data_preparation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>#</th>\n",
       "      <th>State</th>\n",
       "      <th>Good Air Quality Days</th>\n",
       "      <th>Moderate Air Quality Days</th>\n",
       "      <th>Unhealthy Air Quality Days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Maine</td>\n",
       "      <td>93.2%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>92.3%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>1.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>91.5%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>91.3%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>91%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Florida</td>\n",
       "      <td>89.8%</td>\n",
       "      <td>10.2%</td>\n",
       "      <td>0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>New York</td>\n",
       "      <td>88.7%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>0.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Washington</td>\n",
       "      <td>88.7%</td>\n",
       "      <td>9.7%</td>\n",
       "      <td>1.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>87.9%</td>\n",
       "      <td>11.9%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>87.1%</td>\n",
       "      <td>12.5%</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>86.8%</td>\n",
       "      <td>12.6%</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>86.7%</td>\n",
       "      <td>12.4%</td>\n",
       "      <td>0.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7%</td>\n",
       "      <td>13.2%</td>\n",
       "      <td>0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>86.3%</td>\n",
       "      <td>13.7%</td>\n",
       "      <td>0.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.1%</td>\n",
       "      <td>13.4%</td>\n",
       "      <td>0.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>85.8%</td>\n",
       "      <td>14%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.5%</td>\n",
       "      <td>14.5%</td>\n",
       "      <td>0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>85.2%</td>\n",
       "      <td>14.6%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>84.9%</td>\n",
       "      <td>15.1%</td>\n",
       "      <td>0.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>84.5%</td>\n",
       "      <td>15.2%</td>\n",
       "      <td>0.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>84.2%</td>\n",
       "      <td>15.1%</td>\n",
       "      <td>0.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>83.4%</td>\n",
       "      <td>14.3%</td>\n",
       "      <td>2.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>83.4%</td>\n",
       "      <td>15.4%</td>\n",
       "      <td>1.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>83%</td>\n",
       "      <td>16.8%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>83%</td>\n",
       "      <td>14.1%</td>\n",
       "      <td>2.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>82.3%</td>\n",
       "      <td>16.9%</td>\n",
       "      <td>0.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>82.1%</td>\n",
       "      <td>17.5%</td>\n",
       "      <td>0.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>82.1%</td>\n",
       "      <td>16.6%</td>\n",
       "      <td>1.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>81.1%</td>\n",
       "      <td>15.8%</td>\n",
       "      <td>3.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>80.9%</td>\n",
       "      <td>18.8%</td>\n",
       "      <td>0.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>80.9%</td>\n",
       "      <td>18.8%</td>\n",
       "      <td>0.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>80.8%</td>\n",
       "      <td>18.3%</td>\n",
       "      <td>0.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Montana</td>\n",
       "      <td>80.8%</td>\n",
       "      <td>15.9%</td>\n",
       "      <td>3.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>Texas</td>\n",
       "      <td>80.5%</td>\n",
       "      <td>18.5%</td>\n",
       "      <td>1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>80.3%</td>\n",
       "      <td>19%</td>\n",
       "      <td>0.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>79.9%</td>\n",
       "      <td>19.4%</td>\n",
       "      <td>0.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>79.8%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>0.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>79.2%</td>\n",
       "      <td>20.2%</td>\n",
       "      <td>0.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>79%</td>\n",
       "      <td>18.1%</td>\n",
       "      <td>2.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>78.9%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>1.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>78.9%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>1.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>78.3%</td>\n",
       "      <td>21.3%</td>\n",
       "      <td>0.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>76.7%</td>\n",
       "      <td>22.2%</td>\n",
       "      <td>1.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>75.4%</td>\n",
       "      <td>20.9%</td>\n",
       "      <td>3.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>75%</td>\n",
       "      <td>24.3%</td>\n",
       "      <td>0.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>72.5%</td>\n",
       "      <td>22.8%</td>\n",
       "      <td>4.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>Utah</td>\n",
       "      <td>70.2%</td>\n",
       "      <td>26.6%</td>\n",
       "      <td>3.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>69%</td>\n",
       "      <td>28.8%</td>\n",
       "      <td>2.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>64.6%</td>\n",
       "      <td>28.9%</td>\n",
       "      <td>6.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>California</td>\n",
       "      <td>60.6%</td>\n",
       "      <td>31.1%</td>\n",
       "      <td>8.4%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     #                 State Good Air Quality Days Moderate Air Quality Days   \n",
       "0    1                Hawaii                 99.4%                      0.6%  \\\n",
       "1    2                 Maine                 93.2%                      6.3%   \n",
       "2    3                Alaska                 92.3%                      6.4%   \n",
       "3    4              Virginia                 91.5%                      8.4%   \n",
       "4    5               Vermont                 91.3%                      8.5%   \n",
       "5    6         New Hampshire                   91%                      8.5%   \n",
       "6    7               Florida                 89.8%                     10.2%   \n",
       "7    8              New York                 88.7%                     10.6%   \n",
       "8    9            Washington                 88.7%                      9.7%   \n",
       "9   10             Louisiana                 87.9%                     11.9%   \n",
       "10  11         Massachusetts                 87.1%                     12.5%   \n",
       "11  12              Nebraska                 86.8%                     12.6%   \n",
       "12  13          Rhode Island                 86.7%                     12.4%   \n",
       "13  14         West Virginia                 86.7%                     13.2%   \n",
       "14  15        North Carolina                 86.3%                     13.7%   \n",
       "15  16              Missouri                 86.1%                     13.4%   \n",
       "16  17               Alabama                 85.8%                       14%   \n",
       "17  18           Mississippi                 85.5%                     14.5%   \n",
       "18  19              Kentucky                 85.2%                     14.6%   \n",
       "19  20        South Carolina                 84.9%                     15.1%   \n",
       "20  21             Tennessee                 84.5%                     15.2%   \n",
       "21  22              Maryland                 84.2%                     15.1%   \n",
       "22  23           Connecticut                 83.4%                     14.3%   \n",
       "23  24             Minnesota                 83.4%                     15.4%   \n",
       "24  25              Arkansas                   83%                     16.8%   \n",
       "25  26                Oregon                   83%                     14.1%   \n",
       "26  27            New Jersey                 82.3%                     16.9%   \n",
       "27  28               Georgia                 82.1%                     17.5%   \n",
       "28  29          South Dakota                 82.1%                     16.6%   \n",
       "29  30          North Dakota                 81.1%                     15.8%   \n",
       "30  31               Indiana                 80.9%                     18.8%   \n",
       "31  32                  Ohio                 80.9%                     18.8%   \n",
       "32  33                Kansas                 80.8%                     18.3%   \n",
       "33  34               Montana                 80.8%                     15.9%   \n",
       "34  35                 Texas                 80.5%                     18.5%   \n",
       "35  36              Delaware                 80.3%                       19%   \n",
       "36  37              Michigan                 79.9%                     19.4%   \n",
       "37  38             Wisconsin                 79.8%                     19.3%   \n",
       "38  39          Pennsylvania                 79.2%                     20.2%   \n",
       "39  40                 Idaho                   79%                     18.1%   \n",
       "40  41            New Mexico                 78.9%                     19.3%   \n",
       "41  42               Wyoming                 78.9%                     19.3%   \n",
       "42  43                  Iowa                 78.3%                     21.3%   \n",
       "43  44              Oklahoma                 76.7%                     22.2%   \n",
       "44  45              Colorado                 75.4%                     20.9%   \n",
       "45  46              Illinois                   75%                     24.3%   \n",
       "46  47                Nevada                 72.5%                     22.8%   \n",
       "47  48                  Utah                 70.2%                     26.6%   \n",
       "48  49  District of Columbia                   69%                     28.8%   \n",
       "49  50               Arizona                 64.6%                     28.9%   \n",
       "50  51            California                 60.6%                     31.1%   \n",
       "\n",
       "   Unhealthy Air Quality Days  \n",
       "0                          0%  \n",
       "1                        0.5%  \n",
       "2                        1.3%  \n",
       "3                        0.2%  \n",
       "4                        0.2%  \n",
       "5                        0.5%  \n",
       "6                          0%  \n",
       "7                        0.6%  \n",
       "8                        1.6%  \n",
       "9                        0.2%  \n",
       "10                       0.5%  \n",
       "11                       0.5%  \n",
       "12                       0.8%  \n",
       "13                         0%  \n",
       "14                       0.1%  \n",
       "15                       0.4%  \n",
       "16                       0.2%  \n",
       "17                         0%  \n",
       "18                       0.2%  \n",
       "19                       0.1%  \n",
       "20                       0.3%  \n",
       "21                       0.7%  \n",
       "22                       2.3%  \n",
       "23                       1.2%  \n",
       "24                       0.2%  \n",
       "25                       2.9%  \n",
       "26                       0.8%  \n",
       "27                       0.4%  \n",
       "28                       1.3%  \n",
       "29                       3.2%  \n",
       "30                       0.3%  \n",
       "31                       0.3%  \n",
       "32                       0.9%  \n",
       "33                       3.3%  \n",
       "34                         1%  \n",
       "35                       0.7%  \n",
       "36                       0.7%  \n",
       "37                       0.9%  \n",
       "38                       0.6%  \n",
       "39                       2.9%  \n",
       "40                       1.7%  \n",
       "41                       1.8%  \n",
       "42                       0.4%  \n",
       "43                       1.1%  \n",
       "44                       3.7%  \n",
       "45                       0.8%  \n",
       "46                       4.7%  \n",
       "47                       3.2%  \n",
       "48                       2.2%  \n",
       "49                       6.5%  \n",
       "50                       8.4%  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1 = pd.read_csv('air_quality_data.csv')\n",
    "df_1"
   ]
  },
  {
   "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>State</th>\n",
       "      <th>Good Air Quality Days</th>\n",
       "      <th>Moderate Air Quality Days</th>\n",
       "      <th>Unhealthy Air Quality Days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Maine</td>\n",
       "      <td>93.2%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>92.3%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>1.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>91.5%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>91.3%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>91%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Florida</td>\n",
       "      <td>89.8%</td>\n",
       "      <td>10.2%</td>\n",
       "      <td>0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>New York</td>\n",
       "      <td>88.7%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>0.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Washington</td>\n",
       "      <td>88.7%</td>\n",
       "      <td>9.7%</td>\n",
       "      <td>1.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>87.9%</td>\n",
       "      <td>11.9%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>87.1%</td>\n",
       "      <td>12.5%</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>86.8%</td>\n",
       "      <td>12.6%</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>86.7%</td>\n",
       "      <td>12.4%</td>\n",
       "      <td>0.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7%</td>\n",
       "      <td>13.2%</td>\n",
       "      <td>0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>86.3%</td>\n",
       "      <td>13.7%</td>\n",
       "      <td>0.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.1%</td>\n",
       "      <td>13.4%</td>\n",
       "      <td>0.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>85.8%</td>\n",
       "      <td>14%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.5%</td>\n",
       "      <td>14.5%</td>\n",
       "      <td>0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>85.2%</td>\n",
       "      <td>14.6%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>84.9%</td>\n",
       "      <td>15.1%</td>\n",
       "      <td>0.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>84.5%</td>\n",
       "      <td>15.2%</td>\n",
       "      <td>0.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>84.2%</td>\n",
       "      <td>15.1%</td>\n",
       "      <td>0.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>83.4%</td>\n",
       "      <td>14.3%</td>\n",
       "      <td>2.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>83.4%</td>\n",
       "      <td>15.4%</td>\n",
       "      <td>1.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>83%</td>\n",
       "      <td>16.8%</td>\n",
       "      <td>0.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>83%</td>\n",
       "      <td>14.1%</td>\n",
       "      <td>2.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>82.3%</td>\n",
       "      <td>16.9%</td>\n",
       "      <td>0.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>82.1%</td>\n",
       "      <td>17.5%</td>\n",
       "      <td>0.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>82.1%</td>\n",
       "      <td>16.6%</td>\n",
       "      <td>1.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>81.1%</td>\n",
       "      <td>15.8%</td>\n",
       "      <td>3.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>80.9%</td>\n",
       "      <td>18.8%</td>\n",
       "      <td>0.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>80.9%</td>\n",
       "      <td>18.8%</td>\n",
       "      <td>0.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>80.8%</td>\n",
       "      <td>18.3%</td>\n",
       "      <td>0.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Montana</td>\n",
       "      <td>80.8%</td>\n",
       "      <td>15.9%</td>\n",
       "      <td>3.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Texas</td>\n",
       "      <td>80.5%</td>\n",
       "      <td>18.5%</td>\n",
       "      <td>1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>80.3%</td>\n",
       "      <td>19%</td>\n",
       "      <td>0.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>79.9%</td>\n",
       "      <td>19.4%</td>\n",
       "      <td>0.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>79.8%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>0.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>79.2%</td>\n",
       "      <td>20.2%</td>\n",
       "      <td>0.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>79%</td>\n",
       "      <td>18.1%</td>\n",
       "      <td>2.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>78.9%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>1.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>78.9%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>1.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>78.3%</td>\n",
       "      <td>21.3%</td>\n",
       "      <td>0.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>76.7%</td>\n",
       "      <td>22.2%</td>\n",
       "      <td>1.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>75.4%</td>\n",
       "      <td>20.9%</td>\n",
       "      <td>3.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>75%</td>\n",
       "      <td>24.3%</td>\n",
       "      <td>0.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>72.5%</td>\n",
       "      <td>22.8%</td>\n",
       "      <td>4.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Utah</td>\n",
       "      <td>70.2%</td>\n",
       "      <td>26.6%</td>\n",
       "      <td>3.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>69%</td>\n",
       "      <td>28.8%</td>\n",
       "      <td>2.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>64.6%</td>\n",
       "      <td>28.9%</td>\n",
       "      <td>6.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>California</td>\n",
       "      <td>60.6%</td>\n",
       "      <td>31.1%</td>\n",
       "      <td>8.4%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   State Good Air Quality Days Moderate Air Quality Days   \n",
       "0                 Hawaii                 99.4%                      0.6%  \\\n",
       "1                  Maine                 93.2%                      6.3%   \n",
       "2                 Alaska                 92.3%                      6.4%   \n",
       "3               Virginia                 91.5%                      8.4%   \n",
       "4                Vermont                 91.3%                      8.5%   \n",
       "5          New Hampshire                   91%                      8.5%   \n",
       "6                Florida                 89.8%                     10.2%   \n",
       "7               New York                 88.7%                     10.6%   \n",
       "8             Washington                 88.7%                      9.7%   \n",
       "9              Louisiana                 87.9%                     11.9%   \n",
       "10         Massachusetts                 87.1%                     12.5%   \n",
       "11              Nebraska                 86.8%                     12.6%   \n",
       "12          Rhode Island                 86.7%                     12.4%   \n",
       "13         West Virginia                 86.7%                     13.2%   \n",
       "14        North Carolina                 86.3%                     13.7%   \n",
       "15              Missouri                 86.1%                     13.4%   \n",
       "16               Alabama                 85.8%                       14%   \n",
       "17           Mississippi                 85.5%                     14.5%   \n",
       "18              Kentucky                 85.2%                     14.6%   \n",
       "19        South Carolina                 84.9%                     15.1%   \n",
       "20             Tennessee                 84.5%                     15.2%   \n",
       "21              Maryland                 84.2%                     15.1%   \n",
       "22           Connecticut                 83.4%                     14.3%   \n",
       "23             Minnesota                 83.4%                     15.4%   \n",
       "24              Arkansas                   83%                     16.8%   \n",
       "25                Oregon                   83%                     14.1%   \n",
       "26            New Jersey                 82.3%                     16.9%   \n",
       "27               Georgia                 82.1%                     17.5%   \n",
       "28          South Dakota                 82.1%                     16.6%   \n",
       "29          North Dakota                 81.1%                     15.8%   \n",
       "30               Indiana                 80.9%                     18.8%   \n",
       "31                  Ohio                 80.9%                     18.8%   \n",
       "32                Kansas                 80.8%                     18.3%   \n",
       "33               Montana                 80.8%                     15.9%   \n",
       "34                 Texas                 80.5%                     18.5%   \n",
       "35              Delaware                 80.3%                       19%   \n",
       "36              Michigan                 79.9%                     19.4%   \n",
       "37             Wisconsin                 79.8%                     19.3%   \n",
       "38          Pennsylvania                 79.2%                     20.2%   \n",
       "39                 Idaho                   79%                     18.1%   \n",
       "40            New Mexico                 78.9%                     19.3%   \n",
       "41               Wyoming                 78.9%                     19.3%   \n",
       "42                  Iowa                 78.3%                     21.3%   \n",
       "43              Oklahoma                 76.7%                     22.2%   \n",
       "44              Colorado                 75.4%                     20.9%   \n",
       "45              Illinois                   75%                     24.3%   \n",
       "46                Nevada                 72.5%                     22.8%   \n",
       "47                  Utah                 70.2%                     26.6%   \n",
       "48  District of Columbia                   69%                     28.8%   \n",
       "49               Arizona                 64.6%                     28.9%   \n",
       "50            California                 60.6%                     31.1%   \n",
       "\n",
       "   Unhealthy Air Quality Days  \n",
       "0                          0%  \n",
       "1                        0.5%  \n",
       "2                        1.3%  \n",
       "3                        0.2%  \n",
       "4                        0.2%  \n",
       "5                        0.5%  \n",
       "6                          0%  \n",
       "7                        0.6%  \n",
       "8                        1.6%  \n",
       "9                        0.2%  \n",
       "10                       0.5%  \n",
       "11                       0.5%  \n",
       "12                       0.8%  \n",
       "13                         0%  \n",
       "14                       0.1%  \n",
       "15                       0.4%  \n",
       "16                       0.2%  \n",
       "17                         0%  \n",
       "18                       0.2%  \n",
       "19                       0.1%  \n",
       "20                       0.3%  \n",
       "21                       0.7%  \n",
       "22                       2.3%  \n",
       "23                       1.2%  \n",
       "24                       0.2%  \n",
       "25                       2.9%  \n",
       "26                       0.8%  \n",
       "27                       0.4%  \n",
       "28                       1.3%  \n",
       "29                       3.2%  \n",
       "30                       0.3%  \n",
       "31                       0.3%  \n",
       "32                       0.9%  \n",
       "33                       3.3%  \n",
       "34                         1%  \n",
       "35                       0.7%  \n",
       "36                       0.7%  \n",
       "37                       0.9%  \n",
       "38                       0.6%  \n",
       "39                       2.9%  \n",
       "40                       1.7%  \n",
       "41                       1.8%  \n",
       "42                       0.4%  \n",
       "43                       1.1%  \n",
       "44                       3.7%  \n",
       "45                       0.8%  \n",
       "46                       4.7%  \n",
       "47                       3.2%  \n",
       "48                       2.2%  \n",
       "49                       6.5%  \n",
       "50                       8.4%  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1 = df_1.drop(\"#\", axis=1)\n",
    "df_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Final\\nScore</th>\n",
       "      <th>Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>Access Factor Rank (1st = Best)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>48</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>26</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>44</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>28</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>34</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27</td>\n",
       "      <td>16</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>41</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31</td>\n",
       "      <td>22</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>45</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40</td>\n",
       "      <td>13</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>24</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>California</td>\n",
       "      <td>12</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Florida</td>\n",
       "      <td>39</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29</td>\n",
       "      <td>32</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>31</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Utah</td>\n",
       "      <td>9</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Washington</td>\n",
       "      <td>10</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>3</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>35</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38</td>\n",
       "      <td>15</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>19</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13</td>\n",
       "      <td>27</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Montana</td>\n",
       "      <td>27</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>49</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>42</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>1</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>29</td>\n",
       "      <td>58.8</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>30</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28</td>\n",
       "      <td>40</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>38</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43</td>\n",
       "      <td>17</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>15</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18</td>\n",
       "      <td>10</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>17</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8</td>\n",
       "      <td>42</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>16</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Maine</td>\n",
       "      <td>40</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>32</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42</td>\n",
       "      <td>11</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>36</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39</td>\n",
       "      <td>28</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>37</td>\n",
       "      <td>54.0</td>\n",
       "      <td>35</td>\n",
       "      <td>44</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>6</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>47</td>\n",
       "      <td>38.3</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>New York</td>\n",
       "      <td>22</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5</td>\n",
       "      <td>48</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>18</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14</td>\n",
       "      <td>37</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>11</td>\n",
       "      <td>80.8</td>\n",
       "      <td>17</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>21</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>23</td>\n",
       "      <td>67.2</td>\n",
       "      <td>33</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>46</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>7</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>25</td>\n",
       "      <td>65.2</td>\n",
       "      <td>30</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>43</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>20</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26</td>\n",
       "      <td>31</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>4</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>14</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50</td>\n",
       "      <td>49</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>8</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>13</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>33</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>2</td>\n",
       "      <td>95.4</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>5</td>\n",
       "      <td>85.6</td>\n",
       "      <td>16</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             State  Rank  Final\\nScore  Outcome Factor Rank (1st = Best)   \n",
       "0           Alaska    48          33.7                                32  \\\n",
       "1            Texas    26          61.2                                20   \n",
       "2       New Mexico    44          47.2                                44   \n",
       "3           Nevada    28          60.5                                22   \n",
       "4          Georgia    34          55.5                                27   \n",
       "5          Arizona    41          52.7                                31   \n",
       "6         Oklahoma    45          45.6                                40   \n",
       "7            Idaho    24          65.8                                19   \n",
       "8       California    12          80.6                                 3   \n",
       "9          Florida    39          52.9                                29   \n",
       "10         Wyoming    31          58.0                                23   \n",
       "11            Utah     9          81.0                                11   \n",
       "12      Washington    10          80.8                                 9   \n",
       "13        Colorado     3          91.6                                 7   \n",
       "14  North Carolina    35          54.8                                38   \n",
       "15          Oregon    19          73.1                                13   \n",
       "16         Montana    27          61.1                                24   \n",
       "17     Mississippi    49          33.4                                49   \n",
       "18        Missouri    42          49.9                                37   \n",
       "19          Hawaii     1          99.0                                 1   \n",
       "20  South Carolina    29          58.8                                41   \n",
       "21        Delaware    30          58.5                                28   \n",
       "22         Alabama    38          53.0                                43   \n",
       "23        Virginia    15          78.8                                18   \n",
       "24     Connecticut    17          75.5                                 8   \n",
       "25      New Jersey    16          75.9                                 6   \n",
       "26           Maine    40          52.7                                36   \n",
       "27        Arkansas    32          56.1                                42   \n",
       "28         Indiana    36          54.6                                39   \n",
       "29    South Dakota    37          54.0                                35   \n",
       "30        Maryland     6          82.9                                21   \n",
       "31       Tennessee    47          38.3                                47   \n",
       "32        New York    22          71.9                                 5   \n",
       "33        Nebraska    18          75.5                                14   \n",
       "34        Illinois    11          80.8                                17   \n",
       "35        Michigan    21          72.6                                34   \n",
       "36          Kansas    23          67.2                                33   \n",
       "37       Louisiana    46          44.7                                48   \n",
       "38   New Hampshire     7          82.1                                12   \n",
       "39    Pennsylvania    25          65.2                                30   \n",
       "40        Kentucky    43          48.9                                46   \n",
       "41       Wisconsin    20          73.0                                26   \n",
       "42       Minnesota     4          91.1                                10   \n",
       "43         Vermont    14          79.0                                 2   \n",
       "44   West Virginia    50           1.0                                50   \n",
       "45   Massachusetts     8          81.3                                 4   \n",
       "46    North Dakota    13          79.9                                25   \n",
       "47            Ohio    33          55.8                                45   \n",
       "48            Iowa     2          95.4                                15   \n",
       "49    Rhode Island     5          85.6                                16   \n",
       "\n",
       "    Cost Factor Rank (1st = Lowest)  Access Factor Rank (1st = Best)  \n",
       "0                                45                               50  \n",
       "1                                 8                               49  \n",
       "2                                 1                               48  \n",
       "3                                12                               47  \n",
       "4                                16                               46  \n",
       "5                                22                               45  \n",
       "6                                13                               44  \n",
       "7                                20                               43  \n",
       "8                                30                               42  \n",
       "9                                32                               41  \n",
       "10                               29                               40  \n",
       "11                                4                               39  \n",
       "12                                6                               38  \n",
       "13                                2                               37  \n",
       "14                               15                               36  \n",
       "15                               27                               35  \n",
       "16                               33                               34  \n",
       "17                               14                               33  \n",
       "18                               38                               32  \n",
       "19                               18                               31  \n",
       "20                                5                               30  \n",
       "21                               40                               29  \n",
       "22                               17                               28  \n",
       "23                               10                               27  \n",
       "24                               42                               26  \n",
       "25                               46                               25  \n",
       "26                               43                               24  \n",
       "27                               11                               23  \n",
       "28                               28                               22  \n",
       "29                               44                               21  \n",
       "30                                3                               20  \n",
       "31                               41                               19  \n",
       "32                               48                               18  \n",
       "33                               37                               17  \n",
       "34                               21                               16  \n",
       "35                                9                               15  \n",
       "36                               25                               14  \n",
       "37                               26                               13  \n",
       "38                               35                               12  \n",
       "39                               39                               11  \n",
       "40                               24                               10  \n",
       "41                               31                                9  \n",
       "42                               23                                8  \n",
       "43                               50                                7  \n",
       "44                               49                                6  \n",
       "45                               47                                5  \n",
       "46                               19                                4  \n",
       "47                               34                                3  \n",
       "48                                7                                2  \n",
       "49                               36                                1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2 = pd.read_csv('Healthcare_ranking.csv')\n",
    "df_2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>All States</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>20</td>\n",
       "      <td>14.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Washington</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>36</td>\n",
       "      <td>15.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>44</td>\n",
       "      <td>17.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>11</td>\n",
       "      <td>13.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>New York</td>\n",
       "      <td>8</td>\n",
       "      <td>13.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>37</td>\n",
       "      <td>16.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>13</td>\n",
       "      <td>13.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>27</td>\n",
       "      <td>14.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>47</td>\n",
       "      <td>18.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>46</td>\n",
       "      <td>18.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>California</td>\n",
       "      <td>21</td>\n",
       "      <td>14.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>1</td>\n",
       "      <td>10.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>United States</td>\n",
       "      <td>•</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>43</td>\n",
       "      <td>17.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>4</td>\n",
       "      <td>12.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>10</td>\n",
       "      <td>13.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>38</td>\n",
       "      <td>16.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Utah</td>\n",
       "      <td>41</td>\n",
       "      <td>17.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Texas</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Maine</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>7</td>\n",
       "      <td>12.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>47</td>\n",
       "      <td>18.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>12</td>\n",
       "      <td>13.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>22</td>\n",
       "      <td>14.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>34</td>\n",
       "      <td>15.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>14</td>\n",
       "      <td>13.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>29</td>\n",
       "      <td>15.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>19</td>\n",
       "      <td>14.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Montana</td>\n",
       "      <td>27</td>\n",
       "      <td>14.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>District Of Columbia</td>\n",
       "      <td>•</td>\n",
       "      <td>14.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>5</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>35</td>\n",
       "      <td>15.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>3</td>\n",
       "      <td>12.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>40</td>\n",
       "      <td>16.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>15</td>\n",
       "      <td>13.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>8</td>\n",
       "      <td>13.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>45</td>\n",
       "      <td>17.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>42</td>\n",
       "      <td>17.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>39</td>\n",
       "      <td>16.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2</td>\n",
       "      <td>11.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>5</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>49</td>\n",
       "      <td>19.3%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              All States Rank  Value\n",
       "0                Arizona   32  15.4%\n",
       "1               Virginia   25  14.7%\n",
       "2           Rhode Island   20  14.3%\n",
       "3             Washington   32  15.4%\n",
       "4           Pennsylvania   16  14.0%\n",
       "5                  Idaho   23  14.6%\n",
       "6                Indiana   36  15.9%\n",
       "7              Louisiana   44  17.8%\n",
       "8          Massachusetts   11  13.2%\n",
       "9                 Alaska   16  14.0%\n",
       "10              New York    8  13.0%\n",
       "11              Missouri   37  16.2%\n",
       "12             Wisconsin   13  13.6%\n",
       "13           Mississippi   25  14.7%\n",
       "14               Georgia   27  14.8%\n",
       "15              Arkansas   47  18.4%\n",
       "16             Tennessee   46  18.0%\n",
       "17            California   21  14.4%\n",
       "18                Hawaii    1  10.7%\n",
       "19         United States    •  14.7%\n",
       "20                Nevada   43  17.6%\n",
       "21          North Dakota    4  12.6%\n",
       "22              Nebraska   10  13.1%\n",
       "23                  Ohio   38  16.3%\n",
       "24                  Utah   41  17.1%\n",
       "25                 Texas   16  14.0%\n",
       "26                 Maine   30  15.2%\n",
       "27              Illinois    7  12.9%\n",
       "28                Kansas   30  15.2%\n",
       "29               Alabama   47  18.4%\n",
       "30            New Jersey   12  13.3%\n",
       "31            New Mexico   22  14.5%\n",
       "32              Michigan   34  15.5%\n",
       "33        North Carolina   14  13.8%\n",
       "34               Wyoming   29  15.1%\n",
       "35              Colorado   19  14.2%\n",
       "36               Montana   27  14.8%\n",
       "37         New Hampshire   23  14.6%\n",
       "38  District Of Columbia    •  14.2%\n",
       "39              Maryland    5  12.7%\n",
       "40               Vermont   35  15.6%\n",
       "41             Minnesota    3  12.3%\n",
       "42        South Carolina   40  16.7%\n",
       "43                  Iowa   15  13.9%\n",
       "44              Delaware    8  13.0%\n",
       "45              Kentucky   45  17.9%\n",
       "46              Oklahoma   42  17.4%\n",
       "47                Oregon   39  16.4%\n",
       "48          South Dakota    2  11.4%\n",
       "49           Connecticut    5  12.7%\n",
       "50         West Virginia   49  19.3%"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_3 = pd.read_csv('mental_distress_data_in_us.csv')\n",
    "df_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing value:\n",
      " All States    0\n",
      "Rank          0\n",
      "Value         0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"Missing value:\\n\", df_3.isna().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Duplicated value:\n",
      " 0\n"
     ]
    }
   ],
   "source": [
    "print(\"Duplicated value:\\n\", df_3.duplicated().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>All States</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>20</td>\n",
