HDS 823 Models 1 and 2 PUF Descriptor Disaggregated.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Description Notebook: Models 1 & 2\n",
    "\n",
    "**Medicare DeSYNPuf Data: \n",
    "2009 Inpatient Claims for Risk Adjustment Modeling and Correspondence Analysis**\n",
    "\n",
    "HDS 823 Final Project: Advanced Statistics in Healthcare\n",
    "Kyle P. Rasku RN BSN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load 2009 IP & ELIX Data, Created by the Cleaning Notebook\n",
    "desynpuf = pd.read_csv(\"/home/kylier/python/DS/data/PUF/PUF_RWJF_ALLIP2009_NO.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>DESYNPUF_ID</th>\n",
       "      <th>BENE_BIRTH_DT</th>\n",
       "      <th>BENE_DEATH_DT</th>\n",
       "      <th>FIPS_COUNTY_CODE</th>\n",
       "      <th>FULL_FIPS_CODE</th>\n",
       "      <th>CBSA</th>\n",
       "      <th>CBSA_NAME</th>\n",
       "      <th>FIPS_STATE_CODE</th>\n",
       "      <th>CLM_ID</th>\n",
       "      <th>...</th>\n",
       "      <th>B_DIED</th>\n",
       "      <th>PERCENT_COSTS</th>\n",
       "      <th>STATE</th>\n",
       "      <th>COUNTY</th>\n",
       "      <th>HO_RANK</th>\n",
       "      <th>HO_PROP_RANK</th>\n",
       "      <th>HO_QUARTILE</th>\n",
       "      <th>HF_RANK</th>\n",
       "      <th>HF_PROP_RANK</th>\n",
       "      <th>HF_QUARTILE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0000438E79D01BEA</td>\n",
       "      <td>1937-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57</td>\n",
       "      <td>12057</td>\n",
       "      <td>45300</td>\n",
       "      <td>Tampa-St. Petersburg-Clearwater, FL</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Hillsborough</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.597</td>\n",
       "      <td>2.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.537</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>00010E7BEA69142C</td>\n",
       "      <td>1938-04-01</td>\n",
       "      <td>2009-11-01</td>\n",
       "      <td>3</td>\n",
       "      <td>10003</td>\n",
       "      <td>48864</td>\n",
       "      <td>Wilmington, DE-MD-NJ</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>New Castle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.667</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>00015BF6509E1DF7</td>\n",
       "      <td>1934-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119</td>\n",
       "      <td>37119</td>\n",
       "      <td>16740</td>\n",
       "      <td>Charlotte-Gastonia-Concord, NC-SC</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>Mecklenburg</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.950</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.860</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>000240D599ED789C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>55035</td>\n",
       "      <td>20740</td>\n",
       "      <td>Eau Claire, WI</td>\n",
       "      <td>55</td>\n",
       "      <td>6.925911e+14</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004938</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Eau Claire</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.819</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.944</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0003E73AFBA840A8</td>\n",
       "      <td>1941-09-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55</td>\n",
       "      <td>36055</td>\n",
       "      <td>40380</td>\n",
       "      <td>Rochester, NY</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>New York</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.726</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0       DESYNPUF_ID BENE_BIRTH_DT BENE_DEATH_DT  FIPS_COUNTY_CODE  \\\n",
       "0           0  0000438E79D01BEA    1937-05-01           NaN                57   \n",
       "1           1  00010E7BEA69142C    1938-04-01    2009-11-01                 3   \n",
       "2           2  00015BF6509E1DF7    1934-05-01           NaN               119   \n",
       "3           3  000240D599ED789C           NaN           NaN                35   \n",
       "4           4  0003E73AFBA840A8    1941-09-01           NaN                55   \n",
       "\n",
       "   FULL_FIPS_CODE   CBSA                            CBSA_NAME  \\\n",
       "0           12057  45300  Tampa-St. Petersburg-Clearwater, FL   \n",
       "1           10003  48864                 Wilmington, DE-MD-NJ   \n",
       "2           37119  16740    Charlotte-Gastonia-Concord, NC-SC   \n",
       "3           55035  20740                       Eau Claire, WI   \n",
       "4           36055  40380                        Rochester, NY   \n",
       "\n",
       "   FIPS_STATE_CODE        CLM_ID  ... B_DIED  PERCENT_COSTS           STATE  \\\n",
       "0               12           NaN  ...    0.0       0.000000         Florida   \n",
       "1               10           NaN  ...    1.0       0.000000        Delaware   \n",
       "2               37           NaN  ...    0.0       0.000000  North Carolina   \n",
       "3               55  6.925911e+14  ...    0.0       0.004938       Wisconsin   \n",
       "4               36           NaN  ...    0.0       0.000000        New York   \n",
       "\n",
       "         COUNTY  HO_RANK  HO_PROP_RANK  HO_QUARTILE  HF_RANK  HF_PROP_RANK  \\\n",
       "0  Hillsborough     27.0         0.597          2.0     31.0         0.537   \n",
       "1    New Castle      1.0         0.667          1.0      1.0         0.667   \n",
       "2   Mecklenburg      5.0         0.950          1.0     14.0         0.860   \n",
       "3    Eau Claire     13.0         0.819          1.0      4.0         0.944   \n",
       "4        Monroe     31.0         0.500          2.0     17.0         0.726   \n",
       "\n",
       "   HF_QUARTILE  \n",
       "0          2.0  \n",
       "1          1.0  \n",
       "2          1.0  \n",
       "3          1.0  \n",
       "4          2.0  \n",
       "\n",
       "[5 rows x 48 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desynpuf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DESYNPUF_ID              0\n",
       "BENE_BIRTH_DT        23839\n",
       "BENE_DEATH_DT       117781\n",
       "FIPS_COUNTY_CODE         0\n",
       "FULL_FIPS_CODE           0\n",
       "CBSA                     0\n",
       "CBSA_NAME            27632\n",
       "FIPS_STATE_CODE          0\n",
       "CLM_ID               95669\n",
       "CLM_DRG_CD           95669\n",
       "BENE_AGE                 0\n",
       "AGE_GROUP                0\n",
       "B_SEX                    0\n",
