Healthcare in Different States.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The purpose is to investigate the way hospitals in different states across the United States charge their patients for chest pains."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             DRG Definition  Provider Id  \\\n",
      "0  039 - EXTRACRANIAL PROCEDURES W/O CC/MCC        10001   \n",
      "1  039 - EXTRACRANIAL PROCEDURES W/O CC/MCC        10005   \n",
      "2  039 - EXTRACRANIAL PROCEDURES W/O CC/MCC        10006   \n",
      "3  039 - EXTRACRANIAL PROCEDURES W/O CC/MCC        10011   \n",
      "4  039 - EXTRACRANIAL PROCEDURES W/O CC/MCC        10016   \n",
      "\n",
      "                      Provider Name     Provider Street Address Provider City  \\\n",
      "0  SOUTHEAST ALABAMA MEDICAL CENTER      1108 ROSS CLARK CIRCLE        DOTHAN   \n",
      "1     MARSHALL MEDICAL CENTER SOUTH  2505 U S HIGHWAY 431 NORTH          BOAZ   \n",
      "2    ELIZA COFFEE MEMORIAL HOSPITAL          205 MARENGO STREET      FLORENCE   \n",
      "3                 ST VINCENT'S EAST  50 MEDICAL PARK EAST DRIVE    BIRMINGHAM   \n",
      "4     SHELBY BAPTIST MEDICAL CENTER     1000 FIRST STREET NORTH     ALABASTER   \n",
      "\n",
      "  Provider State  Provider Zip Code Hospital Referral Region Description  \\\n",
      "0             AL              36301                          AL - Dothan   \n",
      "1             AL              35957                      AL - Birmingham   \n",
      "2             AL              35631                      AL - Birmingham   \n",
      "3             AL              35235                      AL - Birmingham   \n",
      "4             AL              35007                      AL - Birmingham   \n",
      "\n",
      "    Total Discharges    Average Covered Charges    Average Total Payments   \\\n",
      "0                  91                   32963.07                   5777.24   \n",
      "1                  14                   15131.85                   5787.57   \n",
      "2                  24                   37560.37                   5434.95   \n",
      "3                  25                   13998.28                   5417.56   \n",
      "4                  18                   31633.27                   5658.33   \n",
      "\n",
      "   Average Medicare Payments  \n",
      "0                    4763.73  \n",
      "1                    4976.71  \n",
      "2                    4453.79  \n",
      "3                    4129.16  \n",
      "4                    4851.44  \n"
     ]
    }
   ],
   "source": [
    "healthcare=pd.read_csv(\"C:/Users/carol/Desktop/healthcare.csv\")\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data comes from United State Health and Human Services Department, including information like provider name, address, ID, DRG procedural, average coverage charges, and payments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[37588.84 28014.   27270.76 38306.   18430.75 36153.7  39190.61 20738.6\n",
      " 14502.68 29420.48 15769.23 18574.02 24943.71 23206.66 27594.96 13159.5\n",
      " 27401.45 24593.24 44102.25 17097.11 15021.8  20898.24 27182.25 22252.66\n",
      " 31580.41 21144.33 29354.29 29332.07 37053.76 30570.08 38929.08 30090.33\n",
      " 25129.5  18450.18 28167.72 36706.66 29109.3  35647.58 29103.77 29680.68\n",
      " 26529.41 24998.34 19559.08 24889.04 23402.14 38300.71 52980.65 13809.74\n",
      " 44557.07 19131.12 66827.55 21850.11 21343.11 27887.02 37953.91 22615.92\n",
      " 17135.92 32270.96 20409.25 44902.7  25620.07 20432.03 32366.84 31588.\n",
      " 37190.6  39413.72 34763.22 62419.81 28968.47 12655.5  43344.14 56381.88\n",
      " 21292.97 28608.42 13489.08 35221.42 18669.83 48067.05 32735.27 22397.\n",
      " 33320.76 40468.97 26889.61 43516.14 30394.86 24327.88 37007.21 33289.06\n",
      " 42641.2  15729.06 35858.21 49313.57 11232.27 14500.58 27217.28 20589.84\n",
      " 15988.25 34973.05 50707.39 18409.7  24885.64 53408.46 19616.21 20146.6\n",
      " 19807.21 38904.62 26248.93 30274.98 24086.32 15588.05 31329.5  22532.43\n",
      " 23143.22 25986.4  26998.25 47352.62 18785.06 40456.95 11123.72 39488.12\n",
      " 37865.45 11704.61 33981.1  60588.69 15835.36 11322.96 47722.42 18899.82\n",
      " 17804.79 39956.78 31206.   14839.6  21014.45 30691.44 27391.23 20401.27\n",
      " 25412.96 57221.33 25256.28 37836.75 20426.77 79146.59 31148.46 33025.32\n",