       "      <td>14.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Washington</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>36</td>\n",
       "      <td>15.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>44</td>\n",
       "      <td>17.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>11</td>\n",
       "      <td>13.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>New York</td>\n",
       "      <td>8</td>\n",
       "      <td>13.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>37</td>\n",
       "      <td>16.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>13</td>\n",
       "      <td>13.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>27</td>\n",
       "      <td>14.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>47</td>\n",
       "      <td>18.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>46</td>\n",
       "      <td>18.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>California</td>\n",
       "      <td>21</td>\n",
       "      <td>14.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>1</td>\n",
       "      <td>10.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>43</td>\n",
       "      <td>17.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>4</td>\n",
       "      <td>12.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>10</td>\n",
       "      <td>13.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>38</td>\n",
       "      <td>16.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Utah</td>\n",
       "      <td>41</td>\n",
       "      <td>17.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Texas</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Maine</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>7</td>\n",
       "      <td>12.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>47</td>\n",
       "      <td>18.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>12</td>\n",
       "      <td>13.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>22</td>\n",
       "      <td>14.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>34</td>\n",
       "      <td>15.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>14</td>\n",
       "      <td>13.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>29</td>\n",
       "      <td>15.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>19</td>\n",
       "      <td>14.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Montana</td>\n",
       "      <td>27</td>\n",
       "      <td>14.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>District Of Columbia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>5</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>35</td>\n",
       "      <td>15.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>3</td>\n",
       "      <td>12.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>40</td>\n",
       "      <td>16.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>15</td>\n",
       "      <td>13.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>8</td>\n",
       "      <td>13.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>45</td>\n",
       "      <td>17.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>42</td>\n",
       "      <td>17.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>39</td>\n",
       "      <td>16.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2</td>\n",
       "      <td>11.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>5</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>49</td>\n",
       "      <td>19.3%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              All States Rank  Value\n",
       "0                Arizona   32  15.4%\n",
       "1               Virginia   25  14.7%\n",
       "2           Rhode Island   20  14.3%\n",
       "3             Washington   32  15.4%\n",
       "4           Pennsylvania   16  14.0%\n",
       "5                  Idaho   23  14.6%\n",
       "6                Indiana   36  15.9%\n",
       "7              Louisiana   44  17.8%\n",
       "8          Massachusetts   11  13.2%\n",
       "9                 Alaska   16  14.0%\n",
       "10              New York    8  13.0%\n",
       "11              Missouri   37  16.2%\n",
       "12             Wisconsin   13  13.6%\n",
       "13           Mississippi   25  14.7%\n",
       "14               Georgia   27  14.8%\n",
       "15              Arkansas   47  18.4%\n",
       "16             Tennessee   46  18.0%\n",
       "17            California   21  14.4%\n",
       "18                Hawaii    1  10.7%\n",
       "19         United States  NaN  14.7%\n",
       "20                Nevada   43  17.6%\n",
       "21          North Dakota    4  12.6%\n",
       "22              Nebraska   10  13.1%\n",
       "23                  Ohio   38  16.3%\n",
       "24                  Utah   41  17.1%\n",
       "25                 Texas   16  14.0%\n",
       "26                 Maine   30  15.2%\n",
       "27              Illinois    7  12.9%\n",
       "28                Kansas   30  15.2%\n",
       "29               Alabama   47  18.4%\n",
       "30            New Jersey   12  13.3%\n",
       "31            New Mexico   22  14.5%\n",
       "32              Michigan   34  15.5%\n",
       "33        North Carolina   14  13.8%\n",
       "34               Wyoming   29  15.1%\n",
       "35              Colorado   19  14.2%\n",
       "36               Montana   27  14.8%\n",
       "37         New Hampshire   23  14.6%\n",
       "38  District Of Columbia  NaN  14.2%\n",
       "39              Maryland    5  12.7%\n",
       "40               Vermont   35  15.6%\n",
       "41             Minnesota    3  12.3%\n",
       "42        South Carolina   40  16.7%\n",
       "43                  Iowa   15  13.9%\n",
       "44              Delaware    8  13.0%\n",
       "45              Kentucky   45  17.9%\n",
       "46              Oklahoma   42  17.4%\n",
       "47                Oregon   39  16.4%\n",
       "48          South Dakota    2  11.4%\n",
       "49           Connecticut    5  12.7%\n",
       "50         West Virginia   49  19.3%"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_df_3 = df_3[\"Rank\"].replace(\"•\", pd.NA)\n",
    "filtered_df_3=filtered_df_3.dropna()\n",
    "df_3[\"Rank\"] = filtered_df_3\n",
    "df_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>All States</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>20</td>\n",
       "      <td>14.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Washington</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>36</td>\n",
       "      <td>15.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>44</td>\n",
       "      <td>17.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>11</td>\n",
       "      <td>13.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>New York</td>\n",
       "      <td>8</td>\n",
       "      <td>13.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>37</td>\n",
       "      <td>16.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>13</td>\n",
       "      <td>13.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>27</td>\n",
       "      <td>14.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>47</td>\n",
       "      <td>18.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>46</td>\n",
       "      <td>18.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>California</td>\n",
       "      <td>21</td>\n",
       "      <td>14.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>1</td>\n",
       "      <td>10.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>United States</td>\n",
       "      <td>16</td>\n",
       "      <td>14.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>43</td>\n",
       "      <td>17.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>4</td>\n",
       "      <td>12.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>10</td>\n",
       "      <td>13.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>38</td>\n",
       "      <td>16.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Utah</td>\n",
       "      <td>41</td>\n",
       "      <td>17.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Texas</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Maine</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>7</td>\n",
       "      <td>12.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>47</td>\n",
       "      <td>18.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>12</td>\n",
       "      <td>13.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>22</td>\n",
       "      <td>14.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>34</td>\n",
       "      <td>15.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>14</td>\n",
       "      <td>13.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>29</td>\n",
       "      <td>15.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>19</td>\n",
       "      <td>14.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Montana</td>\n",
       "      <td>27</td>\n",
       "      <td>14.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>District Of Columbia</td>\n",
       "      <td>16</td>\n",
       "      <td>14.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>5</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>35</td>\n",
       "      <td>15.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>3</td>\n",
       "      <td>12.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>40</td>\n",
       "      <td>16.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>15</td>\n",
       "      <td>13.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>8</td>\n",
       "      <td>13.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>45</td>\n",
       "      <td>17.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>42</td>\n",
       "      <td>17.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>39</td>\n",
       "      <td>16.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2</td>\n",
       "      <td>11.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>5</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>49</td>\n",
       "      <td>19.3%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              All States Rank  Value\n",
       "0                Arizona   32  15.4%\n",
       "1               Virginia   25  14.7%\n",
       "2           Rhode Island   20  14.3%\n",
       "3             Washington   32  15.4%\n",
       "4           Pennsylvania   16  14.0%\n",
       "5                  Idaho   23  14.6%\n",
       "6                Indiana   36  15.9%\n",
       "7              Louisiana   44  17.8%\n",
       "8          Massachusetts   11  13.2%\n",
       "9                 Alaska   16  14.0%\n",
       "10              New York    8  13.0%\n",
       "11              Missouri   37  16.2%\n",
       "12             Wisconsin   13  13.6%\n",
       "13           Mississippi   25  14.7%\n",
       "14               Georgia   27  14.8%\n",
       "15              Arkansas   47  18.4%\n",
       "16             Tennessee   46  18.0%\n",
       "17            California   21  14.4%\n",
       "18                Hawaii    1  10.7%\n",
       "19         United States   16  14.7%\n",
       "20                Nevada   43  17.6%\n",
       "21          North Dakota    4  12.6%\n",
       "22              Nebraska   10  13.1%\n",
       "23                  Ohio   38  16.3%\n",
       "24                  Utah   41  17.1%\n",
       "25                 Texas   16  14.0%\n",
       "26                 Maine   30  15.2%\n",
       "27              Illinois    7  12.9%\n",
       "28                Kansas   30  15.2%\n",
       "29               Alabama   47  18.4%\n",
       "30            New Jersey   12  13.3%\n",
       "31            New Mexico   22  14.5%\n",
       "32              Michigan   34  15.5%\n",
       "33        North Carolina   14  13.8%\n",
       "34               Wyoming   29  15.1%\n",
       "35              Colorado   19  14.2%\n",
       "36               Montana   27  14.8%\n",
       "37         New Hampshire   23  14.6%\n",
       "38  District Of Columbia   16  14.2%\n",
       "39              Maryland    5  12.7%\n",
       "40               Vermont   35  15.6%\n",
       "41             Minnesota    3  12.3%\n",
       "42        South Carolina   40  16.7%\n",
       "43                  Iowa   15  13.9%\n",
       "44              Delaware    8  13.0%\n",
       "45              Kentucky   45  17.9%\n",
       "46              Oklahoma   42  17.4%\n",
       "47                Oregon   39  16.4%\n",
       "48          South Dakota    2  11.4%\n",
       "49           Connecticut    5  12.7%\n",
       "50         West Virginia   49  19.3%"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_3['Rank'].fillna(df_3['Rank'].mode()[0], inplace=True)\n",
    "df_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>All States</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>41</td>\n",
       "      <td>37.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>30</td>\n",
       "      <td>34.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>7</td>\n",
       "      <td>29.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>12</td>\n",
       "      <td>30.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Maine</td>\n",
       "      <td>18</td>\n",
       "      <td>31.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>District Of Columbia</td>\n",
       "      <td>•</td>\n",
       "      <td>24.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>16</td>\n",
       "      <td>31.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>47</td>\n",
       "      <td>39.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>29</td>\n",
       "      <td>34.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Utah</td>\n",
       "      <td>13</td>\n",
       "      <td>30.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>California</td>\n",
       "      <td>4</td>\n",
       "      <td>27.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Montana</td>\n",
       "      <td>17</td>\n",
       "      <td>31.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>28</td>\n",
       "      <td>34.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Texas</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>49</td>\n",
       "      <td>40.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>33</td>\n",
       "      <td>35.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Washington</td>\n",
       "      <td>6</td>\n",
       "      <td>28.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>46</td>\n",
       "      <td>39.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>22</td>\n",
       "      <td>33.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>9</td>\n",
       "      <td>30.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>39</td>\n",
       "      <td>36.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>27</td>\n",
       "      <td>34.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>3</td>\n",
       "      <td>27.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>United States</td>\n",
       "      <td>•</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>38</td>\n",
       "      <td>36.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>2</td>\n",
       "      <td>25.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>34</td>\n",
       "      <td>36.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>40</td>\n",
       "      <td>37.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>1</td>\n",
       "      <td>25.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>43</td>\n",
       "      <td>38.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>26</td>\n",
       "      <td>34.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>32</td>\n",
       "      <td>35.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>34</td>\n",
       "      <td>36.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>5</td>\n",
       "      <td>28.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>New York</td>\n",
       "      <td>8</td>\n",
       "      <td>29.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>42</td>\n",
       "      <td>38.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>21</td>\n",
       "      <td>33.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>44</td>\n",
       "      <td>38.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>45</td>\n",
       "      <td>39.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>48</td>\n",
       "      <td>40.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>19</td>\n",
       "      <td>32.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>20</td>\n",
       "      <td>32.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              All States Rank  Value\n",
       "0                   Ohio   41  37.7%\n",
       "1             New Mexico   30  34.6%\n",
       "2                Vermont    7  29.0%\n",
       "3          New Hampshire   12  30.6%\n",
       "4                Arizona   14  31.3%\n",
       "5                  Maine   18  31.9%\n",
       "6                 Nevada   14  31.3%\n",
       "7   District Of Columbia    •  24.7%\n",
       "8                  Idaho   16  31.6%\n",
       "9                 Oregon   10  30.4%\n",
       "10               Alabama   47  39.9%\n",
       "11              Michigan   29  34.4%\n",
       "12                  Utah   13  30.9%\n",
       "13            California    4  27.6%\n",
       "14               Montana   17  31.8%\n",
       "15              Delaware   23  33.9%\n",
       "16              Maryland   28  34.3%\n",
       "17                 Texas   36  36.1%\n",
       "18             Tennessee   31  35.0%\n",
       "19         West Virginia   49  40.6%\n",
       "20              Nebraska   33  35.9%\n",
       "21            Washington    6  28.8%\n",
       "22              Oklahoma   46  39.4%\n",
       "23                Alaska   22  33.5%\n",
       "24          Rhode Island    9  30.1%\n",
       "25                  Iowa   39  36.4%\n",
       "26              Virginia   27  34.2%\n",
       "27         Massachusetts    3  27.4%\n",
       "28        South Carolina   36  36.1%\n",
       "29         United States    •  33.9%\n",
       "30               Indiana   38  36.3%\n",
       "31              Colorado    2  25.1%\n",
       "32                Kansas   34  36.0%\n",
       "33             Wisconsin   23  33.9%\n",
       "34              Missouri   40  37.2%\n",
       "35                Hawaii    1  25.0%\n",
       "36             Louisiana   43  38.6%\n",
       "37              Illinois   26  34.1%\n",
       "38          North Dakota   32  35.2%\n",
       "39        North Carolina   34  36.0%\n",
       "40               Georgia   23  33.9%\n",
       "41            New Jersey    5  28.2%\n",
       "42              New York    8  29.1%\n",
       "43          South Dakota   42  38.4%\n",
       "44          Pennsylvania   21  33.3%\n",
       "45              Arkansas   44  38.7%\n",
       "46           Mississippi   45  39.1%\n",
       "47              Kentucky   48  40.3%\n",
       "48               Wyoming   19  32.0%\n",
       "49             Minnesota   20  32.4%\n",
       "50           Connecticut   10  30.4%"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_4 = pd.read_csv('obesity_data_us.csv')\n",
    "df_4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>All States</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>41</td>\n",
       "      <td>37.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>30</td>\n",
       "      <td>34.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>7</td>\n",
       "      <td>29.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>12</td>\n",
       "      <td>30.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Maine</td>\n",
       "      <td>18</td>\n",
       "      <td>31.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>District Of Columbia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>16</td>\n",
       "      <td>31.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>47</td>\n",
       "      <td>39.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>29</td>\n",
       "      <td>34.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Utah</td>\n",
       "      <td>13</td>\n",
       "      <td>30.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>California</td>\n",
       "      <td>4</td>\n",
       "      <td>27.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Montana</td>\n",
       "      <td>17</td>\n",
       "      <td>31.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>28</td>\n",
       "      <td>34.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Texas</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>49</td>\n",
       "      <td>40.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>33</td>\n",
       "      <td>35.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Washington</td>\n",
       "      <td>6</td>\n",
       "      <td>28.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>46</td>\n",
       "      <td>39.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>22</td>\n",
       "      <td>33.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>9</td>\n",
       "      <td>30.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>39</td>\n",
       "      <td>36.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>27</td>\n",
       "      <td>34.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>3</td>\n",
       "      <td>27.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>38</td>\n",
       "      <td>36.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>2</td>\n",
       "      <td>25.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>34</td>\n",
       "      <td>36.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>40</td>\n",
       "      <td>37.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>1</td>\n",
       "      <td>25.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>43</td>\n",
       "      <td>38.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>26</td>\n",
       "      <td>34.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>32</td>\n",
       "      <td>35.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>34</td>\n",
       "      <td>36.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>5</td>\n",
       "      <td>28.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>New York</td>\n",
       "      <td>8</td>\n",
       "      <td>29.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>42</td>\n",
       "      <td>38.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>21</td>\n",
       "      <td>33.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>44</td>\n",
       "      <td>38.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>45</td>\n",
       "      <td>39.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>48</td>\n",
       "      <td>40.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>19</td>\n",
       "      <td>32.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>20</td>\n",
       "      <td>32.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              All States Rank  Value\n",
       "0                   Ohio   41  37.7%\n",
       "1             New Mexico   30  34.6%\n",
       "2                Vermont    7  29.0%\n",
       "3          New Hampshire   12  30.6%\n",
       "4                Arizona   14  31.3%\n",
       "5                  Maine   18  31.9%\n",
       "6                 Nevada   14  31.3%\n",
       "7   District Of Columbia  NaN  24.7%\n",
       "8                  Idaho   16  31.6%\n",
       "9                 Oregon   10  30.4%\n",
       "10               Alabama   47  39.9%\n",
       "11              Michigan   29  34.4%\n",
       "12                  Utah   13  30.9%\n",
       "13            California    4  27.6%\n",
       "14               Montana   17  31.8%\n",
       "15              Delaware   23  33.9%\n",
       "16              Maryland   28  34.3%\n",
       "17                 Texas   36  36.1%\n",
       "18             Tennessee   31  35.0%\n",
       "19         West Virginia   49  40.6%\n",
       "20              Nebraska   33  35.9%\n",
       "21            Washington    6  28.8%\n",
       "22              Oklahoma   46  39.4%\n",
       "23                Alaska   22  33.5%\n",
       "24          Rhode Island    9  30.1%\n",
       "25                  Iowa   39  36.4%\n",
       "26              Virginia   27  34.2%\n",
       "27         Massachusetts    3  27.4%\n",
       "28        South Carolina   36  36.1%\n",
       "29         United States  NaN  33.9%\n",
       "30               Indiana   38  36.3%\n",
       "31              Colorado    2  25.1%\n",
       "32                Kansas   34  36.0%\n",
       "33             Wisconsin   23  33.9%\n",
       "34              Missouri   40  37.2%\n",
       "35                Hawaii    1  25.0%\n",
       "36             Louisiana   43  38.6%\n",
       "37              Illinois   26  34.1%\n",
       "38          North Dakota   32  35.2%\n",
       "39        North Carolina   34  36.0%\n",
       "40               Georgia   23  33.9%\n",
       "41            New Jersey    5  28.2%\n",
       "42              New York    8  29.1%\n",
       "43          South Dakota   42  38.4%\n",
       "44          Pennsylvania   21  33.3%\n",
       "45              Arkansas   44  38.7%\n",
       "46           Mississippi   45  39.1%\n",
       "47              Kentucky   48  40.3%\n",
       "48               Wyoming   19  32.0%\n",
       "49             Minnesota   20  32.4%\n",
       "50           Connecticut   10  30.4%"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_df_4 = df_4[\"Rank\"].replace(\"•\", pd.NA)\n",
    "filtered_df_4=filtered_df_4.dropna()\n",
    "df_4[\"Rank\"] = filtered_df_4\n",
    "df_4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>All States</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>41</td>\n",
       "      <td>37.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>30</td>\n",
       "      <td>34.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>7</td>\n",
       "      <td>29.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>12</td>\n",
       "      <td>30.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Maine</td>\n",
       "      <td>18</td>\n",
       "      <td>31.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>District Of Columbia</td>\n",
       "      <td>23</td>\n",
       "      <td>24.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>16</td>\n",
       "      <td>31.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>47</td>\n",
       "      <td>39.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>29</td>\n",
       "      <td>34.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Utah</td>\n",
       "      <td>13</td>\n",
       "      <td>30.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>California</td>\n",
       "      <td>4</td>\n",
       "      <td>27.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Montana</td>\n",
       "      <td>17</td>\n",
       "      <td>31.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>28</td>\n",
       "      <td>34.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Texas</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>49</td>\n",
       "      <td>40.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>33</td>\n",
       "      <td>35.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Washington</td>\n",
       "      <td>6</td>\n",
       "      <td>28.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>46</td>\n",
       "      <td>39.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>22</td>\n",
       "      <td>33.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>9</td>\n",
       "      <td>30.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>39</td>\n",
       "      <td>36.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>27</td>\n",
       "      <td>34.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>3</td>\n",
       "      <td>27.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>United States</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>38</td>\n",
       "      <td>36.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>2</td>\n",
       "      <td>25.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>34</td>\n",
       "      <td>36.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>40</td>\n",
       "      <td>37.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>1</td>\n",
       "      <td>25.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>43</td>\n",
       "      <td>38.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>26</td>\n",
       "      <td>34.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>32</td>\n",
       "      <td>35.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>34</td>\n",
       "      <td>36.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>5</td>\n",
       "      <td>28.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>New York</td>\n",
       "      <td>8</td>\n",
       "      <td>29.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>42</td>\n",
       "      <td>38.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>21</td>\n",
       "      <td>33.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>44</td>\n",
       "      <td>38.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>45</td>\n",
       "      <td>39.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>48</td>\n",
       "      <td>40.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>19</td>\n",
       "      <td>32.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>20</td>\n",
       "      <td>32.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              All States Rank  Value\n",
       "0                   Ohio   41  37.7%\n",
       "1             New Mexico   30  34.6%\n",
       "2                Vermont    7  29.0%\n",
       "3          New Hampshire   12  30.6%\n",
       "4                Arizona   14  31.3%\n",
       "5                  Maine   18  31.9%\n",
       "6                 Nevada   14  31.3%\n",
       "7   District Of Columbia   23  24.7%\n",
       "8                  Idaho   16  31.6%\n",
       "9                 Oregon   10  30.4%\n",
       "10               Alabama   47  39.9%\n",
       "11              Michigan   29  34.4%\n",
       "12                  Utah   13  30.9%\n",
       "13            California    4  27.6%\n",
       "14               Montana   17  31.8%\n",
       "15              Delaware   23  33.9%\n",
       "16              Maryland   28  34.3%\n",
       "17                 Texas   36  36.1%\n",
       "18             Tennessee   31  35.0%\n",
       "19         West Virginia   49  40.6%\n",
       "20              Nebraska   33  35.9%\n",
       "21            Washington    6  28.8%\n",
       "22              Oklahoma   46  39.4%\n",
       "23                Alaska   22  33.5%\n",
       "24          Rhode Island    9  30.1%\n",
       "25                  Iowa   39  36.4%\n",
       "26              Virginia   27  34.2%\n",
       "27         Massachusetts    3  27.4%\n",
       "28        South Carolina   36  36.1%\n",
       "29         United States   23  33.9%\n",
       "30               Indiana   38  36.3%\n",
       "31              Colorado    2  25.1%\n",
       "32                Kansas   34  36.0%\n",
       "33             Wisconsin   23  33.9%\n",
       "34              Missouri   40  37.2%\n",
       "35                Hawaii    1  25.0%\n",
       "36             Louisiana   43  38.6%\n",
       "37              Illinois   26  34.1%\n",
       "38          North Dakota   32  35.2%\n",
       "39        North Carolina   34  36.0%\n",
       "40               Georgia   23  33.9%\n",
       "41            New Jersey    5  28.2%\n",
       "42              New York    8  29.1%\n",
       "43          South Dakota   42  38.4%\n",
       "44          Pennsylvania   21  33.3%\n",
       "45              Arkansas   44  38.7%\n",
       "46           Mississippi   45  39.1%\n",
       "47              Kentucky   48  40.3%\n",
       "48               Wyoming   19  32.0%\n",
       "49             Minnesota   20  32.4%\n",
       "50           Connecticut   10  30.4%"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_4['Rank'].fillna(df_4['Rank'].mode()[0], inplace=True)\n",
    "df_4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Spring 2023  Ranking</th>\n",
       "      <th>State</th>\n",
       "      <th>% A Hospitals          Spring 2023</th>\n",
       "      <th>Fall 2022\\r\\n\\t\\t\\tRanking</th>\n",
       "      <th>% A Hospitals\\nFall 2022</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>51.5%</td>\n",
       "      <td>6</td>\n",
       "      <td>47.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>50.0%</td>\n",
       "      <td>4</td>\n",
       "      <td>50.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Utah</td>\n",
       "      <td>48.1%</td>\n",
       "      <td>3</td>\n",
       "      <td>51.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>46.5%</td>\n",
       "      <td>9</td>\n",
       "      <td>40.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>42.9%</td>\n",
       "      <td>31</td>\n",
       "      <td>25.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>42.0%</td>\n",
       "      <td>7</td>\n",
       "      <td>44.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>41.2%</td>\n",
       "      <td>21</td>\n",
       "      <td>29.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>40.9%</td>\n",
       "      <td>4</td>\n",
       "      <td>50.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>38.6%</td>\n",
       "      <td>2</td>\n",
       "      <td>52.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>36.8%</td>\n",
       "      <td>13</td>\n",
       "      <td>34.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Florida</td>\n",
       "      <td>35.4%</td>\n",
       "      <td>10</td>\n",
       "      <td>39.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>California</td>\n",
       "      <td>33.8%</td>\n",
       "      <td>25</td>\n",
       "      <td>28.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>33.3%</td>\n",
       "      <td>16</td>\n",
       "      <td>33.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Texas</td>\n",
       "      <td>33.2%</td>\n",
       "      <td>14</td>\n",
       "      <td>34.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>32.4%</td>\n",
       "      <td>15</td>\n",
       "      <td>33.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>31.1%</td>\n",
       "      <td>18</td>\n",
       "      <td>32.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>30.8%</td>\n",
       "      <td>1</td>\n",
       "      <td>53.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>30.6%</td>\n",
       "      <td>34</td>\n",
       "      <td>22.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Washington</td>\n",
       "      <td>30.4%</td>\n",
       "      <td>12</td>\n",
       "      <td>34.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>30.3%</td>\n",
       "      <td>24</td>\n",
       "      <td>28.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Montana</td>\n",
       "      <td>30.0%</td>\n",
       "      <td>20</td>\n",
       "      <td>30.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>27.9%</td>\n",
       "      <td>22</td>\n",
       "      <td>29.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>27.3%</td>\n",
       "      <td>44</td>\n",
       "      <td>10.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>26.8%</td>\n",
       "      <td>19</td>\n",
       "      <td>32.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>26.8%</td>\n",
       "      <td>22</td>\n",
       "      <td>29.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>26.7%</td>\n",
       "      <td>26</td>\n",
       "      <td>28.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>26.7%</td>\n",
       "      <td>27</td>\n",
       "      <td>26.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>26.1%</td>\n",
       "      <td>28</td>\n",
       "      <td>26.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>26.1%</td>\n",
       "      <td>41</td>\n",
       "      <td>11.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>25.0%</td>\n",
       "      <td>16</td>\n",
       "      <td>33.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>24.4%</td>\n",
       "      <td>30</td>\n",
       "      <td>25.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>24.2%</td>\n",
       "      <td>11</td>\n",
       "      <td>38.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Maine</td>\n",
       "      <td>23.5%</td>\n",
       "      <td>8</td>\n",
       "      <td>43.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>22.6%</td>\n",
       "      <td>31</td>\n",
       "      <td>25.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>22.0%</td>\n",
       "      <td>35</td>\n",
       "      <td>19.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>20.5%</td>\n",
       "      <td>33</td>\n",
       "      <td>23.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>16.7%</td>\n",
       "      <td>29</td>\n",
       "      <td>`26.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>16.7%</td>\n",
       "      <td>37</td>\n",
       "      <td>16.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>37</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>16.7%</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>11.3%</td>\n",
       "      <td>39</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>New York</td>\n",
       "      <td>11.3%</td>\n",
       "      <td>39</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>11.1%</td>\n",
       "      <td>42</td>\n",
       "      <td>11.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>10.5%</td>\n",
       "      <td>44</td>\n",
       "      <td>10.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>43</td>\n",
       "      <td>10.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>46</td>\n",
       "      <td>5.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6.6%</td>\n",
       "      <td>36</td>\n",
       "      <td>18.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>6.1%</td>\n",
       "      <td>48</td>\n",
       "      <td>3.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>4.5%</td>\n",
       "      <td>47</td>\n",
       "      <td>5.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>38</td>\n",
       "      <td>14.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>49</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Spring 2023  Ranking             State % A Hospitals          Spring 2023   \n",
       "0                      1        New Jersey                              51.5%  \\\n",
       "1                      2             Idaho                              50.0%   \n",
       "2                      3              Utah                              48.1%   \n",
       "3                      4      Pennsylvania                              46.5%   \n",
       "4                      5       Connecticut                              42.9%   \n",
       "5                      6    North Carolina                              42.0%   \n",
       "6                      7    South Carolina                              41.2%   \n",
       "7                      8          Colorado                              40.9%   \n",
       "8                      9          Virginia                              38.6%   \n",
       "9                     10     Massachusetts                              36.8%   \n",
       "10                    11           Florida                              35.4%   \n",
       "11                    12        California                              33.8%   \n",
       "12                    13      Rhode Island                              33.3%   \n",
       "13                    14             Texas                              33.2%   \n",
       "14                    15         Tennessee                              32.4%   \n",
       "15                    16         Minnesota                              31.1%   \n",
       "16                    17     New Hampshire                              30.8%   \n",
       "17                    18          Missouri                              30.6%   \n",
       "18                    19        Washington                              30.4%   \n",
       "19                    20            Kansas                              30.3%   \n",
       "20                    21           Montana                              30.0%   \n",
       "21                    22         Louisiana                              27.9%   \n",
       "22                    23      South Dakota                              27.3%   \n",
       "23                    24          Michigan                              26.8%   \n",
       "24                    24       Mississippi                              26.8%   \n",
       "25                    26              Ohio                              26.7%   \n",
       "26                    26           Indiana                              26.7%   \n",
       "27                    28          Illinois                              26.1%   \n",
       "28                    29         Wisconsin                              26.1%   \n",
       "29                    30            Hawaii                              25.0%   \n",
       "30                    31           Georgia                              24.4%   \n",
       "31                    32            Oregon                              24.2%   \n",
       "32                    33             Maine                              23.5%   \n",
       "33                    34          Arkansas                              22.6%   \n",
       "34                    35          Maryland                              22.0%   \n",
       "35                    36          Oklahoma                              20.5%   \n",
       "36                    37            Nevada                              16.7%   \n",
       "37                    37            Alaska                              16.7%   \n",
       "38                    37           Vermont                              16.7%   \n",
       "39                    40           Alabama                              11.3%   \n",
       "40                    40          New York                              11.3%   \n",
       "41                    42           Wyoming                              11.1%   \n",
       "42                    43        New Mexico                              10.5%   \n",
       "43                    44           Arizona                              10.0%   \n",
       "44                    44          Nebraska                              10.0%   \n",
       "45                    46          Kentucky                               6.6%   \n",
       "46                    47              Iowa                               6.1%   \n",
       "47                    48     West Virginia                               4.5%   \n",
       "48                    49          Delaware                               0.0%   \n",
       "49                    49      North Dakota                               0.0%   \n",
       "50                    49  Washington, D.C.                               0.0%   \n",
       "\n",
       "    Fall 2022\\r\\n\\t\\t\\tRanking % A Hospitals\\nFall 2022  \n",
       "0                            6                    47.1%  \n",
       "1                            4                    50.0%  \n",
       "2                            3                    51.9%  \n",
       "3                            9                    40.9%  \n",
       "4                           31                    25.0%  \n",
       "5                            7                    44.2%  \n",
       "6                           21                    29.4%  \n",
       "7                            4                    50.0%  \n",
       "8                            2                    52.1%  \n",
       "9                           13                    34.5%  \n",
       "10                          10                    39.3%  \n",
       "11                          25                    28.2%  \n",
       "12                          16                    33.3%  \n",
       "13                          14                    34.1%  \n",
       "14                          15                    33.8%  \n",
       "15                          18                    32.6%  \n",
       "16                           1                    53.8%  \n",
       "17                          34                    22.2%  \n",
       "18                          12                    34.8%  \n",
       "19                          24                    28.6%  \n",
       "20                          20                    30.0%  \n",
       "21                          22                    29.3%  \n",
       "22                          44                    10.0%  \n",
       "23                          19                    32.5%  \n",
       "24                          22                    29.3%  \n",
       "25                          26                    28.0%  \n",
       "26                          27                    26.7%  \n",
       "27                          28                    26.5%  \n",
       "28                          41                    11.9%  \n",
       "29                          16                    33.3%  \n",
       "30                          30                    25.6%  \n",
       "31                          11                    38.2%  \n",
       "32                           8                    43.8%  \n",
       "33                          31                    25.0%  \n",
       "34                          35                    19.5%  \n",
       "35                          33                    23.3%  \n",
       "36                          29                   `26.5%  \n",
       "37                          37                    16.7%  \n",
       "38                          49                     0.0%  \n",
       "39                          39                    12.7%  \n",
       "40                          39                    12.7%  \n",
       "41                          42                    11.1%  \n",
       "42                          44                    10.0%  \n",
       "43                          43                    10.2%  \n",
       "44                          46                     5.3%  \n",
       "45                          36                    18.3%  \n",
       "46                          48                     3.1%  \n",