       "B_ALZHDMTA               0\n",
       "B_CHF                    0\n",
       "B_CNCR                   0\n",
       "B_COPD                   0\n",
       "B_DEPRESSN               0\n",
       "B_DIABETES               0\n",
       "B_ISCHMCHT               0\n",
       "B_OSTEOPRS               0\n",
       "B_CHRNKIDN               0\n",
       "B_RA_OA                  0\n",
       "B_STRKETIA               0\n",
       "B_ESRD                   0\n",
       "NH_WHITE                 0\n",
       "AA_BLACK                 0\n",
       "OTHER                    0\n",
       "NW_HISPANIC              0\n",
       "MEAN_ELIX_SCORE          0\n",
       "CODES_COUNT              0\n",
       "TOTCHRONIC               0\n",
       "ALLCOSTS                 0\n",
       "CVRG_MOS                 0\n",
       "RX_CVRG_MOS              0\n",
       "LENGTH_OF_STAY           0\n",
       "PHYS_COUNT               0\n",
       "B_DIED                   0\n",
       "PERCENT_COSTS            0\n",
       "STATE                 1817\n",
       "COUNTY                1817\n",
       "HO_RANK               1918\n",
       "HO_PROP_RANK          1918\n",
       "HO_QUARTILE           1918\n",
       "HF_RANK               1918\n",
       "HF_PROP_RANK          1918\n",
       "HF_QUARTILE           1918\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desynpuf.drop([\"Unnamed: 0\"], axis=1, inplace=True)\n",
    "desynpuf.isnull().sum() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(119508, 47)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desynpuf.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 119508 entries, 0 to 119507\n",
      "Data columns (total 47 columns):\n",
      " #   Column            Non-Null Count   Dtype  \n",
      "---  ------            --------------   -----  \n",
      " 0   DESYNPUF_ID       119508 non-null  object \n",
      " 1   BENE_BIRTH_DT     95669 non-null   object \n",
      " 2   BENE_DEATH_DT     1727 non-null    object \n",
      " 3   FIPS_COUNTY_CODE  119508 non-null  int64  \n",
      " 4   FULL_FIPS_CODE    119508 non-null  int64  \n",
      " 5   CBSA              119508 non-null  int64  \n",
      " 6   CBSA_NAME         91876 non-null   object \n",
      " 7   FIPS_STATE_CODE   119508 non-null  int64  \n",
      " 8   CLM_ID            23839 non-null   float64\n",
      " 9   CLM_DRG_CD        23839 non-null   object \n",
      " 10  BENE_AGE          119508 non-null  float64\n",
      " 11  AGE_GROUP         119508 non-null  object \n",
      " 12  B_SEX             119508 non-null  int64  \n",
      " 13  B_ALZHDMTA        119508 non-null  int64  \n",
      " 14  B_CHF             119508 non-null  int64  \n",
      " 15  B_CNCR            119508 non-null  int64  \n",
      " 16  B_COPD            119508 non-null  int64  \n",
      " 17  B_DEPRESSN        119508 non-null  int64  \n",
      " 18  B_DIABETES        119508 non-null  int64  \n",
      " 19  B_ISCHMCHT        119508 non-null  int64  \n",
      " 20  B_OSTEOPRS        119508 non-null  int64  \n",
      " 21  B_CHRNKIDN        119508 non-null  int64  \n",
      " 22  B_RA_OA           119508 non-null  int64  \n",
      " 23  B_STRKETIA        119508 non-null  int64  \n",
      " 24  B_ESRD            119508 non-null  int64  \n",
      " 25  NH_WHITE          119508 non-null  int64  \n",
      " 26  AA_BLACK          119508 non-null  int64  \n",
      " 27  OTHER             119508 non-null  int64  \n",
      " 28  NW_HISPANIC       119508 non-null  int64  \n",
      " 29  MEAN_ELIX_SCORE   119508 non-null  float64\n",
      " 30  CODES_COUNT       119508 non-null  int64  \n",
      " 31  TOTCHRONIC        119508 non-null  int64  \n",
      " 32  ALLCOSTS          119508 non-null  float64\n",
      " 33  CVRG_MOS          119508 non-null  int64  \n",
      " 34  RX_CVRG_MOS       119508 non-null  int64  \n",
      " 35  LENGTH_OF_STAY    119508 non-null  float64\n",
      " 36  PHYS_COUNT        119508 non-null  int64  \n",
      " 37  B_DIED            119508 non-null  float64\n",
      " 38  PERCENT_COSTS     119508 non-null  float64\n",
      " 39  STATE             117691 non-null  object \n",
      " 40  COUNTY            117691 non-null  object \n",
      " 41  HO_RANK           117590 non-null  float64\n",
      " 42  HO_PROP_RANK      117590 non-null  float64\n",
      " 43  HO_QUARTILE       117590 non-null  float64\n",
      " 44  HF_RANK           117590 non-null  float64\n",
      " 45  HF_PROP_RANK      117590 non-null  float64\n",
      " 46  HF_QUARTILE       117590 non-null  float64\n",
      "dtypes: float64(13), int64(26), object(8)\n",
      "memory usage: 42.9+ MB\n"
     ]
    }
   ],
   "source": [
    "desynpuf.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Demographic Distributions\n",
    "\n",
    "Age, Age Group, Sex, Race & Ethnicity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BENE_AGE</th>\n",
       "      <th>B_SEX</th>\n",
       "      <th>NH_WHITE</th>\n",
       "      <th>AA_BLACK</th>\n",
       "      <th>OTHER</th>\n",
       "      <th>NW_HISPANIC</th>\n",
       "      <th>B_DIED</th>\n",
       "      <th>NUMBER_OF_STAYS</th>\n",
       "      <th>MEAN_COST</th>\n",
       "      <th>SUM_COST</th>\n",
       "      <th>AGE_GROUP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DESYNPUF_ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0000438E79D01BEA</th>\n",
       "      <td>73.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65-74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00010E7BEA69142C</th>\n",
       "      <td>72.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65-74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00015BF6509E1DF7</th>\n",
       "      <td>76.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75-84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000240D599ED789C</th>\n",
       "      <td>67.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>24068.0</td>\n",
       "      <td>24068.0</td>\n",
       "      <td>65-74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0003E73AFBA840A8</th>\n",
       "      <td>68.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65-74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  BENE_AGE  B_SEX  NH_WHITE  AA_BLACK  OTHER  NW_HISPANIC  \\\n",
       "DESYNPUF_ID                                                                 \n",
       "0000438E79D01BEA      73.0      1         1         0      0            0   \n",
       "00010E7BEA69142C      72.0      0         1         0      0            0   \n",
       "00015BF6509E1DF7      76.0      0         1         0      0            0   \n",