      " 23267.23 23853.16 61107.33 33824.79 14908.18 36026.89 23400.81 24593.21\n",
      " 14684.   31978.28 28320.03 33602.39 30443.94 31299.59  8396.86 42541.67\n",
      " 35489.19 22404.33 17358.94 34009.5  15825.09 25554.6  32631.16 22805.4\n",
      " 46838.39 21188.75 21018.09 19918.92 27152.33 44453.05 43714.62 37609.4\n",
      " 19585.06 15355.55 21286.73 15496.58 14213.87 16687.81 16074.3  22551.44\n",
      " 31827.23 29573.41 46318.86 52580.36 32905.4  31021.45 29119.02 50823.17\n",
      " 32135.87 13133.26 19118.74 17478.81 31673.28 23308.23 30198.68 12699.67\n",
      " 19109.94]\n"
     ]
    }
   ],
   "source": [
    "chest_pain= healthcare[healthcare['DRG Definition'] == '313 - CHEST PAIN']\n",
    "california_chest_pain=chest_pain[chest_pain['Provider State'] == \"CA\"]\n",
    "costs= california_chest_pain[' Average Covered Charges '].values\n",
    "print(costs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,6))\n",
    "plt.boxplot(costs)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The boxplot shows the average costs for chest pain surgeries in California.Most of them cost between $1000 and $6000, with a median of close to $3000. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[array([ 6760.53,  7263.36, 10160.13,  9814.26,  8508.57,  9237.1 ,\n",
      "        7252.33,  8069.5 , 13453.9 ,  6461.63,  8949.04,  8405.25,\n",
      "        8529.85,  7802.01,  6674.73,  7741.93,  8143.51, 15834.12,\n",
      "        6982.15,  6306.77, 10944.32, 10062.22,  5614.52,  8582.21,\n",
      "        6243.87, 10737.81,  8846.54,  6835.98, 20504.91,  6732.65,\n",
      "        9519.28,  9277.05,  8860.04,  6994.6 , 10135.25,  9975.71,\n",
      "        8569.26,  7055.11,  8875.3 , 11304.66, 10347.58,  4820.37,\n",
      "       22368.11,  5640.84,  8774.95, 11465.08,  6713.43, 13827.62,\n",
      "        8864.9 ,  8872.12,  7493.07,  7589.08]), array([19540.55, 20241.84,  6417.2 , 13311.78, 21375.25, 12569.92,\n",
      "       12072.04,  9999.98,  7274.72,  6660.36, 15449.91,  9091.22,\n",
      "       20074.9 , 21093.72, 39035.25, 23769.85,  4868.25, 18100.56,\n",
      "        4308.61, 23505.03, 17560.85, 10957.75,  6935.45,  7216.7 ,\n",
      "       14627.35,  7006.38, 24424.71,  8700.78, 12268.8 , 15938.66,\n",
      "       11746.9 , 12790.15,  6131.62,  9824.6 , 11883.65, 13602.91,\n",
      "       28750.57, 13358.27,  4610.73, 13840.5 , 14490.31, 12698.  ,\n",
      "       10512.09,  7770.77, 22905.23, 33436.72, 11779.69, 20088.64,\n",
      "        9561.2 , 10494.45, 14002.31, 14100.38]), array([21674.04, 23297.88, 20370.83,  9672.19]), array([25280.28, 19261.3 , 17284.69, 20766.42, 19779.75, 14897.4 ,\n",
      "       12019.26, 22291.37, 13770.2 , 29439.47, 28653.72, 19408.24,\n",
      "       33191.42, 23530.46, 28544.08, 18572.33, 18259.78, 19512.54,\n",
      "       17778.5 , 15517.97, 17337.75,  5838.45, 17366.08, 18377.95,\n",
      "       16608.08, 18943.77, 30050.47, 20167.28, 18505.22, 20740.26,\n",
      "       30467.08, 13627.76, 15729.61, 20683.38, 18549.67, 33414.33,\n",
      "       21174.14, 23006.41, 16922.28, 17534.18]), array([ 8830.28, 13952.09, 12981.07, 12382.21,  3474.16,  9636.48,\n",
      "       13519.92, 12261.75, 12657.36,  6049.04, 21729.36, 16783.5 ,\n",
      "        7712.82,  6996.84, 10970.47,  7402.52, 15132.54, 13600.68,\n",
      "        6161.66,  9894.56, 11856.85, 23123.37, 21098.9 , 13316.66,\n",
      "       16517.1 , 11881.93, 12731.36, 14793.12, 10465.1 , 11996.73]), array([37588.84, 28014.  , 27270.76, 38306.  , 18430.75, 36153.7 ,\n",
      "       39190.61, 20738.6 , 14502.68, 29420.48, 15769.23, 18574.02,\n",
      "       24943.71, 23206.66, 27594.96, 13159.5 , 27401.45, 24593.24,\n",
      "       44102.25, 17097.11, 15021.8 , 20898.24, 27182.25, 22252.66,\n",
      "       31580.41, 21144.33, 29354.29, 29332.07, 37053.76, 30570.08,\n",
      "       38929.08, 30090.33, 25129.5 , 18450.18, 28167.72, 36706.66,\n",
      "       29109.3 , 35647.58, 29103.77, 29680.68, 26529.41, 24998.34,\n",
      "       19559.08, 24889.04, 23402.14, 38300.71, 52980.65, 13809.74,\n",
      "       44557.07, 19131.12, 66827.55, 21850.11, 21343.11, 27887.02,\n",
      "       37953.91, 22615.92, 17135.92, 32270.96, 20409.25, 44902.7 ,\n",
      "       25620.07, 20432.03, 32366.84, 31588.  , 37190.6 , 39413.72,\n",