       "47                          47                     5.0%  \n",
       "48                          38                    14.3%  \n",
       "49                          49                     0.0%  \n",
       "50                          49                     0.0%  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_5 = pd.read_csv('Overall_Healthcare_ranking.csv')\n",
    "df_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Spring 2023  Ranking</th>\n",
       "      <th>State</th>\n",
       "      <th>% A Hospitals          Spring 2023</th>\n",
       "      <th>Fall 2022 Ranking</th>\n",
       "      <th>% A Hospitals\\nFall 2022</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>51.5%</td>\n",
       "      <td>6</td>\n",
       "      <td>47.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>50.0%</td>\n",
       "      <td>4</td>\n",
       "      <td>50.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Utah</td>\n",
       "      <td>48.1%</td>\n",
       "      <td>3</td>\n",
       "      <td>51.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>46.5%</td>\n",
       "      <td>9</td>\n",
       "      <td>40.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>42.9%</td>\n",
       "      <td>31</td>\n",
       "      <td>25.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>42.0%</td>\n",
       "      <td>7</td>\n",
       "      <td>44.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>41.2%</td>\n",
       "      <td>21</td>\n",
       "      <td>29.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>40.9%</td>\n",
       "      <td>4</td>\n",
       "      <td>50.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>38.6%</td>\n",
       "      <td>2</td>\n",
       "      <td>52.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>36.8%</td>\n",
       "      <td>13</td>\n",
       "      <td>34.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Florida</td>\n",
       "      <td>35.4%</td>\n",
       "      <td>10</td>\n",
       "      <td>39.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>California</td>\n",
       "      <td>33.8%</td>\n",
       "      <td>25</td>\n",
       "      <td>28.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>33.3%</td>\n",
       "      <td>16</td>\n",
       "      <td>33.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Texas</td>\n",
       "      <td>33.2%</td>\n",
       "      <td>14</td>\n",
       "      <td>34.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>32.4%</td>\n",
       "      <td>15</td>\n",
       "      <td>33.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>31.1%</td>\n",
       "      <td>18</td>\n",
       "      <td>32.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>30.8%</td>\n",
       "      <td>1</td>\n",
       "      <td>53.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>30.6%</td>\n",
       "      <td>34</td>\n",
       "      <td>22.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Washington</td>\n",
       "      <td>30.4%</td>\n",
       "      <td>12</td>\n",
       "      <td>34.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>30.3%</td>\n",
       "      <td>24</td>\n",
       "      <td>28.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Montana</td>\n",
       "      <td>30.0%</td>\n",
       "      <td>20</td>\n",
       "      <td>30.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>27.9%</td>\n",
       "      <td>22</td>\n",
       "      <td>29.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>27.3%</td>\n",
       "      <td>44</td>\n",
       "      <td>10.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>26.8%</td>\n",
       "      <td>19</td>\n",
       "      <td>32.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>26.8%</td>\n",
       "      <td>22</td>\n",
       "      <td>29.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>26.7%</td>\n",
       "      <td>26</td>\n",
       "      <td>28.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>26.7%</td>\n",
       "      <td>27</td>\n",
       "      <td>26.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>26.1%</td>\n",
       "      <td>28</td>\n",
       "      <td>26.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>26.1%</td>\n",
       "      <td>41</td>\n",
       "      <td>11.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>25.0%</td>\n",
       "      <td>16</td>\n",
       "      <td>33.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>24.4%</td>\n",
       "      <td>30</td>\n",
       "      <td>25.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>24.2%</td>\n",
       "      <td>11</td>\n",
       "      <td>38.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Maine</td>\n",
       "      <td>23.5%</td>\n",
       "      <td>8</td>\n",
       "      <td>43.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>22.6%</td>\n",
       "      <td>31</td>\n",
       "      <td>25.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>22.0%</td>\n",
       "      <td>35</td>\n",
       "      <td>19.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>20.5%</td>\n",
       "      <td>33</td>\n",
       "      <td>23.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>16.7%</td>\n",
       "      <td>29</td>\n",
       "      <td>`26.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>16.7%</td>\n",
       "      <td>37</td>\n",
       "      <td>16.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>37</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>16.7%</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>11.3%</td>\n",
       "      <td>39</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>New York</td>\n",
       "      <td>11.3%</td>\n",
       "      <td>39</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>11.1%</td>\n",
       "      <td>42</td>\n",
       "      <td>11.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>10.5%</td>\n",
       "      <td>44</td>\n",
       "      <td>10.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>43</td>\n",
       "      <td>10.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>46</td>\n",
       "      <td>5.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6.6%</td>\n",
       "      <td>36</td>\n",
       "      <td>18.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>6.1%</td>\n",
       "      <td>48</td>\n",
       "      <td>3.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>4.5%</td>\n",
       "      <td>47</td>\n",
       "      <td>5.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>38</td>\n",
       "      <td>14.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>49</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Spring 2023  Ranking             State % A Hospitals          Spring 2023   \n",
       "0                      1        New Jersey                              51.5%  \\\n",
       "1                      2             Idaho                              50.0%   \n",
       "2                      3              Utah                              48.1%   \n",
       "3                      4      Pennsylvania                              46.5%   \n",
       "4                      5       Connecticut                              42.9%   \n",
       "5                      6    North Carolina                              42.0%   \n",
       "6                      7    South Carolina                              41.2%   \n",
       "7                      8          Colorado                              40.9%   \n",
       "8                      9          Virginia                              38.6%   \n",
       "9                     10     Massachusetts                              36.8%   \n",
       "10                    11           Florida                              35.4%   \n",
       "11                    12        California                              33.8%   \n",
       "12                    13      Rhode Island                              33.3%   \n",
       "13                    14             Texas                              33.2%   \n",
       "14                    15         Tennessee                              32.4%   \n",
       "15                    16         Minnesota                              31.1%   \n",
       "16                    17     New Hampshire                              30.8%   \n",
       "17                    18          Missouri                              30.6%   \n",
       "18                    19        Washington                              30.4%   \n",
       "19                    20            Kansas                              30.3%   \n",
       "20                    21           Montana                              30.0%   \n",
       "21                    22         Louisiana                              27.9%   \n",
       "22                    23      South Dakota                              27.3%   \n",
       "23                    24          Michigan                              26.8%   \n",
       "24                    24       Mississippi                              26.8%   \n",
       "25                    26              Ohio                              26.7%   \n",
       "26                    26           Indiana                              26.7%   \n",
       "27                    28          Illinois                              26.1%   \n",
       "28                    29         Wisconsin                              26.1%   \n",
       "29                    30            Hawaii                              25.0%   \n",
       "30                    31           Georgia                              24.4%   \n",
       "31                    32            Oregon                              24.2%   \n",
       "32                    33             Maine                              23.5%   \n",
       "33                    34          Arkansas                              22.6%   \n",
       "34                    35          Maryland                              22.0%   \n",
       "35                    36          Oklahoma                              20.5%   \n",
       "36                    37            Nevada                              16.7%   \n",
       "37                    37            Alaska                              16.7%   \n",
       "38                    37           Vermont                              16.7%   \n",
       "39                    40           Alabama                              11.3%   \n",
       "40                    40          New York                              11.3%   \n",
       "41                    42           Wyoming                              11.1%   \n",
       "42                    43        New Mexico                              10.5%   \n",
       "43                    44           Arizona                              10.0%   \n",
       "44                    44          Nebraska                              10.0%   \n",
       "45                    46          Kentucky                               6.6%   \n",
       "46                    47              Iowa                               6.1%   \n",
       "47                    48     West Virginia                               4.5%   \n",
       "48                    49          Delaware                               0.0%   \n",
       "49                    49      North Dakota                               0.0%   \n",
       "50                    49  Washington, D.C.                               0.0%   \n",
       "\n",
       "    Fall 2022 Ranking % A Hospitals\\nFall 2022  \n",
       "0                   6                    47.1%  \n",
       "1                   4                    50.0%  \n",
       "2                   3                    51.9%  \n",
       "3                   9                    40.9%  \n",
       "4                  31                    25.0%  \n",
       "5                   7                    44.2%  \n",
       "6                  21                    29.4%  \n",
       "7                   4                    50.0%  \n",
       "8                   2                    52.1%  \n",
       "9                  13                    34.5%  \n",
       "10                 10                    39.3%  \n",
       "11                 25                    28.2%  \n",
       "12                 16                    33.3%  \n",
       "13                 14                    34.1%  \n",
       "14                 15                    33.8%  \n",
       "15                 18                    32.6%  \n",
       "16                  1                    53.8%  \n",
       "17                 34                    22.2%  \n",
       "18                 12                    34.8%  \n",
       "19                 24                    28.6%  \n",
       "20                 20                    30.0%  \n",
       "21                 22                    29.3%  \n",
       "22                 44                    10.0%  \n",
       "23                 19                    32.5%  \n",
       "24                 22                    29.3%  \n",
       "25                 26                    28.0%  \n",
       "26                 27                    26.7%  \n",
       "27                 28                    26.5%  \n",
       "28                 41                    11.9%  \n",
       "29                 16                    33.3%  \n",
       "30                 30                    25.6%  \n",
       "31                 11                    38.2%  \n",
       "32                  8                    43.8%  \n",
       "33                 31                    25.0%  \n",
       "34                 35                    19.5%  \n",
       "35                 33                    23.3%  \n",
       "36                 29                   `26.5%  \n",
       "37                 37                    16.7%  \n",
       "38                 49                     0.0%  \n",
       "39                 39                    12.7%  \n",
       "40                 39                    12.7%  \n",
       "41                 42                    11.1%  \n",
       "42                 44                    10.0%  \n",
       "43                 43                    10.2%  \n",
       "44                 46                     5.3%  \n",
       "45                 36                    18.3%  \n",
       "46                 48                     3.1%  \n",
       "47                 47                     5.0%  \n",
       "48                 38                    14.3%  \n",
       "49                 49                     0.0%  \n",
       "50                 49                     0.0%  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_5 = df_5.rename(columns={\"Fall 2022\\r\\n\\t\\t\\tRanking\": \"Fall 2022 Ranking\"})\n",
    "df_5 = df_5.rename(columns={\"% A Hospitals          Spring 2023\": \"Spring 2023\"})\n",
    "df_5 =df_5.rename(columns={\"% A Hospitals\\nFall 2022\": \"Fall 2022\"})\n",
    "df_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>State</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Final\\nScore</th>\n",
       "      <th>Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>Access Factor Rank (1st = Best)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>48</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>26</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>44</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>28</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>34</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27</td>\n",
       "      <td>16</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>41</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31</td>\n",
       "      <td>22</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>45</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40</td>\n",
       "      <td>13</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>24</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>California</td>\n",
       "      <td>12</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Florida</td>\n",
       "      <td>39</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29</td>\n",
       "      <td>32</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>31</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Utah</td>\n",
       "      <td>9</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Washington</td>\n",
       "      <td>10</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>3</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>35</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38</td>\n",
       "      <td>15</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>19</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13</td>\n",
       "      <td>27</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Montana</td>\n",
       "      <td>27</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>49</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>42</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>1</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>29</td>\n",
       "      <td>58.8</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>30</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28</td>\n",
       "      <td>40</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>38</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43</td>\n",
       "      <td>17</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>15</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18</td>\n",
       "      <td>10</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>17</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8</td>\n",
       "      <td>42</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>16</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Maine</td>\n",
       "      <td>40</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>32</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42</td>\n",
       "      <td>11</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>36</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39</td>\n",
       "      <td>28</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>37</td>\n",
       "      <td>54.0</td>\n",
       "      <td>35</td>\n",
       "      <td>44</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>6</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>47</td>\n",
       "      <td>38.3</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>New York</td>\n",
       "      <td>22</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5</td>\n",
       "      <td>48</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>18</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14</td>\n",
       "      <td>37</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>11</td>\n",
       "      <td>80.8</td>\n",
       "      <td>17</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>21</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>23</td>\n",
       "      <td>67.2</td>\n",
       "      <td>33</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>46</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>7</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>25</td>\n",
       "      <td>65.2</td>\n",
       "      <td>30</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>43</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>20</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26</td>\n",
       "      <td>31</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>4</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>14</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50</td>\n",
       "      <td>49</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>8</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>13</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>33</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>2</td>\n",
       "      <td>95.4</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>5</td>\n",
       "      <td>85.6</td>\n",
       "      <td>16</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             State  Rank  Final\\nScore  Outcome Factor Rank (1st = Best)   \n",
       "0           Alaska    48          33.7                                32  \\\n",
       "1            Texas    26          61.2                                20   \n",
       "2       New Mexico    44          47.2                                44   \n",
       "3           Nevada    28          60.5                                22   \n",
       "4          Georgia    34          55.5                                27   \n",
       "5          Arizona    41          52.7                                31   \n",
       "6         Oklahoma    45          45.6                                40   \n",
       "7            Idaho    24          65.8                                19   \n",
       "8       California    12          80.6                                 3   \n",
       "9          Florida    39          52.9                                29   \n",
       "10         Wyoming    31          58.0                                23   \n",
       "11            Utah     9          81.0                                11   \n",
       "12      Washington    10          80.8                                 9   \n",
       "13        Colorado     3          91.6                                 7   \n",
       "14  North Carolina    35          54.8                                38   \n",
       "15          Oregon    19          73.1                                13   \n",
       "16         Montana    27          61.1                                24   \n",
       "17     Mississippi    49          33.4                                49   \n",
       "18        Missouri    42          49.9                                37   \n",
       "19          Hawaii     1          99.0                                 1   \n",
       "20  South Carolina    29          58.8                                41   \n",
       "21        Delaware    30          58.5                                28   \n",
       "22         Alabama    38          53.0                                43   \n",
       "23        Virginia    15          78.8                                18   \n",
       "24     Connecticut    17          75.5                                 8   \n",
       "25      New Jersey    16          75.9                                 6   \n",
       "26           Maine    40          52.7                                36   \n",
       "27        Arkansas    32          56.1                                42   \n",
       "28         Indiana    36          54.6                                39   \n",
       "29    South Dakota    37          54.0                                35   \n",
       "30        Maryland     6          82.9                                21   \n",
       "31       Tennessee    47          38.3                                47   \n",
       "32        New York    22          71.9                                 5   \n",
       "33        Nebraska    18          75.5                                14   \n",
       "34        Illinois    11          80.8                                17   \n",
       "35        Michigan    21          72.6                                34   \n",
       "36          Kansas    23          67.2                                33   \n",
       "37       Louisiana    46          44.7                                48   \n",
       "38   New Hampshire     7          82.1                                12   \n",
       "39    Pennsylvania    25          65.2                                30   \n",
       "40        Kentucky    43          48.9                                46   \n",
       "41       Wisconsin    20          73.0                                26   \n",
       "42       Minnesota     4          91.1                                10   \n",
       "43         Vermont    14          79.0                                 2   \n",
       "44   West Virginia    50           1.0                                50   \n",
       "45   Massachusetts     8          81.3                                 4   \n",
       "46    North Dakota    13          79.9                                25   \n",
       "47            Ohio    33          55.8                                45   \n",
       "48            Iowa     2          95.4                                15   \n",
       "49    Rhode Island     5          85.6                                16   \n",
       "\n",
       "    Cost Factor Rank (1st = Lowest)  Access Factor Rank (1st = Best)  \n",
       "0                                45                               50  \n",
       "1                                 8                               49  \n",
       "2                                 1                               48  \n",
       "3                                12                               47  \n",
       "4                                16                               46  \n",
       "5                                22                               45  \n",
       "6                                13                               44  \n",
       "7                                20                               43  \n",
       "8                                30                               42  \n",
       "9                                32                               41  \n",
       "10                               29                               40  \n",
       "11                                4                               39  \n",
       "12                                6                               38  \n",
       "13                                2                               37  \n",
       "14                               15                               36  \n",
       "15                               27                               35  \n",
       "16                               33                               34  \n",
       "17                               14                               33  \n",
       "18                               38                               32  \n",
       "19                               18                               31  \n",
       "20                                5                               30  \n",
       "21                               40                               29  \n",
       "22                               17                               28  \n",
       "23                               10                               27  \n",
       "24                               42                               26  \n",
       "25                               46                               25  \n",
       "26                               43                               24  \n",
       "27                               11                               23  \n",
       "28                               28                               22  \n",
       "29                               44                               21  \n",
       "30                                3                               20  \n",
       "31                               41                               19  \n",
       "32                               48                               18  \n",
       "33                               37                               17  \n",
       "34                               21                               16  \n",
       "35                                9                               15  \n",
       "36                               25                               14  \n",
       "37                               26                               13  \n",
       "38                               35                               12  \n",
       "39                               39                               11  \n",
       "40                               24                               10  \n",
       "41                               31                                9  \n",
       "42                               23                                8  \n",
       "43                               50                                7  \n",
       "44                               49                                6  \n",
       "45                               47                                5  \n",
       "46                               19                                4  \n",
       "47                               34                                3  \n",
       "48                                7                                2  \n",
       "49                               36                                1  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_6 = pd.read_csv('state_overall_healthcare_ranking.csv')\n",
    "df_6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>Texas</td>\n",
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       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>27.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>14.0</td>\n",
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       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th>100</th>\n",
       "      <td>North Dakota</td>\n",
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       "      <th>101</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>10.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>105 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       All States Value\n",
       "0             NaN   NaN\n",
       "1           Texas  12.3\n",
       "2         Montana  27.0\n",
       "3         Arizona  14.0\n",
       "4         Indiana   NaN\n",
       "..            ...   ...\n",
       "100  North Dakota   NaN\n",
       "101      New York   5.6\n",
       "102        Oregon  16.0\n",
       "103        Hawaii  10.5\n",
       "104      Nebraska  12.1\n",
       "\n",
       "[105 rows x 2 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_7 = pd.read_csv('Suicide_data_US.csv')\n",
    "df_7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>100</th>\n",
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       "      <th>102</th>\n",
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       "      <td>16.0</td>\n",
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       "      <th>103</th>\n",
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       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>12.1</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>105 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       All States Value\n",
       "0             NaN   NaN\n",
       "1           Texas  12.3\n",
       "2         Montana  27.0\n",
       "3         Arizona  14.0\n",
       "4         Indiana   NaN\n",
       "..            ...   ...\n",
       "100  North Dakota   NaN\n",
       "101      New York   5.6\n",
       "102        Oregon  16.0\n",
       "103        Hawaii  10.5\n",
       "104      Nebraska  12.1\n",
       "\n",
       "[105 rows x 2 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th>2</th>\n",
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       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>...</th>\n",
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       "      <th>102</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>16.0</td>\n",
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       "      <th>103</th>\n",
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       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>105 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       All States Value\n",
       "0             NaN   NaN\n",
       "1           Texas  12.3\n",
       "2         Montana  27.0\n",
       "3         Arizona  14.0\n",
       "4         Indiana   NaN\n",
       "..            ...   ...\n",
       "100  North Dakota   NaN\n",
       "101      New York   5.6\n",
       "102        Oregon  16.0\n",
       "103        Hawaii  10.5\n",
       "104      Nebraska  12.1\n",
       "\n",
       "[105 rows x 2 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_df_7 = df_7[\"Value\"].replace(\"•\", pd.NA)\n",
    "filtered_df_7=filtered_df_7.dropna()\n",
    "df_7[\"Value\"] = filtered_df_7\n",
    "df_7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets = [df_1, df_2, df_3, df_4, df_5, df_6, df_7]\n",
    "merged_datasets = pd.concat(datasets, axis=1, keys=range(1, len(datasets) + 1))\n",
    "merged_datasets.columns = merged_datasets.columns.map('{0[0]}_{0[1]}'.format)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th></th>\n",
       "      <th>1_State</th>\n",
       "      <th>1_Good Air Quality Days</th>\n",
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       "      <th>1_Unhealthy Air Quality Days</th>\n",
       "      <th>2_State</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>2_Final\\nScore</th>\n",
       "      <th>2_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>2_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>2_Access Factor Rank (1st = Best)</th>\n",
       "      <th>...</th>\n",
       "      <th>5_Fall 2022 Ranking</th>\n",
       "      <th>5_% A Hospitals\\nFall 2022</th>\n",
       "      <th>6_State</th>\n",
       "      <th>6_Rank</th>\n",
       "      <th>6_Final\\nScore</th>\n",
       "      <th>6_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>6_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>6_Access Factor Rank (1st = Best)</th>\n",
       "      <th>7_All States</th>\n",
       "      <th>7_Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>0%</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>47.1%</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Maine</td>\n",
       "      <td>93.2%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>Texas</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>50.0%</td>\n",
       "      <td>Texas</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>12.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>92.3%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>51.9%</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Montana</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>91.5%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>40.9%</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>91.3%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>25.0%</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>10.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>105 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      1_State 1_Good Air Quality Days 1_Moderate Air Quality Days   \n",
       "0      Hawaii                   99.4%                        0.6%  \\\n",
       "1       Maine                   93.2%                        6.3%   \n",
       "2      Alaska                   92.3%                        6.4%   \n",
       "3    Virginia                   91.5%                        8.4%   \n",
       "4     Vermont                   91.3%                        8.5%   \n",
       "..        ...                     ...                         ...   \n",
       "100       NaN                     NaN                         NaN   \n",
       "101       NaN                     NaN                         NaN   \n",
       "102       NaN                     NaN                         NaN   \n",
       "103       NaN                     NaN                         NaN   \n",
       "104       NaN                     NaN                         NaN   \n",
       "\n",
       "    1_Unhealthy Air Quality Days     2_State  2_Rank  2_Final\\nScore   \n",
       "0                             0%      Alaska    48.0            33.7  \\\n",
       "1                           0.5%       Texas    26.0            61.2   \n",
       "2                           1.3%  New Mexico    44.0            47.2   \n",
       "3                           0.2%      Nevada    28.0            60.5   \n",
       "4                           0.2%     Georgia    34.0            55.5   \n",
       "..                           ...         ...     ...             ...   \n",
       "100                          NaN         NaN     NaN             NaN   \n",
       "101                          NaN         NaN     NaN             NaN   \n",
       "102                          NaN         NaN     NaN             NaN   \n",
       "103                          NaN         NaN     NaN             NaN   \n",
       "104                          NaN         NaN     NaN             NaN   \n",
       "\n",
       "     2_Outcome Factor Rank (1st = Best)  2_Cost Factor Rank (1st = Lowest)   \n",
       "0                                  32.0                               45.0  \\\n",
       "1                                  20.0                                8.0   \n",
       "2                                  44.0                                1.0   \n",
       "3                                  22.0                               12.0   \n",
       "4                                  27.0                               16.0   \n",
       "..                                  ...                                ...   \n",
       "100                                 NaN                                NaN   \n",
       "101                                 NaN                                NaN   \n",
       "102                                 NaN                                NaN   \n",
       "103                                 NaN                                NaN   \n",
       "104                                 NaN                                NaN   \n",
       "\n",
       "     2_Access Factor Rank (1st = Best)  ... 5_Fall 2022 Ranking   \n",
       "0                                 50.0  ...                 6.0  \\\n",
       "1                                 49.0  ...                 4.0   \n",
       "2                                 48.0  ...                 3.0   \n",
       "3                                 47.0  ...                 9.0   \n",
       "4                                 46.0  ...                31.0   \n",
       "..                                 ...  ...                 ...   \n",
       "100                                NaN  ...                 NaN   \n",
       "101                                NaN  ...                 NaN   \n",
       "102                                NaN  ...                 NaN   \n",
       "103                                NaN  ...                 NaN   \n",
       "104                                NaN  ...                 NaN   \n",
       "\n",
       "    5_% A Hospitals\\nFall 2022     6_State 6_Rank 6_Final\\nScore   \n",
       "0                        47.1%      Alaska   48.0           33.7  \\\n",
       "1                        50.0%       Texas   26.0           61.2   \n",
       "2                        51.9%  New Mexico   44.0           47.2   \n",
       "3                        40.9%      Nevada   28.0           60.5   \n",
       "4                        25.0%     Georgia   34.0           55.5   \n",
       "..                         ...         ...    ...            ...   \n",
       "100                        NaN         NaN    NaN            NaN   \n",
       "101                        NaN         NaN    NaN            NaN   \n",
       "102                        NaN         NaN    NaN            NaN   \n",
       "103                        NaN         NaN    NaN            NaN   \n",
       "104                        NaN         NaN    NaN            NaN   \n",
       "\n",
       "    6_Outcome Factor Rank (1st = Best)  6_Cost Factor Rank (1st = Lowest)   \n",
       "0                                 32.0                               45.0  \\\n",
       "1                                 20.0                                8.0   \n",
       "2                                 44.0                                1.0   \n",
       "3                                 22.0                               12.0   \n",
       "4                                 27.0                               16.0   \n",
       "..                                 ...                                ...   \n",
       "100                                NaN                                NaN   \n",
       "101                                NaN                                NaN   \n",
       "102                                NaN                                NaN   \n",
       "103                                NaN                                NaN   \n",
       "104                                NaN                                NaN   \n",
       "\n",
       "    6_Access Factor Rank (1st = Best)  7_All States  7_Value  \n",
       "0                                50.0           NaN      NaN  \n",
       "1                                49.0         Texas     12.3  \n",
       "2                                48.0       Montana     27.0  \n",
       "3                                47.0       Arizona     14.0  \n",
       "4                                46.0       Indiana      NaN  \n",
       "..                                ...           ...      ...  \n",
       "100                               NaN  North Dakota      NaN  \n",
       "101                               NaN      New York      5.6  \n",
       "102                               NaN        Oregon     16.0  \n",
       "103                               NaN        Hawaii     10.5  \n",
       "104                               NaN      Nebraska     12.1  \n",
       "\n",
       "[105 rows x 29 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_datasets\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['1_State', '1_Good Air Quality Days', '1_Moderate Air Quality Days',\n",
      "       '1_Unhealthy Air Quality Days', '2_State', '2_Rank', '2_Final\\nScore',\n",
      "       '2_Outcome Factor Rank (1st = Best)',\n",
      "       '2_Cost Factor Rank (1st = Lowest)',\n",
      "       '2_Access Factor Rank (1st = Best)', '3_All States', '3_Rank',\n",
      "       '3_Value', '4_All States', '4_Rank', '4_Value',\n",
      "       '5_Spring 2023  Ranking', '5_State',\n",
      "       '5_% A Hospitals          Spring 2023', '5_Fall 2022 Ranking',\n",
      "       '5_% A Hospitals\\nFall 2022', '6_State', '6_Rank', '6_Final\\nScore',\n",
      "       '6_Outcome Factor Rank (1st = Best)',\n",
      "       '6_Cost Factor Rank (1st = Lowest)',\n",
      "       '6_Access Factor Rank (1st = Best)', '7_All States', '7_Value'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "column_names = merged_datasets.columns\n",
    "print(column_names)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>7_All States</th>\n",
       "      <th>1_Good Air Quality Days</th>\n",
       "      <th>1_Moderate Air Quality Days</th>\n",
       "      <th>1_Unhealthy Air Quality Days</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>2_Final\\nScore</th>\n",
       "      <th>2_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>2_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>2_Access Factor Rank (1st = Best)</th>\n",
       "      <th>3_Rank</th>\n",
       "      <th>3_Value</th>\n",
       "      <th>4_Rank</th>\n",
       "      <th>4_Value</th>\n",
       "      <th>6_Rank</th>\n",
       "      <th>6_Final\\nScore</th>\n",
       "      <th>6_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>6_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>6_Access Factor Rank (1st = Best)</th>\n",
       "      <th>7_Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>0%</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "      <td>41</td>\n",
       "      <td>37.7%</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>93.2%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "      <td>30</td>\n",
       "      <td>34.6%</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>12.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>92.3%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20</td>\n",
       "      <td>14.3%</td>\n",
       "      <td>7</td>\n",
       "      <td>29.0%</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>91.5%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "      <td>12</td>\n",
       "      <td>30.6%</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>91.3%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>105 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    7_All States 1_Good Air Quality Days 1_Moderate Air Quality Days   \n",
       "0         Hawaii                   99.4%                        0.6%  \\\n",
       "1          Texas                   93.2%                        6.3%   \n",
       "2        Montana                   92.3%                        6.4%   \n",
       "3        Arizona                   91.5%                        8.4%   \n",
       "4        Indiana                   91.3%                        8.5%   \n",
       "..           ...                     ...                         ...   \n",
       "100          NaN                     NaN                         NaN   \n",
       "101          NaN                     NaN                         NaN   \n",
       "102          NaN                     NaN                         NaN   \n",
       "103          NaN                     NaN                         NaN   \n",
       "104          NaN                     NaN                         NaN   \n",
       "\n",
       "    1_Unhealthy Air Quality Days  2_Rank  2_Final\\nScore   \n",
       "0                             0%    48.0            33.7  \\\n",
       "1                           0.5%    26.0            61.2   \n",
       "2                           1.3%    44.0            47.2   \n",
       "3                           0.2%    28.0            60.5   \n",
       "4                           0.2%    34.0            55.5   \n",
       "..                           ...     ...             ...   \n",
       "100                          NaN     NaN             NaN   \n",
       "101                          NaN     NaN             NaN   \n",
       "102                          NaN     NaN             NaN   \n",
       "103                          NaN     NaN             NaN   \n",
       "104                          NaN     NaN             NaN   \n",
       "\n",
       "     2_Outcome Factor Rank (1st = Best)  2_Cost Factor Rank (1st = Lowest)   \n",
       "0                                  32.0                               45.0  \\\n",
       "1                                  20.0                                8.0   \n",
       "2                                  44.0                                1.0   \n",
       "3                                  22.0                               12.0   \n",
       "4                                  27.0                               16.0   \n",
       "..                                  ...                                ...   \n",
       "100                                 NaN                                NaN   \n",
       "101                                 NaN                                NaN   \n",
