26             2014   1456 - Mount Sinai Hospital                       5   \n",
       "27             2014   1456 - Mount Sinai Hospital                       5   \n",
       "28             2014   1456 - Mount Sinai Hospital                       2   \n",
       "29             2014   1456 - Mount Sinai Hospital                       0   \n",
       "..              ...                           ...                     ...   \n",
       "280            2014   1456 - Mount Sinai Hospital                       0   \n",
       "281            2014   1456 - Mount Sinai Hospital                       0   \n",
       "282            2014   1456 - Mount Sinai Hospital                       3   \n",
       "283            2014   1456 - Mount Sinai Hospital                       3   \n",
       "284            2014   1456 - Mount Sinai Hospital                       1   \n",
       "285            2014   1456 - Mount Sinai Hospital                      17   \n",
       "286            2014   1456 - Mount Sinai Hospital                       2   \n",
       "287            2014   1456 - Mount Sinai Hospital                      11   \n",
       "288            2014   1456 - Mount Sinai Hospital                      21   \n",
       "289            2014   1456 - Mount Sinai Hospital                       1   \n",
       "290            2014   1456 - Mount Sinai Hospital                       1   \n",
       "291            2014   1456 - Mount Sinai Hospital                       0   \n",
       "292            2014   1456 - Mount Sinai Hospital                       0   \n",
       "293            2014   1456 - Mount Sinai Hospital                       7   \n",
       "294            2014   1456 - Mount Sinai Hospital                      66   \n",
       "295            2014   1456 - Mount Sinai Hospital                      20   \n",
       "296            2014   1456 - Mount Sinai Hospital                       2   \n",
       "297            2014   1456 - Mount Sinai Hospital                       0   \n",
       "298            2014   1456 - Mount Sinai Hospital                       6   \n",
       "299            2014   1456 - Mount Sinai Hospital                       2   \n",
       "300            2014   1456 - Mount Sinai Hospital                       0   \n",
       "301            2014   1456 - Mount Sinai Hospital                       2   \n",
       "302            2014   1456 - Mount Sinai Hospital                       0   \n",
       "303            2014   1456 - Mount Sinai Hospital                       0   \n",
       "304            2014   1456 - Mount Sinai Hospital                       0   \n",
       "305            2014   1456 - Mount Sinai Hospital                       0   \n",
       "306            2014   1456 - Mount Sinai Hospital                      12   \n",
       "307            2014   1456 - Mount Sinai Hospital                      12   \n",
       "308            2014   1456 - Mount Sinai Hospital                       4   \n",
       "309            2014   1456 - Mount Sinai Hospital                       2   \n",
       "\n",
       "     Federal/State/Local/VA  Managed Care, Unspecified  Medicaid  Medicare  \\\n",
       "0                         0                          1        35        34   \n",
       "1                         0                          0         6        12   \n",
       "2                         0                          2        36        45   \n",
       "3                         0                          2        39        83   \n",
       "4                         0                          0        27        75   \n",
       "5                         0                          0         0         2   \n",
       "6                         0                          0         1         9   \n",
       "7                         0                          4       115       156   \n",
       "8                         0                          0        13        21   \n",
       "9                         0                          1        18        38   \n",
       "10                        2                          0        37       108   \n",
       "11                        0                          0        14        33   \n",
       "12                        0                          0         3         5   \n",
       "13                        0                          0        15        31   \n",
       "14                        0                          1        26       125   \n",
       "15                        0                          1        40        23   \n",
       "16                        0                          0        29        54   \n",
       "17                        0                          2        55       201   \n",
       "18                        0                          0         5        19   \n",
       "19                        0                          0         5        43   \n",
       "20                        0                          0        35        66   \n",
       "21                        0                          2         3         4   \n",
       "22                        0                          0         8         6   \n",
       "23                        0                          0         5         0   \n",
       "24                        0                          0        15        49   \n",
       "25                        0                         10       122       109   \n",
       "26                        0                          0        19        13   \n",
       "27                        0                          2        11        35   \n",
       "28                        0                          0         1         4   \n",
       "29                        0                          0         1         3   \n",
       "..                      ...                        ...       ...       ...   \n",
       "280                       0                          0         6         4   \n",
       "281                       0                          2        14         4   \n",
       "282                       0                          1        23         4   \n",
       "283                       0                          3        48        24   \n",
       "284                       0                          0        10         9   \n",
       "285                       0                          0        17        51   \n",
       "286                       0                          0         9         9   \n",
       "287                       0                          0        57        37   \n",
       "288                       0                          0        29        74   \n",
       "289                       0                          0         1         1   \n",
       "290                       0                          1        27        18   \n",
