Develop a regression model to predict deathrate using all the provided variables in the dataset. Interpret the
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Question:
Develop a regression model to predict deathrate using all the provided variables in the dataset. Interpret the significance of the model and the variables.
Data:
medIncome | popEst2015 | povertyPercent | MedianAge | MedianAgeMale | MedianAgeFemale | PctUnemployed16_Over | PctPrivateCoverage | PctPublicCoverage | PctMarriedHouseholds | BirthRate | TARGET_deathRate |
61898 | 260131 | 11.2 | 39.3 | 36.9 | 41.7 | 8 | 75.1 | 32.9 | 52.85607588 | 6.118831029 | 164.9 |
48127 | 43269 | 18.6 | 33 | 32.2 | 33.7 | 7.8 | 70.2 | 31.1 | 45.37250044 | 4.333095578 | 161.3 |
49348 | 21026 | 14.6 | 45 | 44 | 45.8 | 7 | 63.7 | 42.1 | 54.44486837 | 3.729487817 | 174.7 |
44243 | 75882 | 17.1 | 42.8 | 42.2 | 43.4 | 12.1 | 58.4 | 45.3 | 51.02151448 | 4.603840773 | 194.8 |
49955 | 10321 | 12.5 | 48.3 | 47.8 | 48.9 | 4.8 | 61.6 | 44 | 54.02745995 | 6.796657382 | 144.4 |
52313 | 61023 | 15.6 | 45.4 | 43.5 | 48 | 12.9 | 60 | 43.2 | 51.22035959 | 4.964476021 | 176 |
37782 | 41516 | 23.2 | 42.6 | 42.2 | 43.5 | 8.9 | 49.5 | 46.4 | 51.01389975 | 4.204317269 | 175.9 |
40189 | 20848 | 17.8 | 51.7 | 50.8 | 52.5 | 8.9 | 55.8 | 50.9 | 48.96703297 | 5.889178996 | 183.6 |
42579 | 13088 | 22.3 | 49.3 | 48.4 | 49.8 | 10.3 | 55.5 | 48.1 | 53.44699778 | 5.587583149 | 190.5 |
60397 | 843954 | 13.1 | 35.8 | 34.7 | 37 | 9.2 | 69.9 | 31.4 | 50.06357342 | 5.533430211 | 177.8 |
54721 | 16252 | 12.7 | 54.4 | 54 | 54.6 | 5.9 | 67.2 | 41.6 | 50.0389206 | 4.586129754 | 121.4 |
51395 | 121846 | 15.7 | 41 | 40 | 42.2 | 8.2 | 64.4 | 38.1 | 52.93732685 | 5.818153266 | 172.7 |
52673 | 11339 | 12.6 | 45.2 | 44.9 | 45.5 | 8.3 | 64.4 | 36.1 | 52.94771969 | 4.805591962 | 188.3 |
71890 | 772501 | 9.9 | 37.6 | 36.6 | 38.7 | 7.5 | 73.3 | 25.9 | 52.72049671 | 4.729251068 | 165.3 |
50083 | 490945 | 16.3 | 37.2 | 35.7 | 38.7 | 8.4 | 65.2 | 36.5 | 48.18837711 | 5.355835918 | 171 |
43823 | 43791 | 19.3 | 46.2 | 45.6 | 46.8 | 9.4 | 58.3 | 45.8 | 55.21239889 | 3.631082062 | 174.2 |
61653 | 269536 | 11.9 | 38.5 | 37.1 | 39.9 | 8.5 | 74.5 | 30.7 | 50.87449211 | 5.180155167 | 169.9 |
51022 | 4042 | 13.9 | 52.1 | 51.5 | 53.1 | 10.6 | 64.7 | 49.7 | 53.37995338 | 0.535475234 | 153.8 |
49819 | 60338 | 15.7 | 36.9 | 35.5 | 39.1 | 6.4 | 65.7 | 38 | 49.3270649 | 4.138710893 | 162.8 |
53733 | 212284 | 15.7 | 36.5 | 35.6 | 37.5 | 8.2 | 68.7 | 31.9 | 48.06875024 | 4.4729858 | 163.3 |
41837 | 48177 | 28.4 | 24.2 | 24.4 | 23.9 | 8.8 | 78.3 | 22.9 | 40.55405483 | 3.304159034 | 140.8 |
