More Related Content Similar to Traffic Stats (20) 1. Variable Mean Std. Deviation Minimum Maximum
Traffic Fatalities per 1000 0.17037255 0.055439683 0.063 0.303
% of population classified as heavy drinkers 5.13333333 1.251186104 2.5 8.7
% of population over the age of 65 12.7490196 2.080997121 4.6 18.4
Licensed Drivers (thousands) 3433.88235 3723.517427 354 20359
Percent of registered drivers uninsured 13.5098039 5.378187609 4.5 28
State fines levied for failing to wear a seat belt 25.2941176 15.7000562 0 86
Median net worth of households 81820.4902 40529.11129 20804 197366
% f the population identifying themselves as White 78.5098039 14.55523624 24 97
% of the population identifying themselves as Black 10.8372549 11.62992624 0.3 57.8
% of population of Hispanic or Latino Origin 10.5803922 9.88230782 1.2 46.3
Population (thousands) 5104.72549 5701.407097 476 31431
State gasoline tax per gallon 0.22023039 0.061741454 0.075 0.3865
Incarcerations (of more than 1 year)per 100,000 1504.54902 1658.809529 148 5723
% of the population living in an urban area 72.2156863 15.31837292 38 100
Annual public transportation trips per capita 30.1162353 100.5420144 0.355 710.789
Northeast Dummy 0.1372549 0.347540377 0 1
Southeast Dummy 0.23529412 0.428403328 0 1
West Dummy 0.2745098 0.450707505 0 1
Population^2 57926891.8 151561342.2 226576 987907761
West*Urban 21.745098 36.24739612 0 94
Variable Coefficients t Stat P-value
Intercept 0.06929586 1.148562127 0.259522
% of population classified as heavy drinkers -0.00289653 -0.889339995 0.38067
% of population over the age of 65 0.01150239 4.788118634 3.94E-05
Licensed Drivers (thousands) -3.4804E-05 -2.729593775 0.010358
Percent of registered drivers uninsured 0.00133809 1.661192803 0.106757
State fines levied for failing to wear a seat belt -0.00051161 -1.913495254 0.064958
Median net worth of households -3.3716E-07 -2.471661515 0.019144
% f the population identifying themselves as White 0.00074152 1.649904084 0.10906
% of the population identifying themselves as African American0.00264921 3.830897306 0.000583
% of population of Hispanic or Latino Origin 0.00086821 1.442022489 0.159323
2. Population (thousands) 1.8998E-05 2.119735646 0.042137
State gasoline tax per gallon -0.17385026 -2.286119122 0.029238
Incarcerations (of more than 1 year)per 100,000 -5.0263E-06 -2.214991035 0.034241
% of the population living in an urban area -0.00070803 -1.409117305 0.168753
Annual public transportation trips per capita -0.00017206 -2.828140809 0.008133
Northeast Dummy -0.03297695 -2.777245263 0.00922
Southeast Dummy 0.01443916 1.129555465 0.267328
West Dummy 0.08630363 1.897186015 0.067153
Population^2 2.6438E-11 0.38665038 0.701656
West*Urban -0.00017275 -0.277280889 0.783405
3. Traffic
Fatalities
per 1000
% of
population
classified
as heavy