       "102                                 NaN                                NaN   \n",
       "103                                 NaN                                NaN   \n",
       "104                                 NaN                                NaN   \n",
       "\n",
       "     2_Access Factor Rank (1st = Best) 3_Rank 3_Value 4_Rank 4_Value  6_Rank   \n",
       "0                                 50.0     32   15.4%     41   37.7%    48.0  \\\n",
       "1                                 49.0     25   14.7%     30   34.6%    26.0   \n",
       "2                                 48.0     20   14.3%      7   29.0%    44.0   \n",
       "3                                 47.0     32   15.4%     12   30.6%    28.0   \n",
       "4                                 46.0     16   14.0%     14   31.3%    34.0   \n",
       "..                                 ...    ...     ...    ...     ...     ...   \n",
       "100                                NaN    NaN     NaN    NaN     NaN     NaN   \n",
       "101                                NaN    NaN     NaN    NaN     NaN     NaN   \n",
       "102                                NaN    NaN     NaN    NaN     NaN     NaN   \n",
       "103                                NaN    NaN     NaN    NaN     NaN     NaN   \n",
       "104                                NaN    NaN     NaN    NaN     NaN     NaN   \n",
       "\n",
       "     6_Final\\nScore  6_Outcome Factor Rank (1st = Best)   \n",
       "0              33.7                                32.0  \\\n",
       "1              61.2                                20.0   \n",
       "2              47.2                                44.0   \n",
       "3              60.5                                22.0   \n",
       "4              55.5                                27.0   \n",
       "..              ...                                 ...   \n",
       "100             NaN                                 NaN   \n",
       "101             NaN                                 NaN   \n",
       "102             NaN                                 NaN   \n",
       "103             NaN                                 NaN   \n",
       "104             NaN                                 NaN   \n",
       "\n",
       "     6_Cost Factor Rank (1st = Lowest)  6_Access Factor Rank (1st = Best)   \n",
       "0                                 45.0                               50.0  \\\n",
       "1                                  8.0                               49.0   \n",
       "2                                  1.0                               48.0   \n",
       "3                                 12.0                               47.0   \n",
       "4                                 16.0                               46.0   \n",
       "..                                 ...                                ...   \n",
       "100                                NaN                                NaN   \n",
       "101                                NaN                                NaN   \n",
       "102                                NaN                                NaN   \n",
       "103                                NaN                                NaN   \n",
       "104                                NaN                                NaN   \n",
       "\n",
       "    7_Value  \n",
       "0       NaN  \n",
       "1      12.3  \n",
       "2      27.0  \n",
       "3      14.0  \n",
       "4       NaN  \n",
       "..      ...  \n",
       "100     NaN  \n",
       "101     5.6  \n",
       "102    16.0  \n",
       "103    10.5  \n",
       "104    12.1  \n",
       "\n",
       "[105 rows x 19 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_combined = merged_datasets[['7_All States']].copy()\n",
    "df_combined.columns = df_combined.columns.str.strip().str.replace('[^\\w\\s]', '').str.replace('\\s+', '_')\n",
    "\n",
    "# Replace the first NaN value with 'Hawaii' in '7_All States' column\n",
    "df_combined['7_All States'].fillna('Hawaii', limit=1, inplace=True)\n",
    "\n",
    "df_combined.drop_duplicates(subset='7_All States', keep='first', inplace=True)\n",
    "\n",
    "columns_to_combine = ['1_Good Air Quality Days', '1_Moderate Air Quality Days', '1_Unhealthy Air Quality Days', '2_Rank', '2_Final\\nScore', '2_Outcome Factor Rank (1st = Best)', '2_Cost Factor Rank (1st = Lowest)', '2_Access Factor Rank (1st = Best)', '3_Rank', '3_Value', '4_Rank', '4_Value', '6_Rank', '6_Final\\nScore', '6_Outcome Factor Rank (1st = Best)', '6_Cost Factor Rank (1st = Lowest)', '6_Access Factor Rank (1st = Best)', '7_Value']\n",
    "\n",
    "df_combined = pd.concat([df_combined] + [merged_datasets[column] for column in columns_to_combine], axis=1)\n",
    "df_combined\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>7_All States</th>\n",
       "      <th>1_Good Air Quality Days</th>\n",
       "      <th>1_Moderate Air Quality Days</th>\n",
       "      <th>1_Unhealthy Air Quality Days</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>2_Final\\nScore</th>\n",
       "      <th>2_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>2_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>2_Access Factor Rank (1st = Best)</th>\n",
       "      <th>3_Rank</th>\n",
       "      <th>3_Value</th>\n",
       "      <th>4_Rank</th>\n",
       "      <th>4_Value</th>\n",
       "      <th>6_Rank</th>\n",
       "      <th>6_Final\\nScore</th>\n",
       "      <th>6_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>6_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>6_Access Factor Rank (1st = Best)</th>\n",
       "      <th>7_Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>0%</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "      <td>41</td>\n",
       "      <td>37.7%</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>93.2%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "      <td>30</td>\n",
       "      <td>34.6%</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>12.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>92.3%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20</td>\n",
       "      <td>14.3%</td>\n",
       "      <td>7</td>\n",
       "      <td>29.0%</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>91.5%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4%</td>\n",
       "      <td>12</td>\n",
       "      <td>30.6%</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>91.3%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>91%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6%</td>\n",
       "      <td>18</td>\n",
       "      <td>31.9%</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>13.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>89.8%</td>\n",
       "      <td>10.2%</td>\n",
       "      <td>0%</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>36</td>\n",
       "      <td>15.9%</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3%</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>88.7%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>44</td>\n",
       "      <td>17.8%</td>\n",
       "      <td>23</td>\n",
       "      <td>24.7%</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>15.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Florida</td>\n",
       "      <td>88.7%</td>\n",
       "      <td>9.7%</td>\n",
       "      <td>1.6%</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11</td>\n",
       "      <td>13.2%</td>\n",
       "      <td>16</td>\n",
       "      <td>31.6%</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>9.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>87.9%</td>\n",
       "      <td>11.9%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4%</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>87.1%</td>\n",
       "      <td>12.5%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8</td>\n",
       "      <td>13.0%</td>\n",
       "      <td>47</td>\n",
       "      <td>39.9%</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.8%</td>\n",
       "      <td>12.6%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37</td>\n",
       "      <td>16.2%</td>\n",
       "      <td>29</td>\n",
       "      <td>34.4%</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7%</td>\n",
       "      <td>12.4%</td>\n",
       "      <td>0.8%</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13</td>\n",
       "      <td>13.6%</td>\n",
       "      <td>13</td>\n",
       "      <td>30.9%</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>District Of Columbia\\n[2]</td>\n",
       "      <td>86.7%</td>\n",
       "      <td>13.2%</td>\n",
       "      <td>0%</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7%</td>\n",
       "      <td>4</td>\n",
       "      <td>27.6%</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>86.3%</td>\n",
       "      <td>13.7%</td>\n",
       "      <td>0.1%</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>27</td>\n",
       "      <td>14.8%</td>\n",
       "      <td>17</td>\n",
       "      <td>31.8%</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>86.1%</td>\n",
       "      <td>13.4%</td>\n",
       "      <td>0.4%</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47</td>\n",
       "      <td>18.4%</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.8%</td>\n",
       "      <td>14%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46</td>\n",
       "      <td>18.0%</td>\n",
       "      <td>28</td>\n",
       "      <td>34.3%</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>85.5%</td>\n",
       "      <td>14.5%</td>\n",
       "      <td>0%</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21</td>\n",
       "      <td>14.4%</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1%</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>40.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>85.2%</td>\n",
       "      <td>14.6%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.7%</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0%</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>84.9%</td>\n",
       "      <td>15.1%</td>\n",
       "      <td>0.1%</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.7%</td>\n",
       "      <td>49</td>\n",
       "      <td>40.6%</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>84.2%</td>\n",
       "      <td>15.1%</td>\n",
       "      <td>0.7%</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4</td>\n",
       "      <td>12.6%</td>\n",
       "      <td>6</td>\n",
       "      <td>28.8%</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>New York</td>\n",
       "      <td>83.4%</td>\n",
       "      <td>14.3%</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.1%</td>\n",
       "      <td>46</td>\n",
       "      <td>39.4%</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>83.4%</td>\n",
       "      <td>15.4%</td>\n",
       "      <td>1.2%</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38</td>\n",
       "      <td>16.3%</td>\n",
       "      <td>22</td>\n",
       "      <td>33.5%</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>83%</td>\n",
       "      <td>16.8%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41</td>\n",
       "      <td>17.1%</td>\n",
       "      <td>9</td>\n",
       "      <td>30.1%</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>83%</td>\n",
       "      <td>14.1%</td>\n",
       "      <td>2.9%</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0%</td>\n",
       "      <td>39</td>\n",
       "      <td>36.4%</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>82.3%</td>\n",
       "      <td>16.9%</td>\n",
       "      <td>0.8%</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2%</td>\n",
       "      <td>27</td>\n",
       "      <td>34.2%</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>82.1%</td>\n",
       "      <td>17.5%</td>\n",
       "      <td>0.4%</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7</td>\n",
       "      <td>12.9%</td>\n",
       "      <td>3</td>\n",
       "      <td>27.4%</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>19.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island\\n[2]</td>\n",
       "      <td>82.1%</td>\n",
       "      <td>16.6%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2%</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1%</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>80.9%</td>\n",
       "      <td>18.8%</td>\n",
       "      <td>0.3%</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12</td>\n",
       "      <td>13.3%</td>\n",
       "      <td>38</td>\n",
       "      <td>36.3%</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>80.8%</td>\n",
       "      <td>18.3%</td>\n",
       "      <td>0.9%</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34</td>\n",
       "      <td>15.5%</td>\n",
       "      <td>34</td>\n",
       "      <td>36.0%</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>80.8%</td>\n",
       "      <td>15.9%</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14</td>\n",
       "      <td>13.8%</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>California</td>\n",
       "      <td>80.3%</td>\n",
       "      <td>19%</td>\n",
       "      <td>0.7%</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>14.2%</td>\n",
       "      <td>1</td>\n",
       "      <td>25.0%</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>79.8%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>0.9%</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6%</td>\n",
       "      <td>26</td>\n",
       "      <td>34.1%</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Utah</td>\n",
       "      <td>79.2%</td>\n",
       "      <td>20.2%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.2%</td>\n",
       "      <td>32</td>\n",
       "      <td>35.2%</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>78.9%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35</td>\n",
       "      <td>15.6%</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9%</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>78.9%</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3</td>\n",
       "      <td>12.3%</td>\n",
       "      <td>5</td>\n",
       "      <td>28.2%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>78.3%</td>\n",
       "      <td>21.3%</td>\n",
       "      <td>0.4%</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40</td>\n",
       "      <td>16.7%</td>\n",
       "      <td>8</td>\n",
       "      <td>29.1%</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Vermont\\n[2]</td>\n",
       "      <td>75%</td>\n",
       "      <td>24.3%</td>\n",
       "      <td>0.8%</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45</td>\n",
       "      <td>17.9%</td>\n",
       "      <td>44</td>\n",
       "      <td>38.7%</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>72.5%</td>\n",
       "      <td>22.8%</td>\n",
       "      <td>4.7%</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42</td>\n",
       "      <td>17.4%</td>\n",
       "      <td>45</td>\n",
       "      <td>39.1%</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>70.2%</td>\n",
       "      <td>26.6%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39</td>\n",
       "      <td>16.4%</td>\n",
       "      <td>48</td>\n",
       "      <td>40.3%</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>60.6%</td>\n",
       "      <td>31.1%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Delaware\\n[2]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Washington</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 7_All States 1_Good Air Quality Days   \n",
       "0                      Hawaii                   99.4%  \\\n",
       "1                       Texas                   93.2%   \n",
       "2                     Montana                   92.3%   \n",
       "3                     Arizona                   91.5%   \n",
       "4                     Indiana                   91.3%   \n",
       "5                        Iowa                     91%   \n",
       "6                    Kentucky                   89.8%   \n",
       "7                      Nevada                   88.7%   \n",
       "8                     Florida                   88.7%   \n",
       "9                   Tennessee                   87.9%   \n",
       "10               Pennsylvania                   87.1%   \n",
       "11                   Missouri                   86.8%   \n",
       "12              West Virginia                   86.7%   \n",
       "13  District Of Columbia\\n[2]                   86.7%   \n",
       "14                  Minnesota                   86.3%   \n",
       "15                   Illinois                   86.1%   \n",
       "16                Mississippi                   85.8%   \n",
       "17                     Alaska                   85.5%   \n",
       "18                   Arkansas                   85.2%   \n",
       "19                   Virginia                   84.9%   \n",
       "21             North Carolina                   84.2%   \n",
       "22                   New York                   83.4%   \n",
       "23                   Oklahoma                   83.4%   \n",
       "24              Massachusetts                     83%   \n",
       "25               South Dakota                     83%   \n",
       "26                  Louisiana                   82.3%   \n",
       "27                     Kansas                   82.1%   \n",
       "28          Rhode Island\\n[2]                   82.1%   \n",
       "30             South Carolina                   80.9%   \n",
       "32                Connecticut                   80.8%   \n",
       "33                   Maryland                   80.8%   \n",
       "35                 California                   80.3%   \n",
       "37                       Ohio                   79.8%   \n",
       "38                       Utah                   79.2%   \n",
       "40                   Nebraska                   78.9%   \n",
       "41                  Wisconsin                   78.9%   \n",
       "42                      Idaho                   78.3%   \n",
       "45               Vermont\\n[2]                     75%   \n",
       "46                   Michigan                   72.5%   \n",
       "47                 New Jersey                   70.2%   \n",
       "50                 New Mexico                   60.6%   \n",
       "51              Delaware\\n[2]                     NaN   \n",
       "54                      Maine                     NaN   \n",
       "56              United States                     NaN   \n",
       "60                 Washington                     NaN   \n",
       "63              New Hampshire                     NaN   \n",
       "65                    Alabama                     NaN   \n",
       "69                   Colorado                     NaN   \n",
       "83                    Wyoming                     NaN   \n",
       "88               North Dakota                     NaN   \n",
       "89                    Georgia                     NaN   \n",
       "94                     Oregon                     NaN   \n",
       "\n",
       "   1_Moderate Air Quality Days 1_Unhealthy Air Quality Days  2_Rank   \n",
       "0                         0.6%                           0%    48.0  \\\n",
       "1                         6.3%                         0.5%    26.0   \n",
       "2                         6.4%                         1.3%    44.0   \n",
       "3                         8.4%                         0.2%    28.0   \n",
       "4                         8.5%                         0.2%    34.0   \n",
       "5                         8.5%                         0.5%    41.0   \n",
       "6                        10.2%                           0%    45.0   \n",
       "7                        10.6%                         0.6%    24.0   \n",
       "8                         9.7%                         1.6%    12.0   \n",
       "9                        11.9%                         0.2%    39.0   \n",
       "10                       12.5%                         0.5%    31.0   \n",
       "11                       12.6%                         0.5%     9.0   \n",
       "12                       12.4%                         0.8%    10.0   \n",
       "13                       13.2%                           0%     3.0   \n",
       "14                       13.7%                         0.1%    35.0   \n",
       "15                       13.4%                         0.4%    19.0   \n",
       "16                         14%                         0.2%    27.0   \n",
       "17                       14.5%                           0%    49.0   \n",
       "18                       14.6%                         0.2%    42.0   \n",
       "19                       15.1%                         0.1%     1.0   \n",
       "21                       15.1%                         0.7%    30.0   \n",
       "22                       14.3%                         2.3%    38.0   \n",
       "23                       15.4%                         1.2%    15.0   \n",
       "24                       16.8%                         0.2%    17.0   \n",
       "25                       14.1%                         2.9%    16.0   \n",
       "26                       16.9%                         0.8%    40.0   \n",
       "27                       17.5%                         0.4%    32.0   \n",
       "28                       16.6%                         1.3%    36.0   \n",
       "30                       18.8%                         0.3%     6.0   \n",
       "32                       18.3%                         0.9%    22.0   \n",
       "33                       15.9%                         3.3%    18.0   \n",
       "35                         19%                         0.7%    21.0   \n",
       "37                       19.3%                         0.9%    46.0   \n",
       "38                       20.2%                         0.6%     7.0   \n",
       "40                       19.3%                         1.7%    43.0   \n",
       "41                       19.3%                         1.8%    20.0   \n",
       "42                       21.3%                         0.4%     4.0   \n",
       "45                       24.3%                         0.8%     8.0   \n",
       "46                       22.8%                         4.7%    13.0   \n",
       "47                       26.6%                         3.2%    33.0   \n",
       "50                       31.1%                         8.4%     NaN   \n",
       "51                         NaN                          NaN     NaN   \n",
       "54                         NaN                          NaN     NaN   \n",
       "56                         NaN                          NaN     NaN   \n",
       "60                         NaN                          NaN     NaN   \n",
       "63                         NaN                          NaN     NaN   \n",
       "65                         NaN                          NaN     NaN   \n",
       "69                         NaN                          NaN     NaN   \n",
       "83                         NaN                          NaN     NaN   \n",
       "88                         NaN                          NaN     NaN   \n",
       "89                         NaN                          NaN     NaN   \n",
       "94                         NaN                          NaN     NaN   \n",
       "\n",
       "    2_Final\\nScore  2_Outcome Factor Rank (1st = Best)   \n",
       "0             33.7                                32.0  \\\n",
       "1             61.2                                20.0   \n",
       "2             47.2                                44.0   \n",
       "3             60.5                                22.0   \n",
       "4             55.5                                27.0   \n",
       "5             52.7                                31.0   \n",
       "6             45.6                                40.0   \n",
       "7             65.8                                19.0   \n",
       "8             80.6                                 3.0   \n",
       "9             52.9                                29.0   \n",
       "10            58.0                                23.0   \n",
       "11            81.0                                11.0   \n",
       "12            80.8                                 9.0   \n",
       "13            91.6                                 7.0   \n",
       "14            54.8                                38.0   \n",
       "15            73.1                                13.0   \n",
       "16            61.1                                24.0   \n",
       "17            33.4                                49.0   \n",
       "18            49.9                                37.0   \n",
       "19            99.0                                 1.0   \n",
       "21            58.5                                28.0   \n",
       "22            53.0                                43.0   \n",
       "23            78.8                                18.0   \n",
       "24            75.5                                 8.0   \n",
       "25            75.9                                 6.0   \n",
       "26            52.7                                36.0   \n",
       "27            56.1                                42.0   \n",
       "28            54.6                                39.0   \n",
       "30            82.9                                21.0   \n",
       "32            71.9                                 5.0   \n",
       "33            75.5                                14.0   \n",
       "35            72.6                                34.0   \n",
       "37            44.7                                48.0   \n",
       "38            82.1                                12.0   \n",
       "40            48.9                                46.0   \n",
       "41            73.0                                26.0   \n",
       "42            91.1                                10.0   \n",
       "45            81.3                                 4.0   \n",
       "46            79.9                                25.0   \n",
       "47            55.8                                45.0   \n",
       "50             NaN                                 NaN   \n",
       "51             NaN                                 NaN   \n",
       "54             NaN                                 NaN   \n",
       "56             NaN                                 NaN   \n",
       "60             NaN                                 NaN   \n",
       "63             NaN                                 NaN   \n",
       "65             NaN                                 NaN   \n",
       "69             NaN                                 NaN   \n",
       "83             NaN                                 NaN   \n",
       "88             NaN                                 NaN   \n",
       "89             NaN                                 NaN   \n",
       "94             NaN                                 NaN   \n",
       "\n",
       "    2_Cost Factor Rank (1st = Lowest)  2_Access Factor Rank (1st = Best)   \n",
       "0                                45.0                               50.0  \\\n",
       "1                                 8.0                               49.0   \n",
       "2                                 1.0                               48.0   \n",
       "3                                12.0                               47.0   \n",
       "4                                16.0                               46.0   \n",
       "5                                22.0                               45.0   \n",
       "6                                13.0                               44.0   \n",
       "7                                20.0                               43.0   \n",
       "8                                30.0                               42.0   \n",
       "9                                32.0                               41.0   \n",
       "10                               29.0                               40.0   \n",
       "11                                4.0                               39.0   \n",
       "12                                6.0                               38.0   \n",
       "13                                2.0                               37.0   \n",
       "14                               15.0                               36.0   \n",
       "15                               27.0                               35.0   \n",
       "16                               33.0                               34.0   \n",
       "17                               14.0                               33.0   \n",
       "18                               38.0                               32.0   \n",
       "19                               18.0                               31.0   \n",
       "21                               40.0                               29.0   \n",
       "22                               17.0                               28.0   \n",
       "23                               10.0                               27.0   \n",
       "24                               42.0                               26.0   \n",
       "25                               46.0                               25.0   \n",
       "26                               43.0                               24.0   \n",
       "27                               11.0                               23.0   \n",
       "28                               28.0                               22.0   \n",
       "30                                3.0                               20.0   \n",
       "32                               48.0                               18.0   \n",
       "33                               37.0                               17.0   \n",
       "35                                9.0                               15.0   \n",
       "37                               26.0                               13.0   \n",
       "38                               35.0                               12.0   \n",
       "40                               24.0                               10.0   \n",
       "41                               31.0                                9.0   \n",
       "42                               23.0                                8.0   \n",
       "45                               47.0                                5.0   \n",
       "46                               19.0                                4.0   \n",
       "47                               34.0                                3.0   \n",
       "50                                NaN                                NaN   \n",
       "51                                NaN                                NaN   \n",
       "54                                NaN                                NaN   \n",
       "56                                NaN                                NaN   \n",
       "60                                NaN                                NaN   \n",
       "63                                NaN                                NaN   \n",
       "65                                NaN                                NaN   \n",
       "69                                NaN                                NaN   \n",
       "83                                NaN                                NaN   \n",
       "88                                NaN                                NaN   \n",
       "89                                NaN                                NaN   \n",
       "94                                NaN                                NaN   \n",
       "\n",
       "   3_Rank 3_Value 4_Rank 4_Value  6_Rank  6_Final\\nScore   \n",
       "0      32   15.4%     41   37.7%    48.0            33.7  \\\n",
       "1      25   14.7%     30   34.6%    26.0            61.2   \n",
       "2      20   14.3%      7   29.0%    44.0            47.2   \n",
       "3      32   15.4%     12   30.6%    28.0            60.5   \n",
       "4      16   14.0%     14   31.3%    34.0            55.5   \n",
       "5      23   14.6%     18   31.9%    41.0            52.7   \n",
       "6      36   15.9%     14   31.3%    45.0            45.6   \n",
       "7      44   17.8%     23   24.7%    24.0            65.8   \n",
       "8      11   13.2%     16   31.6%    12.0            80.6   \n",
       "9      16   14.0%     10   30.4%    39.0            52.9   \n",
       "10      8   13.0%     47   39.9%    31.0            58.0   \n",
       "11     37   16.2%     29   34.4%     9.0            81.0   \n",
       "12     13   13.6%     13   30.9%    10.0            80.8   \n",
       "13     25   14.7%      4   27.6%     3.0            91.6   \n",
       "14     27   14.8%     17   31.8%    35.0            54.8   \n",
       "15     47   18.4%     23   33.9%    19.0            73.1   \n",
       "16     46   18.0%     28   34.3%    27.0            61.1   \n",
       "17     21   14.4%     36   36.1%    49.0            33.4   \n",
       "18      1   10.7%     31   35.0%    42.0            49.9   \n",
       "19     16   14.7%     49   40.6%     1.0            99.0   \n",
       "21      4   12.6%      6   28.8%    30.0            58.5   \n",
       "22     10   13.1%     46   39.4%    38.0            53.0   \n",
       "23     38   16.3%     22   33.5%    15.0            78.8   \n",
       "24     41   17.1%      9   30.1%    17.0            75.5   \n",
       "25     16   14.0%     39   36.4%    16.0            75.9   \n",
       "26     30   15.2%     27   34.2%    40.0            52.7   \n",
       "27      7   12.9%      3   27.4%    32.0            56.1   \n",
       "28     30   15.2%     36   36.1%    36.0            54.6   \n",
       "30     12   13.3%     38   36.3%     6.0            82.9   \n",
       "32     34   15.5%     34   36.0%    22.0            71.9   \n",
       "33     14   13.8%     23   33.9%    18.0            75.5   \n",
       "35     19   14.2%      1   25.0%    21.0            72.6   \n",
       "37     23   14.6%     26   34.1%    46.0            44.7   \n",
       "38     16   14.2%     32   35.2%     7.0            82.1   \n",
       "40     35   15.6%     23   33.9%    43.0            48.9   \n",
       "41      3   12.3%      5   28.2%    20.0            73.0   \n",
       "42     40   16.7%      8   29.1%     4.0            91.1   \n",
       "45     45   17.9%     44   38.7%     8.0            81.3   \n",
       "46     42   17.4%     45   39.1%    13.0            79.9   \n",
       "47     39   16.4%     48   40.3%    33.0            55.8   \n",
       "50     49   19.3%     10   30.4%     NaN             NaN   \n",
       "51    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "54    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "56    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "60    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "63    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "65    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "69    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "83    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "88    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "89    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "94    NaN     NaN    NaN     NaN     NaN             NaN   \n",
       "\n",
       "    6_Outcome Factor Rank (1st = Best)  6_Cost Factor Rank (1st = Lowest)   \n",
       "0                                 32.0                               45.0  \\\n",
       "1                                 20.0                                8.0   \n",
       "2                                 44.0                                1.0   \n",
       "3                                 22.0                               12.0   \n",
       "4                                 27.0                               16.0   \n",
       "5                                 31.0                               22.0   \n",
       "6                                 40.0                               13.0   \n",
       "7                                 19.0                               20.0   \n",
       "8                                  3.0                               30.0   \n",
       "9                                 29.0                               32.0   \n",
       "10                                23.0                               29.0   \n",
       "11                                11.0                                4.0   \n",
       "12                                 9.0                                6.0   \n",
       "13                                 7.0                                2.0   \n",
       "14                                38.0                               15.0   \n",
       "15                                13.0                               27.0   \n",
       "16                                24.0                               33.0   \n",
       "17                                49.0                               14.0   \n",
       "18                                37.0                               38.0   \n",
       "19                                 1.0                               18.0   \n",
       "21                                28.0                               40.0   \n",
       "22                                43.0                               17.0   \n",
       "23                                18.0                               10.0   \n",
       "24                                 8.0                               42.0   \n",
       "25                                 6.0                               46.0   \n",
       "26                                36.0                               43.0   \n",
       "27                                42.0                               11.0   \n",
       "28                                39.0                               28.0   \n",
       "30                                21.0                                3.0   \n",
       "32                                 5.0                               48.0   \n",
       "33                                14.0                               37.0   \n",
       "35                                34.0                                9.0   \n",
       "37                                48.0                               26.0   \n",
       "38                                12.0                               35.0   \n",
       "40                                46.0                               24.0   \n",
       "41                                26.0                               31.0   \n",
       "42                                10.0                               23.0   \n",
       "45                                 4.0                               47.0   \n",
       "46                                25.0                               19.0   \n",
       "47                                45.0                               34.0   \n",
       "50                                 NaN                                NaN   \n",
       "51                                 NaN                                NaN   \n",
       "54                                 NaN                                NaN   \n",
       "56                                 NaN                                NaN   \n",
       "60                                 NaN                                NaN   \n",
       "63                                 NaN                                NaN   \n",
       "65                                 NaN                                NaN   \n",
       "69                                 NaN                                NaN   \n",
       "83                                 NaN                                NaN   \n",
       "88                                 NaN                                NaN   \n",
       "89                                 NaN                                NaN   \n",
       "94                                 NaN                                NaN   \n",
       "\n",
       "    6_Access Factor Rank (1st = Best) 7_Value  \n",
       "0                                50.0     NaN  \n",
       "1                                49.0    12.3  \n",
       "2                                48.0    27.0  \n",
       "3                                47.0    14.0  \n",
       "4                                46.0     NaN  \n",
       "5                                45.0    13.3  \n",
       "6                                44.0     NaN  \n",
       "7                                43.0    15.1  \n",
       "8                                42.0     9.3  \n",
       "9                                41.0    10.5  \n",
       "10                               40.0     8.2  \n",
       "11                               39.0    14.5  \n",
       "12                               38.0     NaN  \n",
       "13                               37.0     NaN  \n",
       "14                               36.0     NaN  \n",
       "15                               35.0     NaN  \n",
       "16                               34.0    10.6  \n",
       "17                               33.0    40.4  \n",
       "18                               32.0    13.9  \n",
       "19                               31.0    12.4  \n",
       "21                               29.0     9.4  \n",
       "22                               28.0     NaN  \n",
       "23                               27.0     NaN  \n",
       "24                               26.0     NaN  \n",
       "25                               25.0     NaN  \n",
       "26                               24.0     NaN  \n",
       "27                               23.0    19.3  \n",
       "28                               22.0     NaN  \n",
       "30                               20.0    13.5  \n",
       "32                               18.0     6.4  \n",
       "33                               17.0     NaN  \n",
       "35                               15.0     6.6  \n",
       "37                               13.0     NaN  \n",
       "38                               12.0     NaN  \n",
       "40                               10.0     NaN  \n",
       "41                                9.0     NaN  \n",
       "42                                8.0    21.5  \n",
       "45                                5.0     NaN  \n",
       "46                                4.0    11.4  \n",
       "47                                3.0     5.3  \n",
       "50                                NaN     NaN  \n",
       "51                                NaN     NaN  \n",
       "54                                NaN    16.8  \n",
       "56                                NaN    10.8  \n",
       "60                                NaN     NaN  \n",
       "63                                NaN    10.7  \n",
       "65                                NaN     NaN  \n",
       "69                                NaN     NaN  \n",
       "83                                NaN     NaN  \n",
       "88                                NaN    16.8  \n",
       "89                                NaN     NaN  \n",
       "94                                NaN     NaN  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_combined.dropna(subset=['7_All States'], inplace=True)\n",
    "df_combined\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "        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>7_All States</th>\n",
       "      <th>1_Good Air Quality Days</th>\n",
       "      <th>1_Moderate Air Quality Days</th>\n",
       "      <th>1_Unhealthy Air Quality Days</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>2_Final\\nScore</th>\n",
       "      <th>2_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>2_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>2_Access Factor Rank (1st = Best)</th>\n",
       "      <th>3_Rank</th>\n",
       "      <th>3_Value</th>\n",
       "      <th>4_Rank</th>\n",
       "      <th>4_Value</th>\n",
       "      <th>6_Rank</th>\n",
       "      <th>6_Final\\nScore</th>\n",
       "      <th>6_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>6_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>6_Access Factor Rank (1st = Best)</th>\n",
       "      <th>7_Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4</td>\n",
       "      <td>41</td>\n",
       "      <td>37.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>93.2</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7</td>\n",
       "      <td>30</td>\n",
       "      <td>34.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>12.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>92.3</td>\n",
       "      <td>6.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20</td>\n",
       "      <td>14.3</td>\n",
       "      <td>7</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>91.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32</td>\n",
       "      <td>15.4</td>\n",
       "      <td>12</td>\n",
       "      <td>30.6</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>91.3</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>91.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6</td>\n",
       "      <td>18</td>\n",
       "      <td>31.9</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>13.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>89.8</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>36</td>\n",
       "      <td>15.9</td>\n",
       "      <td>14</td>\n",
       "      <td>31.3</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>88.7</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>44</td>\n",
       "      <td>17.8</td>\n",
       "      <td>23</td>\n",
       "      <td>24.7</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>15.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Florida</td>\n",
       "      <td>88.7</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11</td>\n",
       "      <td>13.2</td>\n",
       "      <td>16</td>\n",
       "      <td>31.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>9.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>87.9</td>\n",
       "      <td>11.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>87.1</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>47</td>\n",
       "      <td>39.9</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37</td>\n",
       "      <td>16.2</td>\n",
       "      <td>29</td>\n",
       "      <td>34.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13</td>\n",
       "      <td>13.6</td>\n",
       "      <td>13</td>\n",
       "      <td>30.9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>District Of Columbia\\n[2]</td>\n",