      "       34763.22, 62419.81, 28968.47, 12655.5 , 43344.14, 56381.88,\n",
      "       21292.97, 28608.42, 13489.08, 35221.42, 18669.83, 48067.05,\n",
      "       32735.27, 22397.  , 33320.76, 40468.97, 26889.61, 43516.14,\n",
      "       30394.86, 24327.88, 37007.21, 33289.06, 42641.2 , 15729.06,\n",
      "       35858.21, 49313.57, 11232.27, 14500.58, 27217.28, 20589.84,\n",
      "       15988.25, 34973.05, 50707.39, 18409.7 , 24885.64, 53408.46,\n",
      "       19616.21, 20146.6 , 19807.21, 38904.62, 26248.93, 30274.98,\n",
      "       24086.32, 15588.05, 31329.5 , 22532.43, 23143.22, 25986.4 ,\n",
      "       26998.25, 47352.62, 18785.06, 40456.95, 11123.72, 39488.12,\n",
      "       37865.45, 11704.61, 33981.1 , 60588.69, 15835.36, 11322.96,\n",
      "       47722.42, 18899.82, 17804.79, 39956.78, 31206.  , 14839.6 ,\n",
      "       21014.45, 30691.44, 27391.23, 20401.27, 25412.96, 57221.33,\n",
      "       25256.28, 37836.75, 20426.77, 79146.59, 31148.46, 33025.32,\n",
      "       23267.23, 23853.16, 61107.33, 33824.79, 14908.18, 36026.89,\n",
      "       23400.81, 24593.21, 14684.  , 31978.28, 28320.03, 33602.39,\n",
      "       30443.94, 31299.59,  8396.86, 42541.67, 35489.19, 22404.33,\n",
      "       17358.94, 34009.5 , 15825.09, 25554.6 , 32631.16, 22805.4 ,\n",
      "       46838.39, 21188.75, 21018.09, 19918.92, 27152.33, 44453.05,\n",
      "       43714.62, 37609.4 , 19585.06, 15355.55, 21286.73, 15496.58,\n",
      "       14213.87, 16687.81, 16074.3 , 22551.44, 31827.23, 29573.41,\n",
      "       46318.86, 52580.36, 32905.4 , 31021.45, 29119.02, 50823.17,\n",
      "       32135.87, 13133.26, 19118.74, 17478.81, 31673.28, 23308.23,\n",
      "       30198.68, 12699.67, 19109.94]), array([14352.99, 15920.8 , 19860.81,  7877.4 , 22388.03, 14140.8 ,\n",
      "       12920.39, 14859.84, 13448.23, 26984.29, 12236.93, 19305.21,\n",
      "       18480.51, 12033.37, 20689.45, 23253.78, 29906.9 , 12588.63,\n",
      "       17324.61, 28012.96,  5345.43, 28087.64, 21176.65, 31454.86,\n",
      "       28877.05, 15704.72]), array([14831.21, 19386.1 ,  7577.47, 19267.12, 25059.58, 11255.46,\n",
      "       19539.35,  6952.61, 10035.19, 14410.76, 13617.17, 15232.75,\n",
      "       17495.86, 12231.61, 16835.81, 10910.02, 15250.75, 10918.65,\n",
      "       15104.5 , 14937.65, 10621.07,  9513.92, 15949.18, 10128.94]), array([11014.43, 14817.87, 14639.82,  9436.  , 14875.42]), array([14692.37, 16769.64, 15254.68, 15057.09, 13842.91, 19053.77,\n",
      "       17549.78]), array([21229.04, 21285.14, 21566.2 , 18974.33, 35048.07, 34930.38,\n",
      "       14247.61, 13825.31, 15366.3 , 21300.22, 18703.39, 13456.5 ,\n",
      "       12659.43, 10526.93, 27767.35, 21578.42, 16838.36, 23630.09,\n",
      "       15488.  , 19761.35, 17476.  , 14636.87, 20124.55, 16140.23,\n",
      "       21177.44, 12975.01, 14314.27, 15329.47, 18383.71, 30137.53,\n",
      "       39775.57, 18456.75, 15380.52, 15407.9 , 16450.76, 17545.7 ,\n",
      "       13479.12, 10106.08, 28366.9 , 15279.42, 33218.52, 14704.66,\n",
      "       25549.12, 16749.67, 17785.78, 17318.16, 24178.22,  7780.71,\n",
      "       18735.51, 12172.84, 13520.72, 23038.16, 20775.52, 14993.48,\n",
      "       16457.25, 21330.14, 13281.78,  7341.62, 20330.79, 12181.77,\n",
      "       33164.92, 13024.59, 21803.9 , 10975.85, 20316.02, 35976.54,\n",
      "       21115.86, 33228.6 , 16189.85, 13834.48, 40935.17, 16744.21,\n",
      "       23572.05, 19798.  , 15678.41, 33923.48,  5338.15,  9210.33,\n",
      "       21233.34, 11541.26, 22716.53, 17494.52, 20060.52, 27684.96,\n",
      "       26004.62, 17675.01, 23904.22, 26126.82, 31668.32, 40866.63,\n",
      "       29136.54, 33203.35, 32990.37, 32490.72, 35349.07, 22175.23,\n",
      "       26152.1 , 25009.81, 20738.18, 17133.29, 15467.52, 41919.28,\n",
      "       36573.3 , 35806.43, 32954.05, 17868.25, 25394.85, 13460.18,\n",
      "       34109.41, 29502.95, 33809.68, 34041.05, 30618.11, 35280.5 ,\n",
      "       13563.06, 31214.97, 25493.63, 12703.25, 22286.  , 19744.52,\n",
      "       20901.16, 27368.56, 25914.01, 29156.82, 24867.52, 32708.73,\n",
      "       14303.81, 18971.88, 28509.52, 18245.93, 25589.79, 16969.37,\n",
      "       25727.73, 14749.  , 28049.42, 24371.  , 25811.72, 22209.  ,\n",
      "       14260.9 , 16107.72, 15212.69, 41853.  , 20391.28, 16836.81]), array([18842.09, 15532.2 , 29851.61, 13741.33, 17054.15, 14172.97,\n",