44342 | 248830 | 20.5 | 32.5 | 31.6 | 33.6 | 9 | 54.6 | 35.7 | 50.66898414 | 6.560611666 | 169.4 |
35615 | 16704 | 21.5 | 41.5 | 40.9 | 42.1 | 9 | 55.6 | 44.8 | 55.28885946 | 2.292860865 | 189.7 |
56737 | 111901 | 13.2 | 38.4 | 38 | 38.6 | 9.7 | 70 | 33.1 | 51.52350516 | 4.872468117 | 206.1 |
37625 | 23372 | 22.1 | 41.9 | 41.2 | 43.2 | 9.2 | 60.2 | 46.3 | 53.06378967 | 4.220287661 | 236.7 |
33817 | 14415 | 22.2 | 44.5 | 43.7 | 45.3 | 14.4 | 56.1 | 43.4 | 53.27269485 | 5.469020422 | 196.3 |
43572 | 23350 | 15.1 | 45.9 | 44.1 | 48 | 6.4 | 68.3 | 39.7 | 47.58723829 | 4.970530452 | 186.2 |
34887 | 96844 | 21.9 | 38.5 | 36.9 | 39.9 | 6.8 | 63.3 | 39 | 40.76501639 | 4.521925134 | 194 |
32162 | 7470 | 21.8 | 47 | 47.6 | 46.5 | 18.1 | 52.4 | 46 | 53.33333333 | 4.780114723 | 226.5 |
32961 | 8910 | 25.1 | 43.3 | 43.4 | 43.3 | 12.3 | 48.7 | 52 | 58.09248555 | 8.753056235 | 212.9 |
41838 | 8176 | 17.4 | 43.7 | 41.8 | 45.5 | 6.5 | 55.2 | 45.2 | 53.92670157 | 6.016466118 | 185.6 |
36739 | 44997 | 21.4 | 43.2 | 42 | 45.1 | 9.2 | 53.4 | 47.8 | 49.88397759 | 6.526136485 | 217 |
32705 | 8518 | 28.9 | 38.4 | 37.4 | 41.2 | 9.4 | 61.3 | 39 | 52.58746356 | 2.328431373 | 209.9 |
41039 | 11766 | 17 | 45.6 | 45.5 | 45.7 | 6.7 | 65.1 | 42.4 | 55.4011976 | 3.528435035 | 128 |
36996 | 35516 | 21.1 | 45.3 | 44.6 | 46.7 | 7.2 | 61.9 | 43 | 47.48027903 | 4.354354354 | 195.1 |
35980 | 23353 | 21.2 | 44.6 | 44 | 45.1 | 8.1 | 50.5 | 44.7 | 33.68648224 | 2.28320067 | 212.1 |
48178 | 29815 | 12.9 | 45.6 | 44.1 | 47.9 | 7.2 | 69.5 | 37.6 | 48.44113541 | 5.693029274 | 184.1 |
41010 | 13852 | 15.3 | 44.5 | 44.2 | 45 | 7.9 | 65.8 | 38.2 | 51.41582622 | 2.955003358 | 153 |
42121 | 68714 | 13.9 | 42 | 40.5 | 43.5 | 7.4 | 64 | 39.5 | 49.69820377 | 5.060383303 | 206.7 |
41121 | 29237 | 16.7 | 42.6 | 41.2 | 44.1 | 6.8 | 66.9 | 40.6 | 55.45062062 | 4.735242361 | 194.2 |
66950 | 56482 | 10.2 | 39.7 | 39.9 | 39.3 | 8.4 | 73.3 | 29.2 | 54.09965078 | 4.995519713 | 178.2 |
43936 | 188332 | 16.8 | 42.8 | 40.9 | 44.3 | 7 | 66 | 39.4 | 43.74346505 | 4.091266719 | 205.4 |
40568 | 16448 | 20 | 43.3 | 42.2 | 44.7 | 7.2 | 56.4 | 46.8 | 49.87741342 | 4.374100719 | 218.4 |
34295 | 21415 | 24.4 | 41.9 | 41.4 | 42.8 | 10.1 | 51.7 | 52.6 | 52.9271954 | 2.635983264 | 226.9 |
36437 | 34707 | 20.2 | 42.6 | 41.5 | 44.1 | 10.9 | 56.1 | 45.5 | 52.33924375 | 4.195713917 | 240.1 |
24707 | 19835 | 34.9 | 44.1 | 41.5 | 46.5 | 13.3 | 39.7 | 58.5 | 44.26650367 | 3.860072376 | 234.8 |
43729 | 56925 | 17.9 | 41.1 | 39.7 | 42.7 | 4.9 | 67.6 | 35.7 | 49.46399182 | 5.113459745 | 188.8 |