       "      <td>86.7</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25</td>\n",
       "      <td>14.7</td>\n",
       "      <td>4</td>\n",
       "      <td>27.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>86.3</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>27</td>\n",
       "      <td>14.8</td>\n",
       "      <td>17</td>\n",
       "      <td>31.8</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>86.1</td>\n",
       "      <td>13.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47</td>\n",
       "      <td>18.4</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46</td>\n",
       "      <td>18.0</td>\n",
       "      <td>28</td>\n",
       "      <td>34.3</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>85.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21</td>\n",
       "      <td>14.4</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>40.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>85.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.7</td>\n",
       "      <td>31</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>84.9</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.7</td>\n",
       "      <td>49</td>\n",
       "      <td>40.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>84.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4</td>\n",
       "      <td>12.6</td>\n",
       "      <td>6</td>\n",
       "      <td>28.8</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>New York</td>\n",
       "      <td>83.4</td>\n",
       "      <td>14.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.1</td>\n",
       "      <td>46</td>\n",
       "      <td>39.4</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>83.4</td>\n",
       "      <td>15.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38</td>\n",
       "      <td>16.3</td>\n",
       "      <td>22</td>\n",
       "      <td>33.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>83.0</td>\n",
       "      <td>16.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41</td>\n",
       "      <td>17.1</td>\n",
       "      <td>9</td>\n",
       "      <td>30.1</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>83.0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.0</td>\n",
       "      <td>39</td>\n",
       "      <td>36.4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>82.3</td>\n",
       "      <td>16.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2</td>\n",
       "      <td>27</td>\n",
       "      <td>34.2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>82.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7</td>\n",
       "      <td>12.9</td>\n",
       "      <td>3</td>\n",
       "      <td>27.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>19.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island\\n[2]</td>\n",
       "      <td>82.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30</td>\n",
       "      <td>15.2</td>\n",
       "      <td>36</td>\n",
       "      <td>36.1</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>80.9</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12</td>\n",
       "      <td>13.3</td>\n",
       "      <td>38</td>\n",
       "      <td>36.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>80.8</td>\n",
       "      <td>18.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34</td>\n",
       "      <td>15.5</td>\n",
       "      <td>34</td>\n",
       "      <td>36.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>80.8</td>\n",
       "      <td>15.9</td>\n",
       "      <td>3.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14</td>\n",
       "      <td>13.8</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>California</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>14.2</td>\n",
       "      <td>1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>79.8</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23</td>\n",
       "      <td>14.6</td>\n",
       "      <td>26</td>\n",
       "      <td>34.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Utah</td>\n",
       "      <td>79.2</td>\n",
       "      <td>20.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16</td>\n",
       "      <td>14.2</td>\n",
       "      <td>32</td>\n",
       "      <td>35.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35</td>\n",
       "      <td>15.6</td>\n",
       "      <td>23</td>\n",
       "      <td>33.9</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3</td>\n",
       "      <td>12.3</td>\n",
       "      <td>5</td>\n",
       "      <td>28.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>78.3</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40</td>\n",
       "      <td>16.7</td>\n",
       "      <td>8</td>\n",
       "      <td>29.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Vermont\\n[2]</td>\n",
       "      <td>75.0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45</td>\n",
       "      <td>17.9</td>\n",
       "      <td>44</td>\n",
       "      <td>38.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42</td>\n",
       "      <td>17.4</td>\n",
       "      <td>45</td>\n",
       "      <td>39.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>70.2</td>\n",
       "      <td>26.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39</td>\n",
       "      <td>16.4</td>\n",
       "      <td>48</td>\n",
       "      <td>40.3</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Delaware\\n[2]</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maine</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>United States</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Washington</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 7_All States  1_Good Air Quality Days   \n",
       "0                      Hawaii                     99.4  \\\n",
       "1                       Texas                     93.2   \n",
       "2                     Montana                     92.3   \n",
       "3                     Arizona                     91.5   \n",
       "4                     Indiana                     91.3   \n",
       "5                        Iowa                     91.0   \n",
       "6                    Kentucky                     89.8   \n",
       "7                      Nevada                     88.7   \n",
       "8                     Florida                     88.7   \n",
       "9                   Tennessee                     87.9   \n",
       "10               Pennsylvania                     87.1   \n",
       "11                   Missouri                     86.8   \n",
       "12              West Virginia                     86.7   \n",
       "13  District Of Columbia\\n[2]                     86.7   \n",
       "14                  Minnesota                     86.3   \n",
       "15                   Illinois                     86.1   \n",
       "16                Mississippi                     85.8   \n",
       "17                     Alaska                     85.5   \n",
       "18                   Arkansas                     85.2   \n",
       "19                   Virginia                     84.9   \n",
       "21             North Carolina                     84.2   \n",
       "22                   New York                     83.4   \n",
       "23                   Oklahoma                     83.4   \n",
       "24              Massachusetts                     83.0   \n",
       "25               South Dakota                     83.0   \n",
       "26                  Louisiana                     82.3   \n",
       "27                     Kansas                     82.1   \n",
       "28          Rhode Island\\n[2]                     82.1   \n",
       "30             South Carolina                     80.9   \n",
       "32                Connecticut                     80.8   \n",
       "33                   Maryland                     80.8   \n",
       "35                 California                     80.3   \n",
       "37                       Ohio                     79.8   \n",
       "38                       Utah                     79.2   \n",
       "40                   Nebraska                     78.9   \n",
       "41                  Wisconsin                     78.9   \n",
       "42                      Idaho                     78.3   \n",
       "45               Vermont\\n[2]                     75.0   \n",
       "46                   Michigan                     72.5   \n",
       "47                 New Jersey                     70.2   \n",
       "50                 New Mexico                     60.6   \n",
       "51              Delaware\\n[2]                     60.6   \n",
       "54                      Maine                     60.6   \n",
       "56              United States                     60.6   \n",
       "60                 Washington                     60.6   \n",
       "63              New Hampshire                     60.6   \n",
       "65                    Alabama                     60.6   \n",
       "69                   Colorado                     60.6   \n",
       "83                    Wyoming                     60.6   \n",
       "88               North Dakota                     60.6   \n",
       "89                    Georgia                     60.6   \n",
       "94                     Oregon                     60.6   \n",
       "\n",
       "    1_Moderate Air Quality Days  1_Unhealthy Air Quality Days  2_Rank   \n",
       "0                           0.6                           0.0    48.0  \\\n",
       "1                           6.3                           0.5    26.0   \n",
       "2                           6.4                           1.3    44.0   \n",
       "3                           8.4                           0.2    28.0   \n",
       "4                           8.5                           0.2    34.0   \n",
       "5                           8.5                           0.5    41.0   \n",
       "6                          10.2                           0.0    45.0   \n",
       "7                          10.6                           0.6    24.0   \n",
       "8                           9.7                           1.6    12.0   \n",
       "9                          11.9                           0.2    39.0   \n",
       "10                         12.5                           0.5    31.0   \n",
       "11                         12.6                           0.5     9.0   \n",
       "12                         12.4                           0.8    10.0   \n",
       "13                         13.2                           0.0     3.0   \n",
       "14                         13.7                           0.1    35.0   \n",
       "15                         13.4                           0.4    19.0   \n",
       "16                         14.0                           0.2    27.0   \n",
       "17                         14.5                           0.0    49.0   \n",
       "18                         14.6                           0.2    42.0   \n",
       "19                         15.1                           0.1     1.0   \n",
       "21                         15.1                           0.7    30.0   \n",
       "22                         14.3                           2.3    38.0   \n",
       "23                         15.4                           1.2    15.0   \n",
       "24                         16.8                           0.2    17.0   \n",
       "25                         14.1                           2.9    16.0   \n",
       "26                         16.9                           0.8    40.0   \n",
       "27                         17.5                           0.4    32.0   \n",
       "28                         16.6                           1.3    36.0   \n",
       "30                         18.8                           0.3     6.0   \n",
       "32                         18.3                           0.9    22.0   \n",
       "33                         15.9                           3.3    18.0   \n",
       "35                         19.0                           0.7    21.0   \n",
       "37                         19.3                           0.9    46.0   \n",
       "38                         20.2                           0.6     7.0   \n",
       "40                         19.3                           1.7    43.0   \n",
       "41                         19.3                           1.8    20.0   \n",
       "42                         21.3                           0.4     4.0   \n",
       "45                         24.3                           0.8     8.0   \n",
       "46                         22.8                           4.7    13.0   \n",
       "47                         26.6                           3.2    33.0   \n",
       "50                         31.1                           8.4     NaN   \n",
       "51                         31.1                           8.4     NaN   \n",
       "54                         31.1                           8.4     NaN   \n",
       "56                         31.1                           8.4     NaN   \n",
       "60                         31.1                           8.4     NaN   \n",
       "63                         31.1                           8.4     NaN   \n",
       "65                         31.1                           8.4     NaN   \n",
       "69                         31.1                           8.4     NaN   \n",
       "83                         31.1                           8.4     NaN   \n",
       "88                         31.1                           8.4     NaN   \n",
       "89                         31.1                           8.4     NaN   \n",
       "94                         31.1                           8.4     NaN   \n",
       "\n",
       "    2_Final\\nScore  2_Outcome Factor Rank (1st = Best)   \n",
       "0             33.7                                32.0  \\\n",
       "1             61.2                                20.0   \n",
       "2             47.2                                44.0   \n",
       "3             60.5                                22.0   \n",
       "4             55.5                                27.0   \n",
       "5             52.7                                31.0   \n",
       "6             45.6                                40.0   \n",
       "7             65.8                                19.0   \n",
       "8             80.6                                 3.0   \n",
       "9             52.9                                29.0   \n",
       "10            58.0                                23.0   \n",
       "11            81.0                                11.0   \n",
       "12            80.8                                 9.0   \n",
       "13            91.6                                 7.0   \n",
       "14            54.8                                38.0   \n",
       "15            73.1                                13.0   \n",
       "16            61.1                                24.0   \n",
       "17            33.4                                49.0   \n",
       "18            49.9                                37.0   \n",
       "19            99.0                                 1.0   \n",
       "21            58.5                                28.0   \n",
       "22            53.0                                43.0   \n",
       "23            78.8                                18.0   \n",
       "24            75.5                                 8.0   \n",
       "25            75.9                                 6.0   \n",
       "26            52.7                                36.0   \n",
       "27            56.1                                42.0   \n",
       "28            54.6                                39.0   \n",
       "30            82.9                                21.0   \n",
       "32            71.9                                 5.0   \n",
       "33            75.5                                14.0   \n",
       "35            72.6                                34.0   \n",
       "37            44.7                                48.0   \n",
       "38            82.1                                12.0   \n",
       "40            48.9                                46.0   \n",
       "41            73.0                                26.0   \n",
       "42            91.1                                10.0   \n",
       "45            81.3                                 4.0   \n",
       "46            79.9                                25.0   \n",
       "47            55.8                                45.0   \n",
       "50             NaN                                 NaN   \n",
       "51             NaN                                 NaN   \n",
       "54             NaN                                 NaN   \n",
       "56             NaN                                 NaN   \n",
       "60             NaN                                 NaN   \n",
       "63             NaN                                 NaN   \n",
       "65             NaN                                 NaN   \n",
       "69             NaN                                 NaN   \n",
       "83             NaN                                 NaN   \n",
       "88             NaN                                 NaN   \n",
       "89             NaN                                 NaN   \n",
       "94             NaN                                 NaN   \n",
       "\n",
       "    2_Cost Factor Rank (1st = Lowest)  2_Access Factor Rank (1st = Best)   \n",
       "0                                45.0                               50.0  \\\n",
       "1                                 8.0                               49.0   \n",
       "2                                 1.0                               48.0   \n",
       "3                                12.0                               47.0   \n",
       "4                                16.0                               46.0   \n",
       "5                                22.0                               45.0   \n",
       "6                                13.0                               44.0   \n",
       "7                                20.0                               43.0   \n",
       "8                                30.0                               42.0   \n",
       "9                                32.0                               41.0   \n",
       "10                               29.0                               40.0   \n",
       "11                                4.0                               39.0   \n",
       "12                                6.0                               38.0   \n",
       "13                                2.0                               37.0   \n",
       "14                               15.0                               36.0   \n",
       "15                               27.0                               35.0   \n",
       "16                               33.0                               34.0   \n",
       "17                               14.0                               33.0   \n",
       "18                               38.0                               32.0   \n",
       "19                               18.0                               31.0   \n",
       "21                               40.0                               29.0   \n",
       "22                               17.0                               28.0   \n",
       "23                               10.0                               27.0   \n",
       "24                               42.0                               26.0   \n",
       "25                               46.0                               25.0   \n",
       "26                               43.0                               24.0   \n",
       "27                               11.0                               23.0   \n",
       "28                               28.0                               22.0   \n",
       "30                                3.0                               20.0   \n",
       "32                               48.0                               18.0   \n",
       "33                               37.0                               17.0   \n",
       "35                                9.0                               15.0   \n",
       "37                               26.0                               13.0   \n",
       "38                               35.0                               12.0   \n",
       "40                               24.0                               10.0   \n",
       "41                               31.0                                9.0   \n",
       "42                               23.0                                8.0   \n",
       "45                               47.0                                5.0   \n",
       "46                               19.0                                4.0   \n",
       "47                               34.0                                3.0   \n",
       "50                                NaN                                NaN   \n",
       "51                                NaN                                NaN   \n",
       "54                                NaN                                NaN   \n",
       "56                                NaN                                NaN   \n",
       "60                                NaN                                NaN   \n",
       "63                                NaN                                NaN   \n",
       "65                                NaN                                NaN   \n",
       "69                                NaN                                NaN   \n",
       "83                                NaN                                NaN   \n",
       "88                                NaN                                NaN   \n",
       "89                                NaN                                NaN   \n",
       "94                                NaN                                NaN   \n",
       "\n",
       "   3_Rank  3_Value 4_Rank  4_Value  6_Rank  6_Final\\nScore   \n",
       "0      32     15.4     41     37.7    48.0            33.7  \\\n",
       "1      25     14.7     30     34.6    26.0            61.2   \n",
       "2      20     14.3      7     29.0    44.0            47.2   \n",
       "3      32     15.4     12     30.6    28.0            60.5   \n",
       "4      16     14.0     14     31.3    34.0            55.5   \n",
       "5      23     14.6     18     31.9    41.0            52.7   \n",
       "6      36     15.9     14     31.3    45.0            45.6   \n",
       "7      44     17.8     23     24.7    24.0            65.8   \n",
       "8      11     13.2     16     31.6    12.0            80.6   \n",
       "9      16     14.0     10     30.4    39.0            52.9   \n",
       "10      8     13.0     47     39.9    31.0            58.0   \n",
       "11     37     16.2     29     34.4     9.0            81.0   \n",
       "12     13     13.6     13     30.9    10.0            80.8   \n",
       "13     25     14.7      4     27.6     3.0            91.6   \n",
       "14     27     14.8     17     31.8    35.0            54.8   \n",
       "15     47     18.4     23     33.9    19.0            73.1   \n",
       "16     46     18.0     28     34.3    27.0            61.1   \n",
       "17     21     14.4     36     36.1    49.0            33.4   \n",
       "18      1     10.7     31     35.0    42.0            49.9   \n",
       "19     16     14.7     49     40.6     1.0            99.0   \n",
       "21      4     12.6      6     28.8    30.0            58.5   \n",
       "22     10     13.1     46     39.4    38.0            53.0   \n",
       "23     38     16.3     22     33.5    15.0            78.8   \n",
       "24     41     17.1      9     30.1    17.0            75.5   \n",
       "25     16     14.0     39     36.4    16.0            75.9   \n",
       "26     30     15.2     27     34.2    40.0            52.7   \n",
       "27      7     12.9      3     27.4    32.0            56.1   \n",
       "28     30     15.2     36     36.1    36.0            54.6   \n",
       "30     12     13.3     38     36.3     6.0            82.9   \n",
       "32     34     15.5     34     36.0    22.0            71.9   \n",
       "33     14     13.8     23     33.9    18.0            75.5   \n",
       "35     19     14.2      1     25.0    21.0            72.6   \n",
       "37     23     14.6     26     34.1    46.0            44.7   \n",
       "38     16     14.2     32     35.2     7.0            82.1   \n",
       "40     35     15.6     23     33.9    43.0            48.9   \n",
       "41      3     12.3      5     28.2    20.0            73.0   \n",
       "42     40     16.7      8     29.1     4.0            91.1   \n",
       "45     45     17.9     44     38.7     8.0            81.3   \n",
       "46     42     17.4     45     39.1    13.0            79.9   \n",
       "47     39     16.4     48     40.3    33.0            55.8   \n",
       "50     49     19.3     10     30.4     NaN             NaN   \n",
       "51    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "54    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "56    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "60    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "63    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "65    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "69    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "83    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "88    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "89    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "94    NaN     19.3    NaN     30.4     NaN             NaN   \n",
       "\n",
       "    6_Outcome Factor Rank (1st = Best)  6_Cost Factor Rank (1st = Lowest)   \n",
       "0                                 32.0                               45.0  \\\n",
       "1                                 20.0                                8.0   \n",
       "2                                 44.0                                1.0   \n",
       "3                                 22.0                               12.0   \n",
       "4                                 27.0                               16.0   \n",
       "5                                 31.0                               22.0   \n",
       "6                                 40.0                               13.0   \n",
       "7                                 19.0                               20.0   \n",
       "8                                  3.0                               30.0   \n",
       "9                                 29.0                               32.0   \n",
       "10                                23.0                               29.0   \n",
       "11                                11.0                                4.0   \n",
       "12                                 9.0                                6.0   \n",
       "13                                 7.0                                2.0   \n",
       "14                                38.0                               15.0   \n",
       "15                                13.0                               27.0   \n",
       "16                                24.0                               33.0   \n",
       "17                                49.0                               14.0   \n",
       "18                                37.0                               38.0   \n",
       "19                                 1.0                               18.0   \n",
       "21                                28.0                               40.0   \n",
       "22                                43.0                               17.0   \n",
       "23                                18.0                               10.0   \n",
       "24                                 8.0                               42.0   \n",
       "25                                 6.0                               46.0   \n",
       "26                                36.0                               43.0   \n",
       "27                                42.0                               11.0   \n",
       "28                                39.0                               28.0   \n",
       "30                                21.0                                3.0   \n",
       "32                                 5.0                               48.0   \n",
       "33                                14.0                               37.0   \n",
       "35                                34.0                                9.0   \n",
       "37                                48.0                               26.0   \n",
       "38                                12.0                               35.0   \n",
       "40                                46.0                               24.0   \n",
       "41                                26.0                               31.0   \n",
       "42                                10.0                               23.0   \n",
       "45                                 4.0                               47.0   \n",
       "46                                25.0                               19.0   \n",
       "47                                45.0                               34.0   \n",
       "50                                 NaN                                NaN   \n",
       "51                                 NaN                                NaN   \n",
       "54                                 NaN                                NaN   \n",
       "56                                 NaN                                NaN   \n",
       "60                                 NaN                                NaN   \n",
       "63                                 NaN                                NaN   \n",
       "65                                 NaN                                NaN   \n",
       "69                                 NaN                                NaN   \n",
       "83                                 NaN                                NaN   \n",
       "88                                 NaN                                NaN   \n",
       "89                                 NaN                                NaN   \n",
       "94                                 NaN                                NaN   \n",
       "\n",
       "    6_Access Factor Rank (1st = Best) 7_Value  \n",
       "0                                50.0     NaN  \n",
       "1                                49.0    12.3  \n",
       "2                                48.0    27.0  \n",
       "3                                47.0    14.0  \n",
       "4                                46.0     NaN  \n",
       "5                                45.0    13.3  \n",
       "6                                44.0     NaN  \n",
       "7                                43.0    15.1  \n",
       "8                                42.0     9.3  \n",
       "9                                41.0    10.5  \n",
       "10                               40.0     8.2  \n",
       "11                               39.0    14.5  \n",
       "12                               38.0     NaN  \n",
       "13                               37.0     NaN  \n",
       "14                               36.0     NaN  \n",
       "15                               35.0     NaN  \n",
       "16                               34.0    10.6  \n",
       "17                               33.0    40.4  \n",
       "18                               32.0    13.9  \n",
       "19                               31.0    12.4  \n",
       "21                               29.0     9.4  \n",
       "22                               28.0     NaN  \n",
       "23                               27.0     NaN  \n",
       "24                               26.0     NaN  \n",
       "25                               25.0     NaN  \n",
       "26                               24.0     NaN  \n",
       "27                               23.0    19.3  \n",
       "28                               22.0     NaN  \n",
       "30                               20.0    13.5  \n",
       "32                               18.0     6.4  \n",
       "33                               17.0     NaN  \n",
       "35                               15.0     6.6  \n",
       "37                               13.0     NaN  \n",
       "38                               12.0     NaN  \n",
       "40                               10.0     NaN  \n",
       "41                                9.0     NaN  \n",
       "42                                8.0    21.5  \n",
       "45                                5.0     NaN  \n",
       "46                                4.0    11.4  \n",
       "47                                3.0     5.3  \n",
       "50                                NaN     NaN  \n",
       "51                                NaN     NaN  \n",
       "54                                NaN    16.8  \n",
       "56                                NaN    10.8  \n",
       "60                                NaN     NaN  \n",
       "63                                NaN    10.7  \n",
       "65                                NaN     NaN  \n",
       "69                                NaN     NaN  \n",
       "83                                NaN     NaN  \n",
       "88                                NaN    16.8  \n",
       "89                                NaN     NaN  \n",
       "94                                NaN     NaN  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List of columns to process\n",
    "columns_to_process = ['4_Value', '3_Value', '1_Good Air Quality Days', '1_Moderate Air Quality Days', '1_Unhealthy Air Quality Days']\n",
    "\n",
    "# Iterate over the columns and apply the desired operations\n",
    "for column in columns_to_process:\n",
    "    # Check if the column is of string type\n",
    "    if df_combined[column].dtype == 'object':\n",
    "        # Remove the percentage symbol from the values\n",
    "        df_combined[column] = df_combined[column].str.replace('%', '')\n",
    "        # Convert the column to float type\n",
    "        df_combined[column] = df_combined[column].astype(float)\n",
    "\n",
    "    # Forward fill (ffill) - Replace NaN values with the most recent non-missing value\n",
    "    df_combined[column].fillna(method='ffill', inplace=True)\n",
    "    # Forward interpolation - Estimate missing values based on the next non-missing value\n",
    "    df_combined[column].interpolate(method='linear', inplace=True)\n",
    "\n",
    "df_combined\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>7_All States</th>\n",
       "      <th>1_Good Air Quality Days</th>\n",
       "      <th>1_Moderate Air Quality Days</th>\n",
       "      <th>1_Unhealthy Air Quality Days</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>2_Final\\nScore</th>\n",
       "      <th>2_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>2_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>2_Access Factor Rank (1st = Best)</th>\n",
       "      <th>3_Rank</th>\n",
       "      <th>3_Value</th>\n",
       "      <th>4_Rank</th>\n",
       "      <th>4_Value</th>\n",
       "      <th>6_Rank</th>\n",
       "      <th>6_Final\\nScore</th>\n",
       "      <th>6_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>6_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>6_Access Factor Rank (1st = Best)</th>\n",
       "      <th>7_Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>41.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>93.2</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>12.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>92.3</td>\n",
       "      <td>6.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>91.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>91.3</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>91.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>13.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>89.8</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>13.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>88.7</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>15.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Florida</td>\n",
       "      <td>88.7</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>31.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>9.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>87.9</td>\n",
       "      <td>11.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>87.1</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>39.9</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>16.2</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>District Of Columbia\\n[2]</td>\n",
       "      <td>86.7</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>27.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>86.3</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>31.8</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>86.1</td>\n",
       "      <td>13.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>34.3</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>85.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>40.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>85.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>84.9</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>49.0</td>\n",
       "      <td>40.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>84.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>New York</td>\n",
       "      <td>83.4</td>\n",
       "      <td>14.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>39.4</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>83.4</td>\n",
       "      <td>15.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>16.3</td>\n",
       "      <td>22.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>83.0</td>\n",
       "      <td>16.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>17.1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>83.0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>82.3</td>\n",
       "      <td>16.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>82.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>27.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>19.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island\\n[2]</td>\n",
       "      <td>82.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>80.9</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>80.8</td>\n",
       "      <td>18.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>34.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>80.8</td>\n",
       "      <td>15.9</td>\n",
       "      <td>3.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>California</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>79.8</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>34.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Utah</td>\n",
       "      <td>79.2</td>\n",
       "      <td>20.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>78.3</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Vermont\\n[2]</td>\n",
       "      <td>75.0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>17.4</td>\n",
       "      <td>45.0</td>\n",
       "      <td>39.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>70.2</td>\n",
       "      <td>26.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Delaware\\n[2]</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maine</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>United States</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Washington</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 7_All States  1_Good Air Quality Days   \n",
       "0                      Hawaii                     99.4  \\\n",
       "1                       Texas                     93.2   \n",
       "2                     Montana                     92.3   \n",
       "3                     Arizona                     91.5   \n",
       "4                     Indiana                     91.3   \n",
       "5                        Iowa                     91.0   \n",
       "6                    Kentucky                     89.8   \n",
       "7                      Nevada                     88.7   \n",
       "8                     Florida                     88.7   \n",
       "9                   Tennessee                     87.9   \n",
       "10               Pennsylvania                     87.1   \n",
       "11                   Missouri                     86.8   \n",
       "12              West Virginia                     86.7   \n",
       "13  District Of Columbia\\n[2]                     86.7   \n",
       "14                  Minnesota                     86.3   \n",
       "15                   Illinois                     86.1   \n",
       "16                Mississippi                     85.8   \n",
       "17                     Alaska                     85.5   \n",
       "18                   Arkansas                     85.2   \n",
       "19                   Virginia                     84.9   \n",
       "21             North Carolina                     84.2   \n",
       "22                   New York                     83.4   \n",
       "23                   Oklahoma                     83.4   \n",
       "24              Massachusetts                     83.0   \n",
       "25               South Dakota                     83.0   \n",
       "26                  Louisiana                     82.3   \n",
       "27                     Kansas                     82.1   \n",
       "28          Rhode Island\\n[2]                     82.1   \n",
       "30             South Carolina                     80.9   \n",
       "32                Connecticut                     80.8   \n",
       "33                   Maryland                     80.8   \n",
       "35                 California                     80.3   \n",
       "37                       Ohio                     79.8   \n",
       "38                       Utah                     79.2   \n",
       "40                   Nebraska                     78.9   \n",
       "41                  Wisconsin                     78.9   \n",
       "42                      Idaho                     78.3   \n",
       "45               Vermont\\n[2]                     75.0   \n",
       "46                   Michigan                     72.5   \n",
       "47                 New Jersey                     70.2   \n",
       "50                 New Mexico                     60.6   \n",
       "51              Delaware\\n[2]                     60.6   \n",
       "54                      Maine                     60.6   \n",
       "56              United States                     60.6   \n",
       "60                 Washington                     60.6   \n",
       "63              New Hampshire                     60.6   \n",
       "65                    Alabama                     60.6   \n",
       "69                   Colorado                     60.6   \n",
       "83                    Wyoming                     60.6   \n",
       "88               North Dakota                     60.6   \n",
       "89                    Georgia                     60.6   \n",
       "94                     Oregon                     60.6   \n",
       "\n",
       "    1_Moderate Air Quality Days  1_Unhealthy Air Quality Days  2_Rank   \n",
       "0                           0.6                           0.0    48.0  \\\n",
       "1                           6.3                           0.5    26.0   \n",
       "2                           6.4                           1.3    44.0   \n",
       "3                           8.4                           0.2    28.0   \n",
       "4                           8.5                           0.2    34.0   \n",
       "5                           8.5                           0.5    41.0   \n",
       "6                          10.2                           0.0    45.0   \n",
       "7                          10.6                           0.6    24.0   \n",
       "8                           9.7                           1.6    12.0   \n",
       "9                          11.9                           0.2    39.0   \n",
       "10                         12.5                           0.5    31.0   \n",
       "11                         12.6                           0.5     9.0   \n",
       "12                         12.4                           0.8    10.0   \n",
       "13                         13.2                           0.0     3.0   \n",
       "14                         13.7                           0.1    35.0   \n",
       "15                         13.4                           0.4    19.0   \n",
       "16                         14.0                           0.2    27.0   \n",
       "17                         14.5                           0.0    49.0   \n",
       "18                         14.6                           0.2    42.0   \n",
       "19                         15.1                           0.1     1.0   \n",
       "21                         15.1                           0.7    30.0   \n",
       "22                         14.3                           2.3    38.0   \n",
       "23                         15.4                           1.2    15.0   \n",
       "24                         16.8                           0.2    17.0   \n",
       "25                         14.1                           2.9    16.0   \n",
       "26                         16.9                           0.8    40.0   \n",
       "27                         17.5                           0.4    32.0   \n",
       "28                         16.6                           1.3    36.0   \n",
       "30                         18.8                           0.3     6.0   \n",
       "32                         18.3                           0.9    22.0   \n",
       "33                         15.9                           3.3    18.0   \n",
       "35                         19.0                           0.7    21.0   \n",
       "37                         19.3                           0.9    46.0   \n",
       "38                         20.2                           0.6     7.0   \n",
       "40                         19.3                           1.7    43.0   \n",
       "41                         19.3                           1.8    20.0   \n",
       "42                         21.3                           0.4     4.0   \n",
       "45                         24.3                           0.8     8.0   \n",
       "46                         22.8                           4.7    13.0   \n",
       "47                         26.6                           3.2    33.0   \n",