      "       14545.85,  8520.73, 15068.23, 14878.35, 13508.19, 13571.6 ,\n",
      "       17832.35, 26254.48, 21340.84, 10825.48, 17258.79, 13707.29,\n",
      "       13648.94, 11259.92,  7215.14, 11142.86, 15836.31, 16726.53,\n",
      "       16115.85, 17069.25, 13538.81, 10942.88, 21267.8 , 14646.34,\n",
      "       12908.84, 16545.55, 13597.3 , 13377.82, 17161.68, 18576.77,\n",
      "       12332.42, 14295.9 , 13811.35, 12014.86, 12924.95,  8275.45,\n",
      "       28921.14, 12137.65, 10387.  , 19815.59, 10715.36,  9996.64,\n",
      "       20451.51, 15254.27, 18163.8 , 15847.13, 19182.81, 27837.69,\n",
      "       15724.  , 16802.07, 14099.61, 11154.08, 15725.84, 20981.83,\n",
      "       34757.42, 17056.77, 19818.27, 15389.89, 33367.6 , 11417.25,\n",
      "       11783.5 , 15160.54, 10976.72]), array([14161.16, 14775.76, 12740.66, 18718.91, 12819.03]), array([ 9817.3 ,  8272.62, 11925.92, 14020.18, 13661.08, 10908.55,\n",
      "       10825.16]), array([14071.93, 22519.27, 34228.02, 17425.3 , 15210.58, 15916.87,\n",
      "       17770.64, 17735.2 , 32109.63, 20407.74,  8258.67, 12028.05,\n",
      "       15850.31, 18110.84,  8758.08, 17204.52, 17262.17, 16154.57,\n",
      "       20507.35, 13365.51, 15000.69,  6798.09, 17720.26, 13257.37,\n",
      "       18070.15, 20199.73, 16624.94, 16809.03, 14036.5 , 22440.86,\n",
      "       15632.22,  8091.18, 21465.88, 31933.85, 18709.85, 19677.52,\n",
      "       17588.3 , 12621.34, 13808.  , 23158.68, 12434.97, 14631.72,\n",
      "       20641.28, 14894.96, 21934.76, 20168.82,  7615.72, 28622.62,\n",
      "       10833.32, 16986.73, 16781.4 , 13958.96, 11174.17, 14422.36,\n",
      "       11923.76, 18018.21, 14738.67, 18689.58, 10553.28, 15624.05,\n",
      "       12266.94, 16295.75, 13296.78, 25817.31, 15890.69, 22509.62,\n",
      "       17932.12, 23858.98, 19104.68, 18472.17, 26069.96, 15164.2 ,\n",
      "       14192.7 , 14242.21, 16743.  , 19045.07, 22384.17, 15683.16,\n",
      "       16154.85, 16051.13, 23832.73, 15562.1 , 21233.85, 14417.79,\n",
      "       17094.  , 18882.38, 21037.43, 12609.13, 13603.19, 25500.17,\n",
      "       15289.84, 18772.4 , 16471.82, 21259.97,  8658.  , 16171.37,\n",
      "        8066.54, 18312.55, 15261.64, 16866.75, 13531.57, 20465.16,\n",
      "       12899.17, 23700.14,  6292.52, 10998.63, 27886.31]), array([12419.88, 14038.53, 11096.13, 16900.24, 11337.14, 10881.91,\n",
      "       15893.36, 10688.66, 11198.93, 12104.52, 14314.07,  9451.28,\n",
      "       13523.35, 11029.13,  9017.69,  7969.31, 11956.22, 16148.68,\n",
      "       20042.8 , 11306.88, 16327.01,  9373.77, 11476.63, 12944.38,\n",
      "       21524.6 ,  9754.75, 16114.17, 11613.36, 10203.  , 11883.41,\n",
      "       12641.34, 10721.25, 14327.44, 18676.46, 10003.5 , 11255.7 ,\n",
      "       17816.22, 14011.25, 14548.36, 12168.6 , 15775.07, 11704.  ,\n",
      "        9608.3 , 11172.98,  8309.24, 14729.78, 19890.81, 16445.23,\n",
      "       15253.93, 14816.23, 13509.04, 15039.05,  7228.7 , 18091.53,\n",
      "        7420.43]), array([ 7228.83, 10696.42, 16464.13, 14349.02, 10251.27,  9844.98,\n",
      "        6045.78, 11138.18, 16353.76, 13235.66,  9676.7 , 17762.15,\n",
      "       10501.64,  8762.61, 10510.44, 13457.44, 15515.78, 15266.92,\n",
      "        7439.63,  9295.58,  6506.06,  7705.85,  9109.3 ,  9704.64]), array([ 9693.61, 14174.09, 17776.57, 10307.78, 13262.23, 14773.36,\n",
      "       16468.04, 16904.22, 16867.78, 21252.16,  7172.66, 18128.25,\n",
      "       28909.12,  6888.81, 22893.86, 16031.15, 38023.52, 22357.9 ,\n",
      "       19997.32,  6770.  , 17500.92]), array([11743.02, 10415.32,  8087.25, 14272.3 ,  7913.92, 13743.96,\n",
      "        6760.65, 11258.52, 10157.57,  9638.87, 10042.35,  5443.18,\n",
      "       10817.82, 14025.48, 11308.2 , 12933.78, 10172.63, 13016.81,\n",
      "       15405.64, 24648.62, 12896.49,  9449.24,  9602.18,  8853.53,\n",
      "        9416.33, 16431.52, 16290.64, 12425.76, 33083.  , 15114.26,\n",
      "       10269.6 , 18069.2 , 11053.26,  6292.2 ,  6508.27, 11017.98,\n",
      "       11811.88, 10471.36,  8316.42,  7127.47,  8267.45, 14146.2 ,\n",
      "       15628.16, 17111.57, 15463.07, 11018.3 , 16595.85,  8638.81,\n",
      "       12508.07, 17818.81,  6775.35,  9003.  ]), array([ 6854.25,  8112.65, 10602.77,  9479.62, 13178.26, 11293.47,\n",