drinkers
% of
population
over the
age of 65
Licensed
Drivers
(thousands
)
Percent of
registered
drivers
uninsured
State fines
levied for
failing to
wear a
seat belt
Median
net worth
of
household
s
% f the
population
identifying
themselve
s as White
% of the
population
identifying
themselve
s as
African
American
% of
population
of
Hispanic
or Latino
Origin
Population
(thousands
)
State
gasoline
tax per
gallon
Incarcerati
ons (of
more than
1 year)per
100,000
% of the
population
living in
an urban
area
Annual
public
transportat
ion trips
per capita
Northeast
Dummy
Southeast
Dummy
West
Dummy
Population
^2
West*Urb
an
0.257 4.2 13.1 3043 22.00 $25.00 $48,998 71 26.00 3.9 4219 0.180 648 55 1.219 0 1 0 17799961 0
0.14 5.8 4.6 443 13.00 $15.00 $64,523 69 3.40 5.5 606 0.080 3402 66 5.224 0 0 1 367236 66
0.222 6.1 13.4 2654 12.00 $10.00 $38,618 75 3.00 29.6 4075 0.190 5723 88 10.139 0 0 1 16605625 88
0.249 4.6 14.8 1770 16.00 $25.00 $60,080 80 15.30 6.4 2453 0.215 552 52 1.774 0 1 0 6017209 0
0.134 6.2 10.6 20359 15.00 $20.00 $57,095 60 6.20 37.6 31431 0.192 439 94 38.137 0 0 1 9.88E+08 94
0.16 5.5 10.1 2620 15.00 $17.00 $74,567 83 4.00 20.7 3656 0.220 4454 85 18.965 0 0 1 13366336 85
0.095 5.2 14.2 2205 10.00 $37.00 $125,450 82 9.30 13.4 3275 0.250 3762 88 13.262 1 0 0 10725625 0
0.159 7.1 12.7 512 11.00 $20.00 $163,148 75 19.80 8.2 706 0.230 4432 80 9.837 0 0 0 498436 0
0.121 6.1 13.5 366 15.00 $50.00 $20,804 31 57.80 9.1 570 0.200 5107 100 710.789 0 0 0 324900 0
0.193 5.5 18.4 10885 24.00 $30.00 $71,928 78 15.10 22.5 13953 0.149 556 89 11.417 0 1 0 1.95E+08 0
0.202 3.9 10.1 4666 16.00 $15.00 $48,424 65 28.70 8.8 7055 0.075 4793 72 19.336 0 1 0 49773025 0
0.103 5.1 12.1 742 11.00 $45.00 $197,366 24 1.70 8.9 1179 0.160 3022 92 58.549 0 0 1 1390041 92
0.22 4.2 11.6 779 8.00 $5.00 $55,538 91 0.30 11.2 1133 0.250 474 66 1.174 0 0 1 1283689 66
0.132 5.5 12.6 7548 15.00 $25.00 $88,020 73 14.70 15.8 11752 0.190 3735 88 47.811 0 0 0 1.38E+08 0
0.169 4.4 12.8 3834 16.00 $25.00 $51,800 87 8.10 6 5752 0.180 434 71 4.638 0 0 0 33085504 0
0.169 4.7 15.4 1921 11.00 $25.00 $89,155 94 2.20 5 2829 0.220 3095 61 5.725 0 0 0 8003241 0
0.173 4.8 13.9 1794 10.00 $10.00 $92,149 86 5.10 10.5 2554 0.250 3174 71 1.659 0 0 0 6522916 0
0.203 2.7 12.8 2498 18.00 $25.00 $62,100 90 6.80 3.1 3827 0.185 458 56 5.477 0 1 0 14645929 0
0.194 4.1 11.4 2606 13.00 $25.00 $55,614 64 32.50 4.2 4315 0.200 867 73 16.126 0 1 0 18619225 0
0.152 5.5 13.9 916 4.50 $25.00 $78,532 97 0.60 1.3 1240 0.268 148 40 2.446 1 0 0 1537600 0
0.13 5.2 11.2 3311 15.00 $25.00 $180,899 64 28.50 8.2 5006 0.235 387 86 25.216 0 0 0 25060036 0
0.073 7 14.1 4209 4.50 $25.00 $143,625 85 6.00 9.6 6041 0.235 2006 91 65.219 1 0 0 36493681 0
0.149 5.9 12.4 6602 19.00 $25.00 $71,725 80 14.00 4.4 9496 0.199 445 75 8.839 0 0 0 90174016 0