       "000240D599ED789C      67.0      0         0         1      0            0   \n",
       "0003E73AFBA840A8      68.0      0         1         0      0            0   \n",
       "\n",
       "                  B_DIED  NUMBER_OF_STAYS  MEAN_COST  SUM_COST AGE_GROUP  \n",
       "DESYNPUF_ID                                                               \n",
       "0000438E79D01BEA     0.0                0        0.0       0.0     65-74  \n",
       "00010E7BEA69142C     1.0                0        0.0       0.0     65-74  \n",
       "00015BF6509E1DF7     0.0                0        0.0       0.0     75-84  \n",
       "000240D599ED789C     0.0                1    24068.0   24068.0     65-74  \n",
       "0003E73AFBA840A8     0.0                0        0.0       0.0     65-74  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics = desynpuf.groupby([\"DESYNPUF_ID\"]).aggregate({\"BENE_AGE\":\"mean\",\n",
    "                                                            \"B_SEX\":\"mean\",\n",
    "                                                            \"NH_WHITE\": \"mean\",\n",
    "                                                            \"AA_BLACK\" : \"mean\",\n",
    "                                                            \"OTHER\": \"mean\",\n",
    "                                                            \"NW_HISPANIC\": \"mean\",\n",
    "                                                            \"B_DIED\":\"sum\",\n",
    "                                                            \"CLM_ID\":\"count\",\n",
    "                                                            \"ALLCOSTS\":[\"mean\", \"sum\"]})\n",
    "\n",
    "demographics.columns = [\"BENE_AGE\", \"B_SEX\", \"NH_WHITE\", \"AA_BLACK\", \"OTHER\", \"NW_HISPANIC\", \"B_DIED\", \n",
    "                        \"NUMBER_OF_STAYS\", \"MEAN_COST\", \"SUM_COST\"]\n",
    "demographics.loc[demographics[\"B_DIED\"]>1, \"B_DIED\"] = 1\n",
    "demographics.loc[((demographics[\"BENE_AGE\"]>0) & (demographics[\"BENE_AGE\"]<19)), \"AGE_GROUP\"] = \"0-18\"\n",
    "demographics.loc[((demographics[\"BENE_AGE\"]>18) & (demographics[\"BENE_AGE\"]<45)), \"AGE_GROUP\"] = \"19-44\"\n",
    "demographics.loc[((demographics[\"BENE_AGE\"]>44) & (demographics[\"BENE_AGE\"]<65)), \"AGE_GROUP\"] = \"45-64\"\n",
    "demographics.loc[((demographics[\"BENE_AGE\"]>64) & (demographics[\"BENE_AGE\"]<75)), \"AGE_GROUP\"] = \"65-74\"\n",
    "demographics.loc[((demographics[\"BENE_AGE\"]>74) & (demographics[\"BENE_AGE\"]<85)), \"AGE_GROUP\"] = \"75-84\"\n",
    "demographics.loc[(demographics[\"BENE_AGE\"]>84), \"AGE_GROUP\"] = \"85+\"\n",
    "demographics.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(113692, 11)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    113692.000000\n",
       "mean          0.209681\n",
       "std           0.548758\n",
       "min           0.000000\n",
       "25%           0.000000\n",
       "50%           0.000000\n",
       "75%           0.000000\n",
       "max           7.000000\n",
       "Name: NUMBER_OF_STAYS, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"NUMBER_OF_STAYS\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "113,692 Beneficiaries had between 0 and 7 Inpatient Stays in 2009."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4377, 11)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "more_stays = demographics[demographics[\"NUMBER_OF_STAYS\"]>1]\n",
    "more_stays.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2    0.748686\n",
       "3    0.192826\n",
       "4    0.043637\n",
       "5    0.011423\n",
       "6    0.002742\n",
       "7    0.000685\n",
       "Name: NUMBER_OF_STAYS, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "more_stays[\"NUMBER_OF_STAYS\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13646, 11)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_stay = demographics[demographics[\"NUMBER_OF_STAYS\"]==1]\n",
    "one_stay.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(95669, 11)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_stays = demographics[demographics[\"NUMBER_OF_STAYS\"]<1]\n",
    "no_stays.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "113692"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "4377 + 13646 + 95669"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Age\n",
    "\n",
    "This data is slightly more normally-distributed.  The mean age is 73, the median age is 74. IQR is 13, making anyone under 68 years old in the <25th percentile.  \n",
    "\n",
    "Not surprising - these are Medicare beneficiaries.  Only those who are disabled are eligible at <65 years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"mako\")\n",
    "sb.histplot(x=round(demographics[\"BENE_AGE\"]), binwidth=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    113692.000000\n",
       "mean         73.136374\n",
       "std          12.539417\n",
       "min          25.500000\n",
       "25%          68.000000\n",
       "50%          74.000000\n",
       "75%          81.000000\n",
       "max         101.000000\n",
       "Name: BENE_AGE, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"BENE_AGE\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Age Groups\n",
    "\n",
    "The Center for Medicare and Medicaid Services (CMS) defines five age categories in its' statistical analyses: 0-18, 19-44, 45-64, 65-84 and 85+.  Because the distribution of this data centers heavily on individuals between the ages of 65 and 85, I chose to separate the 65-84 group into two groups: 65-74 and 75-84.\n",
    "\n",
    "38% of the beneficiaries in the sample are 65-74 years old\n",
    "\n",
    "30% are 75-84 years old\n",
    "\n",
    "and 17% are 85 or older\n",
    "\n",
    "The remaining 13% are under 65 and there are no beneficiaries under 18."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"rocket\")\n",
    "sb.countplot(x=demographics[\"AGE_GROUP\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "65-74    0.381768\n",
       "75-84    0.299291\n",
       "85+      0.166151\n",
       "45-64    0.117423\n",
       "19-44    0.035367\n",
       "Name: AGE_GROUP, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"AGE_GROUP\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Race & Ethnicity\n",
    "\n",
    "For this data set, the beneficiary population is approximately 83% white, 11% Black or African American, 2% Hispanic, and 4% Other.  \n",
    "\n",
    "Asians / Pacific Islanders and American Indians / AK Natives are not represented.\n",
    "\n",