      "       16323.23, 32933.52,  9261.5 , 19223.51, 17167.8 , 20317.85,\n",
      "       10878.25, 12738.68, 18525.8 , 18158.07,  3628.26, 17142.39,\n",
      "       24429.65, 18434.38,  8463.23, 19801.05, 11359.4 ,  8926.03,\n",
      "       21659.31, 12306.45,  7820.28,  7440.  , 14698.15, 16279.06,\n",
      "        9845.21, 13736.81, 13606.42, 18118.33, 15668.46,  8483.63,\n",
      "       21422.93, 11462.73, 26776.6 , 20160.72,  5138.89, 12738.79,\n",
      "       15311.53, 18484.  ]), array([10187.38, 11401.71,  8945.48,  9562.68,  9167.5 ,  8881.15,\n",
      "        8717.29,  8399.  , 10132.08, 10634.38,  7079.66, 12184.7 ,\n",
      "       13101.23]), array([5584.72, 6858.03, 6981.64, 6444.65, 4169.86, 5335.44, 5147.2 ,\n",
      "       5380.5 , 8161.55, 5812.95, 5996.83, 8772.94, 5139.75, 5917.89,\n",
      "       4516.58, 5571.28, 5820.02, 4714.2 , 4895.67, 7090.56, 4715.86,\n",
      "       4592.76, 7282.72, 4773.66, 4545.55, 5915.3 , 5946.61, 4899.24,\n",
      "       5186.71, 7918.02, 5258.88, 5265.91, 5094.11, 6221.48, 5742.59,\n",
      "       5251.4 , 4962.27, 5192.95, 5398.57, 5671.19, 5382.31, 5040.53,\n",
      "       6786.41, 3307.43]), array([10065.63,  8508.96, 17974.77,  8529.27, 12418.06, 12067.71,\n",
      "       11936.63,  5841.28, 10619.18, 11845.23,  7493.33,  7458.23,\n",
      "        7693.92, 13662.66,  7060.66,  8366.76, 11669.76, 15238.89,\n",
      "        9070.3 , 12208.83,  9179.66,  7737.81,  9879.84,  7647.35,\n",
      "        9403.14, 11868.08, 11279.76, 10037.66,  7584.4 , 11989.46,\n",
      "       10258.72, 12518.07, 16352.73, 11228.22, 11177.1 , 10446.05,\n",
      "        9953.45,  8850.  , 11814.71, 13213.38, 17161.61, 15836.47,\n",
      "       11373.98, 13053.67, 10424.89,  9161.17, 12605.59, 15664.19,\n",
      "       13138.82, 11048.76, 13914.18, 13770.05, 12090.18, 13477.69,\n",
      "       10077.16, 12598.06,  8010.2 ,  8426.09, 13984.96, 11811.78,\n",
      "        9247.84,  7903.36, 14465.42, 15154.47, 13941.96, 12532.95,\n",
      "       10674.94]), array([12637.37,  9530.53, 13506.  , 12338.84, 14807.8 , 12985.98,\n",
      "       15714.75,  7247.76,  9771.29, 11111.94,  9178.8 ,  7351.87,\n",
      "        9835.37, 20919.77, 14536.66,  8027.8 , 12101.81, 15753.86,\n",
      "       18501.6 ,  9740.  , 10198.32,  9815.  ,  8027.07, 11525.81,\n",
      "       14093.97, 15958.19, 18889.53, 14715.  , 14853.27, 15078.84]), array([11915.83, 10407.46, 12229.68, 25189.75, 19257.27, 24690.09,\n",
      "        9118.54, 27010.37, 14480.66,  6967.11, 13242.14, 19210.  ,\n",
      "       16703.42, 13443.07,  7878.26,  7075.52, 15710.28, 36355.34,\n",
      "        6233.46, 11435.73, 16642.42, 24205.9 , 12124.52, 25473.68,\n",
      "       28634.21,  8060.07, 12126.85, 16298.8 , 13234.  , 12062.69,\n",
      "       23708.79, 23630.92, 32637.3 , 13556.2 , 17239.  ]), array([19049.07, 13180.12, 11980.  , 14085.42, 13990.02, 16556.76,\n",
      "       16518.92, 17485.24, 15866.7 ,  7821.14, 12896.93, 35835.83,\n",
      "       12084.09, 13245.42, 11757.95,  8188.07, 16400.38,  8984.31,\n",
      "       13806.79, 11197.46, 10478.64, 10903.92, 12671.92, 14501.64,\n",
      "       11989.49, 27848.37, 15155.38, 15874.66, 15808.84, 12003.92,\n",
      "       21742.  , 14972.74,  8917.73, 20664.16, 12310.71, 20523.22,\n",
      "       11778.65,  7479.78, 24695.6 , 12707.86, 12011.67, 11696.34,\n",
      "       20520.69, 11832.25, 35028.06, 11575.09, 15935.76, 13575.  ,\n",
      "       22406.33, 19220.56]), array([ 8788.96, 10767.89, 11832.68,  9333.75]), array([17089.5 , 13257.37, 13610.18, 13683.42, 10918.42, 30898.11,\n",
      "       13556.25, 15555.88, 14975.89, 14545.48, 18116.73, 16350.08,\n",
      "        9106.25, 13807.9 , 13312.58]), array([23368.03, 37279.24, 28867.22, 12469.46, 24928.25, 24104.21,\n",
      "       27083.95, 18848.  , 34898.22, 39800.53, 32833.22, 29101.83,\n",
      "       26248.53, 35171.31, 24458.48, 24748.6 , 23610.  , 32260.95]), array([13125.24, 12378.92, 11743.16, 11999.69, 12273.85, 16915.47,\n",
      "       11764.54, 13168.4 , 15583.52, 24325.  ]), array([53165.58, 42013.07, 24266.18, 25001.92, 20961.55, 32477.33,\n",
      "       22984.92, 11868.88, 16738.46, 39528.62, 24841.06, 43012.1 ,\n",
      "       33530.29, 32358.57, 42709.3 , 36054.61, 46497.5 , 81083.  ,\n",