0.141 5.8 12.5 2668 13.00 $25.00 $137,775 89 4.10 4.7 4567 0.200 185 71 15.848 0 0 0 20857489 0
0.296 4.5 12.5 1659 28.00 $25.00 $41,656 61 37.20 2.7 2669 0.184 686 49 0.498 0 1 0 7123561 0
0.206 4.8 14.1 3512 14.00 $10.00 $77,438 85 11.20 3.5 5278 0.170 508 69 11.239 0 0 0 27857284 0
0.236 4.4 13.3 536 11.00 $20.00 $58,543 91 0.30 2.9 856 0.278 378 54 2.163 0 0 1 732736 54
0.167 4.3 14.1 1154 8.00 $25.00 $85,198 90 3.60 9.2 1623 0.280 247 70 2.969 0 0 0 2634129 0
0.202 7.8 11.3 987 13.00 $25.00 $68,923 75 6.90 26.5 1457 0.238 472 92 25.082 0 0 1 2122849 92
0.105 6.3 11.9 878 11.00 $0.00 $132,671 96 0.80 2.8 1137 0.196 209 59 0.531 1 0 0 1292769 0
0.096 4 13.6 5521 11.00 $20.00 $127,800 73 13.10 17.7 7904 0.145 2865 94 40.989 0 0 0 62473216 0
0.27 5 11 1162 26.00 $25.00 $46,265 67 2.30 46.3 1654 0.180 323 75 4.683 0 0 1 2735716 75
0.091 5 13.2 10444 5.00 $50.00 $48,000 68 15.80 17.6 18169 0.387 288 87 161.584 1 0 0 3.3E+08 0
0.202 4.1 12.5 4779 14.00 $25.00 $62,480 72 21.20 8.4 7070 0.302 373 60 4.493 0 1 0 49984900 0
0.138 4.8 14.7 443 9.00 $20.00 $67,275 92 0.60 2 638 0.230 226 56 2.375 0 0 0 407044 0
0.123 5.4 13.4 7722 16.00 $25.00 $60,963 85 11.70 3.1 11102 0.280 4484 77 11.187 0 0 0 1.23E+08 0
0.211 3.5 13.6 2363 24.00 $20.00 $43,325 76 7.10 8.9 3258 0.170 654 65 2.546 0 0 0 10614564 0
0.159 5.9 13.7 2401 10.00 $75.00 $76,200 87 1.70 11.7 3086 0.240 3614 79 31.55 0 0 1 9523396 79
0.12 5.2 15.9 8146 7.00 $10.00 $100,000 85 10.00 5.7 12052 0.323 403 77 33.903 0 0 0 1.45E+08 0
0.063 7.5 15.6 682 18.00 $50.00 $169,846 85 5.50 12.4 997 0.310 1972 91 13.747 1 0 0 994009 0
0.231 5.5 11.9 2458 11.00 $10.00 $59,926 67 28.90 5.1 3664 0.168 495 60 2.118 0 1 0 13424896 0
0.214 3.9 14.7 512 9.00 $20.00 $58,967 89 0.80 2.7 721 0.240 416 52 1.302 0 0 0 519841 0
4. 0.235 2.5 12.7 3583 24.00 $10.00 $60,080 80 16.30 4.6 5175 0.214 432 64 4.403 0 1 0 26780625 0
0.173 5.4 10.2 12012 15.00 $25.00 $44,850 71 11.00 37.6 18378 0.200 648 83 12.853 0 0 1 3.38E+08 83
0.179 3.1 8.8 1203 8.00 $45.00 $97,800 89 0.80 13 1908 0.245 238 88 12.021 0 0 1 3640464 88
0.133 6.8 12.1 435 7.00 $10.00 $22,080 97 0.50 1.5 580 0.200 2652 38 2.621 1 0 0 336400 0
0.142 5.1 11.1 4631 11.00 $25.00 $127,066 72 19.30 7.9 6552 0.175 468 73 6.824 0 1 0 42928704 0
0.119 5 11.6 3741 16.00 $86.00 $102,839 82 3.30 11.2 5343 0.340 269 82 27.121 0 0 1 28547649 82
0.195 3 15.4 1317 11.00 $25.00 $106,503 95 3.10 1.2 1822 0.315 363 46 1.901 0 1 0 3319684 0
0.14 8.7 13.4 3542 15.00 $10.00 $99,050 89 5.70 5.9 5082 0.330 366 68 16.044 0 0 0 25826724 0
0.303 5.2 11.7 354 10.00 $25.00 $49,168 92 0.80 8.9 476 0.140 385 65 0.355 0 0 1 226576 65
5. Descriptive Summary
