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:

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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