      "       27816.87, 43641.  , 35109.2 , 33933.1 , 27089.8 , 37562.45,\n",
      "       41262.68, 26721.17, 28087.12, 42272.5 , 25613.8 , 37402.09,\n",
      "       46755.02, 26780.93, 18902.68, 31191.48, 24554.32, 36817.03,\n",
      "       23905.95, 38710.32, 36737.06, 49195.08, 36759.62, 38565.15,\n",
      "       31824.2 , 32126.79, 35481.09, 33317.24, 29021.44, 25846.01,\n",
      "       31777.84, 29089.96, 19338.76, 47669.17, 27885.11, 32061.22,\n",
      "       36248.38, 22436.35, 24264.65, 23070.86, 33881.48, 34363.15,\n",
      "       29984.33]), array([10721.53, 14003.09, 20869.  , 13272.54, 18761.41, 18537.12,\n",
      "       15533.63, 17469.31, 12188.71, 14184.66, 20101.24, 20027.34,\n",
      "        7480.09, 14467.48]), array([10077.94,  7431.  , 12220.45,  8902.09,  6695.77,  8909.11,\n",
      "        6038.06, 17802.07,  7273.77,  9574.41, 17990.56, 12124.15,\n",
      "        9662.87, 14604.72, 10023.9 , 17873.4 , 12180.68, 14056.65,\n",
      "       15049.63,  9174.04,  3480.78, 14170.91, 15778.9 , 14797.35,\n",
      "       23857.2 , 10866.42,  7760.04,  9248.  , 18685.84,  6813.94,\n",
      "        8513.54,  5538.25,  6538.05,  6471.33, 14548.56, 12997.78,\n",
      "       11285.78,  8811.81, 15573.76,  8392.06,  5615.14, 15889.84,\n",
      "       19411.  , 12998.76, 11239.5 ,  9353.18, 23761.94,  7519.16,\n",
      "       19418.89,  7406.55,  7953.17,  4567.96, 20503.62,  8255.96,\n",
      "        9934.69, 23481.43,  3815.42, 13543.17,  8400.07,  9841.83,\n",
      "       20717.01, 11125.56,  9498.6 ,  5852.25, 25022.29, 15546.55,\n",
      "        5891.19,  4070.85,  9167.76, 11483.5 , 16453.66,  8287.29,\n",
      "       16126.7 ,  5973.51,  7114.98, 10412.95, 19126.18, 22448.77,\n",
      "        9053.35,  7727.13, 12195.43,  5970.64, 22482.91,  9629.86,\n",
      "        8057.83,  9660.48, 11950.64, 16660.37, 14375.88,  8381.29,\n",
      "       10575.28, 13111.03, 11959.56,  5886.36, 14931.17,  7988.82,\n",
      "        8089.64,  8463.8 , 10945.7 , 11184.54, 23048.23,  9764.48,\n",
      "       11027.38,  7447.96,  6231.69, 15851.48,  9639.4 , 20671.09,\n",
      "       12181.81, 18141.43, 17058.92, 17968.28, 14921.61, 17723.6 ,\n",
      "       12193.33,  7143.65,  8916.68,  7783.61, 19498.22, 12742.7 ,\n",
      "        8985.14, 10448.97, 11657.87, 13665.31, 10348.01,  8136.26,\n",
      "       13350.93, 16456.88,  8528.  , 14265.15, 14550.39, 16398.16,\n",
      "       14635.45,  7608.73, 15580.11, 10805.12, 22401.33]), array([12800.58, 11612.88,  8306.96, 12582.42, 11275.38, 13577.57,\n",
      "        5812.07, 13732.54, 10401.3 , 10230.48,  9844.5 , 18357.71,\n",
      "       17119.17, 13304.81,  9867.17, 18809.84, 14579.03, 10682.18,\n",
      "       11921.87,  6670.44, 15036.8 , 14426.55,  9341.75, 11361.78,\n",
      "        9600.23, 14802.27,  9665.48, 10703.57,  8483.25,  9596.76,\n",
      "        7741.72, 11442.06, 14601.43,  7202.48, 10442.64, 15904.21,\n",
      "        9925.29, 16431.12,  9657.01,  9840.  , 13803.85, 13731.96,\n",
      "       11507.47, 19137.72, 13385.78, 16687.34, 15673.71, 13642.82,\n",
      "       11447.91, 19916.27,  9948.9 , 15778.83,  8523.2 , 15444.73,\n",
      "       10844.96,  9404.08, 11214.  , 16363.08, 13974.32, 14156.13,\n",
      "       13941.06, 12035.65, 13648.16,  9952.98, 16655.2 ,  6771.04,\n",
      "        9509.82, 15011.64, 12472.15,  9659.93]), array([7662.63, 9909.14, 8453.2 , 7267.37]), array([12002.4 , 10130.46, 15236.57, 10281.83, 10367.48,  6607.06,\n",
      "        7468.13,  8559.32, 13365.08, 13702.5 , 20816.78, 18146.95,\n",
      "       14275.57, 21120.75, 16241.14,  8304.42,  7971.38, 11911.2 ,\n",
      "        8683.42,  9876.72,  9371.08, 12501.  , 21637.78, 20080.93,\n",
      "        8050.06, 21578.06, 13933.84, 10648.09, 15138.12,  9687.36,\n",
      "       11923.46, 21474.97,  7227.7 ,  7424.88, 19535.14, 15592.9 ,\n",
      "       20052.27, 15164.19, 12637.53, 17641.33, 21051.49, 12191.62,\n",
      "        8361.9 , 19780.34, 12659.51, 15116.86,  9804.97, 13105.53,\n",
      "        9659.9 ,  6030.91, 15994.89, 14524.7 ,  6986.46, 16443.14,\n",
      "       11768.66, 18601.76, 10082.74, 12229.2 , 13202.22,  9344.1 ,\n",
      "       16031.63, 21091.84, 17039.7 , 13887.48, 13495.89, 17675.5 ,\n",
      "       16083.24,  8414.24, 10310.16, 20542.54, 12486.43, 14655.36,\n",