Traffic Fatalities per 1000 % of population classified as heavy drinkers % of population over the age of 65 Licensed Drivers (thousands) Percent of registered drivers uninsured State fines levied for failing to wear a seat belt Median net worth of households % f the population identifying themselves as White % of the population identifying themselves as African American % of population of Hispanic or Latino Origin Population (thousands) State gasoline tax per gallon Incarcerations (of more than 1 year)per 100,000 % of the population living in an urban area Annual public transportation trips per capita Northeast Dummy Southeast Dummy West Dummy Population^2 West*Urban
Mean 0.170372549 5.133333333 12.74901961 3433.882353 13.50980392 25.29411765 81820.4902 78.50980392 10.8372549 10.58039216 5104.72549 0.220230392 1504.54902 72.21568627 30.11623529 0.137254902 0.235294118 0.274509804 57926891.82 21.745098
Median 0.167 5.1 12.8 2458 13 25 68923 82 6.8 8.2 3656 0.214 495 72 9.837 0 0 0 13366336 0
Mode 0.202 5.5 13.4 443 11 25 60080 85 0.8 8.9 #N/A 0.2 648 88 #N/A 0 0 0 #N/A 0
Minimum 0.063 2.5 4.6 354 4.5 0 20804 24 0.3 1.2 476 0.075 148 38 0.355 0 0 0 226576 0
Maximum 0.303 8.7 18.4 20359 28 86 197366 97 57.8 46.3 31431 0.3865 5723 100 710.789 1 1 1 987907761 94
Range 0.24 6.2 13.8 20005 23.5 86 176562 73 57.5 45.1 30955 0.3115 5575 62 710.434 1 1 1 987681185 94
Variance 0.0031 1.5655 4.3305 13864582.0259 28.9249 246.4918 1642608861.9749 211.8549 135.2552 97.6600 32506042.8831 0.0038 2751649.0525 234.6525 10108.6967 0.1208 0.1835 0.2031 ###################### 1313.8737
Standard Deviation 0.0554 1.2512 2.0810 3723.5174 5.3782 15.7001 40529.1113 14.5552 11.6299 9.8823 5701.4071 0.0617 1658.8095 15.3184 100.5420 0.3475 0.4284 0.4507 151561342.1927 36.2474
Coeff. of Variation 32.54% 24.37% 16.32% 108.43% 39.81% 62.07% 49.53% 18.54% 107.31% 93.40% 111.69% 28.03% 110.25% 21.21% 333.85% 253.21% 182.07% 164.19% 261.64% 166.69%
Skewness 0.3524 0.3886 -0.8747 2.4794 0.7866 1.8924 1.1059 -1.6916 1.8465 1.9695 2.6015 0.3034 1.1146 -0.2721 6.4956 2.1727 1.2862 1.0414 5.0561 1.1365
Kurtosis -0.2550 0.7145 4.2691 7.9875 0.5436 5.0409 0.7381 4.3504 4.3308 3.8776 8.7203 0.6055 -0.2403 -0.7090 44.2538 2.8301 -0.3614 -0.9544 29.3062 -0.6139
Count 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51
Standard Error 0.0078 0.1752 0.2914 521.3967 0.7531 2.1984 5675.2107 2.0381 1.6285 1.3838 798.3567 0.0086 232.2798 2.1450 14.0787 0.0487 0.0600 0.0631 21222832.8981 5.0757
6. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)State gasoline tax per gallonIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest DummyPopulation^2West*Urban
0.257 4.2 13.1 3043 22 $25.00 ######## 71 26 3.9 4219 0.18 648 55 1.219 0 1 0 17799961 0
0.14 5.8 4.6 443 13 $15.00 ######## 69 3.4 5.5 606 0.08 3402 66 5.224 0 0 1 367236 66
0.222 6.1 13.4 2654 12 $10.00 ######## 75 3 29.6 4075 0.19 5723 88 10.139 0 0 1 16605625 88
0.249 4.6 14.8 1770 16 $25.00 ######## 80 15.3 6.4 2453 0.215 552 52 1.774 0 1 0 6017209 0