       "50                         31.1                           8.4    33.0   \n",
       "51                         31.1                           8.4    33.0   \n",
       "54                         31.1                           8.4    33.0   \n",
       "56                         31.1                           8.4    33.0   \n",
       "60                         31.1                           8.4    33.0   \n",
       "63                         31.1                           8.4    33.0   \n",
       "65                         31.1                           8.4    33.0   \n",
       "69                         31.1                           8.4    33.0   \n",
       "83                         31.1                           8.4    33.0   \n",
       "88                         31.1                           8.4    33.0   \n",
       "89                         31.1                           8.4    33.0   \n",
       "94                         31.1                           8.4    33.0   \n",
       "\n",
       "    2_Final\\nScore  2_Outcome Factor Rank (1st = Best)   \n",
       "0             33.7                                32.0  \\\n",
       "1             61.2                                20.0   \n",
       "2             47.2                                44.0   \n",
       "3             60.5                                22.0   \n",
       "4             55.5                                27.0   \n",
       "5             52.7                                31.0   \n",
       "6             45.6                                40.0   \n",
       "7             65.8                                19.0   \n",
       "8             80.6                                 3.0   \n",
       "9             52.9                                29.0   \n",
       "10            58.0                                23.0   \n",
       "11            81.0                                11.0   \n",
       "12            80.8                                 9.0   \n",
       "13            91.6                                 7.0   \n",
       "14            54.8                                38.0   \n",
       "15            73.1                                13.0   \n",
       "16            61.1                                24.0   \n",
       "17            33.4                                49.0   \n",
       "18            49.9                                37.0   \n",
       "19            99.0                                 1.0   \n",
       "21            58.5                                28.0   \n",
       "22            53.0                                43.0   \n",
       "23            78.8                                18.0   \n",
       "24            75.5                                 8.0   \n",
       "25            75.9                                 6.0   \n",
       "26            52.7                                36.0   \n",
       "27            56.1                                42.0   \n",
       "28            54.6                                39.0   \n",
       "30            82.9                                21.0   \n",
       "32            71.9                                 5.0   \n",
       "33            75.5                                14.0   \n",
       "35            72.6                                34.0   \n",
       "37            44.7                                48.0   \n",
       "38            82.1                                12.0   \n",
       "40            48.9                                46.0   \n",
       "41            73.0                                26.0   \n",
       "42            91.1                                10.0   \n",
       "45            81.3                                 4.0   \n",
       "46            79.9                                25.0   \n",
       "47            55.8                                45.0   \n",
       "50            55.8                                45.0   \n",
       "51            55.8                                45.0   \n",
       "54            55.8                                45.0   \n",
       "56            55.8                                45.0   \n",
       "60            55.8                                45.0   \n",
       "63            55.8                                45.0   \n",
       "65            55.8                                45.0   \n",
       "69            55.8                                45.0   \n",
       "83            55.8                                45.0   \n",
       "88            55.8                                45.0   \n",
       "89            55.8                                45.0   \n",
       "94            55.8                                45.0   \n",
       "\n",
       "    2_Cost Factor Rank (1st = Lowest)  2_Access Factor Rank (1st = Best)   \n",
       "0                                45.0                               50.0  \\\n",
       "1                                 8.0                               49.0   \n",
       "2                                 1.0                               48.0   \n",
       "3                                12.0                               47.0   \n",
       "4                                16.0                               46.0   \n",
       "5                                22.0                               45.0   \n",
       "6                                13.0                               44.0   \n",
       "7                                20.0                               43.0   \n",
       "8                                30.0                               42.0   \n",
       "9                                32.0                               41.0   \n",
       "10                               29.0                               40.0   \n",
       "11                                4.0                               39.0   \n",
       "12                                6.0                               38.0   \n",
       "13                                2.0                               37.0   \n",
       "14                               15.0                               36.0   \n",
       "15                               27.0                               35.0   \n",
       "16                               33.0                               34.0   \n",
       "17                               14.0                               33.0   \n",
       "18                               38.0                               32.0   \n",
       "19                               18.0                               31.0   \n",
       "21                               40.0                               29.0   \n",
       "22                               17.0                               28.0   \n",
       "23                               10.0                               27.0   \n",
       "24                               42.0                               26.0   \n",
       "25                               46.0                               25.0   \n",
       "26                               43.0                               24.0   \n",
       "27                               11.0                               23.0   \n",
       "28                               28.0                               22.0   \n",
       "30                                3.0                               20.0   \n",
       "32                               48.0                               18.0   \n",
       "33                               37.0                               17.0   \n",
       "35                                9.0                               15.0   \n",
       "37                               26.0                               13.0   \n",
       "38                               35.0                               12.0   \n",
       "40                               24.0                               10.0   \n",
       "41                               31.0                                9.0   \n",
       "42                               23.0                                8.0   \n",
       "45                               47.0                                5.0   \n",
       "46                               19.0                                4.0   \n",
       "47                               34.0                                3.0   \n",
       "50                               34.0                                3.0   \n",
       "51                               34.0                                3.0   \n",
       "54                               34.0                                3.0   \n",
       "56                               34.0                                3.0   \n",
       "60                               34.0                                3.0   \n",
       "63                               34.0                                3.0   \n",
       "65                               34.0                                3.0   \n",
       "69                               34.0                                3.0   \n",
       "83                               34.0                                3.0   \n",
       "88                               34.0                                3.0   \n",
       "89                               34.0                                3.0   \n",
       "94                               34.0                                3.0   \n",
       "\n",
       "    3_Rank  3_Value  4_Rank  4_Value  6_Rank  6_Final\\nScore   \n",
       "0     32.0     15.4    41.0     37.7    48.0            33.7  \\\n",
       "1     25.0     14.7    30.0     34.6    26.0            61.2   \n",
       "2     20.0     14.3     7.0     29.0    44.0            47.2   \n",
       "3     32.0     15.4    12.0     30.6    28.0            60.5   \n",
       "4     16.0     14.0    14.0     31.3    34.0            55.5   \n",
       "5     23.0     14.6    18.0     31.9    41.0            52.7   \n",
       "6     36.0     15.9    14.0     31.3    45.0            45.6   \n",
       "7     44.0     17.8    23.0     24.7    24.0            65.8   \n",
       "8     11.0     13.2    16.0     31.6    12.0            80.6   \n",
       "9     16.0     14.0    10.0     30.4    39.0            52.9   \n",
       "10     8.0     13.0    47.0     39.9    31.0            58.0   \n",
       "11    37.0     16.2    29.0     34.4     9.0            81.0   \n",
       "12    13.0     13.6    13.0     30.9    10.0            80.8   \n",
       "13    25.0     14.7     4.0     27.6     3.0            91.6   \n",
       "14    27.0     14.8    17.0     31.8    35.0            54.8   \n",
       "15    47.0     18.4    23.0     33.9    19.0            73.1   \n",
       "16    46.0     18.0    28.0     34.3    27.0            61.1   \n",
       "17    21.0     14.4    36.0     36.1    49.0            33.4   \n",
       "18     1.0     10.7    31.0     35.0    42.0            49.9   \n",
       "19    16.0     14.7    49.0     40.6     1.0            99.0   \n",
       "21     4.0     12.6     6.0     28.8    30.0            58.5   \n",
       "22    10.0     13.1    46.0     39.4    38.0            53.0   \n",
       "23    38.0     16.3    22.0     33.5    15.0            78.8   \n",
       "24    41.0     17.1     9.0     30.1    17.0            75.5   \n",
       "25    16.0     14.0    39.0     36.4    16.0            75.9   \n",
       "26    30.0     15.2    27.0     34.2    40.0            52.7   \n",
       "27     7.0     12.9     3.0     27.4    32.0            56.1   \n",
       "28    30.0     15.2    36.0     36.1    36.0            54.6   \n",
       "30    12.0     13.3    38.0     36.3     6.0            82.9   \n",
       "32    34.0     15.5    34.0     36.0    22.0            71.9   \n",
       "33    14.0     13.8    23.0     33.9    18.0            75.5   \n",
       "35    19.0     14.2     1.0     25.0    21.0            72.6   \n",
       "37    23.0     14.6    26.0     34.1    46.0            44.7   \n",
       "38    16.0     14.2    32.0     35.2     7.0            82.1   \n",
       "40    35.0     15.6    23.0     33.9    43.0            48.9   \n",
       "41     3.0     12.3     5.0     28.2    20.0            73.0   \n",
       "42    40.0     16.7     8.0     29.1     4.0            91.1   \n",
       "45    45.0     17.9    44.0     38.7     8.0            81.3   \n",
       "46    42.0     17.4    45.0     39.1    13.0            79.9   \n",
       "47    39.0     16.4    48.0     40.3    33.0            55.8   \n",
       "50    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "51    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "54    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "56    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "60    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "63    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "65    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "69    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "83    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "88    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "89    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "94    49.0     19.3    10.0     30.4    33.0             NaN   \n",
       "\n",
       "    6_Outcome Factor Rank (1st = Best)  6_Cost Factor Rank (1st = Lowest)   \n",
       "0                                 32.0                               45.0  \\\n",
       "1                                 20.0                                8.0   \n",
       "2                                 44.0                                1.0   \n",
       "3                                 22.0                               12.0   \n",
       "4                                 27.0                               16.0   \n",
       "5                                 31.0                               22.0   \n",
       "6                                 40.0                               13.0   \n",
       "7                                 19.0                               20.0   \n",
       "8                                  3.0                               30.0   \n",
       "9                                 29.0                               32.0   \n",
       "10                                23.0                               29.0   \n",
       "11                                11.0                                4.0   \n",
       "12                                 9.0                                6.0   \n",
       "13                                 7.0                                2.0   \n",
       "14                                38.0                               15.0   \n",
       "15                                13.0                               27.0   \n",
       "16                                24.0                               33.0   \n",
       "17                                49.0                               14.0   \n",
       "18                                37.0                               38.0   \n",
       "19                                 1.0                               18.0   \n",
       "21                                28.0                               40.0   \n",
       "22                                43.0                               17.0   \n",
       "23                                18.0                               10.0   \n",
       "24                                 8.0                               42.0   \n",
       "25                                 6.0                               46.0   \n",
       "26                                36.0                               43.0   \n",
       "27                                42.0                               11.0   \n",
       "28                                39.0                               28.0   \n",
       "30                                21.0                                3.0   \n",
       "32                                 5.0                               48.0   \n",
       "33                                14.0                               37.0   \n",
       "35                                34.0                                9.0   \n",
       "37                                48.0                               26.0   \n",
       "38                                12.0                               35.0   \n",
       "40                                46.0                               24.0   \n",
       "41                                26.0                               31.0   \n",
       "42                                10.0                               23.0   \n",
       "45                                 4.0                               47.0   \n",
       "46                                25.0                               19.0   \n",
       "47                                45.0                               34.0   \n",
       "50                                 NaN                                NaN   \n",
       "51                                 NaN                                NaN   \n",
       "54                                 NaN                                NaN   \n",
       "56                                 NaN                                NaN   \n",
       "60                                 NaN                                NaN   \n",
       "63                                 NaN                                NaN   \n",
       "65                                 NaN                                NaN   \n",
       "69                                 NaN                                NaN   \n",
       "83                                 NaN                                NaN   \n",
       "88                                 NaN                                NaN   \n",
       "89                                 NaN                                NaN   \n",
       "94                                 NaN                                NaN   \n",
       "\n",
       "    6_Access Factor Rank (1st = Best)  7_Value  \n",
       "0                                50.0      NaN  \n",
       "1                                49.0     12.3  \n",
       "2                                48.0     27.0  \n",
       "3                                47.0     14.0  \n",
       "4                                46.0     14.0  \n",
       "5                                45.0     13.3  \n",
       "6                                44.0     13.3  \n",
       "7                                43.0     15.1  \n",
       "8                                42.0      9.3  \n",
       "9                                41.0     10.5  \n",
       "10                               40.0      8.2  \n",
       "11                               39.0     14.5  \n",
       "12                               38.0     14.5  \n",
       "13                               37.0     14.5  \n",
       "14                               36.0     14.5  \n",
       "15                               35.0     14.5  \n",
       "16                               34.0     10.6  \n",
       "17                               33.0     40.4  \n",
       "18                               32.0     13.9  \n",
       "19                               31.0     12.4  \n",
       "21                               29.0      9.4  \n",
       "22                               28.0      9.4  \n",
       "23                               27.0      9.4  \n",
       "24                               26.0      9.4  \n",
       "25                               25.0      9.4  \n",
       "26                               24.0      9.4  \n",
       "27                               23.0     19.3  \n",
       "28                               22.0     19.3  \n",
       "30                               20.0     13.5  \n",
       "32                               18.0      6.4  \n",
       "33                               17.0      6.4  \n",
       "35                               15.0      6.6  \n",
       "37                               13.0      6.6  \n",
       "38                               12.0      6.6  \n",
       "40                               10.0      6.6  \n",
       "41                                9.0      6.6  \n",
       "42                                8.0     21.5  \n",
       "45                                5.0     21.5  \n",
       "46                                4.0     11.4  \n",
       "47                                3.0      5.3  \n",
       "50                                NaN      5.3  \n",
       "51                                NaN      5.3  \n",
       "54                                NaN     16.8  \n",
       "56                                NaN     10.8  \n",
       "60                                NaN     10.8  \n",
       "63                                NaN     10.7  \n",
       "65                                NaN     10.7  \n",
       "69                                NaN     10.7  \n",
       "83                                NaN     10.7  \n",
       "88                                NaN     16.8  \n",
       "89                                NaN     16.8  \n",
       "94                                NaN     16.8  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# List of columns to process\n",
    "columns_to_process = ['7_Value', '2_Rank', '2_Final\\nScore', '2_Outcome Factor Rank (1st = Best)', '2_Cost Factor Rank (1st = Lowest)', '2_Access Factor Rank (1st = Best)', '3_Rank', '4_Rank', '6_Rank']\n",
    "\n",
    "# Iterate over the columns and apply the desired operations\n",
    "for column in columns_to_process:\n",
    "    # Check if the column is of string type\n",
    "    if df_combined[column].dtype == 'object':\n",
    "        # Remove any unwanted characters from the values (e.g., newline characters)\n",
    "        df_combined[column] = df_combined[column].str.replace('\\n', '')\n",
    "\n",
    "    # Convert the column to float type\n",
    "    df_combined[column] = df_combined[column].astype(float)\n",
    "\n",
    "    # Forward fill (ffill) - Replace NaN values with the most recent non-missing value\n",
    "    df_combined[column].fillna(method='ffill', inplace=True)\n",
    "\n",
    "    # Interpolation - Estimate missing values based on surrounding data points\n",
    "    df_combined[column].interpolate(method='linear', inplace=True)\n",
    "\n",
    "df_combined\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>7_All States</th>\n",
       "      <th>1_Good Air Quality Days</th>\n",
       "      <th>1_Moderate Air Quality Days</th>\n",
       "      <th>1_Unhealthy Air Quality Days</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>2_Final\\nScore</th>\n",
       "      <th>2_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>2_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>2_Access Factor Rank (1st = Best)</th>\n",
       "      <th>3_Rank</th>\n",
       "      <th>3_Value</th>\n",
       "      <th>4_Rank</th>\n",
       "      <th>4_Value</th>\n",
       "      <th>6_Rank</th>\n",
       "      <th>6_Final\\nScore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>41.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>93.2</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>92.3</td>\n",
       "      <td>6.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>91.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>91.3</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>91.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>89.8</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>88.7</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Florida</td>\n",
       "      <td>88.7</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>31.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>87.9</td>\n",
       "      <td>11.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>87.1</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>39.9</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>16.2</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>District Of Columbia\\n[2]</td>\n",
       "      <td>86.7</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>27.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>86.3</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>31.8</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>86.1</td>\n",
       "      <td>13.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>34.3</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>85.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>85.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>84.9</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>49.0</td>\n",
       "      <td>40.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>84.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>New York</td>\n",
       "      <td>83.4</td>\n",
       "      <td>14.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>39.4</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>83.4</td>\n",
       "      <td>15.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>16.3</td>\n",
       "      <td>22.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>83.0</td>\n",
       "      <td>16.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>17.1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>83.0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>82.3</td>\n",
       "      <td>16.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>82.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>27.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island\\n[2]</td>\n",
       "      <td>82.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>80.9</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>80.8</td>\n",
       "      <td>18.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>34.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>80.8</td>\n",
       "      <td>15.9</td>\n",
       "      <td>3.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>California</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>79.8</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>34.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Utah</td>\n",
       "      <td>79.2</td>\n",
       "      <td>20.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>78.3</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Vermont\\n[2]</td>\n",
       "      <td>75.0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>17.4</td>\n",
       "      <td>45.0</td>\n",
       "      <td>39.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>70.2</td>\n",
       "      <td>26.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Delaware\\n[2]</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maine</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>United States</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Washington</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 7_All States  1_Good Air Quality Days   \n",
       "0                      Hawaii                     99.4  \\\n",
       "1                       Texas                     93.2   \n",
       "2                     Montana                     92.3   \n",
       "3                     Arizona                     91.5   \n",
       "4                     Indiana                     91.3   \n",
       "5                        Iowa                     91.0   \n",
       "6                    Kentucky                     89.8   \n",
       "7                      Nevada                     88.7   \n",
       "8                     Florida                     88.7   \n",
       "9                   Tennessee                     87.9   \n",
       "10               Pennsylvania                     87.1   \n",
       "11                   Missouri                     86.8   \n",
       "12              West Virginia                     86.7   \n",
       "13  District Of Columbia\\n[2]                     86.7   \n",
       "14                  Minnesota                     86.3   \n",
       "15                   Illinois                     86.1   \n",
       "16                Mississippi                     85.8   \n",
       "17                     Alaska                     85.5   \n",
       "18                   Arkansas                     85.2   \n",
       "19                   Virginia                     84.9   \n",
       "21             North Carolina                     84.2   \n",
       "22                   New York                     83.4   \n",
       "23                   Oklahoma                     83.4   \n",
       "24              Massachusetts                     83.0   \n",
       "25               South Dakota                     83.0   \n",
       "26                  Louisiana                     82.3   \n",
       "27                     Kansas                     82.1   \n",
       "28          Rhode Island\\n[2]                     82.1   \n",
       "30             South Carolina                     80.9   \n",
       "32                Connecticut                     80.8   \n",
       "33                   Maryland                     80.8   \n",
       "35                 California                     80.3   \n",
       "37                       Ohio                     79.8   \n",
       "38                       Utah                     79.2   \n",
       "40                   Nebraska                     78.9   \n",
       "41                  Wisconsin                     78.9   \n",
       "42                      Idaho                     78.3   \n",
       "45               Vermont\\n[2]                     75.0   \n",
       "46                   Michigan                     72.5   \n",
       "47                 New Jersey                     70.2   \n",
       "50                 New Mexico                     60.6   \n",
       "51              Delaware\\n[2]                     60.6   \n",
       "54                      Maine                     60.6   \n",
       "56              United States                     60.6   \n",
       "60                 Washington                     60.6   \n",
       "63              New Hampshire                     60.6   \n",
       "65                    Alabama                     60.6   \n",
       "69                   Colorado                     60.6   \n",
       "83                    Wyoming                     60.6   \n",
       "88               North Dakota                     60.6   \n",
       "89                    Georgia                     60.6   \n",
       "94                     Oregon                     60.6   \n",
       "\n",
       "    1_Moderate Air Quality Days  1_Unhealthy Air Quality Days  2_Rank   \n",
       "0                           0.6                           0.0    48.0  \\\n",
       "1                           6.3                           0.5    26.0   \n",
       "2                           6.4                           1.3    44.0   \n",
       "3                           8.4                           0.2    28.0   \n",
       "4                           8.5                           0.2    34.0   \n",
       "5                           8.5                           0.5    41.0   \n",
       "6                          10.2                           0.0    45.0   \n",
       "7                          10.6                           0.6    24.0   \n",
       "8                           9.7                           1.6    12.0   \n",
       "9                          11.9                           0.2    39.0   \n",
       "10                         12.5                           0.5    31.0   \n",
       "11                         12.6                           0.5     9.0   \n",
       "12                         12.4                           0.8    10.0   \n",
       "13                         13.2                           0.0     3.0   \n",
       "14                         13.7                           0.1    35.0   \n",
       "15                         13.4                           0.4    19.0   \n",
       "16                         14.0                           0.2    27.0   \n",
       "17                         14.5                           0.0    49.0   \n",
       "18                         14.6                           0.2    42.0   \n",
       "19                         15.1                           0.1     1.0   \n",
       "21                         15.1                           0.7    30.0   \n",
       "22                         14.3                           2.3    38.0   \n",
       "23                         15.4                           1.2    15.0   \n",
       "24                         16.8                           0.2    17.0   \n",
       "25                         14.1                           2.9    16.0   \n",
       "26                         16.9                           0.8    40.0   \n",
       "27                         17.5                           0.4    32.0   \n",
       "28                         16.6                           1.3    36.0   \n",
       "30                         18.8                           0.3     6.0   \n",
       "32                         18.3                           0.9    22.0   \n",
       "33                         15.9                           3.3    18.0   \n",
       "35                         19.0                           0.7    21.0   \n",
       "37                         19.3                           0.9    46.0   \n",
       "38                         20.2                           0.6     7.0   \n",
       "40                         19.3                           1.7    43.0   \n",
       "41                         19.3                           1.8    20.0   \n",
       "42                         21.3                           0.4     4.0   \n",
       "45                         24.3                           0.8     8.0   \n",
       "46                         22.8                           4.7    13.0   \n",
       "47                         26.6                           3.2    33.0   \n",
       "50                         31.1                           8.4    33.0   \n",
       "51                         31.1                           8.4    33.0   \n",
       "54                         31.1                           8.4    33.0   \n",
       "56                         31.1                           8.4    33.0   \n",
       "60                         31.1                           8.4    33.0   \n",
       "63                         31.1                           8.4    33.0   \n",
       "65                         31.1                           8.4    33.0   \n",
       "69                         31.1                           8.4    33.0   \n",
       "83                         31.1                           8.4    33.0   \n",
       "88                         31.1                           8.4    33.0   \n",
       "89                         31.1                           8.4    33.0   \n",
       "94                         31.1                           8.4    33.0   \n",
       "\n",
       "    2_Final\\nScore  2_Outcome Factor Rank (1st = Best)   \n",
       "0             33.7                                32.0  \\\n",
       "1             61.2                                20.0   \n",
       "2             47.2                                44.0   \n",
       "3             60.5                                22.0   \n",
       "4             55.5                                27.0   \n",
       "5             52.7                                31.0   \n",
       "6             45.6                                40.0   \n",
       "7             65.8                                19.0   \n",
       "8             80.6                                 3.0   \n",
       "9             52.9                                29.0   \n",
       "10            58.0                                23.0   \n",
       "11            81.0                                11.0   \n",
       "12            80.8                                 9.0   \n",
       "13            91.6                                 7.0   \n",
       "14            54.8                                38.0   \n",
       "15            73.1                                13.0   \n",
       "16            61.1                                24.0   \n",
       "17            33.4                                49.0   \n",
       "18            49.9                                37.0   \n",
       "19            99.0                                 1.0   \n",
       "21            58.5                                28.0   \n",
       "22            53.0                                43.0   \n",
       "23            78.8                                18.0   \n",
       "24            75.5                                 8.0   \n",
       "25            75.9                                 6.0   \n",
       "26            52.7                                36.0   \n",
       "27            56.1                                42.0   \n",
       "28            54.6                                39.0   \n",
       "30            82.9                                21.0   \n",
       "32            71.9                                 5.0   \n",
       "33            75.5                                14.0   \n",
       "35            72.6                                34.0   \n",
       "37            44.7                                48.0   \n",
       "38            82.1                                12.0   \n",
       "40            48.9                                46.0   \n",
       "41            73.0                                26.0   \n",
       "42            91.1                                10.0   \n",
       "45            81.3                                 4.0   \n",
       "46            79.9                                25.0   \n",
       "47            55.8                                45.0   \n",
       "50            55.8                                45.0   \n",
       "51            55.8                                45.0   \n",
       "54            55.8                                45.0   \n",
       "56            55.8                                45.0   \n",
       "60            55.8                                45.0   \n",
       "63            55.8                                45.0   \n",
       "65            55.8                                45.0   \n",
       "69            55.8                                45.0   \n",
       "83            55.8                                45.0   \n",
       "88            55.8                                45.0   \n",
       "89            55.8                                45.0   \n",
       "94            55.8                                45.0   \n",
       "\n",
       "    2_Cost Factor Rank (1st = Lowest)  2_Access Factor Rank (1st = Best)   \n",
       "0                                45.0                               50.0  \\\n",
       "1                                 8.0                               49.0   \n",
       "2                                 1.0                               48.0   \n",
       "3                                12.0                               47.0   \n",
       "4                                16.0                               46.0   \n",
       "5                                22.0                               45.0   \n",
       "6                                13.0                               44.0   \n",
       "7                                20.0                               43.0   \n",
       "8                                30.0                               42.0   \n",
       "9                                32.0                               41.0   \n",
       "10                               29.0                               40.0   \n",
       "11                                4.0                               39.0   \n",
       "12                                6.0                               38.0   \n",
       "13                                2.0                               37.0   \n",
       "14                               15.0                               36.0   \n",
       "15                               27.0                               35.0   \n",
       "16                               33.0                               34.0   \n",
       "17                               14.0                               33.0   \n",
       "18                               38.0                               32.0   \n",
       "19                               18.0                               31.0   \n",
       "21                               40.0                               29.0   \n",
       "22                               17.0                               28.0   \n",
       "23                               10.0                               27.0   \n",
       "24                               42.0                               26.0   \n",
       "25                               46.0                               25.0   \n",
       "26                               43.0                               24.0   \n",
       "27                               11.0                               23.0   \n",
       "28                               28.0                               22.0   \n",
       "30                                3.0                               20.0   \n",
       "32                               48.0                               18.0   \n",
       "33                               37.0                               17.0   \n",
       "35                                9.0                               15.0   \n",
       "37                               26.0                               13.0   \n",
       "38                               35.0                               12.0   \n",
       "40                               24.0                               10.0   \n",
       "41                               31.0                                9.0   \n",
       "42                               23.0                                8.0   \n",
       "45                               47.0                                5.0   \n",
       "46                               19.0                                4.0   \n",
       "47                               34.0                                3.0   \n",
       "50                               34.0                                3.0   \n",
       "51                               34.0                                3.0   \n",
       "54                               34.0                                3.0   \n",
       "56                               34.0                                3.0   \n",
       "60                               34.0                                3.0   \n",
       "63                               34.0                                3.0   \n",
       "65                               34.0                                3.0   \n",
       "69                               34.0                                3.0   \n",
       "83                               34.0                                3.0   \n",
       "88                               34.0                                3.0   \n",
       "89                               34.0                                3.0   \n",
       "94                               34.0                                3.0   \n",
       "\n",
       "    3_Rank  3_Value  4_Rank  4_Value  6_Rank  6_Final\\nScore  \n",
       "0     32.0     15.4    41.0     37.7    48.0            33.7  \n",
       "1     25.0     14.7    30.0     34.6    26.0            61.2  \n",
       "2     20.0     14.3     7.0     29.0    44.0            47.2  \n",
       "3     32.0     15.4    12.0     30.6    28.0            60.5  \n",
       "4     16.0     14.0    14.0     31.3    34.0            55.5  \n",
       "5     23.0     14.6    18.0     31.9    41.0            52.7  \n",
       "6     36.0     15.9    14.0     31.3    45.0            45.6  \n",
       "7     44.0     17.8    23.0     24.7    24.0            65.8  \n",
       "8     11.0     13.2    16.0     31.6    12.0            80.6  \n",
       "9     16.0     14.0    10.0     30.4    39.0            52.9  \n",
       "10     8.0     13.0    47.0     39.9    31.0            58.0  \n",
       "11    37.0     16.2    29.0     34.4     9.0            81.0  \n",
       "12    13.0     13.6    13.0     30.9    10.0            80.8  \n",
       "13    25.0     14.7     4.0     27.6     3.0            91.6  \n",
       "14    27.0     14.8    17.0     31.8    35.0            54.8  \n",
       "15    47.0     18.4    23.0     33.9    19.0            73.1  \n",
       "16    46.0     18.0    28.0     34.3    27.0            61.1  \n",
       "17    21.0     14.4    36.0     36.1    49.0            33.4  \n",
       "18     1.0     10.7    31.0     35.0    42.0            49.9  \n",
       "19    16.0     14.7    49.0     40.6     1.0            99.0  \n",
       "21     4.0     12.6     6.0     28.8    30.0            58.5  \n",
       "22    10.0     13.1    46.0     39.4    38.0            53.0  \n",
       "23    38.0     16.3    22.0     33.5    15.0            78.8  \n",
       "24    41.0     17.1     9.0     30.1    17.0            75.5  \n",
       "25    16.0     14.0    39.0     36.4    16.0            75.9  \n",
       "26    30.0     15.2    27.0     34.2    40.0            52.7  \n",
       "27     7.0     12.9     3.0     27.4    32.0            56.1  \n",
       "28    30.0     15.2    36.0     36.1    36.0            54.6  \n",
       "30    12.0     13.3    38.0     36.3     6.0            82.9  \n",
       "32    34.0     15.5    34.0     36.0    22.0            71.9  \n",
       "33    14.0     13.8    23.0     33.9    18.0            75.5  \n",
       "35    19.0     14.2     1.0     25.0    21.0            72.6  \n",
       "37    23.0     14.6    26.0     34.1    46.0            44.7  \n",
       "38    16.0     14.2    32.0     35.2     7.0            82.1  \n",
       "40    35.0     15.6    23.0     33.9    43.0            48.9  \n",
       "41     3.0     12.3     5.0     28.2    20.0            73.0  \n",
       "42    40.0     16.7     8.0     29.1     4.0            91.1  \n",
       "45    45.0     17.9    44.0     38.7     8.0            81.3  \n",
       "46    42.0     17.4    45.0     39.1    13.0            79.9  \n",
       "47    39.0     16.4    48.0     40.3    33.0            55.8  \n",
       "50    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "51    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "54    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "56    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "60    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "63    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "65    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "69    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "83    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "88    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "89    49.0     19.3    10.0     30.4    33.0             NaN  \n",
       "94    49.0     19.3    10.0     30.4    33.0             NaN  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List of columns to drop\n",