      "       14663.84,  9237.19, 16350.06, 12000.23, 11416.66, 14456.73,\n",
      "       18964.11,  7082.93, 17696.17, 21855.39, 10652.26, 11226.6 ,\n",
      "       18522.73,  7236.42,  9699.3 ,  9334.66, 17655.59,  9812.46,\n",
      "        9757.46, 11344.4 , 11588.83, 25217.67,  8307.23, 14100.67,\n",
      "       14404.5 , 13817.03]), array([16890.65, 11528.92,  7486.05, 19262.16, 21463.41, 22738.31,\n",
      "       12795.81, 13011.16, 21026.06, 15638.28,  8722.19, 11179.64,\n",
      "       12791.68, 14408.46,  6498.6 , 11857.49,  9444.36,  7201.24,\n",
      "       12903.1 ,  8743.71, 10804.92, 18285.63, 13177.8 ,  7103.4 ,\n",
      "       18280.9 ,  7718.72,  8892.04,  6259.03,  4643.66,  8044.61,\n",
      "       18579.61, 12115.  ,  7128.72,  9005.94,  7722.66,  9207.11]), array([ 8456.08, 10639.43,  9826.84, 14045.62, 13517.15, 13513.35,\n",
      "       12770.31, 10537.81,  9529.33,  9820.81, 16889.  , 10595.33,\n",
      "       10339.1 , 10589.6 , 11258.84,  7284.15,  9739.56, 10708.63,\n",
      "       12814.61]), array([13749.09, 13809.54, 16921.34, 25577.25, 25211.56, 17955.64,\n",
      "        6307.84, 39136.61, 56346.97, 13215.16,  6352.77,  6037.57,\n",
      "       16695.66, 33612.75,  6767.33,  6943.96, 10359.33,  5687.04,\n",
      "        8963.21, 16696.14, 13405.01, 11616.88,  8599.31, 22696.29,\n",
      "       17158.48, 11517.38, 18724.5 , 13143.73, 14886.07, 24002.58,\n",
      "       10538.52, 12750.62, 29625.36, 17471.37, 10896.39, 28278.36,\n",
      "       11670.63, 36045.91, 51368.18,  8004.91,  8656.5 , 11888.9 ,\n",
      "       32440.79, 17130.28, 14729.1 , 15513.18, 31736.08, 10493.56,\n",
      "       26674.43, 23840.24, 29478.94, 16863.1 , 28399.9 , 31315.68,\n",
      "       16847.12, 21660.3 , 17806.29, 24781.48, 29243.15, 11359.34,\n",
      "        9169.06, 14571.22, 26084.25, 30395.71, 28363.29, 26225.66,\n",
      "       13699.81,  7932.41, 25629.79, 15483.24, 66911.27, 16599.6 ,\n",
      "       19115.37,  6487.2 , 10099.36, 20066.83, 22392.86,  4794.86,\n",
      "       17840.53, 19769.06, 28806.26, 12625.24, 10961.5 , 32030.75,\n",
      "       22973.66, 23755.89, 29851.92, 12244.22, 22972.31, 12763.98,\n",
      "       12585.04, 19274.15, 24583.6 ,  8877.05, 14822.46, 14417.12,\n",
      "       19955.83, 52883.96, 14639.64]), array([13258.31, 11866.47, 18099.73, 19636.09, 19788.3 , 15861.69,\n",
      "       12439.95]), array([13483.18, 10127.33, 14388.18, 12137.86, 13381.77, 18544.63,\n",
      "       23682.98, 14590.42, 20172.57, 12948.58, 21367.14, 20497.31,\n",
      "       15900.47, 12551.17, 15837.24, 11750.04, 15100.11, 17375.16,\n",
      "       14541.75, 14787.84, 16680.44, 16389.59, 16380.39,  9004.81,\n",
      "       16716.19, 21042.  , 16683.82, 19690.14, 14348.16,  9551.45,\n",
      "       24607.65, 14237.63, 23021.31, 16591.93, 24636.15, 14511.12,\n",
      "       10882.5 ]), array([14890.76, 11501.  , 12058.9 , 13228.6 , 12789.06]), array([10585.36, 14582.77, 21175.36, 12003.65, 15006.7 , 10643.41,\n",
      "       10642.25, 11065.46,  9199.74,  8600.53, 13197.66, 10604.65,\n",
      "       14607.25, 14136.1 , 16314.1 , 17821.17, 15974.38, 12955.67,\n",
      "       13810.  , 12204.23,  7434.75, 15580.44, 15007.8 , 14885.74,\n",
      "       26303.27,  8289.2 , 11604.22, 11391.57, 15862.81, 13107.73,\n",
      "        8064.18, 15735.18, 15997.32, 11372.35, 10523.28, 16338.41,\n",
      "       13352.42, 15940.27, 16384.46, 14096.62, 23950.77, 18266.76,\n",
      "       21561.69, 12617.94,  6331.71, 13517.23, 16011.54, 15039.8 ,\n",
      "       30960.08, 17611.04, 17387.89, 12472.86, 13648.66, 18390.89,\n",
      "       24442.6 , 22104.26, 12652.76, 29288.9 ]), array([38385.65, 13991.93, 19065.88, 19215.59, 19775.75, 12988.92,\n",
      "       15966.14, 13083.45, 16070.85, 25605.17, 22392.47, 14057.  ,\n",
      "       20280.08, 16529.61, 33372.05, 18151.65, 20632.5 , 45675.9 ,\n",
      "       13412.51, 13938.86, 25841.75, 20192.6 , 15962.36, 22592.75,\n",
      "       22431.66, 18641.77, 25754.93, 17174.23, 20201.  ,  9770.23,\n",
      "       34147.19, 26111.21, 30012.15, 14152.17, 23671.24, 14355.69,\n",
      "       38504.14, 10414.05, 30924.02, 19782.55, 15660.45, 14333.02,\n",
      "       12980.72, 17314.97, 14012.77, 24205.8 , 12589.25, 15571.27,\n",
      "       15177.56, 19448.65, 12034.75, 22253.42, 14095.37, 18900.56,\n",