0.134 6.2 10.6 20359 15 $20.00 ######## 60 6.2 37.6 31431 0.192 439 94 38.137 0 0 1 9.88E+08 94
0.16 5.5 10.1 2620 15 $17.00 ######## 83 4 20.7 3656 0.22 4454 85 18.965 0 0 1 13366336 85
0.095 5.2 14.2 2205 10 $37.00 ######## 82 9.3 13.4 3275 0.25 3762 88 13.262 1 0 0 10725625 0
0.159 7.1 12.7 512 11 $20.00 ######## 75 19.8 8.2 706 0.23 4432 80 9.837 0 0 0 498436 0
0.121 6.1 13.5 366 15 $50.00 ######## 31 57.8 9.1 570 0.2 5107 100 710.789 0 0 0 324900 0
0.193 5.5 18.4 10885 24 $30.00 ######## 78 15.1 22.5 13953 0.149 556 89 11.417 0 1 0 1.95E+08 0
0.202 3.9 10.1 4666 16 $15.00 ######## 65 28.7 8.8 7055 0.075 4793 72 19.336 0 1 0 49773025 0
0.103 5.1 12.1 742 11 $45.00 ######## 24 1.7 8.9 1179 0.16 3022 92 58.549 0 0 1 1390041 92
0.22 4.2 11.6 779 8 $5.00 ######## 91 0.3 11.2 1133 0.25 474 66 1.174 0 0 1 1283689 66
0.132 5.5 12.6 7548 15 $25.00 ######## 73 14.7 15.8 11752 0.19 3735 88 47.811 0 0 0 1.38E+08 0
0.169 4.4 12.8 3834 16 $25.00 ######## 87 8.1 6 5752 0.18 434 71 4.638 0 0 0 33085504 0
0.169 4.7 15.4 1921 11 $25.00 ######## 94 2.2 5 2829 0.22 3095 61 5.725 0 0 0 8003241 0
0.173 4.8 13.9 1794 10 $10.00 ######## 86 5.1 10.5 2554 0.25 3174 71 1.659 0 0 0 6522916 0
0.203 2.7 12.8 2498 18 $25.00 ######## 90 6.8 3.1 3827 0.185 458 56 5.477 0 1 0 14645929 0
0.194 4.1 11.4 2606 13 $25.00 ######## 64 32.5 4.2 4315 0.2 867 73 16.126 0 1 0 18619225 0
0.152 5.5 13.9 916 4.5 $25.00 ######## 97 0.6 1.3 1240 0.268 148 40 2.446 1 0 0 1537600 0
0.13 5.2 11.2 3311 15 $25.00 ######## 64 28.5 8.2 5006 0.235 387 86 25.216 0 0 0 25060036 0
0.073 7 14.1 4209 4.5 $25.00 ######## 85 6 9.6 6041 0.235 2006 91 65.219 1 0 0 36493681 0
0.149 5.9 12.4 6602 19 $25.00 ######## 80 14 4.4 9496 0.19875 445 75 8.839 0 0 0 90174016 0
0.141 5.8 12.5 2668 13 $25.00 ######## 89 4.1 4.7 4567 0.2 185 71 15.848 0 0 0 20857489 0
0.296 4.5 12.5 1659 28 $25.00 ######## 61 37.2 2.7 2669 0.184 686 49 0.498 0 1 0 7123561 0
0.206 4.8 14.1 3512 14 $10.00 ######## 85 11.2 3.5 5278 0.17 508 69 11.239 0 0 0 27857284 0
0.236 4.4 13.3 536 11 $20.00 ######## 91 0.3 2.9 856 0.2775 378 54 2.163 0 0 1 732736 54
0.167 4.3 14.1 1154 8 $25.00 ######## 90 3.6 9.2 1623 0.28 247 70 2.969 0 0 0 2634129 0
0.202 7.8 11.3 987 13 $25.00 ######## 75 6.9 26.5 1457 0.238 472 92 25.082 0 0 1 2122849 92
0.105 6.3 11.9 878 11 $0.00 ######## 96 0.8 2.8 1137 0.196 209 59 0.531 1 0 0 1292769 0
0.096 4 13.6 5521 11 $20.00 ######## 73 13.1 17.7 7904 0.145 2865 94 40.989 0 0 0 62473216 0
0.27 5 11 1162 26 $25.00 ######## 67 2.3 46.3 1654 0.18 323 75 4.683 0 0 1 2735716 75
0.091 5 13.2 10444 5 $50.00 ######## 68 15.8 17.6 18169 0.3865 288 87 161.584 1 0 0 3.3E+08 0
0.202 4.1 12.5 4779 14 $25.00 ######## 72 21.2 8.4 7070 0.302 373 60 4.493 0 1 0 49984900 0
0.138 4.8 14.7 443 9 $20.00 ######## 92 0.6 2 638 0.23 226 56 2.375 0 0 0 407044 0