43356 | 31978 | 15.2 | 44.3 | 42.9 | 46.5 | 7 | 70.3 | 37.5 | 55.3172673 | 3.174132305 | 184.6 |
35799 | 27037 | 20.6 | 43 | 42.3 | 44.1 | 10.3 | 59.6 | 47.6 | 50.71046319 | 3.66910141 | 209.5 |
35046 | 61164 | 20.5 | 42.3 | 40.6 | 43.7 | 5.1 | 56.4 | 48.2 | 48.3713803 | 4.807972069 | 210 |
40012 | 27451 | 16.1 | 43.2 | 42.1 | 44.4 | 8.8 | 58.6 | 39.4 | 42.97381269 | 7.391231312 | 198.4 |
29839 | 25292 | 28.1 | 41.7 | 40.4 | 42.7 | 14.1 | 51.6 | 50.9 | 52.14865363 | 2.796024928 | 240.8 |
43835 | 104236 | 22.5 | 30 | 28.5 | 31.3 | 5.8 | 76.5 | 23.3 | 40.42122317 | 4.001671717 | 155.9 |
36351 | 13506 | 19.3 | 46.6 | 45.4 | 48.3 | 7.3 | 60.5 | 45.2 | 53.16042597 | 6.07651913 | 190.7 |
44446 | 17524 | 13 | 46.1 | 45.8 | 46.6 | 12.3 | 63.7 | 38.4 | 45.14153511 | 4.090035685 | 209.7 |
36375 | 25594 | 19.6 | 43.4 | 42.3 | 44.7 | 8.4 | 61.6 | 44.1 | 55.74302401 | 3.346456693 | 199.8 |
40195 | 43066 | 18.4 | 43.3 | 41.3 | 45.1 | 5.5 | 70.9 | 36.2 | 42.92698827 | 3.257226644 | 184.4 |
38204 | 7229 | 16.7 | 49.1 | 47.4 | 50.3 | 4.9 | 59.8 | 45.3 | 54.86268174 | 7.611940299 | 139.8 |
44801 | 7674 | 16.5 | 43.6 | 42 | 45.6 | 8.2 | 71.6 | 36.8 | 56.79225717 | 2.966381015 | 213.3 |
34341 | 8607 | 17.6 | 48.4 | 47.9 | 49 | 5.7 | 60 | 44.9 | 53.27803051 | 4.256631709 | 176.8 |
41420 | 33940 | 17.6 | 42.3 | 40.4 | 43.5 | 7 | 63.5 | 39.3 | 56.80724824 | 4.038301415 | 169.8 |
59472 | 56848 | 10 | 41 | 40.4 | 41.6 | 3.7 | 73.6 | 31.2 | 58.72299258 | 6.034482759 | 171.5 |
40270 | 77510 | 17.7 | 41.6 | 40 | 43.4 | 6.6 | 60.6 | 44.6 | 49.67065294 | 3.77850558 | 198.2 |
37468 | 29126 | 20.8 | 43.2 | 41.7 | 45.1 | 6.7 | 59.6 | 43.3 | 51.97613076 | 4.231027535 | 168.6 |
46383 | 9982 | 17.7 | 45.2 | 45.1 | 45.3 | 10.6 | 57.4 | 46.9 | 49.74632166 | 6.267539757 | 214.7 |
33041 | 14435 | 23.1 | 44.2 | 43.2 | 45 | 8.9 | 51.6 | 51.8 | 52.19686649 | 2.353331124 | 204 |
32456 | 13239 | 25.8 | 46.3 | 46.9 | 46 | 10 | 60.2 | 49.6 | 50.44770774 | 3.812668868 | 170.4 |
40305 | 16912 | 16.8 | 43 | 41.6 | 44.5 | 9.5 | 63.7 | 42.6 | 52.0647653 | 6.801152738 | 172.2 |
36466 | 6966 | 17.1 | 47.7 | 47 | 48.4 | 7.6 | 68 | 39.3 | 56.87707641 | 3.868613139 | 168.1 |
41019 | 8975 | 15.8 | 46.2 | 45.6 | 46.9 | 10.9 | 62.3 | 43 | 52.40597345 | 1.988950276 | 199.1 |
38387 | 24758 | 19.7 | 41.8 | 41.2 | 42.5 | 8 | 59.7 | 40.2 | 53.55768173 | 5.300938708 | 189.5 |
37242 | 40971 | 20 | 42.5 | 41.3 | 43.5 | 9.9 | 54.6 | 45.6 | 47.52860823 | 4.112005292 | 183.8 |
29331 | 8755 | 26.1 | 46.3 | 45.5 | 46.6 | 14.8 | 45.1 | 53.3 | 48.72652431 | 4.203539823 | 259.5 |
40013 | 15816 | 18.5 | 46 | 44.6 | 47.2 | 8.1 | 63.5 | 44.6 | 51.70881226 | 6.161137441 | 202.6 |