    "This unfortunately illustrates the disparity between the demographic make up of Medicare users and the general population.  While only about 65-68% of the general population is \"white\", about 80% of the Medicare population is.  This owes to a variety of social and cultural disparities in the United States including but not limited to \"white\" people living longer than people of color, generally having better living conditions, generally having higher socio-economic status and utilizing benefits / governmental systems at higher rates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set_theme(style=\"whitegrid\", palette=\"rocket\")\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15,5))\n",
    "sb.countplot(x=demographics[\"NH_WHITE\"], ax=axes[0])\n",
    "sb.countplot(x=demographics[\"AA_BLACK\"], ax=axes[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set_theme(style=\"whitegrid\", palette=\"rocket\")\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15,5))\n",
    "sb.countplot(x=demographics[\"NW_HISPANIC\"], ax=axes[0])\n",
    "sb.countplot(x=demographics[\"OTHER\"], ax=axes[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    0.826786\n",
       "0    0.173214\n",
       "Name: NH_WHITE, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"NH_WHITE\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.892218\n",
       "1    0.107782\n",
       "Name: AA_BLACK, dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"AA_BLACK\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.976779\n",
       "1    0.023221\n",
       "Name: NW_HISPANIC, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"NW_HISPANIC\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.957789\n",
       "1    0.042211\n",
       "Name: OTHER, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"OTHER\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Of the people who did not identify as white (17.3% of beneficiaries), \n",
    "\n",
    "62.2% self-identified as Black\n",
    "\n",
    "13.4% self-identified as non-white Hispanic\n",
    "\n",
    "and 24.4% self-identified as \"Another Race\"\n",
    "\n",
    "Recall: Asian / Pacific Islanders, and American Indian / AK Natives were not represented."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    0.622252\n",
       "0    0.377748\n",
       "Name: AA_BLACK, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "people_of_color = demographics[demographics[\"NH_WHITE\"]==0]\n",
    "\n",
    "people_of_color[\"AA_BLACK\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.865942\n",
       "1    0.134058\n",
       "Name: NW_HISPANIC, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "people_of_color[\"NW_HISPANIC\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.756309\n",
       "1    0.243691\n",
       "Name: OTHER, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "people_of_color[\"OTHER\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sex\n",
    "\n",
    "1 MALE, 2 FEMALE recoded to 1 MALE, 0 FEMALE\n",
    "\n",
    "There are about 10% more females than males.  This is likely explained by women's increased likelihood of living to an older age."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set_theme(style=\"whitegrid\", palette=\"mako\")\n",
    "sb.countplot(x=demographics[\"B_SEX\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.556548\n",
       "1    0.443452\n",
       "Name: B_SEX, dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"B_SEX\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deaths in 2009\n",
    "\n",
    "1.5% of beneficiaries died in 2009."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set_theme(style=\"whitegrid\", palette=\"mako\")\n",
    "sb.countplot(x=demographics[\"B_DIED\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0    0.98481\n",
       "1.0    0.01519\n",
       "Name: B_DIED, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demographics[\"B_DIED\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chronic Conditions\n",
    "\n",
    "Binary variables representing each of the CMS condition-groups. \n",
    "\n",
    "**0 = The patient does NOT have this condition,**\n",
    "\n",
    "**1 = The patient DOES have this condition.**\n",
    "\n",
    "Alzheimer's & Related B_ALZHDMTA \n",
    "\n",
    "Congestive Heart Failure B_CHF \n",
    "\n",
    "Cancer (Any type) B_CNCR\n",
    "\n",
    "Depression B_DEPRESSN \n",
    "\n",
    "Diabetes Mellitus (Any type) B_DIABETES \n",
    "\n",
    "Ischemic Heart Disease B_ISCHMCHT \n",
    "\n",
    "Osteoporosis B_OSTEOPRS \n",
    "\n",
    "Chronic Obstructive Pulmonary Disease B_COPD \n",
    "\n",
    "Chronic Kidney Disease B_CHRNKIDN \n",
    "\n",
    "Rheumatoid or Osteoarthritis B_RA_OA \n",
    "\n",
    "Stroke or TIA B_STRKETIA \n",
    "\n",
    "End-Stage Renal Disease B_ESRD "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "conditions = desynpuf[[\"B_ALZHDMTA\", \"B_CHF\", \"B_CNCR\", \"B_DEPRESSN\", \"B_DIABETES\", \"B_ISCHMCHT\", \n",
    "                        \"B_OSTEOPRS\", \"B_COPD\", \"B_CHRNKIDN\", \"B_RA_OA\", \"B_STRKETIA\", \"B_ESRD\"]]\n",
    "conditions_corr = conditions.corr(method=\"pearson\")\n",
    "lower_corr = conditions_corr.where(np.tril(np.ones(conditions_corr.shape)).astype(np.bool))\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (10.0, 10.0)\n",
    "conditions_hmap=sb.heatmap(lower_corr, annot=True, cmap=\"rocket\", fmt=\".2f\")\n",
    "fig = conditions_hmap.get_figure()\n",
    "fig.savefig(\"desynpuf_cc_heatmap.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note the clinically understood correlations between diabetes, ischemic heart disease, CHF and CKD.\n",
    "\n",
    "They are known to be causally connected on the basis of their pathophysiology.\n",
    "\n",
    "Obviously, so are ESRD and CKD, which are two points on the same disease continuum.\n",
    "\n",
    "There are also moderate correlations between depression, dementia, COPD and the DM/CHF/Heart Disease/CKD group.\n",
    "\n",
    "Some of the relationship between \"B_ALZHDMTA\" and the DM/CHF/Heart Disease/CKD group could be due to the fact that CMS includes *all forms of dementia* in this group, including vascular dementia.\n",
    "\n",
    "Strangly, there appears to be a weaker correlation between stroke / TIA and these diseases. Of note: CMS does not differentiate between ischemic, embolic and hemorrhagic causes of stroke.\n",
    "\n",
    "While RA & OA produce similar disability in advanced stages, they have almost nothing in common in terms of pathophysiology or disease course."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set_theme(style=\"whitegrid\", palette=\"rocket\")\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15,5))\n",