0.123 5.4 13.4 7722 16 $25.00 ######## 85 11.7 3.1 11102 0.28 4484 77 11.187 0 0 0 1.23E+08 0
0.211 3.5 13.6 2363 24 $20.00 ######## 76 7.1 8.9 3258 0.17 654 65 2.546 0 0 0 10614564 0
0.159 5.9 13.7 2401 10 $75.00 ######## 87 1.7 11.7 3086 0.24 3614 79 31.55 0 0 1 9523396 79
0.12 5.2 15.9 8146 7 $10.00 ######## 85 10 5.7 12052 0.323 403 77 33.903 0 0 0 1.45E+08 0
0.063 7.5 15.6 682 18 $50.00 ######## 85 5.5 12.4 997 0.31 1972 91 13.747 1 0 0 994009 0
0.231 5.5 11.9 2458 11 $10.00 ######## 67 28.9 5.1 3664 0.168 495 60 2.118 0 1 0 13424896 0
0.214 3.9 14.7 512 9 $20.00 ######## 89 0.8 2.7 721 0.24 416 52 1.302 0 0 0 519841 0
0.235 2.5 12.7 3583 24 $10.00 ######## 80 16.3 4.6 5175 0.214 432 64 4.403 0 1 0 26780625 0
0.173 5.4 10.2 12012 15 $25.00 ######## 71 11 37.6 18378 0.2 648 83 12.853 0 0 1 3.38E+08 83
0.179 3.1 8.8 1203 8 $45.00 ######## 89 0.8 13 1908 0.245 238 88 12.021 0 0 1 3640464 88
0.133 6.8 12.1 435 7 $10.00 ######## 97 0.5 1.5 580 0.2 2652 38 2.621 1 0 0 336400 0
0.142 5.1 11.1 4631 11 $25.00 ######## 72 19.3 7.9 6552 0.175 468 73 6.824 0 1 0 42928704 0
0.119 5 11.6 3741 16 $86.00 ######## 82 3.3 11.2 5343 0.34 269 82 27.121 0 0 1 28547649 82
0.195 3 15.4 1317 11 $25.00 ######## 95 3.1 1.2 1822 0.315 363 46 1.901 0 1 0 3319684 0
0.14 8.7 13.4 3542 15 $10.00 ######## 89 5.7 5.9 5082 0.33 366 68 16.044 0 0 0 25826724 0
0.303 5.2 11.7 354 10 $25.00 ######## 92 0.8 8.9 476 0.14 385 65 0.355 0 0 1 226576 65
7. Regression Analysis
b19 through b0 intercepts -0.0002 0.0000 0.0863 0.014439 -0.03298 -0.00017 -0.00071 -5E-06 -0.17385 1.9E-05 0.000868 0.002649 0.000742 -3.4E-07 -0.00051 0.001338 -3.5E-05 0.011502 -0.0029 0.069296
Regression Statistics b19 through b0 Standard Error 0.0006 0.0000 0.0455 0.012783 0.011874 6.08E-05 0.000502 2.27E-06 0.076046 8.96E-06 0.000602 0.000692 0.000449 1.36E-07 0.000267 0.000805 1.28E-05 0.002402 0.003257 0.060333
Multiple R 0.9545 R Square, Standard Error 0.9110 0.0210 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9110 F , Residual df 16.7063 31 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8565 Regression SS , Residual SS 0.140004742 0.01367318 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0210
Observations 51 Confidence level 95%
t Critical Value 2.0395
ANOVA Half Width b0 0.1230
df SS MS F Significance F Half Width b1 0.0066
Regression 19 0.1400 0.0074 16.7063 0.0000 Half Width b2 0.0049
Residual 31 0.0137 0.0004 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0016
Half Width b5 0.0005
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.0692959 0.0603 1.1486 0.259522 -0.0538 0.1923 -0.0538 0.1923 Half Width b7 0.0009
% of population classified as heavy drinkers -0.0028965 0.0033 -0.8893 0.380670 -0.0095 0.0037 -0.0095 0.0037 Half Width b8 0.0014