       "291                       0                          0         1         0   \n",
       "292                       0                          0         0         1   \n",
       "293                       0                          1        17        25   \n",
       "294                       0                          2       144       512   \n",
       "295                       0                          3        89        89   \n",
       "296                       0                          0         1         4   \n",
       "297                       0                          0         0         0   \n",
       "298                       0                         10        79        39   \n",
       "299                       0                          9        63        29   \n",
       "300                       0                          3        23         1   \n",
       "301                       0                          6        30        12   \n",
       "302                       0                          0         1         1   \n",
       "303                       0                          0         1         0   \n",
       "304                       0                          0         0         2   \n",
       "305                       0                          0         1         5   \n",
       "306                       0                          0        31        49   \n",
       "307                       0                          4        32        78   \n",
       "308                       0                          0        25        30   \n",
       "309                       0                          0         0         0   \n",
       "\n",
       "     Miscellaneous/Other  Private Health Insurance  Self-Pay  \n",
       "0                      0                        23         0  \n",
       "1                      0                         3         0  \n",
       "2                      0                        60         0  \n",
       "3                      1                        17         1  \n",
       "4                      1                        16         0  \n",
       "5                      0                         0         0  \n",
       "6                      2                         2         0  \n",
       "7                      4                        89         1  \n",
       "8                      0                         7         0  \n",
       "9                      4                        12         0  \n",
       "10                     0                        22         3  \n",
       "11                     3                        23         0  \n",
       "12                     1                         2         1  \n",
       "13                     0                         9         1  \n",
       "14                     0                        11         2  \n",
       "15                     0                        10         0  \n",
       "16                     0                        16         2  \n",
       "17                     0                        27         3  \n",
       "18                     0                         3         2  \n",
       "19                     0                         5         2  \n",
       "20                     0                         7         1  \n",
       "21                     0                         1         1  \n",
       "22                     0                         7         0  \n",
       "23                     0                         4         0  \n",
       "24                     0                         5         0  \n",
       "25                     0                        46         7  \n",
       "26                     0                        28         2  \n",
       "27                     0                         5         1  \n",
       "28                     0                         1         0  \n",
       "29                     0                         2         1  \n",
       "..                   ...                       ...       ...  \n",
       "280                    0                         0         1  \n",
       "281                    0                         2         1  \n",
       "282                    0                         0         0  \n",
       "283                    0                        13         5  \n",
       "284                    0                         4         1  \n",
       "285                    2                        30         0  \n",
       "286                    0                         6         0  \n",
       "287                    1                        19         2  \n",
       "288                    1                        27         0  \n",
       "289                    0                         1         0  \n",
       "290                    0                         1         1  \n",
       "291                    1                         0         0  \n",
       "292                    0                         1         0  \n",
       "293                    3                        18         0  \n",
       "294                   32                       122         5  \n",
       "295                    3                        20         1  \n",
       "296                    1                         1         0  \n",
       "297                    0                         1         0  \n",
       "298                    0                         3         1  \n",
       "299                    0                         6         0  \n",
       "300                    0                         0         0  \n",
       "301                    0                         3         0  \n",
       "302                    0                         0         0  \n",
       "303                    0                         1         0  \n",
       "304                    0                         0         0  \n",
       "305                    0                         0         0  \n",
       "306                    0                        25         0  \n",
       "307                    1                        27         1  \n",
       "308                    0                        15         0  \n",
       "309                    0                         0         0  \n",
       "\n",
       "[310 rows x 37 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cleaned_columns = []\n",
    "for col in apr_drg_stats_df_11.columns:\n",
    "    if col.__class__ == (0, 0).__class__:\n",
    "        cleaned_columns += [\"_\".join(col)]\n",
    "    else:\n",
    "        cleaned_columns += [col]\n",
    "apr_drg_stats_df_11.columns = cleaned_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>apr_drg_code_with_description</th>\n",
       "      <th>apr_drg_code_with_description_</th>\n",
       "      <th>length_of_stay_number_mean</th>\n",
       "      <th>length_of_stay_number_sum</th>\n",