    "columns_to_drop = ['6_Outcome Factor Rank (1st = Best)', '6_Cost Factor Rank (1st = Lowest)', '6_Access Factor Rank (1st = Best)', '7_Value']\n",
    "\n",
    "# Drop the columns from the DataFrame\n",
    "df_combined.drop(columns_to_drop, axis=1, inplace=True)\n",
    "df_combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>7_All States</th>\n",
       "      <th>1_Good Air Quality Days</th>\n",
       "      <th>1_Moderate Air Quality Days</th>\n",
       "      <th>1_Unhealthy Air Quality Days</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>2_Final\\nScore</th>\n",
       "      <th>2_Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>2_Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>2_Access Factor Rank (1st = Best)</th>\n",
       "      <th>2022 Overall Ranking</th>\n",
       "      <th>2022 overall score</th>\n",
       "      <th>2023 Overall Ranking</th>\n",
       "      <th>2023 overall score</th>\n",
       "      <th>Overall Current Ranking(Highter is the best)</th>\n",
       "      <th>6_Final\\nScore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>41.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>93.2</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>92.3</td>\n",
       "      <td>6.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>91.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>91.3</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>91.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>89.8</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>88.7</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Florida</td>\n",
       "      <td>88.7</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>31.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>87.9</td>\n",
       "      <td>11.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>87.1</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>39.9</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>16.2</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>District Of Columbia\\n[2]</td>\n",
       "      <td>86.7</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>27.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>86.3</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>31.8</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>86.1</td>\n",
       "      <td>13.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>34.3</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>85.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>85.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>84.9</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>49.0</td>\n",
       "      <td>40.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>84.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>New York</td>\n",
       "      <td>83.4</td>\n",
       "      <td>14.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>39.4</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>83.4</td>\n",
       "      <td>15.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>16.3</td>\n",
       "      <td>22.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>83.0</td>\n",
       "      <td>16.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>17.1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>83.0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>82.3</td>\n",
       "      <td>16.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>82.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>27.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island\\n[2]</td>\n",
       "      <td>82.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>80.9</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>80.8</td>\n",
       "      <td>18.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>34.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>80.8</td>\n",
       "      <td>15.9</td>\n",
       "      <td>3.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>California</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>79.8</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>34.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Utah</td>\n",
       "      <td>79.2</td>\n",
       "      <td>20.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>78.3</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Vermont\\n[2]</td>\n",
       "      <td>75.0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>17.4</td>\n",
       "      <td>45.0</td>\n",
       "      <td>39.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>70.2</td>\n",
       "      <td>26.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Delaware\\n[2]</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maine</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>United States</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Washington</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 7_All States  1_Good Air Quality Days   \n",
       "0                      Hawaii                     99.4  \\\n",
       "1                       Texas                     93.2   \n",
       "2                     Montana                     92.3   \n",
       "3                     Arizona                     91.5   \n",
       "4                     Indiana                     91.3   \n",
       "5                        Iowa                     91.0   \n",
       "6                    Kentucky                     89.8   \n",
       "7                      Nevada                     88.7   \n",
       "8                     Florida                     88.7   \n",
       "9                   Tennessee                     87.9   \n",
       "10               Pennsylvania                     87.1   \n",
       "11                   Missouri                     86.8   \n",
       "12              West Virginia                     86.7   \n",
       "13  District Of Columbia\\n[2]                     86.7   \n",
       "14                  Minnesota                     86.3   \n",
       "15                   Illinois                     86.1   \n",
       "16                Mississippi                     85.8   \n",
       "17                     Alaska                     85.5   \n",
       "18                   Arkansas                     85.2   \n",
       "19                   Virginia                     84.9   \n",
       "21             North Carolina                     84.2   \n",
       "22                   New York                     83.4   \n",
       "23                   Oklahoma                     83.4   \n",
       "24              Massachusetts                     83.0   \n",
       "25               South Dakota                     83.0   \n",
       "26                  Louisiana                     82.3   \n",
       "27                     Kansas                     82.1   \n",
       "28          Rhode Island\\n[2]                     82.1   \n",
       "30             South Carolina                     80.9   \n",
       "32                Connecticut                     80.8   \n",
       "33                   Maryland                     80.8   \n",
       "35                 California                     80.3   \n",
       "37                       Ohio                     79.8   \n",
       "38                       Utah                     79.2   \n",
       "40                   Nebraska                     78.9   \n",
       "41                  Wisconsin                     78.9   \n",
       "42                      Idaho                     78.3   \n",
       "45               Vermont\\n[2]                     75.0   \n",
       "46                   Michigan                     72.5   \n",
       "47                 New Jersey                     70.2   \n",
       "50                 New Mexico                     60.6   \n",
       "51              Delaware\\n[2]                     60.6   \n",
       "54                      Maine                     60.6   \n",
       "56              United States                     60.6   \n",
       "60                 Washington                     60.6   \n",
       "63              New Hampshire                     60.6   \n",
       "65                    Alabama                     60.6   \n",
       "69                   Colorado                     60.6   \n",
       "83                    Wyoming                     60.6   \n",
       "88               North Dakota                     60.6   \n",
       "89                    Georgia                     60.6   \n",
       "94                     Oregon                     60.6   \n",
       "\n",
       "    1_Moderate Air Quality Days  1_Unhealthy Air Quality Days  2_Rank   \n",
       "0                           0.6                           0.0    48.0  \\\n",
       "1                           6.3                           0.5    26.0   \n",
       "2                           6.4                           1.3    44.0   \n",
       "3                           8.4                           0.2    28.0   \n",
       "4                           8.5                           0.2    34.0   \n",
       "5                           8.5                           0.5    41.0   \n",
       "6                          10.2                           0.0    45.0   \n",
       "7                          10.6                           0.6    24.0   \n",
       "8                           9.7                           1.6    12.0   \n",
       "9                          11.9                           0.2    39.0   \n",
       "10                         12.5                           0.5    31.0   \n",
       "11                         12.6                           0.5     9.0   \n",
       "12                         12.4                           0.8    10.0   \n",
       "13                         13.2                           0.0     3.0   \n",
       "14                         13.7                           0.1    35.0   \n",
       "15                         13.4                           0.4    19.0   \n",
       "16                         14.0                           0.2    27.0   \n",
       "17                         14.5                           0.0    49.0   \n",
       "18                         14.6                           0.2    42.0   \n",
       "19                         15.1                           0.1     1.0   \n",
       "21                         15.1                           0.7    30.0   \n",
       "22                         14.3                           2.3    38.0   \n",
       "23                         15.4                           1.2    15.0   \n",
       "24                         16.8                           0.2    17.0   \n",
       "25                         14.1                           2.9    16.0   \n",
       "26                         16.9                           0.8    40.0   \n",
       "27                         17.5                           0.4    32.0   \n",
       "28                         16.6                           1.3    36.0   \n",
       "30                         18.8                           0.3     6.0   \n",
       "32                         18.3                           0.9    22.0   \n",
       "33                         15.9                           3.3    18.0   \n",
       "35                         19.0                           0.7    21.0   \n",
       "37                         19.3                           0.9    46.0   \n",
       "38                         20.2                           0.6     7.0   \n",
       "40                         19.3                           1.7    43.0   \n",
       "41                         19.3                           1.8    20.0   \n",
       "42                         21.3                           0.4     4.0   \n",
       "45                         24.3                           0.8     8.0   \n",
       "46                         22.8                           4.7    13.0   \n",
       "47                         26.6                           3.2    33.0   \n",
       "50                         31.1                           8.4    33.0   \n",
       "51                         31.1                           8.4    33.0   \n",
       "54                         31.1                           8.4    33.0   \n",
       "56                         31.1                           8.4    33.0   \n",
       "60                         31.1                           8.4    33.0   \n",
       "63                         31.1                           8.4    33.0   \n",
       "65                         31.1                           8.4    33.0   \n",
       "69                         31.1                           8.4    33.0   \n",
       "83                         31.1                           8.4    33.0   \n",
       "88                         31.1                           8.4    33.0   \n",
       "89                         31.1                           8.4    33.0   \n",
       "94                         31.1                           8.4    33.0   \n",
       "\n",
       "    2_Final\\nScore  2_Outcome Factor Rank (1st = Best)   \n",
       "0             33.7                                32.0  \\\n",
       "1             61.2                                20.0   \n",
       "2             47.2                                44.0   \n",
       "3             60.5                                22.0   \n",
       "4             55.5                                27.0   \n",
       "5             52.7                                31.0   \n",
       "6             45.6                                40.0   \n",
       "7             65.8                                19.0   \n",
       "8             80.6                                 3.0   \n",
       "9             52.9                                29.0   \n",
       "10            58.0                                23.0   \n",
       "11            81.0                                11.0   \n",
       "12            80.8                                 9.0   \n",
       "13            91.6                                 7.0   \n",
       "14            54.8                                38.0   \n",
       "15            73.1                                13.0   \n",
       "16            61.1                                24.0   \n",
       "17            33.4                                49.0   \n",
       "18            49.9                                37.0   \n",
       "19            99.0                                 1.0   \n",
       "21            58.5                                28.0   \n",
       "22            53.0                                43.0   \n",
       "23            78.8                                18.0   \n",
       "24            75.5                                 8.0   \n",
       "25            75.9                                 6.0   \n",
       "26            52.7                                36.0   \n",
       "27            56.1                                42.0   \n",
       "28            54.6                                39.0   \n",
       "30            82.9                                21.0   \n",
       "32            71.9                                 5.0   \n",
       "33            75.5                                14.0   \n",
       "35            72.6                                34.0   \n",
       "37            44.7                                48.0   \n",
       "38            82.1                                12.0   \n",
       "40            48.9                                46.0   \n",
       "41            73.0                                26.0   \n",
       "42            91.1                                10.0   \n",
       "45            81.3                                 4.0   \n",
       "46            79.9                                25.0   \n",
       "47            55.8                                45.0   \n",
       "50            55.8                                45.0   \n",
       "51            55.8                                45.0   \n",
       "54            55.8                                45.0   \n",
       "56            55.8                                45.0   \n",
       "60            55.8                                45.0   \n",
       "63            55.8                                45.0   \n",
       "65            55.8                                45.0   \n",
       "69            55.8                                45.0   \n",
       "83            55.8                                45.0   \n",
       "88            55.8                                45.0   \n",
       "89            55.8                                45.0   \n",
       "94            55.8                                45.0   \n",
       "\n",
       "    2_Cost Factor Rank (1st = Lowest)  2_Access Factor Rank (1st = Best)   \n",
       "0                                45.0                               50.0  \\\n",
       "1                                 8.0                               49.0   \n",
       "2                                 1.0                               48.0   \n",
       "3                                12.0                               47.0   \n",
       "4                                16.0                               46.0   \n",
       "5                                22.0                               45.0   \n",
       "6                                13.0                               44.0   \n",
       "7                                20.0                               43.0   \n",
       "8                                30.0                               42.0   \n",
       "9                                32.0                               41.0   \n",
       "10                               29.0                               40.0   \n",
       "11                                4.0                               39.0   \n",
       "12                                6.0                               38.0   \n",
       "13                                2.0                               37.0   \n",
       "14                               15.0                               36.0   \n",
       "15                               27.0                               35.0   \n",
       "16                               33.0                               34.0   \n",
       "17                               14.0                               33.0   \n",
       "18                               38.0                               32.0   \n",
       "19                               18.0                               31.0   \n",
       "21                               40.0                               29.0   \n",
       "22                               17.0                               28.0   \n",
       "23                               10.0                               27.0   \n",
       "24                               42.0                               26.0   \n",
       "25                               46.0                               25.0   \n",
       "26                               43.0                               24.0   \n",
       "27                               11.0                               23.0   \n",
       "28                               28.0                               22.0   \n",
       "30                                3.0                               20.0   \n",
       "32                               48.0                               18.0   \n",
       "33                               37.0                               17.0   \n",
       "35                                9.0                               15.0   \n",
       "37                               26.0                               13.0   \n",
       "38                               35.0                               12.0   \n",
       "40                               24.0                               10.0   \n",
       "41                               31.0                                9.0   \n",
       "42                               23.0                                8.0   \n",
       "45                               47.0                                5.0   \n",
       "46                               19.0                                4.0   \n",
       "47                               34.0                                3.0   \n",
       "50                               34.0                                3.0   \n",
       "51                               34.0                                3.0   \n",
       "54                               34.0                                3.0   \n",
       "56                               34.0                                3.0   \n",
       "60                               34.0                                3.0   \n",
       "63                               34.0                                3.0   \n",
       "65                               34.0                                3.0   \n",
       "69                               34.0                                3.0   \n",
       "83                               34.0                                3.0   \n",
       "88                               34.0                                3.0   \n",
       "89                               34.0                                3.0   \n",
       "94                               34.0                                3.0   \n",
       "\n",
       "    2022 Overall Ranking  2022 overall score  2023 Overall Ranking   \n",
       "0                   32.0                15.4                  41.0  \\\n",
       "1                   25.0                14.7                  30.0   \n",
       "2                   20.0                14.3                   7.0   \n",
       "3                   32.0                15.4                  12.0   \n",
       "4                   16.0                14.0                  14.0   \n",
       "5                   23.0                14.6                  18.0   \n",
       "6                   36.0                15.9                  14.0   \n",
       "7                   44.0                17.8                  23.0   \n",
       "8                   11.0                13.2                  16.0   \n",
       "9                   16.0                14.0                  10.0   \n",
       "10                   8.0                13.0                  47.0   \n",
       "11                  37.0                16.2                  29.0   \n",
       "12                  13.0                13.6                  13.0   \n",
       "13                  25.0                14.7                   4.0   \n",
       "14                  27.0                14.8                  17.0   \n",
       "15                  47.0                18.4                  23.0   \n",
       "16                  46.0                18.0                  28.0   \n",
       "17                  21.0                14.4                  36.0   \n",
       "18                   1.0                10.7                  31.0   \n",
       "19                  16.0                14.7                  49.0   \n",
       "21                   4.0                12.6                   6.0   \n",
       "22                  10.0                13.1                  46.0   \n",
       "23                  38.0                16.3                  22.0   \n",
       "24                  41.0                17.1                   9.0   \n",
       "25                  16.0                14.0                  39.0   \n",
       "26                  30.0                15.2                  27.0   \n",
       "27                   7.0                12.9                   3.0   \n",
       "28                  30.0                15.2                  36.0   \n",
       "30                  12.0                13.3                  38.0   \n",
       "32                  34.0                15.5                  34.0   \n",
       "33                  14.0                13.8                  23.0   \n",
       "35                  19.0                14.2                   1.0   \n",
       "37                  23.0                14.6                  26.0   \n",
       "38                  16.0                14.2                  32.0   \n",
       "40                  35.0                15.6                  23.0   \n",
       "41                   3.0                12.3                   5.0   \n",
       "42                  40.0                16.7                   8.0   \n",
       "45                  45.0                17.9                  44.0   \n",
       "46                  42.0                17.4                  45.0   \n",
       "47                  39.0                16.4                  48.0   \n",
       "50                  49.0                19.3                  10.0   \n",
       "51                  49.0                19.3                  10.0   \n",
       "54                  49.0                19.3                  10.0   \n",
       "56                  49.0                19.3                  10.0   \n",
       "60                  49.0                19.3                  10.0   \n",
       "63                  49.0                19.3                  10.0   \n",
       "65                  49.0                19.3                  10.0   \n",
       "69                  49.0                19.3                  10.0   \n",
       "83                  49.0                19.3                  10.0   \n",
       "88                  49.0                19.3                  10.0   \n",
       "89                  49.0                19.3                  10.0   \n",
       "94                  49.0                19.3                  10.0   \n",
       "\n",
       "    2023 overall score  Overall Current Ranking(Highter is the best)   \n",
       "0                 37.7                                          48.0  \\\n",
       "1                 34.6                                          26.0   \n",
       "2                 29.0                                          44.0   \n",
       "3                 30.6                                          28.0   \n",
       "4                 31.3                                          34.0   \n",
       "5                 31.9                                          41.0   \n",
       "6                 31.3                                          45.0   \n",
       "7                 24.7                                          24.0   \n",
       "8                 31.6                                          12.0   \n",
       "9                 30.4                                          39.0   \n",
       "10                39.9                                          31.0   \n",
       "11                34.4                                           9.0   \n",
       "12                30.9                                          10.0   \n",
       "13                27.6                                           3.0   \n",
       "14                31.8                                          35.0   \n",
       "15                33.9                                          19.0   \n",
       "16                34.3                                          27.0   \n",
       "17                36.1                                          49.0   \n",
       "18                35.0                                          42.0   \n",
       "19                40.6                                           1.0   \n",
       "21                28.8                                          30.0   \n",
       "22                39.4                                          38.0   \n",
       "23                33.5                                          15.0   \n",
       "24                30.1                                          17.0   \n",
       "25                36.4                                          16.0   \n",
       "26                34.2                                          40.0   \n",
       "27                27.4                                          32.0   \n",
       "28                36.1                                          36.0   \n",
       "30                36.3                                           6.0   \n",
       "32                36.0                                          22.0   \n",
       "33                33.9                                          18.0   \n",
       "35                25.0                                          21.0   \n",
       "37                34.1                                          46.0   \n",
       "38                35.2                                           7.0   \n",
       "40                33.9                                          43.0   \n",
       "41                28.2                                          20.0   \n",
       "42                29.1                                           4.0   \n",
       "45                38.7                                           8.0   \n",
       "46                39.1                                          13.0   \n",
       "47                40.3                                          33.0   \n",
       "50                30.4                                          33.0   \n",
       "51                30.4                                          33.0   \n",
       "54                30.4                                          33.0   \n",
       "56                30.4                                          33.0   \n",
       "60                30.4                                          33.0   \n",
       "63                30.4                                          33.0   \n",
       "65                30.4                                          33.0   \n",
       "69                30.4                                          33.0   \n",
       "83                30.4                                          33.0   \n",
       "88                30.4                                          33.0   \n",
       "89                30.4                                          33.0   \n",
       "94                30.4                                          33.0   \n",
       "\n",
       "    6_Final\\nScore  \n",
       "0             33.7  \n",
       "1             61.2  \n",
       "2             47.2  \n",
       "3             60.5  \n",
       "4             55.5  \n",
       "5             52.7  \n",
       "6             45.6  \n",
       "7             65.8  \n",
       "8             80.6  \n",
       "9             52.9  \n",
       "10            58.0  \n",
       "11            81.0  \n",
       "12            80.8  \n",
       "13            91.6  \n",
       "14            54.8  \n",
       "15            73.1  \n",
       "16            61.1  \n",
       "17            33.4  \n",
       "18            49.9  \n",
       "19            99.0  \n",
       "21            58.5  \n",
       "22            53.0  \n",
       "23            78.8  \n",
       "24            75.5  \n",
       "25            75.9  \n",
       "26            52.7  \n",
       "27            56.1  \n",
       "28            54.6  \n",
       "30            82.9  \n",
       "32            71.9  \n",
       "33            75.5  \n",
       "35            72.6  \n",
       "37            44.7  \n",
       "38            82.1  \n",
       "40            48.9  \n",
       "41            73.0  \n",
       "42            91.1  \n",
       "45            81.3  \n",
       "46            79.9  \n",
       "47            55.8  \n",
       "50             NaN  \n",
       "51             NaN  \n",
       "54             NaN  \n",
       "56             NaN  \n",
       "60             NaN  \n",
       "63             NaN  \n",
       "65             NaN  \n",
       "69             NaN  \n",
       "83             NaN  \n",
       "88             NaN  \n",
       "89             NaN  \n",
       "94             NaN  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename the columns\n",
    "df_combined.rename(columns={'3_Value': '2022 overall score', '4_Value': '2023 overall score', '3_Rank': '2022 Overall Ranking', '4_Rank':'2023 Overall Ranking', '6_Rank':'Overall Current Ranking(Highter is the best)'}, inplace=True)\n",
    "df_combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>All States</th>\n",
       "      <th>Good Air Quality Days</th>\n",
       "      <th>Moderate Air Quality Days</th>\n",
       "      <th>Unhealthy Air Quality Days</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>Other Factors</th>\n",
       "      <th>Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>Access Factor Rank (1st = Best)</th>\n",
       "      <th>2022 Overall Ranking</th>\n",
       "      <th>2022 overall score</th>\n",
       "      <th>2023 Overall Ranking</th>\n",
       "      <th>2023 overall score</th>\n",
       "      <th>Overall Current Ranking(Highter is the best)</th>\n",
       "      <th>6_Final\\nScore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>41.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>93.2</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>92.3</td>\n",
       "      <td>6.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>91.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>91.3</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>91.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>89.8</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>88.7</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Florida</td>\n",
       "      <td>88.7</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>31.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>87.9</td>\n",
       "      <td>11.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>87.1</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>39.9</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>16.2</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>District Of Columbia\\n[2]</td>\n",
       "      <td>86.7</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>27.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>86.3</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>31.8</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>86.1</td>\n",
       "      <td>13.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>34.3</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>85.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>85.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>84.9</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>49.0</td>\n",
       "      <td>40.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>84.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>New York</td>\n",
       "      <td>83.4</td>\n",
       "      <td>14.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>39.4</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>83.4</td>\n",
       "      <td>15.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>16.3</td>\n",
       "      <td>22.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>83.0</td>\n",
       "      <td>16.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>17.1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>83.0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>82.3</td>\n",
       "      <td>16.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>82.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>27.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island\\n[2]</td>\n",
       "      <td>82.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>80.9</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>80.8</td>\n",
       "      <td>18.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>34.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>80.8</td>\n",
       "      <td>15.9</td>\n",
       "      <td>3.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>California</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>79.8</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>34.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Utah</td>\n",
       "      <td>79.2</td>\n",
       "      <td>20.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>78.3</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Vermont\\n[2]</td>\n",
       "      <td>75.0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>17.4</td>\n",
       "      <td>45.0</td>\n",
       "      <td>39.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>70.2</td>\n",
       "      <td>26.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Delaware\\n[2]</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maine</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>United States</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Washington</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   All States  Good Air Quality Days   \n",
       "0                      Hawaii                   99.4  \\\n",
       "1                       Texas                   93.2   \n",
       "2                     Montana                   92.3   \n",
       "3                     Arizona                   91.5   \n",
       "4                     Indiana                   91.3   \n",
       "5                        Iowa                   91.0   \n",
       "6                    Kentucky                   89.8   \n",
       "7                      Nevada                   88.7   \n",
       "8                     Florida                   88.7   \n",
       "9                   Tennessee                   87.9   \n",
       "10               Pennsylvania                   87.1   \n",
       "11                   Missouri                   86.8   \n",
       "12              West Virginia                   86.7   \n",
       "13  District Of Columbia\\n[2]                   86.7   \n",
       "14                  Minnesota                   86.3   \n",
       "15                   Illinois                   86.1   \n",
       "16                Mississippi                   85.8   \n",
       "17                     Alaska                   85.5   \n",
       "18                   Arkansas                   85.2   \n",
       "19                   Virginia                   84.9   \n",
       "21             North Carolina                   84.2   \n",
       "22                   New York                   83.4   \n",
       "23                   Oklahoma                   83.4   \n",
       "24              Massachusetts                   83.0   \n",
       "25               South Dakota                   83.0   \n",
       "26                  Louisiana                   82.3   \n",
       "27                     Kansas                   82.1   \n",
       "28          Rhode Island\\n[2]                   82.1   \n",
       "30             South Carolina                   80.9   \n",
       "32                Connecticut                   80.8   \n",
       "33                   Maryland                   80.8   \n",
       "35                 California                   80.3   \n",
       "37                       Ohio                   79.8   \n",
       "38                       Utah                   79.2   \n",
       "40                   Nebraska                   78.9   \n",
       "41                  Wisconsin                   78.9   \n",
       "42                      Idaho                   78.3   \n",
       "45               Vermont\\n[2]                   75.0   \n",
       "46                   Michigan                   72.5   \n",
       "47                 New Jersey                   70.2   \n",
       "50                 New Mexico                   60.6   \n",
       "51              Delaware\\n[2]                   60.6   \n",
       "54                      Maine                   60.6   \n",
       "56              United States                   60.6   \n",
       "60                 Washington                   60.6   \n",
       "63              New Hampshire                   60.6   \n",
       "65                    Alabama                   60.6   \n",
       "69                   Colorado                   60.6   \n",
       "83                    Wyoming                   60.6   \n",
       "88               North Dakota                   60.6   \n",
       "89                    Georgia                   60.6   \n",
       "94                     Oregon                   60.6   \n",
       "\n",
       "    Moderate Air Quality Days  Unhealthy Air Quality Days  2_Rank   \n",
       "0                         0.6                         0.0    48.0  \\\n",
       "1                         6.3                         0.5    26.0   \n",
       "2                         6.4                         1.3    44.0   \n",
       "3                         8.4                         0.2    28.0   \n",
       "4                         8.5                         0.2    34.0   \n",
       "5                         8.5                         0.5    41.0   \n",
       "6                        10.2                         0.0    45.0   \n",
       "7                        10.6                         0.6    24.0   \n",
       "8                         9.7                         1.6    12.0   \n",
       "9                        11.9                         0.2    39.0   \n",
       "10                       12.5                         0.5    31.0   \n",
       "11                       12.6                         0.5     9.0   \n",
       "12                       12.4                         0.8    10.0   \n",
       "13                       13.2                         0.0     3.0   \n",
       "14                       13.7                         0.1    35.0   \n",
       "15                       13.4                         0.4    19.0   \n",
       "16                       14.0                         0.2    27.0   \n",
       "17                       14.5                         0.0    49.0   \n",
       "18                       14.6                         0.2    42.0   \n",
       "19                       15.1                         0.1     1.0   \n",
       "21                       15.1                         0.7    30.0   \n",
       "22                       14.3                         2.3    38.0   \n",
       "23                       15.4                         1.2    15.0   \n",
       "24                       16.8                         0.2    17.0   \n",
       "25                       14.1                         2.9    16.0   \n",
       "26                       16.9                         0.8    40.0   \n",
       "27                       17.5                         0.4    32.0   \n",
       "28                       16.6                         1.3    36.0   \n",
       "30                       18.8                         0.3     6.0   \n",
       "32                       18.3                         0.9    22.0   \n",
       "33                       15.9                         3.3    18.0   \n",
       "35                       19.0                         0.7    21.0   \n",
       "37                       19.3                         0.9    46.0   \n",
       "38                       20.2                         0.6     7.0   \n",
       "40                       19.3                         1.7    43.0   \n",
       "41                       19.3                         1.8    20.0   \n",
       "42                       21.3                         0.4     4.0   \n",
       "45                       24.3                         0.8     8.0   \n",
       "46                       22.8                         4.7    13.0   \n",
       "47                       26.6                         3.2    33.0   \n",
       "50                       31.1                         8.4    33.0   \n",
       "51                       31.1                         8.4    33.0   \n",
       "54                       31.1                         8.4    33.0   \n",
       "56                       31.1                         8.4    33.0   \n",
       "60                       31.1                         8.4    33.0   \n",
       "63                       31.1                         8.4    33.0   \n",
       "65                       31.1                         8.4    33.0   \n",
       "69                       31.1                         8.4    33.0   \n",
       "83                       31.1                         8.4    33.0   \n",
       "88                       31.1                         8.4    33.0   \n",
       "89                       31.1                         8.4    33.0   \n",
       "94                       31.1                         8.4    33.0   \n",
       "\n",
       "    Other Factors  Outcome Factor Rank (1st = Best)   \n",
       "0            33.7                              32.0  \\\n",
       "1            61.2                              20.0   \n",
       "2            47.2                              44.0   \n",
       "3            60.5                              22.0   \n",
       "4            55.5                              27.0   \n",
       "5            52.7                              31.0   \n",
       "6            45.6                              40.0   \n",
       "7            65.8                              19.0   \n",
       "8            80.6                               3.0   \n",
       "9            52.9                              29.0   \n",
       "10           58.0                              23.0   \n",
       "11           81.0                              11.0   \n",
       "12           80.8                               9.0   \n",
       "13           91.6                               7.0   \n",
       "14           54.8                              38.0   \n",
       "15           73.1                              13.0   \n",
       "16           61.1                              24.0   \n",
       "17           33.4                              49.0   \n",
       "18           49.9                              37.0   \n",
       "19           99.0                               1.0   \n",
       "21           58.5                              28.0   \n",
       "22           53.0                              43.0   \n",
       "23           78.8                              18.0   \n",
       "24           75.5                               8.0   \n",
       "25           75.9                               6.0   \n",
       "26           52.7                              36.0   \n",
       "27           56.1                              42.0   \n",
       "28           54.6                              39.0   \n",
       "30           82.9                              21.0   \n",
       "32           71.9                               5.0   \n",
       "33           75.5                              14.0   \n",
       "35           72.6                              34.0   \n",
       "37           44.7                              48.0   \n",
       "38           82.1                              12.0   \n",
       "40           48.9                              46.0   \n",
       "41           73.0                              26.0   \n",
       "42           91.1                              10.0   \n",