    "sb.barplot(x=desynpuf[\"TOTCHRONIC\"], y=desynpuf[\"AGE_GROUP\"], palette=\"rocket\", ax=axes[0])\n",
    "sb.barplot(x=desynpuf[\"TOTCHRONIC\"], y=desynpuf[\"ALLCOSTS\"], palette=\"rocket\", ax=axes[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most beneficiaries have more than 2.5 chronic conditions.  Those 65-74 have the least, while those under 65 have between 2 and 3 (likely due to their disability). \n",
    "\n",
    "Costs increase as the number of chronic conditions increases, but doesn't really start to take off until 5 or more chronic conditions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set_theme(style=\"whitegrid\", palette=\"mako\")\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15,5))\n",
    "sb.lineplot(x=desynpuf[\"MEAN_ELIX_SCORE\"], y=desynpuf[\"LENGTH_OF_STAY\"], ax=axes[0])\n",
    "sb.lineplot(x=desynpuf[\"TOTCHRONIC\"], y=desynpuf[\"LENGTH_OF_STAY\"], ax=axes[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the relationship between illness and visits, lengths of stay\n",
    "\n",
    "Very few people have a Mean Elixhauser Score greater than 10.\n",
    "\n",
    "During outlier removal, we eliminated a few beneficiaries with mean scores > 13.\n",
    "\n",
    "Total visits peaks between scores of 4 and 7, and total length of stay is normally distributed around 5."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 113692 entries, 0000438E79D01BEA to FFFFF4859B6D7402\n",
      "Data columns (total 11 columns):\n",
      " #   Column           Non-Null Count   Dtype  \n",
      "---  ------           --------------   -----  \n",
      " 0   BENE_AGE         113692 non-null  float64\n",
      " 1   B_SEX            113692 non-null  int64  \n",
      " 2   NH_WHITE         113692 non-null  int64  \n",
      " 3   AA_BLACK         113692 non-null  int64  \n",
      " 4   OTHER            113692 non-null  int64  \n",
      " 5   NW_HISPANIC      113692 non-null  int64  \n",
      " 6   B_DIED           113692 non-null  float64\n",
      " 7   NUMBER_OF_STAYS  113692 non-null  int64  \n",
      " 8   MEAN_COST        113692 non-null  float64\n",
      " 9   SUM_COST         113692 non-null  float64\n",
      " 10  AGE_GROUP        113692 non-null  object \n",
      "dtypes: float64(4), int64(6), object(1)\n",
      "memory usage: 15.4+ MB\n"
     ]
    }
   ],
   "source": [
    "demographics.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Costs and visits, length of stay\n",
    "\n",
    "Only 256 beneficiaries out of 113,692 (.2%) have more than 3 inpatient stays for the year (2009).\n",
    "\n",
    "18,023 (16%) have more than zero stays.\n",
    "\n",
    "4,377 (4%) have more than one stay.\n",
    "\n",
    "1,100 (1%) have more than two stays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"viridis\")\n",
    "sb.lineplot(x=demographics[\"SUM_COST\"], y=demographics[\"NUMBER_OF_STAYS\"], ci=\"sd\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cost of Visits by Length of Stay\n",
    "\n",
    "Each data point is a visit.\n",
    "\n",
    "Some beneficiaries have more than one visit (up to 7)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"summer\")\n",
    "sb.regplot(y=desynpuf[\"ALLCOSTS\"], x=desynpuf[\"LENGTH_OF_STAY\"], x_jitter=.05)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histograms - Costs, Visits & Length of Stay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"viridis\")\n",
    "sb.histplot(x=desynpuf[\"ALLCOSTS\"], binwidth=10000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    119508.000000\n",
       "mean       3707.196874\n",
       "std       10380.105493\n",
       "min       -2932.000000\n",
       "25%           0.000000\n",
       "50%           0.000000\n",
       "75%           0.000000\n",
       "max       99848.000000\n",
       "Name: ALLCOSTS, dtype: float64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desynpuf[\"ALLCOSTS\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Costs > $0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4kAAAFCCAYAAABcnpgLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAegUlEQVR4nO3dfZCV9X3//9eyy40QKKwKLpFodaKuJcV0Ta3aTlpQSXTRtDO6dtVpqdFp4g11RgqaCt5lzEqnUauIto7TmyltnTbYLI0Yq51EmybKaCJdCBbBkLjcQ4NogN29fn/k5/UNI8py3N3DwuMx44ycD4fz3mveIz7nOme3piiKIgAAAJBkSLUHAAAA4NAhEgEAACiJRAAAAEoiEQAAgJJIBAAAoFRX7QGqoaenJ7t27crQoUNTU1NT7XEAAAAGVFEU2bt3b0aNGpUhQ/a9d3hERuKuXbuyevXqao8BAABQVaecckpGjx69z2NHZCQOHTo0yc8vyLBhw6o8zf+zYsWKTJ48udpjcJiyX/Q3O0Z/sl/0J/tFfzpU92vPnj1ZvXp12Ua/6IiMxHffYjps2LAMHz68ytPs61Cbh8OL/aK/2TH6k/2iP9kv+tOhvF/7+/idb1wDAABASSQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAACWRCAAAQEkkHmL27u2q9giDiusFAAB9q67aA7CvoUPrMvvax6s9xqCx4NGZ1R4BAAAOK+4kAgAAUBKJAAAAlEQiAAAAJZEIAABASSQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAACWRCAAAQEkkAgAAUBKJAAAAlAYsEp977rl87nOfyyWXXJIZM2bk6aefTpKsXbs2LS0tmT59elpaWrJu3bryOZWeAQAAUJkBicSiKPKnf/qnuffee/Pkk09mwYIFmTNnTnp6ejJ//vy0trZm2bJlaW1tzbx588rnVXoGAABAZQbsTuKQIUOyc+fOJMnOnTszfvz4bN++PR0dHWlubk6SNDc3p6OjI9u2bcvWrVsrOgMAAKBydQPxIjU1NbnvvvvyxS9+MSNHjsyuXbvyyCOPpLOzMxMmTEhtbW2SpLa2NuPHj09nZ2eKoqjorL6+vtdzrVixou+/2D7wbkzTO8uXL6/2CIOGa0V/s2P0J/tFf7Jf9KfBtl8DEoldXV155JFHsnDhwjQ1NWX58uW56aabcu+99w7Ey7+vyZMnZ/jw4VWd4Re9uzyjR4+u8iSDS1NTU7VHGBSWL1/uWtGv7Bj9yX7Rn+wX/elQ3a/du3e/702zAYnElStXZtOmTeXFaWpqylFHHZXhw4dn48aN6e7uTm1tbbq7u7Np06Y0NDSkKIqKzgAAAKjcgHwm8bjjjsuGDRvy+uuvJ0nWrFmTLVu25IQTTkhjY2Pa29uTJO3t7WlsbEx9fX2OPvrois4AAACo3IDcSTz22GNz++23Z9asWampqUmS3HPPPRk7dmxuv/32zJ07NwsXLsyYMWPS1tZWPq/SMwAAACozIJGYJBdffHEuvvji9zx+8skn54knntjvcyo9AwAAoDID9iMwAAAAOPSJRAAAAEoiEQAAgJJIBAAAoCQSGdT27u2q9giDRlNTk+sFAMABDdh3N4X+MHRoXWZf+3i1xxgUdu7cmUWLb6z2GAAAHOLcSQQAAKAkEgEAACiJRAAAAEoiEQAAgJJIBAAAoCQSAQAAKIlEAAAASiIRAACAkkgEAACgJBIBAAAoiUQAAABKIhEAAICSSAQAAKAkEgEAACiJRAAAAEoiEQAAgJJIBAAAoCQSAQAAKIlEAAAASiIRAACAkkgEAACgJBIBAAAoiUQAAABKIhEAAICSSAQAAKAkEgEAACiJRAAAAEoiEQAAgJJIBAAAoCQSAQAAKIlEAAAASiIRAACAkkgEAACgJBIBAAAoiUQAAABKIhEAAICSSAQAAKAkEgEAACiJRAAAAEoiEQAAgJJIBAAAoCQSAQAAKIlEAAAASiIRAACAkkgEAACgNGCRuHv37syfPz8XXHBBZsyYkdtuuy1Jsnbt2rS0tGT69OlpaWnJunXryudUegYAAEBlBiwSFyxYkOHDh2fZsmX5+te/nlmzZiVJ5s+fn9bW1ixbtiytra2ZN29e+ZxKzwAAAKjMgETirl27smTJksyaNSs1NTVJkmOOOSZbt25NR0dHmpubkyTNzc3p6OjItm3bKj4DAACgcnUD8SLr16/P2LFj8+CDD+a73/1uRo0alVmzZmXEiBGZMGFCamtrkyS1tbUZP358Ojs7UxRFRWf19fW9nmvFihV9/8X2gZ07d1Z7hEHF9To4y5cvr/YIHMbsF/3JftGf7Bf9abDt14BEYldXV9avX5/TTz89c+bMyfe///388R//ce6///6BePn3NXny5AwfPryqM/yid5dn9OjRVZ5kcHG9eufdmG5qaqryJByuli9fbr/oN/aL/mS/6E+H6n7t3r37fW+aDUgkTpw4MXV1deXbQ6dMmZJx48ZlxIgR2bhxY7q7u1NbW5vu7u5s2rQpDQ0NKYqiojMAAAAqNyCfSayvr89ZZ52VF154IcnPvzPp1q1bc+KJJ6axsTHt7e1Jkvb29jQ2Nqa+vj5HH310RWcAAABUbkDuJCbJHXfckVtvvTVtbW2pq6vLvffemzFjxuT222