38600 | 5880 | 20.3 | 45 | 45.4 | 44 | 8.4 | 61.6 | 41.4 | 51.76954733 | 5.968928863 | 185.8 |
41932 | 86452 | 17.2 | 42.5 | 41.1 | 44 | 8.6 | 63 | 42 | 47.88351017 | 6.23870268 | 185.5 |
34419 | 22151 | 22.8 | 42.8 | 41.5 | 44.2 | 10.1 | 54.6 | 49.9 | 54.03848244 | 6.018614271 | 235.4 |
42063 | 20148 | 17.8 | 51.4 | 49.7 | 53.3 | 10.1 | 63.9 | 50.8 | 54.12278449 | 3.861129137 | 206 |
41294 | 15843 | 14.9 | 42.2 | 40.8 | 42.8 | 7.9 | 62.7 | 42.5 | 42.79547484 | 6.460336538 | 217.5 |
46375 | 45563 | 13.7 | 43.9 | 42 | 45.6 | 6 | 68.4 | 39.2 | 52.64644351 | 5.884312202 | 168.4 |
44395 | 14977 | 13.6 | 50.8 | 50.5 | 51.1 | 7.2 | 65.9 | 44.1 | 52.79664691 | 5.547054323 | 171.7 |
54141 | 258718 | 12 | 36.8 | 35.7 | 37.9 | 6.1 | 72.5 | 30 | 49.80425278 | 5.921762149 | 158.6 |
50998 | 13192 | 10.5 | 45 | 45.1 | 44.9 | 3.7 | 73.4 | 34.5 | 54.08074857 | 7.17472119 | 166.4 |
41810 | 15159 | 16.5 | 50.9 | 50.6 | 51.4 | 7.5 | 64.2 | 48.2 | 51.08041575 | 4.96054115 | 190.1 |
68430 | 49762 | 5.9 | 39 | 38.4 | 39.8 | 3.1 | 84.1 | 22.4 | 62.98229565 | 4.330985915 | 157.9 |
52485 | 63531 | 10.7 | 40.6 | 39.1 | 42 | 5.1 | 73.4 | 33.9 | 55.24062236 | 5.497771174 | 160.1 |
45316 | 34445 | 16 | 37.1 | 36.4 | 38.4 | 4.8 | 56.6 | 34 | 57.41970774 | 9.86429301 | 157.6 |
59020 | 56743 | 8.8 | 42 | 41.3 | 42.7 | 5.8 | 78.2 | 29.4 | 54.30466505 | 4.654466449 | 176.6 |
43562 | 16391 | 14.7 | 45.9 | 44.2 | 47.1 | 6.5 | 67.4 | 41 | 51.27585686 | 5.300353357 | 176.4 |
61937 | 523643 | 13.4 | 34.6 | 33.7 | 35.6 | 4.9 | 82.5 | 22.6 | 45.26843317 | 4.458527742 | 153.8 |
54359 | 88502 | 9.9 | 42 | 40.4 | 43.7 | 6 | 77.7 | 30.3 | 53.53820299 | 4.49736915 | 178.9 |
49717 | 27554 | 11 | 51.7 | 50.2 | 53.2 | 6.2 | 75.8 | 39.5 | 56.50832819 | 4.481380181 | 158.7 |
46475 | 43601 | 13.9 | 40.6 | 39.8 | 41.3 | 7 | 66.5 | 37.9 | 44.24412034 | 6.150455775 | 192.8 |
52224 | 44497 | 13.9 | 34.1 | 33.4 | 35 | 6.1 | 72.4 | 32.3 | 51.38981814 | 5.116736739 | 155.6 |
48102 | 102105 | 14.4 | 33.8 | 33 | 34.7 | 5.8 | 74.8 | 29.4 | 46.89544532 | 4.346348463 | 163.4 |
44562 | 4464 | 12.8 | 51.1 | 50.8 | 51.3 | 7.2 | 68.9 | 41.8 | 57.93067227 | 3.462050599 | 171.9 |
52149 | 101973 | 9.9 | 41 | 40.1 | 41.8 | 5.3 | 77.1 | 30.6 | 53.51968638 | 4.541733098 | 159.4 |
41418 | 9057 | 17 | 45.3 | 44.4 | 46.4 | 10.1 | 59.8 | 43.9 | 51.39107612 | 7.250418293 | 166.4 |
46972 | 52250 | 15 | 36.1 | 33.2 | 39.7 | 4.6 | 74.8 | 30.4 | 51.66349565 | 5.174434328 | 166.9 |
53328 | 37186 | 8.7 | 42.2 | 41.3 | 43.2 | 3.5 | 78.2 | 30.2 | 55.2736352 | 5.46031746 | 158.4 |
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