       "45           81.3                               4.0   \n",
       "46           79.9                              25.0   \n",
       "47           55.8                              45.0   \n",
       "50           55.8                              45.0   \n",
       "51           55.8                              45.0   \n",
       "54           55.8                              45.0   \n",
       "56           55.8                              45.0   \n",
       "60           55.8                              45.0   \n",
       "63           55.8                              45.0   \n",
       "65           55.8                              45.0   \n",
       "69           55.8                              45.0   \n",
       "83           55.8                              45.0   \n",
       "88           55.8                              45.0   \n",
       "89           55.8                              45.0   \n",
       "94           55.8                              45.0   \n",
       "\n",
       "    Cost Factor Rank (1st = Lowest)  Access Factor Rank (1st = Best)   \n",
       "0                              45.0                             50.0  \\\n",
       "1                               8.0                             49.0   \n",
       "2                               1.0                             48.0   \n",
       "3                              12.0                             47.0   \n",
       "4                              16.0                             46.0   \n",
       "5                              22.0                             45.0   \n",
       "6                              13.0                             44.0   \n",
       "7                              20.0                             43.0   \n",
       "8                              30.0                             42.0   \n",
       "9                              32.0                             41.0   \n",
       "10                             29.0                             40.0   \n",
       "11                              4.0                             39.0   \n",
       "12                              6.0                             38.0   \n",
       "13                              2.0                             37.0   \n",
       "14                             15.0                             36.0   \n",
       "15                             27.0                             35.0   \n",
       "16                             33.0                             34.0   \n",
       "17                             14.0                             33.0   \n",
       "18                             38.0                             32.0   \n",
       "19                             18.0                             31.0   \n",
       "21                             40.0                             29.0   \n",
       "22                             17.0                             28.0   \n",
       "23                             10.0                             27.0   \n",
       "24                             42.0                             26.0   \n",
       "25                             46.0                             25.0   \n",
       "26                             43.0                             24.0   \n",
       "27                             11.0                             23.0   \n",
       "28                             28.0                             22.0   \n",
       "30                              3.0                             20.0   \n",
       "32                             48.0                             18.0   \n",
       "33                             37.0                             17.0   \n",
       "35                              9.0                             15.0   \n",
       "37                             26.0                             13.0   \n",
       "38                             35.0                             12.0   \n",
       "40                             24.0                             10.0   \n",
       "41                             31.0                              9.0   \n",
       "42                             23.0                              8.0   \n",
       "45                             47.0                              5.0   \n",
       "46                             19.0                              4.0   \n",
       "47                             34.0                              3.0   \n",
       "50                             34.0                              3.0   \n",
       "51                             34.0                              3.0   \n",
       "54                             34.0                              3.0   \n",
       "56                             34.0                              3.0   \n",
       "60                             34.0                              3.0   \n",
       "63                             34.0                              3.0   \n",
       "65                             34.0                              3.0   \n",
       "69                             34.0                              3.0   \n",
       "83                             34.0                              3.0   \n",
       "88                             34.0                              3.0   \n",
       "89                             34.0                              3.0   \n",
       "94                             34.0                              3.0   \n",
       "\n",
       "    2022 Overall Ranking  2022 overall score  2023 Overall Ranking   \n",
       "0                   32.0                15.4                  41.0  \\\n",
       "1                   25.0                14.7                  30.0   \n",
       "2                   20.0                14.3                   7.0   \n",
       "3                   32.0                15.4                  12.0   \n",
       "4                   16.0                14.0                  14.0   \n",
       "5                   23.0                14.6                  18.0   \n",
       "6                   36.0                15.9                  14.0   \n",
       "7                   44.0                17.8                  23.0   \n",
       "8                   11.0                13.2                  16.0   \n",
       "9                   16.0                14.0                  10.0   \n",
       "10                   8.0                13.0                  47.0   \n",
       "11                  37.0                16.2                  29.0   \n",
       "12                  13.0                13.6                  13.0   \n",
       "13                  25.0                14.7                   4.0   \n",
       "14                  27.0                14.8                  17.0   \n",
       "15                  47.0                18.4                  23.0   \n",
       "16                  46.0                18.0                  28.0   \n",
       "17                  21.0                14.4                  36.0   \n",
       "18                   1.0                10.7                  31.0   \n",
       "19                  16.0                14.7                  49.0   \n",
       "21                   4.0                12.6                   6.0   \n",
       "22                  10.0                13.1                  46.0   \n",
       "23                  38.0                16.3                  22.0   \n",
       "24                  41.0                17.1                   9.0   \n",
       "25                  16.0                14.0                  39.0   \n",
       "26                  30.0                15.2                  27.0   \n",
       "27                   7.0                12.9                   3.0   \n",
       "28                  30.0                15.2                  36.0   \n",
       "30                  12.0                13.3                  38.0   \n",
       "32                  34.0                15.5                  34.0   \n",
       "33                  14.0                13.8                  23.0   \n",
       "35                  19.0                14.2                   1.0   \n",
       "37                  23.0                14.6                  26.0   \n",
       "38                  16.0                14.2                  32.0   \n",
       "40                  35.0                15.6                  23.0   \n",
       "41                   3.0                12.3                   5.0   \n",
       "42                  40.0                16.7                   8.0   \n",
       "45                  45.0                17.9                  44.0   \n",
       "46                  42.0                17.4                  45.0   \n",
       "47                  39.0                16.4                  48.0   \n",
       "50                  49.0                19.3                  10.0   \n",
       "51                  49.0                19.3                  10.0   \n",
       "54                  49.0                19.3                  10.0   \n",
       "56                  49.0                19.3                  10.0   \n",
       "60                  49.0                19.3                  10.0   \n",
       "63                  49.0                19.3                  10.0   \n",
       "65                  49.0                19.3                  10.0   \n",
       "69                  49.0                19.3                  10.0   \n",
       "83                  49.0                19.3                  10.0   \n",
       "88                  49.0                19.3                  10.0   \n",
       "89                  49.0                19.3                  10.0   \n",
       "94                  49.0                19.3                  10.0   \n",
       "\n",
       "    2023 overall score  Overall Current Ranking(Highter is the best)   \n",
       "0                 37.7                                          48.0  \\\n",
       "1                 34.6                                          26.0   \n",
       "2                 29.0                                          44.0   \n",
       "3                 30.6                                          28.0   \n",
       "4                 31.3                                          34.0   \n",
       "5                 31.9                                          41.0   \n",
       "6                 31.3                                          45.0   \n",
       "7                 24.7                                          24.0   \n",
       "8                 31.6                                          12.0   \n",
       "9                 30.4                                          39.0   \n",
       "10                39.9                                          31.0   \n",
       "11                34.4                                           9.0   \n",
       "12                30.9                                          10.0   \n",
       "13                27.6                                           3.0   \n",
       "14                31.8                                          35.0   \n",
       "15                33.9                                          19.0   \n",
       "16                34.3                                          27.0   \n",
       "17                36.1                                          49.0   \n",
       "18                35.0                                          42.0   \n",
       "19                40.6                                           1.0   \n",
       "21                28.8                                          30.0   \n",
       "22                39.4                                          38.0   \n",
       "23                33.5                                          15.0   \n",
       "24                30.1                                          17.0   \n",
       "25                36.4                                          16.0   \n",
       "26                34.2                                          40.0   \n",
       "27                27.4                                          32.0   \n",
       "28                36.1                                          36.0   \n",
       "30                36.3                                           6.0   \n",
       "32                36.0                                          22.0   \n",
       "33                33.9                                          18.0   \n",
       "35                25.0                                          21.0   \n",
       "37                34.1                                          46.0   \n",
       "38                35.2                                           7.0   \n",
       "40                33.9                                          43.0   \n",
       "41                28.2                                          20.0   \n",
       "42                29.1                                           4.0   \n",
       "45                38.7                                           8.0   \n",
       "46                39.1                                          13.0   \n",
       "47                40.3                                          33.0   \n",
       "50                30.4                                          33.0   \n",
       "51                30.4                                          33.0   \n",
       "54                30.4                                          33.0   \n",
       "56                30.4                                          33.0   \n",
       "60                30.4                                          33.0   \n",
       "63                30.4                                          33.0   \n",
       "65                30.4                                          33.0   \n",
       "69                30.4                                          33.0   \n",
       "83                30.4                                          33.0   \n",
       "88                30.4                                          33.0   \n",
       "89                30.4                                          33.0   \n",
       "94                30.4                                          33.0   \n",
       "\n",
       "    6_Final\\nScore  \n",
       "0             33.7  \n",
       "1             61.2  \n",
       "2             47.2  \n",
       "3             60.5  \n",
       "4             55.5  \n",
       "5             52.7  \n",
       "6             45.6  \n",
       "7             65.8  \n",
       "8             80.6  \n",
       "9             52.9  \n",
       "10            58.0  \n",
       "11            81.0  \n",
       "12            80.8  \n",
       "13            91.6  \n",
       "14            54.8  \n",
       "15            73.1  \n",
       "16            61.1  \n",
       "17            33.4  \n",
       "18            49.9  \n",
       "19            99.0  \n",
       "21            58.5  \n",
       "22            53.0  \n",
       "23            78.8  \n",
       "24            75.5  \n",
       "25            75.9  \n",
       "26            52.7  \n",
       "27            56.1  \n",
       "28            54.6  \n",
       "30            82.9  \n",
       "32            71.9  \n",
       "33            75.5  \n",
       "35            72.6  \n",
       "37            44.7  \n",
       "38            82.1  \n",
       "40            48.9  \n",
       "41            73.0  \n",
       "42            91.1  \n",
       "45            81.3  \n",
       "46            79.9  \n",
       "47            55.8  \n",
       "50             NaN  \n",
       "51             NaN  \n",
       "54             NaN  \n",
       "56             NaN  \n",
       "60             NaN  \n",
       "63             NaN  \n",
       "65             NaN  \n",
       "69             NaN  \n",
       "83             NaN  \n",
       "88             NaN  \n",
       "89             NaN  \n",
       "94             NaN  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_combined.rename(columns= {'7_All States': 'All States', '1_Good Air Quality Days': 'Good Air Quality Days', '1_Moderate Air Quality Days': 'Moderate Air Quality Days', '1_Unhealthy Air Quality Days': 'Unhealthy Air Quality Days', '2_Final\\nScore': 'Other Factors', '2_Outcome Factor Rank (1st = Best)': 'Outcome Factor Rank (1st = Best)', '2_Cost Factor Rank (1st = Lowest)': 'Cost Factor Rank (1st = Lowest)', '2_Access Factor Rank (1st = Best)': 'Access Factor Rank (1st = Best)'}, inplace=True)\n",
    "df_combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>All States</th>\n",
       "      <th>Good Air Quality Days</th>\n",
       "      <th>Moderate Air Quality Days</th>\n",
       "      <th>Unhealthy Air Quality Days</th>\n",
       "      <th>2_Rank</th>\n",
       "      <th>Other Factors</th>\n",
       "      <th>Outcome Factor Rank (1st = Best)</th>\n",
       "      <th>Cost Factor Rank (1st = Lowest)</th>\n",
       "      <th>Access Factor Rank (1st = Best)</th>\n",
       "      <th>2022 Overall Ranking</th>\n",
       "      <th>2022 overall score</th>\n",
       "      <th>2023 Overall Ranking</th>\n",
       "      <th>2023 overall score</th>\n",
       "      <th>Overall Current Ranking(Highter is the best)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>99.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>41.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Texas</td>\n",
       "      <td>93.2</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>61.2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>92.3</td>\n",
       "      <td>6.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.2</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>91.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>91.3</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>91.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>41.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>89.8</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>88.7</td>\n",
       "      <td>10.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Florida</td>\n",
       "      <td>88.7</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>31.6</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>87.9</td>\n",
       "      <td>11.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>87.1</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>31.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>39.9</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>86.8</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>16.2</td>\n",
       "      <td>29.0</td>\n",
       "      <td>34.4</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>86.7</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>District Of Columbia\\n[2]</td>\n",
       "      <td>86.7</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>27.6</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>86.3</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>31.8</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>86.1</td>\n",
       "      <td>13.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>85.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>34.3</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>85.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>85.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>42.0</td>\n",
       "      <td>49.9</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>84.9</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.7</td>\n",
       "      <td>49.0</td>\n",
       "      <td>40.6</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>84.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>New York</td>\n",
       "      <td>83.4</td>\n",
       "      <td>14.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>39.4</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>83.4</td>\n",
       "      <td>15.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>78.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>16.3</td>\n",
       "      <td>22.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>83.0</td>\n",
       "      <td>16.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>17.1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>83.0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>82.3</td>\n",
       "      <td>16.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>27.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>82.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>27.4</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island\\n[2]</td>\n",
       "      <td>82.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>80.9</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>80.8</td>\n",
       "      <td>18.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>34.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>80.8</td>\n",
       "      <td>15.9</td>\n",
       "      <td>3.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>California</td>\n",
       "      <td>80.3</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>21.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>79.8</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>34.1</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Utah</td>\n",
       "      <td>79.2</td>\n",
       "      <td>20.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.2</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>78.9</td>\n",
       "      <td>19.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.2</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>78.3</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Vermont\\n[2]</td>\n",
       "      <td>75.0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>79.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>17.4</td>\n",
       "      <td>45.0</td>\n",
       "      <td>39.1</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>70.2</td>\n",
       "      <td>26.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Delaware\\n[2]</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maine</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>United States</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Washington</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>33.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   All States  Good Air Quality Days   \n",
       "0                      Hawaii                   99.4  \\\n",
       "1                       Texas                   93.2   \n",
       "2                     Montana                   92.3   \n",
       "3                     Arizona                   91.5   \n",
       "4                     Indiana                   91.3   \n",
       "5                        Iowa                   91.0   \n",
       "6                    Kentucky                   89.8   \n",
       "7                      Nevada                   88.7   \n",
       "8                     Florida                   88.7   \n",
       "9                   Tennessee                   87.9   \n",
       "10               Pennsylvania                   87.1   \n",
       "11                   Missouri                   86.8   \n",
       "12              West Virginia                   86.7   \n",
       "13  District Of Columbia\\n[2]                   86.7   \n",
       "14                  Minnesota                   86.3   \n",
       "15                   Illinois                   86.1   \n",
       "16                Mississippi                   85.8   \n",
       "17                     Alaska                   85.5   \n",
       "18                   Arkansas                   85.2   \n",
       "19                   Virginia                   84.9   \n",
       "21             North Carolina                   84.2   \n",
       "22                   New York                   83.4   \n",
       "23                   Oklahoma                   83.4   \n",
       "24              Massachusetts                   83.0   \n",
       "25               South Dakota                   83.0   \n",
       "26                  Louisiana                   82.3   \n",
       "27                     Kansas                   82.1   \n",
       "28          Rhode Island\\n[2]                   82.1   \n",
       "30             South Carolina                   80.9   \n",
       "32                Connecticut                   80.8   \n",
       "33                   Maryland                   80.8   \n",
       "35                 California                   80.3   \n",
       "37                       Ohio                   79.8   \n",
       "38                       Utah                   79.2   \n",
       "40                   Nebraska                   78.9   \n",
       "41                  Wisconsin                   78.9   \n",
       "42                      Idaho                   78.3   \n",
       "45               Vermont\\n[2]                   75.0   \n",
       "46                   Michigan                   72.5   \n",
       "47                 New Jersey                   70.2   \n",
       "50                 New Mexico                   60.6   \n",
       "51              Delaware\\n[2]                   60.6   \n",
       "54                      Maine                   60.6   \n",
       "56              United States                   60.6   \n",
       "60                 Washington                   60.6   \n",
       "63              New Hampshire                   60.6   \n",
       "65                    Alabama                   60.6   \n",
       "69                   Colorado                   60.6   \n",
       "83                    Wyoming                   60.6   \n",
       "88               North Dakota                   60.6   \n",
       "89                    Georgia                   60.6   \n",
       "94                     Oregon                   60.6   \n",
       "\n",
       "    Moderate Air Quality Days  Unhealthy Air Quality Days  2_Rank   \n",
       "0                         0.6                         0.0    48.0  \\\n",
       "1                         6.3                         0.5    26.0   \n",
       "2                         6.4                         1.3    44.0   \n",
       "3                         8.4                         0.2    28.0   \n",
       "4                         8.5                         0.2    34.0   \n",
       "5                         8.5                         0.5    41.0   \n",
       "6                        10.2                         0.0    45.0   \n",
       "7                        10.6                         0.6    24.0   \n",
       "8                         9.7                         1.6    12.0   \n",
       "9                        11.9                         0.2    39.0   \n",
       "10                       12.5                         0.5    31.0   \n",
       "11                       12.6                         0.5     9.0   \n",
       "12                       12.4                         0.8    10.0   \n",
       "13                       13.2                         0.0     3.0   \n",
       "14                       13.7                         0.1    35.0   \n",
       "15                       13.4                         0.4    19.0   \n",
       "16                       14.0                         0.2    27.0   \n",
       "17                       14.5                         0.0    49.0   \n",
       "18                       14.6                         0.2    42.0   \n",
       "19                       15.1                         0.1     1.0   \n",
       "21                       15.1                         0.7    30.0   \n",
       "22                       14.3                         2.3    38.0   \n",
       "23                       15.4                         1.2    15.0   \n",
       "24                       16.8                         0.2    17.0   \n",
       "25                       14.1                         2.9    16.0   \n",
       "26                       16.9                         0.8    40.0   \n",
       "27                       17.5                         0.4    32.0   \n",
       "28                       16.6                         1.3    36.0   \n",
       "30                       18.8                         0.3     6.0   \n",
       "32                       18.3                         0.9    22.0   \n",
       "33                       15.9                         3.3    18.0   \n",
       "35                       19.0                         0.7    21.0   \n",
       "37                       19.3                         0.9    46.0   \n",
       "38                       20.2                         0.6     7.0   \n",
       "40                       19.3                         1.7    43.0   \n",
       "41                       19.3                         1.8    20.0   \n",
       "42                       21.3                         0.4     4.0   \n",
       "45                       24.3                         0.8     8.0   \n",
       "46                       22.8                         4.7    13.0   \n",
       "47                       26.6                         3.2    33.0   \n",
       "50                       31.1                         8.4    33.0   \n",
       "51                       31.1                         8.4    33.0   \n",
       "54                       31.1                         8.4    33.0   \n",
       "56                       31.1                         8.4    33.0   \n",
       "60                       31.1                         8.4    33.0   \n",
       "63                       31.1                         8.4    33.0   \n",
       "65                       31.1                         8.4    33.0   \n",
       "69                       31.1                         8.4    33.0   \n",
       "83                       31.1                         8.4    33.0   \n",
       "88                       31.1                         8.4    33.0   \n",
       "89                       31.1                         8.4    33.0   \n",
       "94                       31.1                         8.4    33.0   \n",
       "\n",
       "    Other Factors  Outcome Factor Rank (1st = Best)   \n",
       "0            33.7                              32.0  \\\n",
       "1            61.2                              20.0   \n",
       "2            47.2                              44.0   \n",
       "3            60.5                              22.0   \n",
       "4            55.5                              27.0   \n",
       "5            52.7                              31.0   \n",
       "6            45.6                              40.0   \n",
       "7            65.8                              19.0   \n",
       "8            80.6                               3.0   \n",
       "9            52.9                              29.0   \n",
       "10           58.0                              23.0   \n",
       "11           81.0                              11.0   \n",
       "12           80.8                               9.0   \n",
       "13           91.6                               7.0   \n",
       "14           54.8                              38.0   \n",
       "15           73.1                              13.0   \n",
       "16           61.1                              24.0   \n",
       "17           33.4                              49.0   \n",
       "18           49.9                              37.0   \n",
       "19           99.0                               1.0   \n",
       "21           58.5                              28.0   \n",
       "22           53.0                              43.0   \n",
       "23           78.8                              18.0   \n",
       "24           75.5                               8.0   \n",
       "25           75.9                               6.0   \n",
       "26           52.7                              36.0   \n",
       "27           56.1                              42.0   \n",
       "28           54.6                              39.0   \n",
       "30           82.9                              21.0   \n",
       "32           71.9                               5.0   \n",
       "33           75.5                              14.0   \n",
       "35           72.6                              34.0   \n",
       "37           44.7                              48.0   \n",
       "38           82.1                              12.0   \n",
       "40           48.9                              46.0   \n",
       "41           73.0                              26.0   \n",
       "42           91.1                              10.0   \n",
       "45           81.3                               4.0   \n",
       "46           79.9                              25.0   \n",
       "47           55.8                              45.0   \n",
       "50           55.8                              45.0   \n",
       "51           55.8                              45.0   \n",
       "54           55.8                              45.0   \n",
       "56           55.8                              45.0   \n",
       "60           55.8                              45.0   \n",
       "63           55.8                              45.0   \n",
       "65           55.8                              45.0   \n",
       "69           55.8                              45.0   \n",
       "83           55.8                              45.0   \n",
       "88           55.8                              45.0   \n",
       "89           55.8                              45.0   \n",
       "94           55.8                              45.0   \n",
       "\n",
       "    Cost Factor Rank (1st = Lowest)  Access Factor Rank (1st = Best)   \n",
       "0                              45.0                             50.0  \\\n",
       "1                               8.0                             49.0   \n",
       "2                               1.0                             48.0   \n",
       "3                              12.0                             47.0   \n",
       "4                              16.0                             46.0   \n",
       "5                              22.0                             45.0   \n",
       "6                              13.0                             44.0   \n",
       "7                              20.0                             43.0   \n",
       "8                              30.0                             42.0   \n",
       "9                              32.0                             41.0   \n",
       "10                             29.0                             40.0   \n",
       "11                              4.0                             39.0   \n",
       "12                              6.0                             38.0   \n",
       "13                              2.0                             37.0   \n",
       "14                             15.0                             36.0   \n",
       "15                             27.0                             35.0   \n",
       "16                             33.0                             34.0   \n",
       "17                             14.0                             33.0   \n",
       "18                             38.0                             32.0   \n",
       "19                             18.0                             31.0   \n",
       "21                             40.0                             29.0   \n",
       "22                             17.0                             28.0   \n",
       "23                             10.0                             27.0   \n",
       "24                             42.0                             26.0   \n",
       "25                             46.0                             25.0   \n",
       "26                             43.0                             24.0   \n",
       "27                             11.0                             23.0   \n",
       "28                             28.0                             22.0   \n",
       "30                              3.0                             20.0   \n",
       "32                             48.0                             18.0   \n",
       "33                             37.0                             17.0   \n",
       "35                              9.0                             15.0   \n",
       "37                             26.0                             13.0   \n",
       "38                             35.0                             12.0   \n",
       "40                             24.0                             10.0   \n",
       "41                             31.0                              9.0   \n",
       "42                             23.0                              8.0   \n",
       "45                             47.0                              5.0   \n",
       "46                             19.0                              4.0   \n",
       "47                             34.0                              3.0   \n",
       "50                             34.0                              3.0   \n",
       "51                             34.0                              3.0   \n",
       "54                             34.0                              3.0   \n",
       "56                             34.0                              3.0   \n",
       "60                             34.0                              3.0   \n",
       "63                             34.0                              3.0   \n",
       "65                             34.0                              3.0   \n",
       "69                             34.0                              3.0   \n",
       "83                             34.0                              3.0   \n",
       "88                             34.0                              3.0   \n",
       "89                             34.0                              3.0   \n",
       "94                             34.0                              3.0   \n",
       "\n",
       "    2022 Overall Ranking  2022 overall score  2023 Overall Ranking   \n",
       "0                   32.0                15.4                  41.0  \\\n",
       "1                   25.0                14.7                  30.0   \n",
       "2                   20.0                14.3                   7.0   \n",
       "3                   32.0                15.4                  12.0   \n",
       "4                   16.0                14.0                  14.0   \n",
       "5                   23.0                14.6                  18.0   \n",
       "6                   36.0                15.9                  14.0   \n",
       "7                   44.0                17.8                  23.0   \n",
       "8                   11.0                13.2                  16.0   \n",
       "9                   16.0                14.0                  10.0   \n",
       "10                   8.0                13.0                  47.0   \n",
       "11                  37.0                16.2                  29.0   \n",
       "12                  13.0                13.6                  13.0   \n",
       "13                  25.0                14.7                   4.0   \n",
       "14                  27.0                14.8                  17.0   \n",
       "15                  47.0                18.4                  23.0   \n",
       "16                  46.0                18.0                  28.0   \n",
       "17                  21.0                14.4                  36.0   \n",
       "18                   1.0                10.7                  31.0   \n",
       "19                  16.0                14.7                  49.0   \n",
       "21                   4.0                12.6                   6.0   \n",
       "22                  10.0                13.1                  46.0   \n",
       "23                  38.0                16.3                  22.0   \n",
       "24                  41.0                17.1                   9.0   \n",
       "25                  16.0                14.0                  39.0   \n",
       "26                  30.0                15.2                  27.0   \n",
       "27                   7.0                12.9                   3.0   \n",
       "28                  30.0                15.2                  36.0   \n",
       "30                  12.0                13.3                  38.0   \n",
       "32                  34.0                15.5                  34.0   \n",
       "33                  14.0                13.8                  23.0   \n",
       "35                  19.0                14.2                   1.0   \n",
       "37                  23.0                14.6                  26.0   \n",
       "38                  16.0                14.2                  32.0   \n",
       "40                  35.0                15.6                  23.0   \n",
       "41                   3.0                12.3                   5.0   \n",
       "42                  40.0                16.7                   8.0   \n",
       "45                  45.0                17.9                  44.0   \n",
       "46                  42.0                17.4                  45.0   \n",
       "47                  39.0                16.4                  48.0   \n",
       "50                  49.0                19.3                  10.0   \n",
       "51                  49.0                19.3                  10.0   \n",
       "54                  49.0                19.3                  10.0   \n",
       "56                  49.0                19.3                  10.0   \n",
       "60                  49.0                19.3                  10.0   \n",
       "63                  49.0                19.3                  10.0   \n",
       "65                  49.0                19.3                  10.0   \n",
       "69                  49.0                19.3                  10.0   \n",
       "83                  49.0                19.3                  10.0   \n",
       "88                  49.0                19.3                  10.0   \n",
       "89                  49.0                19.3                  10.0   \n",
       "94                  49.0                19.3                  10.0   \n",
       "\n",
       "    2023 overall score  Overall Current Ranking(Highter is the best)  \n",
       "0                 37.7                                          48.0  \n",
       "1                 34.6                                          26.0  \n",
       "2                 29.0                                          44.0  \n",
       "3                 30.6                                          28.0  \n",
       "4                 31.3                                          34.0  \n",
       "5                 31.9                                          41.0  \n",
       "6                 31.3                                          45.0  \n",
       "7                 24.7                                          24.0  \n",
       "8                 31.6                                          12.0  \n",
       "9                 30.4                                          39.0  \n",
       "10                39.9                                          31.0  \n",
       "11                34.4                                           9.0  \n",
       "12                30.9                                          10.0  \n",
       "13                27.6                                           3.0  \n",
       "14                31.8                                          35.0  \n",
       "15                33.9                                          19.0  \n",
       "16                34.3                                          27.0  \n",
       "17                36.1                                          49.0  \n",
       "18                35.0                                          42.0  \n",
       "19                40.6                                           1.0  \n",
       "21                28.8                                          30.0  \n",
       "22                39.4                                          38.0  \n",
       "23                33.5                                          15.0  \n",
       "24                30.1                                          17.0  \n",
       "25                36.4                                          16.0  \n",
       "26                34.2                                          40.0  \n",
       "27                27.4                                          32.0  \n",
       "28                36.1                                          36.0  \n",
       "30                36.3                                           6.0  \n",
       "32                36.0                                          22.0  \n",
       "33                33.9                                          18.0  \n",
       "35                25.0                                          21.0  \n",
       "37                34.1                                          46.0  \n",
       "38                35.2                                           7.0  \n",
       "40                33.9                                          43.0  \n",
       "41                28.2                                          20.0  \n",
       "42                29.1                                           4.0  \n",
       "45                38.7                                           8.0  \n",
       "46                39.1                                          13.0  \n",
       "47                40.3                                          33.0  \n",
       "50                30.4                                          33.0  \n",
       "51                30.4                                          33.0  \n",
       "54                30.4                                          33.0  \n",
       "56                30.4                                          33.0  \n",
       "60                30.4                                          33.0  \n",
       "63                30.4                                          33.0  \n",
       "65                30.4                                          33.0  \n",
       "69                30.4                                          33.0  \n",
       "83                30.4                                          33.0  \n",
       "88                30.4                                          33.0  \n",
       "89                30.4                                          33.0  \n",
       "94                30.4                                          33.0  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_combined.drop(columns='6_Final\\nScore', axis=1, inplace=True)\n",
    "df_combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "file =pd.DataFrame(df_combined)\n",
    "file.to_csv(\"Overall_Healthcare_Ranking_Data_USA.csv\", index=False)"
   ]
  }
 ],
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