/P3Llzs3DhwowZMyZtbW3lcyo9AwAAoDIDFomTJk3K3/3d373n8ZNPPjlPPPHEfp9T6RkAAACVGbCfkwgAAMChTyQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAACWRCAAAQEkkAgAAUBKJAAAAlEQiAAAAJZEIAABASSQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAACWRCAAAQEkkAgAAUBKJAAAAlHodid/4xjf2+/hTTz3VZ8MAAABQXb2OxC996Uv7fXzevHl9NgwAAADVVXeg37B+/fokSVEU5b//4tmwYcP6ZzIAAAAG3AEj8fzzz09NTU2Kosj555+/z9kxxxyTG264od+GAwAAYGAdMBJXrVqVJLnyyivz93//9/0+EAAAANXT688kCkQAAIDD3wHvJL5r/fr1ue+++7Jy5cq8/fbb+5z953/+Z1/PBQAAQBX0OhJvvvnmTJo0KXPmzMlRRx3VnzMBAABQJb2OxNdeey2LFy/OkCG9focqAAAAg0yvi+9Tn/pUOjo6+nMWAAAAqqzXdxI/+tGP5uqrr84FF1yQY445Zp+zWbNm9flgAAAADLxeR+I777yTqVOnpqurKxs2bOjPmQAAAKiSXkfiPffc059zAAAAcAg4qB+B8X4mTZrUJ8MAAABQXb2OxPPPPz81NTUpiqJ8rKamJkmycuXKvp8MAACAAdfrSFy1atU+v968eXMefPDBnHnmmX0+FAAAANVR8Q89PPbYY/OlL30pf/EXf9GX8wAAAFBFFUdikrz++ut55513+moWAAAAqqzXbzdtbW0tP4OY/PxHYvzv//5vrrvuun4ZDAAAgIHX60i89NJL9/n1UUcdldNOOy0nnnhiX88EAABAlfQ6En/3d3+3P+cAAADgENDrzyTu3bs3DzzwQKZNm5ZPfOITmTZtWh544IHs2bOnP+cDAABgAPX6TuKCBQvygx/8IHfccUcmTpyYN998MwsXLsxbb72VW2+9tT9nBAAAYID0OhKfeuqpPPnkkxk3blyS5KSTTsrpp5+eSy65RCQCAAAcJnr9dtOiKA7qcQAAAAafXkfiZz7zmXzhC1/It7/97axZsybf+ta3ct111+Uzn/lMf84HAADAAOr1201nz56dhx9+OHfeeWc2bdqUCRMm5KKLLsoXvvCF/pwPAACAAXTAO4nLly/PggULMmzYsMyaNSvf/OY38/3vfz9PP/109uzZk46OjoGYEwAAgAFwwEh85JFH8qlPfWq/Z2eddVYWLVp0UC/44IMP5tRTT83q1auTJGvXrk1LS0umT5+elpaWrFu3rvy9lZ4BAABQmQNG4sqVK/Nbv/Vb+z0755xzsmLFil6/2P/8z//klVdeycSJE8vH5s+fn9bW1ixbtiytra2ZN2/ehz4DAACgMgeMxLfeeit79+7d71lXV1d27drVqxfas2dP7rzzzsyfPz81NTVJkq1bt6ajoyPNzc1Jkubm5nR0dGTbtm0VnwEAAFC5A37jmpNOOinPP/98zjvvvPecPf/88znppJN69UL3339/Lr744kyaNKl8rLOzMxMmTEhtbW2SpLa2NuPHj09nZ2eKoqjorL6+vlfzJDmou6ADaefOndUeYVBxvQ7O8uXLqz0ChzH7RX+yX/Qn+0V/Gmz7dcBI/MM//MPMnz8/PT09Oe+88zJkyJD09PTkmWeeyZ133pm5c+ce8EVefvnlvPrqq7n55pv7ZOi+Mnny5AwfPrzaY5TeXZ7Ro0dXeZLBxfXqnXdjuqmpqcqTcLhavny5/aLf2C/6k/2iPx2q+7V79+73vWl2wEicMWNGtmzZkjlz5mTv3r0ZO3ZsduzYkWHDhuXGG28s3/L5QV588cW8/vrrmTZtWpJkw4YNufrqq3PLLbdk48aN6e7uTm1tbbq7u7Np06Y0NDSkKIqKzgAAAKhcr35O4syZM3PppZfm5Zdfzo4dOzJ27Nh88pOfzEc+8pFevci1116ba6+9tvz11KlTs2jRopxyyilZvHhx2tvbc8kll6S9vT2NjY3lW0YbGxsrOgMAAKAyvYrEJPnIRz7yvt/l9MO4/fbbM3fu3CxcuDBjxoxJW1vbhz4DAACgMr2OxL707LPPlv9+8skn54knntjv76v0DAAAgMoc8EdgAAAAcOQQiQAAAJREIgAAACWRCAAAQEkkAgAAUBKJAAAAlEQiAAAAJZEIAABASSQCAABQEolwBNm7t6vaIwwqrhcAcCSqq/YAwMAZOrQus699vNpjDBoLHp1Z7REAAAacO4kAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAACWRCAAAQEkkAgAAUBKJAAAAlEQiAAAAJZEIAABASSQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAACWRCAAAQEkkAgAAUBKJAAAAlEQiAAAAJZEIAABASSQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAACWRCAAAQEkkAgAAUBKJAAAAlEQiAAAAJZEIAABASSQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFAakEjcvn17rrnmmkyfPj0zZszI9ddfn23btiVJ1q5dm5aWlkyfPj0tLS1Zt25d+bxKzwAAAKjMgERiTU1NPv/5z2fZsmX5+te/nkmTJuXP//zPkyTz589Pa2trli1bltbW1sybN698XqVnAAAAVGZAInHs2LE566yzyl+fccYZefPNN7N169Z0dHSkubk5SdLc3JyOjo5s27at4jMAAAAqVzfQL9jT05PFixdn6tSp6ezszIQJE1JbW5skqa2tzfjx49PZ2ZmiKCo6q6+v7/UsK1as6PsvsA/s3Lmz2iMMKq7XwXG9Ds7y5curPcKg4nrRn+wX/cl+0Z8G234NeCTeddddGTlyZK688sp0dHQM9MvvY/LkyRk+fHhVZ/hF7y7P6NGjqzzJ4OJ69c67ceh6HZympqZqjzBoLF++3PWi39gv+pP9oj8dqvu1e/fu971pNqCR2NbWljfeeCOLFi3KkCFD0tDQkI0bN6a7uzu1tbXp7u7Opk2b0tDQkKIoKjoDAACgcgP2IzC++tWvZsWKFXnooYcybNiwJMnRRx+dxsbGtLe3J0na29vT2NiY+vr6is8AAACo3IDcSXzttdeyaNGinHjiibn88suTJMcff3weeuih3H777Zk7d24WLlyYMWPGpK2trXxepWcAAABUZkAi8eMf/3h++MMf7vfs5JNPzhNPPNGnZwAAAFRmwN5uCgAAwKFPJAIAAFASiQAAAJREIgAAACWRCPA+9u7tqvYIg0pj4+nVHgEA6AMD8t1NAQajoUPrMvvax6s9xqCx4NGZ1R4BAOgD7iQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAACWRCAAAQEkkAgAAUBKJAAAAlEQiAAAAJZEIAABASSQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgB9Yu/ermqPMKi4XgAcquqqPQAAh4ehQ+sy+9rHqz3GoLHg0ZnVHgEA9sudRAAAAEoiEQAAgJJIBAAAoCQSAQAAKIlEAAAASiIRAACAkkgEAACgJBIBAAAoiUQAqIK9e7uqPcKg0th4erVHADhi1FV7AAA4Eg0dWpfZ1z5e7TEGjQWPzqz2CABHDHcSAQAAKIlEAAAASiIRAACAkkgEAACgJBIBAAAoiUQAAABKIhEAAICSSAQAAKAkEgGAQ97evV3VHmFQcb2AD6Ou2gMAABzI0KF1mX3t49UeY9BY8OjMao8ADGLuJAIAAFASiQAAhxlvNz04jY2nV3sEOKR4uykAwGHG23MPjrfnwr7cSQQA4IjmzuvBc80Ob+4kAgBwRHPn9eC5+3p4G9R3EteuXZuWlpZMnz49LS0tWbduXbVHAgAAGNQGdSTOnz8/ra2tWbZsWVpbWzNv3rxqjwQAADCoDdq3m27dujUdHR15/PGfvzWgubk5d911V7Zt25b6+voPfG5RFEmSPXv29PucB2v37t0Z9ZGh1R5j0HC9eq+oGe56HSTX6+C4XgfH9To4rtfBcb0Ojut18Hbtejt1dbXVHmNQmDx58iF5vd5toXfb6BfVFPt7dBBYsWJF5syZk6VLl5aPXXjhhVmwYEF+5Vd+5QOfu3Pnzqxevbq/RwQAADiknXLKKRk9evQ+jw3aO4kfxqhRo3LKKadk6NChqampqfY4AAAAA6ooiuzduzejRo16z9mgjcSGhoZs3Lgx3d3dqa2tTXd3dzZt2pSGhoYDPnfIkCHvqWUAAIAjyYgRI/b7+KD9xjVHH310Ghsb097eniRpb29PY2PjAT+PCAAAwPsbtJ9JTJI1a9Zk7ty5+elPf5oxY8akra0tJ510UrXHAgAAGLQGdSQCAADQtwbt200BAADoeyIRAACAkkgEAACgJBIBAAAoicRDwNq1a9PS0pLp06enpaUl69atq/ZIHIK2b9+ea665JtOnT8+MGTNy/fXXZ9u2bUk+eIf644zD24MPPphTTz01q1evTmK/6Bu7d+/O/Pnzc8EFF2TGjBm57bbbktgv+sZzzz2Xz33uc7nkkksyY8aMPP3000nsF5Vpa2vL1KlT9/m7MBn4farqrhVU3VVXXVUsWbKkKIqiWLJkSXHVVVdVeSIORdu3by/++7//u/z1V77yleKWW24piuKDd6g/zjh8rVixorj66quL3/7t3y5++MMfFkVhv+gbd911V/HlL3+56OnpKYqiKDZv3lwUhf3iw+vp6SnOPPPM8r9ZK1euLM4444yiu7vbflGRF198sXjzzTeL3/md3yn3qigG/r9X1dw1kVhlW7ZsKZqamoqurq6iKIqiq6uraGpqKrZu3VrlyTjUPfXUU8Uf/MEffOAO9ccZh6/du3cXl112WfGjH/2o/IvRftEX3nrrraKpqal466239nncftEXenp6il//9V8vXnrppaIoiuJ73/teccEFF9gvPrRfjMSB3qdq71rdwN2zZH86OzszYcKE1NbWJklqa2szfvz4dHZ2pr6+vsrTcajq6enJ4sWLM3Xq1A/coaIo+vzMXh6+7r///lx88cWZNGlS+Zj9oi+sX78+Y8eOzYMPPpjvfve7GTVqVGbNmpURI0bYLz60mpqa3HffffniF7+YkSNHZteuXXnkkUf894s+NdD7VO1d85lEGITuuuuujBw5MldeeWW1R+Ew8fLLL+fVV19Na2trtUfhMNTV1ZX169fn9NNPz7/+67/m5ptvzg033JC333672qNxGOjq6sojjzyShQsX5rnnnsvDDz+cm266yX7Bh+BOYpU1NDRk48aN6e7uTm1tbbq7u7Np06Y0NDRUezQOUW1tbXnjjTeyaNGiDBky5AN3qCiKPj/j8PTiiy/m9ddfz7Rp05IkGzZsyNVXX51bbrnFfvGhTZw4MXV1dWlubk6STJkyJePGjcuIESPsFx/aypUrs2nTpjQ1NSVJmpqactRRR2X48OH2iz4z0P+/Ve1dcyexyo4++ug0Njamvb09SdLe3p7GxkZvWWC/vvrVr2bFihV56KGHMmzYsCQfvEP9ccbh6dprr83zzz+fZ599Ns8++2yOO+64PPbYY7nwwgvtFx9afX19zjrrrLzwwgtJfv4d+7Zu3ZoTTzzRfvGhHXfccdmwYUNef/31JMmaNWuyZcuWnHDCCfaLPjPQ/79V7V2rKYqiGJBX4n2tWbMmc+fOzU9/+tOMGTMmbW1tOemkk6o9FoeY1157Lc3NzTnxxBMzYsSIJMnxxx+fhx566AN3qD/OOPxNnTo1ixYtyimnnGK/6BPr16/Prbfemh07dqSuri5/8id/kk9/+tP2iz7xb//2b/mrv/qr1NTUJEluvPHGnHfeefaLitx99915+umns2XLlowbNy5jx47N0qVLB3yfqrlrIhEAAICSt5sCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJTqqj0AABwKrrrqqqxatSovvPBChg0bliSZO3duJkyYkJtuuuk9v//UU0/N008/nRNOOOE9Z5s2bcp9992Xb33rW9m1a1cmTJiQCy+8MJ///OczcuTIFEWRxx57LP/8z/+cDRs2pL6+Ps3NzbnxxhvL196wYUO+/OUv53vf+166uroyceLEzJw5Mx/72MdyzTXXJEmKosg777yTkSNHlq+9dOnS7Nq1K/fcc09effXVFEWRj33sY5k1a1Y+/elP98elA+AwIxIBOOL9+Mc/zksvvZTRo0fnP/7jP/LZz3624j9rx44dufzyy/PJT34y//iP/5jjjz8+nZ2deeyxx/KjH/0op512Wu6+++58+9vfTltbWz7xiU9k7dq1ueWWW7JmzZo8/PDDSZLZs2fntNNOy3PPPZdhw4Zl9erV2bx5c84888y8/PLL5dzTpk3Liy++mLq6//dX+rRp0/L7v//7WbRoUZKUsQgAvSESATjiLVmyJFOmTMmUKVOyZMmSDxWJjz/+eEaNGpUFCxZkyJCff6qjoaEhf/Znf5YkWbduXf7hH/4h//RP/5Rf/dVfTZJ8/OMfz1/+5V/m/PPPz3e+852cffbZWbFiRW699dbyLuHpp5/eq9fftm1bfvzjH+eyyy4r70o2NTVV/PUAcOTxmUQAjnhPPvlkZsyYkRkzZuT555/Pli1bKv6zvvOd7+T8888vA3F/58cdd1wZiO9qaGjIGWeckf/6r/9KkkyZMiV33HFHli5dmjfffLPXrz9u3LiccMIJmT17dp555pkP9bUAcGQSiQAc0V566aW8+eab+exnP5vJkydn0qRJaW9vr/jP27FjR4499tj3Pd++ffv7nh977LHZvn17kuT+++/PmWeemYULF2batGm55JJL8oMf/OCAr19TU5O//du/zUc/+tF85StfyW/+5m/miiuuyLp16yr6egA48ohEAI5oS5Ysybnnnpv6+vokSXNzc772ta9V/OeNHTs2mzdvft/zcePGve/55s2bM27cuCTJL/3SL+Xmm2/O0qVL88ILL6SxsTHXXXddrz5beNxxx2XevHl55pln8txzz+Woo47KnDlzKvuCADjiiEQAjlg/+9nP8o1vfCMvvvhizj333Jx77rn5m7/5m6xatSqrVq2q6M88++yz881vfjM9PT37Pf+N3/iNdHZ2vueuYGdnZ1555ZWcffbZ73lOfX19/uiP/iibNm3Kjh07DmqehoaGXHHFFVm9evVBPQ+AI5dIBOCI9cwzz6S2tjZLly7NkiVLsmTJkvz7v/97zjzzzCxZsiRJ0tPTk927d5f/7Nmzp3z+3r179znr7u7OzJkzs2vXrsyZMyc/+clPkiQbN27MPffck1WrVuWXf/mXc/nll+fmm2/OK6+8ku7u7rz22mu54YYbcs455+Scc85JkixYsCCrV69OV1dX3nrrrSxevDgnnHBCeafx/fzf//1fHnjggbzxxhvp6enJtm3b8i//8i8544wz+uUaAnD48d1NAThife1rX8vv/d7vZeLEifs8fsUVV+TLX/5yzj777Dz66KN59NFHy7Nf+7Vfy+LFi5MkF1100T7Pu/vuu3PppZdm8eLFue+++3LZZZfl7bffzoQJE9Lc3Fz+TMV58+blr//6rzN79uxs3Lgx48aNy0UXXZRZs2aVf9bPfvazXH/99dm8eXOGDx+eKVOmlD8e44MMHTo0P/nJTzJz5sxs3749I0eOzFlnnZXbbrut4usEwJGlpvCDkwAAAPj/ebspAAAAJZEIAABASSQCAABQEokAAACURCIAAAAlkQgAAEBJJAIAAFASiQAAAJREIgAAAKX/D7hf6L5d/fOHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "over_zero_costs = desynpuf[desynpuf[\"ALLCOSTS\"]>0]\n",
    "\n",
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"viridis\")\n",
    "sb.histplot(x=over_zero_costs[\"ALLCOSTS\"], binwidth=10000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Boxplot: Costs > $50,000 (per IP visit)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "over_50_costs = desynpuf[desynpuf[\"ALLCOSTS\"]>50000]\n",
    "\n",
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"summer\")\n",
    "sb.boxplot(x=over_50_costs[\"ALLCOSTS\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of Stays\n",
    "\n",
    "Number of inpatient stays per beneficiary, 2009"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"prism\")\n",
    "sb.violinplot(x=demographics[\"NUMBER_OF_STAYS\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lengths of Stay\n",
    "\n",
    "For IP stays costing >$50k\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAFCCAYAAAAUrYeLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAATeElEQVR4nO3cf6zVdf3A8deBy/XyQ7qQQlgMgr4gZckNWjWlFZYIXMu1cIo/WkFxV7ppEVEznNgv+jGKgKlD3Gz0a6kQiEE214+5ObviJumCRC24LCBveRO5/Ljn+0fj1hWuXF6hn3Muj8fG2Ofz4Rxeh3329j59n3NK5XK5HAAAAJyUPkUPAAAAUI3EFAAAQIKYAgAASBBTAAAACd3GVLlcjvb29vD9FAAAwOnoRE1U090D29vb449//GOMGzcuamtrX7UBAQAAKtHBgwdj27Zt8ba3vS3q6uqOud5tTB06dCgiIrZt2/bqTQcAAFDhDh06dHIx1a9fv4iIityZ2rp1a5x33nlFjwE95p6l2rhnqTbuWaqNe7Y6HN2ZOtpGL9dtTJVKpYiIqK2tjTPOOOPVme5/UIkzwStxz1Jt3LNUG/cs1cY9Wz2OttHL+TY/AACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIKGm6AHoXW677bbYsWNH0WNUlNbW1jhw4ECMGDGi6FGgxwYNGhSTJk0qegwAqGhiilNqx44d8cT2xyPOOVD0KJVjX92/f3vxuYIHgR5qqYvRbxhb9BQAUPHEFKfeOQeiNE84HFW+fVREhH8Tqkb59lERHUVPAQCVz2emAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIqLqYevDBB2PLli1FjwEAACl+nu09qi6mNm/eHM3NzUWPAQAAKX6e7T2qLqYAAAAqgZgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAIDT1FVXXRXTp0+Pa665ptA5NmzYENOnT4+NGzcWOsfJElMAAHCaev755yMiYt++fYXOsXLlyoiIWL58eaFznCwxBQAAp6Grrrqqy3FRu1MbNmyIcrkcERHlcrmqdqdqih7gZLW2tsbevXtjwYIFRY/CcezYsSNiQNXdVsB/a6uJ3S/sts5SVdra2uKnP/1p0WNAj+zYsSP69+9f9Bidu1JHFbU7dXRX6qjly5fHjBkzCpnlZNmZAgAACnN0V6q740pWdVsIQ4YMiZqamvjWt75V9Cgcx4IFC+KJF/cUPQbwvzjzcIwYOMI6S1Vpbm6OSZMmFT0G9MiCBQuira2t6DEqRqlU6hJQpVKpwGlOjp0pAAA4DQ0dOrTL8VlnnVXIHJ/5zGe6HF933XWFzJEhpgAA4DS0Zs2aLsc//OEPC5mjsbGxczeqVCpVzeelIsQUAACcto7uThW1K3XU0d2patqViqjCz0wBAACnxst3p4rS2NgYjY2NRY9x0uxMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJNQUPcDJuvjii+PZZ58tegwAAEjx82zvUXU7Ux/84AejoaGh6DEAACDFz7O9R9XFFAAAQCUQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIKGm6AHohVrqonz7qKKnqBwtdRER/k2oHi11EW8oeggAqHxiilNqzJgxRY9QcVrPao0DBw7EiIEjih4Feub/IgYNGlT0FABQ8cQUp1RTU1PRI1Sk5ubmmDRpUtFjQI81NzcXPQIAVDyfmQIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAECCmAIAAEgQUwAAAAliCgAAIEFMAQAAJIgpAACABDEFAACQIKYAAAASxBQAAEBCTXcXyuVyREQcPHjwNRvmZLS3txc9ApwU9yzVxj1LtXHPUm3cs5XvaAsdbaOXK5W7udLW1hbbtm179SYDAACoAuPGjYszzzzzmPPdxlRHR0e8+OKL0a9fvyiVSq/6gAAAAJWkXC7HoUOHYuDAgdGnz7GfkOo2pgAAAOieL6AAAABIEFMAAAAJYgoAACBBTAEAACSIKQAAgAQxBQAAkCCmAAAAEmqKHuBkPPPMM7Fw4cL4xz/+EfX19bFkyZIYPXp00WNBt6ZOnRq1tbVxxhlnRETE/PnzY8qUKQVPBf+xZMmS2LRpU+zatSvWr18f48aNiwjrLZWru3vWekulam1tjQULFsRf/vKXqK2tjVGjRsXixYtj6NCh1tpeoKp2pm6++eaYPXt2bNq0KWbPnh2LFi0qeiQ4oWXLlsW6deti3bp1/sNOxbnoootizZo18cY3vrHLeestlaq7ezbCektlKpVKMXfu3Ni0aVOsX78+Ro4cGd/5znciwlrbG1RNTP3973+PJ598MhobGyMiorGxMZ588sl4/vnnC54MoHpNnjw5RowY0eWc9ZZKdrx7FipZfX19vPvd7+48njhxYrS0tFhre4mqeZvf7t27Y/jw4dG3b9+IiOjbt28MGzYsdu/eHUOHDi14Ouje/Pnzo1wux6RJk+Jzn/tcDB48uOiR4BVZb6lW1lsqXUdHR/z4xz+OqVOnWmt7iarZmYJqtGbNmvjFL34R99xzT5TL5Vi8eHHRIwH0StZbqsGtt94aAwYMiKuvvrroUThFqiamRowYEX/729/iyJEjERFx5MiR2LNnj61+KtrR+7O2tjZmz54djz32WMETwYlZb6lG1lsq3ZIlS+K5556L733ve9GnTx9rbS9RNTH1+te/PiZMmBAbNmyIiIgNGzbEhAkTbINSsfbv3x9tbW0REVEul2Pjxo0xYcKEgqeCE7PeUm2st1S6pUuXxtatW2PFihVRW1sbEdba3qJULpfLRQ/RU08//XQsXLgwXnjhhRg8eHAsWbIkxowZU/RYcFx//etf4/rrr48jR45ER0dHjB07Nm666aYYNmxY0aNBp69+9auxefPm2LdvXwwZMiTq6+vj/vvvt95SsY53z952223WWyrW9u3bo7GxMUaPHh11dXUREfGmN70pVqxYYa3tBaoqpgAAACpF1bzNDwAAoJKIKQAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABIEFMAAAAJYgqgl5k6dWo8/PDDXc498sgjce6550ZDQ0OXX1u2bImIiGuuuSbe/va3x+7duzsf8/DDD8fUqVO7PM/9998fs2bNiokTJ8Z73/vemDVrVqxZsyZ27drV5XnHjx8fEydO7Dz+wx/+EAsXLoylS5d2eb6dO3fG+PHj4/Dhwyd8XY899lhce+210dDQEJMmTYqmpqb485///Iqvsamp6RWf84UXXogvfelLccEFF0RDQ0NMmzYt7rjjjmhpaTnh64mIuPfee2P8+PGxcePGiIg4cOBAXHzxxbF27douf8/y5cvjiiuuiI6OjhO+TgCqR03RAwDw2hg2bFj89re/7fb6gAEDYuXKlXHrrbce9/rq1atj1apVsWjRorjwwgtj4MCB8dRTT8Wdd94Zs2bN6gyziIjx48fHunXrYtSoUZ3nfv7zn6dn37JlS8yZMyduuOGGWLlyZRw+fDjuuuuuuPLKK+Pee++NkSNH9ug1vtw3vvGN2L9/f2zcuDHOPPPMeOaZZ2L79u1xzjnnnPD1RETcd999UV9fH2vXro0ZM2ZEXV1dfO1rX4vrrrsuLrzwwjjrrLPi6aefjrvuuit+9rOfRZ8+/h8mQG9iVQcgIv69O7Vhw4Z47rnnjrnW1tYWy5Yti5tvvjkuueSSGDRoUJRKpXjrW98a3/3ud6O2tvZVne3b3/52fOQjH4mPf/zjMWjQoKivr48bb7wxzj///PjBD36Qft4nnngiLr300njd614Xffr0ibFjx8Yll1zSo8fu2rUrHn300Vi8eHH8/ve/j3379kVExLve9a6YMWNGLF68OMrlctx0000xb968GDt2bHpOACqTmAIgIiKGDx8el19++XHjZMuWLXHw4MG46KKLXvO5XnrppdiyZctxI2f69OnHvKXxZJx//vmxdOnSuOeee+LZZ589qceuXbs2zjvvvJg2bVqMHTs21q9f33lt/vz5sXXr1rj++uujvb095syZk54RgMolpgBOE3v27InJkyd3+bV///4uf2bevHnx0EMPxfbt27ucb21tjSFDhkRNzX/eHX7FFVfE5MmT4x3veEc8+uijPZph9erVXf7+D3/4wyd8zD//+c/o6OiIs88++5hrZ599drS2tnb7Go9+lqk7X/nKV+LSSy+NNWvWxMyZM+NDH/pQ/OY3v+nRa1m3bl00NjZGRERjY2Pcd999ndcGDhwYixYtil/96lfx9a9/Pfr27duj5wSguvjMFMBpoiefJxo6dGhcffXVsWzZsrjyyis7z9fX10dra2scPny4M6h+8pOfRETE+973vh5/scInP/nJuPHGGzuPd+7cecLdrsGDB0efPn1i7969x7xVbu/evTFkyJCTeo3/ra6uLpqamqKpqSn+9a9/xR133BE33HBDPPTQQ1FfX9/t45qbm2Pnzp0xc+bMiPh3TC1dujSeeuqpmDBhQkREvOUtb+nyOwC9j50pALqYM2dOPPLII7F169bOcw0NDVFbWxu//vWvX/N5BgwYEBMnToxf/vKXx1x74IEH4j3vec8p+XsGDRoU8+bNi/3798fOnTtf8c+uXbs2yuVyXHbZZXHBBRfE5Zdf3nkegNOHnSmAXujQoUPR3t7eeXzkyJEeP3bw4MHxiU98Iu68884YOHBg57nPfvazccstt0S5XI4pU6ZE//79409/+lO89NJLp3z+l/v85z8fc+fOjTFjxsRHP/rROHLkSKxevToef/zx/+lbAlesWBFTpkyJc889N8rlctx9990xePDgePOb39ztY9rb2+OBBx6IxYsXx/vf//7O85s3b44VK1bEF77whS5vhwSg97LaA/RCn/70p7scv/Od74w9e/ZEQ0NDl/Pf/OY3Y9q0acc8/tprr4277767y7lPfepTMXz48Fi1alV88YtfjP79+8fIkSNj/vz5xzzvqTZ58uRYtWpVfP/734+lS5dGqVSKyZMnx49+9KMYPXp0+nlLpVJ8+ctfjpaWlqipqYnx48fH7bff3hmRx/Pggw9GXV1dXHbZZdGvX7/O8x/72Mdi2bJl8bvf/S4+8IEPpGcCoHqUyuVyueghAAAAqo3PTAEAACR4mx8AFWHmzJnR0tJyzPlbbrmlR1+h3p25c+dGc3PzMefnzZsXTU1N6ecFAG/zAwAASPA2PwAAgAQxBQAAkCCmAAAAEsQUAABAgpgCAABI+H+o2L4fNYYHTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"prism\")\n",