      "       13833.69, 19907.08, 20353.09, 22870.09, 32533.83, 15833.37,\n",
      "       14928.48, 10187.83, 19724.96,  2459.4 , 17219.27, 17656.72,\n",
      "       13265.  , 13888.03, 36992.83, 18871.48, 17370.  , 20458.25,\n",
      "       22855.07, 16823.01, 28387.28, 24520.83, 22996.29, 26398.96,\n",
      "        5944.58, 36052.48, 16444.52, 13846.  , 19251.  , 12172.93,\n",
      "       13037.06, 23345.71, 16643.41, 20781.31, 22481.46, 21777.09,\n",
      "       12537.94, 15475.  , 17596.42, 22600.57,  8044.23, 19266.53,\n",
      "       30341.61, 24027.52, 34337.6 , 19752.44, 17679.73, 28165.04,\n",
      "       25715.48, 29076.43, 16313.9 , 30435.5 , 26284.62, 36784.  ,\n",
      "       26682.02, 19193.67, 25335.  , 32106.85, 24628.14, 31166.96,\n",
      "        9744.69, 18898.95, 13712.58, 21693.8 , 20092.88,  6668.  ,\n",
      "       21492.73, 20819.07, 17283.05, 26564.63, 24886.5 , 34535.15,\n",
      "       23169.62, 18927.26, 18979.69, 15650.45, 12341.98,  5223.28,\n",
      "        6961.72, 20063.04, 28755.8 , 14050.18, 21529.39, 22205.12,\n",
      "       19090.15, 20181.61, 27213.7 , 33892.  , 22850.09,  7548.07,\n",
      "       29359.88, 13569.3 , 21341.05, 17207.53, 12955.77, 18964.09,\n",
      "       32732.08, 20780.78,  7282.72, 23913.9 , 41740.23, 18055.04,\n",
      "       21206.63, 20346.75, 16098.76, 33585.05, 20531.43, 21945.35,\n",
      "       20926.73, 12660.35]), array([ 9775.38, 11496.13,  7571.64, 10397.31, 15417.82, 12910.83,\n",
      "        7757.41, 12640.93]), array([11968.33,  9887.11]), array([13441.08, 12523.29,  8790.24,  7792.88, 14446.53, 17680.21,\n",
      "       11219.71, 10227.91, 11470.62,  6744.34, 24909.69,  7919.8 ,\n",
      "       19165.39, 11812.6 , 11005.63, 24421.8 ,  7579.42, 12465.29,\n",
      "       12816.05, 16365.53, 12445.  , 12694.34, 11038.8 , 16951.68,\n",
      "        9269.07, 11822.3 , 18063.  ,  9949.97, 13000.96, 12960.3 ,\n",
      "       17647.76, 12638.35, 14865.24, 16336.08, 12758.86, 29235.32,\n",
      "       12500.35, 10983.66,  7475.37, 13433.44, 11399.56, 12726.45,\n",
      "        6943.98, 17227.18, 10765.36, 19929.06, 14514.48, 13983.63,\n",
      "       15324.75, 34305.94, 10499.46,  9227.  ,  9718.23,  9596.67,\n",
      "       27317.53, 14097.32, 13065.8 , 14324.66, 11468.54, 10346.86,\n",
      "       16902.  , 10105.16]), array([20457.93,  9744.69,  7631.37, 14359.81, 13198.41,  9185.54,\n",
      "       16905.63, 18499.8 , 12267.59, 22266.82, 20385.03, 19460.95,\n",
      "       20037.11, 14033.96, 14516.  , 11638.07,  7440.47, 17486.81,\n",
      "       14470.19, 14582.08, 10777.45, 21384.  , 17436.93, 11946.2 ,\n",
      "        6400.  , 22078.63, 10829.75, 22803.8 , 10316.84, 20103.47,\n",
      "       12722.77, 19122.85, 14352.25, 20217.61]), array([ 9658.29,  7072.97,  7305.81,  7689.27, 13377.77,  6524.  ,\n",
      "       15500.67,  7879.37,  9073.11, 12299.78,  8052.83,  5818.5 ,\n",
      "        7802.2 , 12684.81,  8419.57, 12492.13, 10506.33,  9026.51,\n",
      "        9081.82,  9562.61,  6934.9 , 14963.63, 10553.76]), array([10813.57, 16705.14, 14274.62, 11006.11, 13651.37, 11903.93,\n",
      "        9837.95,  8678.47,  7146.11, 13982.13, 15325.18, 13464.  ,\n",
      "       15290.46, 13082.87, 13292.96, 12687.02, 12874.04, 12133.83,\n",
      "       12463.52, 13952.14, 14687.16, 11592.38, 12361.  , 11763.94,\n",
      "       11662.44, 13059.04, 18144.36, 21183.9 , 13298.63, 11013.65,\n",
      "       20590.26,  7621.19]), array([10360.46,  8548.52, 13418.08, 15558.64, 13893.82])]\n"
     ]
    }
   ],
   "source": [
    "states=chest_pain['Provider State'].unique()\n",
    "\n",
    "datasets= []\n",
    "for i in states: \n",
    "  datasets.append(chest_pain[chest_pain['Provider State'] == i][' Average Covered Charges '].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,6))\n",
    "plt.boxplot(datasets, labels=states)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now looking at boxplots for all states. \n",
    "\n",
    "California has the largest spread and outliers, meaning the costs of chest pain procedures vary the most in California. \n",
    "\n",
    "Meanwhile, New Jersey has the largest median, so the procedures are generally more expensive in New Jersey than in other states. Massachusetts and Maryland are the cheapest. "
   ]
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}