       "      <th>length_of_stay_number_median</th>\n",
       "      <th>length_of_stay_number_percentile_25th</th>\n",
       "      <th>length_of_stay_number_percentile_75th</th>\n",
       "      <th>length_of_stay_number_percentile_5th</th>\n",
       "      <th>length_of_stay_number_percentile_95th</th>\n",
       "      <th>:id_size</th>\n",
       "      <th>...</th>\n",
       "      <th>discharge_year</th>\n",
       "      <th>facility_id_with_description</th>\n",
       "      <th>Blue Cross/Blue Shield</th>\n",
       "      <th>Federal/State/Local/VA</th>\n",
       "      <th>Managed Care, Unspecified</th>\n",
       "      <th>Medicaid</th>\n",
       "      <th>Medicare</th>\n",
       "      <th>Miscellaneous/Other</th>\n",
       "      <th>Private Health Insurance</th>\n",
       "      <th>Self-Pay</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>0001 - LIVER TRANSPLANT &amp;/OR INTESTINAL TRANSP...</td>\n",
       "      <td>32.522936</td>\n",
       "      <td>3545</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.5400</td>\n",
       "      <td>5.620</td>\n",
       "      <td>4.1080</td>\n",
       "      <td>6.000</td>\n",
       "      <td>109</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>0002 - HEART &amp;/OR LUNG TRANSPLANT</td>\n",
       "      <td>44.275862</td>\n",
       "      <td>1284</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0700</td>\n",
       "      <td>11.210</td>\n",
       "      <td>11.0140</td>\n",
       "      <td>11.266</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>0003 - BONE MARROW TRANSPLANT</td>\n",
       "      <td>22.664835</td>\n",
       "      <td>4125</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.4525</td>\n",
       "      <td>8.715</td>\n",
       "      <td>7.0905</td>\n",
       "      <td>9.439</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...</td>\n",
       "      <td>51.898089</td>\n",
       "      <td>8148</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>2.680</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>3.928</td>\n",
       "      <td>157</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...</td>\n",
       "      <td>46.927419</td>\n",
       "      <td>5819</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.6150</td>\n",
       "      <td>6.845</td>\n",
       "      <td>5.1230</td>\n",
       "      <td>7.674</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>1456 - Mount Sinai Hospital</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       apr_drg_code_with_description  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "\n",
       "                      apr_drg_code_with_description_  \\\n",
       "0  0001 - LIVER TRANSPLANT &/OR INTESTINAL TRANSP...   \n",
       "1                  0002 - HEART &/OR LUNG TRANSPLANT   \n",
       "2                      0003 - BONE MARROW TRANSPLANT   \n",
       "3  0004 - TRACHEOSTOMY W MV 96+ HOURS W EXTENSIVE...   \n",
       "4  0005 - TRACHEOSTOMY W MV 96+ HOURS W/O EXTENSI...   \n",
       "\n",
       "   length_of_stay_number_mean  length_of_stay_number_sum  \\\n",
       "0                   32.522936                       3545   \n",
       "1                   44.275862                       1284   \n",
       "2                   22.664835                       4125   \n",
       "3                   51.898089                       8148   \n",
       "4                   46.927419                       5819   \n",
       "\n",
       "   length_of_stay_number_median  length_of_stay_number_percentile_25th  \\\n",
       "0                          20.0                                 4.5400   \n",
       "1                          22.0                                11.0700   \n",
       "2                          18.0                                 7.4525   \n",
       "3                          45.0                                 2.0000   \n",
       "4                          36.0                                 5.6150   \n",
       "\n",
       "   length_of_stay_number_percentile_75th  \\\n",
       "0                                  5.620   \n",
       "1                                 11.210   \n",
       "2                                  8.715   \n",
       "3                                  2.680   \n",
       "4                                  6.845   \n",
       "\n",
       "   length_of_stay_number_percentile_5th  \\\n",
       "0                                4.1080   \n",
       "1                               11.0140   \n",
       "2                                7.0905   \n",
       "3                                2.0000   \n",
       "4                                5.1230   \n",
       "\n",
       "   length_of_stay_number_percentile_95th  :id_size    ...     discharge_year  \\\n",
       "0                                  6.000       109    ...               2014   \n",
       "1                                 11.266        29    ...               2014   \n",
       "2                                  9.439       182    ...               2014   \n",
       "3                                  3.928       157    ...               2014   \n",
       "4                                  7.674       124    ...               2014   \n",
       "\n",
       "   facility_id_with_description  Blue Cross/Blue Shield  \\\n",
       "0   1456 - Mount Sinai Hospital                      16   \n",
       "1   1456 - Mount Sinai Hospital                       8   \n",
       "2   1456 - Mount Sinai Hospital                      39   \n",
       "3   1456 - Mount Sinai Hospital                      14   \n",
       "4   1456 - Mount Sinai Hospital                       5   \n",
       "\n",
       "   Federal/State/Local/VA  Managed Care, Unspecified  Medicaid  Medicare  \\\n",
       "0                       0                          1        35        34   \n",
       "1                       0                          0         6        12   \n",
       "2                       0                          2        36        45   \n",
       "3                       0                          2        39        83   \n",
       "4                       0                          0        27        75   \n",
       "\n",
       "   Miscellaneous/Other  Private Health Insurance  Self-Pay  \n",
       "0                    0                        23         0  \n",
       "1                    0                         3         0  \n",
       "2                    0                        60         0  \n",
       "3                    1                        17         1  \n",
       "4                    1                        16         0  \n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apr_drg_stats_df_11.head(5)"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
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   },
   "outputs": [],
   "source": []
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