    "sb.boxplot(x=over_50_costs[\"LENGTH_OF_STAY\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mean Length of Stay per hospitalization: 4 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hosp = desynpuf[desynpuf[\"LENGTH_OF_STAY\"]>0]\n",
    "\n",
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"prism\")\n",
    "sb.boxplot(x=hosp[\"LENGTH_OF_STAY\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Codes & Physicians\n",
    "\n",
    "ICD9 Codes and Numbers of Physicians for Inpatient Claims, 2009\n",
    "\n",
    "Average # of Codes per Admission: 9.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "non_zero_codes = desynpuf[desynpuf[\"CODES_COUNT\"]>0]\n",
    "\n",
    "sb.set_theme(style=\"whitegrid\", palette=\"summer\")\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15,5))\n",
    "sb.boxplot(x=non_zero_codes[\"CODES_COUNT\"], ax=axes[0])\n",
    "sb.violinplot(x=non_zero_codes[\"PHYS_COUNT\"], ax=axes[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    23839.000000\n",
       "mean         9.489828\n",
       "std          2.626059\n",
       "min          1.000000\n",
       "25%          9.000000\n",
       "50%          9.000000\n",
       "75%         11.000000\n",
       "max         16.000000\n",
       "Name: CODES_COUNT, dtype: float64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "non_zero_codes[\"CODES_COUNT\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2009 Prevalence\n",
    "\n",
    "In 2009 (after outlier removal), **at discrete inpatient visits**, \n",
    "\n",
    "31% of the beneficiaries had none of the noted chronic conditions.\n",
    "\n",
    "11% had 1, \n",
    "\n",
    "11% had 2, \n",
    "\n",
    "10.5% had 3, \n",
    "\n",
    "10% had 4, \n",
    "\n",
    "8.7% had 5, \n",
    "\n",
    "7.2% had 6,\n",
    "\n",
    "5.6% had 7,\n",
    "\n",
    "3.5% had 8,\n",
    "\n",
    "and the remaining 2% had 9 or more.\n",
    "\n",
    "**Some beneficiaries changed the number of chronic conditions they had during the year.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.set(rc={\"figure.figsize\":(15, 5)})\n",
    "sb.set_theme(style=\"whitegrid\")\n",
    "sb.countplot(x=desynpuf[\"TOTCHRONIC\"], palette=\"rocket\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0.309394\n",
       "1     0.107825\n",
       "2     0.106779\n",
       "3     0.105139\n",
       "4     0.098688\n",
       "5     0.087107\n",
       "6     0.071937\n",
       "7     0.056373\n",
       "8     0.035546\n",
       "9     0.016359\n",
       "10    0.004385\n",
       "11    0.000469\n",
       "Name: TOTCHRONIC, dtype: float64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desynpuf[\"TOTCHRONIC\"].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    7323.000000\n",
       "mean        4.632528\n",
       "std         3.818258\n",
       "min         1.000000\n",
       "25%         2.000000\n",
       "50%         3.000000\n",
       "75%         6.000000\n",
       "max        22.000000\n",
       "Name: LENGTH_OF_STAY, dtype: float64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cclt5 = desynpuf[(desynpuf[\"TOTCHRONIC\"]<5) & (desynpuf[\"LENGTH_OF_STAY\"]>0)]\n",
    "cclt5[\"LENGTH_OF_STAY\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    13794.000000\n",
       "mean         5.288821\n",
       "std          4.163529\n",
       "min          1.000000\n",
       "25%          2.000000\n",
       "50%          4.000000\n",
       "75%          7.000000\n",
       "max         22.000000\n",
       "Name: LENGTH_OF_STAY, dtype: float64"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cclt9 = desynpuf[(desynpuf[\"TOTCHRONIC\"]<9) & (desynpuf[\"TOTCHRONIC\"]>4) & (desynpuf[\"LENGTH_OF_STAY\"]>0)]\n",
    "cclt9[\"LENGTH_OF_STAY\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    470.000000\n",
       "mean       5.872340\n",
       "std        4.698668\n",
       "min        1.000000\n",
       "25%        2.000000\n",
       "50%        4.000000\n",
       "75%        8.000000\n",
       "max       22.000000\n",
       "Name: LENGTH_OF_STAY, dtype: float64"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ccgt9 = desynpuf[(desynpuf[\"TOTCHRONIC\"]>9) & (desynpuf[\"LENGTH_OF_STAY\"]>0)]\n",
    "ccgt9[\"LENGTH_OF_STAY\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mean length of stay for those with 4 or fewer chronic conditions (and LOS>0) is 4.6 days. Median LOS is 3 days.\n",
    "\n",
    "5-8 conditions increases it to 5.3 days, median to 4 days.\n",
    "\n",
    "9 or more conditions, mean LOS is 5.9 days, and median is 4 days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visits_data = desynpuf[[\"B_SEX\", \"BENE_AGE\", \"NH_WHITE\", \"AA_BLACK\", \"NW_HISPANIC\", \"OTHER\", \"B_DIED\", \n",
    "                    \"MEAN_ELIX_SCORE\", \"TOTCHRONIC\", \"B_ALZHDMTA\", \"B_CHF\", \"B_CNCR\", \"B_DEPRESSN\", \n",
    "                    \"B_DIABETES\", \"B_ISCHMCHT\", \"B_OSTEOPRS\", \"B_COPD\", \"B_CHRNKIDN\", \"B_RA_OA\", \n",
    "                    \"B_STRKETIA\", \"B_ESRD\", \"LENGTH_OF_STAY\", \"CVRG_MOS\", \"RX_CVRG_MOS\", \n",
    "                    \"CODES_COUNT\", \"PHYS_COUNT\", \"ALLCOSTS\", \"PERCENT_COSTS\"]]\n",
    "\n",
    "subset_corr = visits_data.corr(method=\"pearson\")\n",
    "lower_corr = subset_corr.where(np.tril(np.ones(subset_corr.shape)).astype(np.bool))\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (30.0, 30.0)\n",
    "subset_hmap=sb.heatmap(lower_corr, annot=True, cmap=\"rocket\", fmt=\".2f\")\n",
    "fig = subset_hmap.get_figure()\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"visits_data_heatmap.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}