% of population over the age of 65 0.0115024 0.0024 4.7881 0.000039 0.0066 0.0164 0.0066 0.0164 Half Width b9 0.0012
Licensed Drivers (thousands) -0.0000348 0.0000 -2.7296 0.010358 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.0013381 0.0008 1.6612 0.106757 -0.0003 0.0030 -0.0003 0.0030 Half Width b11 0.1551
State fines levied for failing to wear a seat belt -0.0005116 0.0003 -1.9135 0.064958 -0.0011 0.0000 -0.0011 0.0000 Half Width b12 0.0000
Median net worth of households -0.0000003 0.0000 -2.4717 0.019144 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0010
% f the population identifying themselves as White 0.0007415 0.0004 1.6499 0.109060 -0.0002 0.0017 -0.0002 0.0017 Half Width b14 0.0001
% of the population identifying themselves as African American 0.0026492 0.0007 3.8309 0.000583 0.0012 0.0041 0.0012 0.0041 Half Width b15 0.0242
% of population of Hispanic or Latino Origin 0.0008682 0.0006 1.4420 0.159323 -0.0004 0.0021 -0.0004 0.0021 Half Width b16 0.0261
Population (thousands) 0.0000190 0.0000 2.1197 0.042137 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0928
State gasoline tax per gallon -0.1738503 0.0760 -2.2861 0.029238 -0.3289 -0.0188 -0.3289 -0.0188 Half Width b18 0.0000
Incarcerations (of more than 1 year)per 100,000 -0.0000050 0.0000 -2.2150 0.034241 0.0000 0.0000 0.0000 0.0000 Half Width b19 0.0013
% of the population living in an urban area -0.0007080 0.0005 -1.4091 0.168753 -0.0017 0.0003 -0.0017 0.0003
Annual public transportation trips per capita -0.0001721 0.0001 -2.8281 0.008133 -0.0003 0.0000 -0.0003 0.0000
Northeast Dummy -0.0329770 0.0119 -2.7772 0.009220 -0.0572 -0.0088 -0.0572 -0.0088
Southeast Dummy 0.0144392 0.0128 1.1296 0.267328 -0.0116 0.0405 -0.0116 0.0405
West Dummy 0.0863036 0.0455 1.8972 0.067153 -0.0065 0.1791 -0.0065 0.1791
Population^2 0.0000000 0.0000 0.3867 0.701656 0.0000 0.0000 0.0000 0.0000
West*Urban -0.0001728 0.0006 -0.2773 0.783405 -0.0014 0.0011 -0.0014 0.0011
Calculations
8. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)State gasoline tax per gallonIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest DummyPopulation^2
0.257 4.2 13.1 3043 22 $25.00 ######## 71 26 3.9 4219 0.18 648 55 1.219 0 1 0 17799961
0.14 5.8 4.6 443 13 $15.00 ######## 69 3.4 5.5 606 0.08 3402 66 5.224 0 0 1 367236
0.222 6.1 13.4 2654 12 $10.00 ######## 75 3 29.6 4075 0.19 5723 88 10.139 0 0 1 16605625
0.249 4.6 14.8 1770 16 $25.00 ######## 80 15.3 6.4 2453 0.215 552 52 1.774 0 1 0 6017209
0.134 6.2 10.6 20359 15 $20.00 ######## 60 6.2 37.6 31431 0.192 439 94 38.137 0 0 1 9.88E+08
0.16 5.5 10.1 2620 15 $17.00 ######## 83 4 20.7 3656 0.22 4454 85 18.965 0 0 1 13366336
0.095 5.2 14.2 2205 10 $37.00 ######## 82 9.3 13.4 3275 0.25 3762 88 13.262 1 0 0 10725625
0.159 7.1 12.7 512 11 $20.00 ######## 75 19.8 8.2 706 0.23 4432 80 9.837 0 0 0 498436
0.121 6.1 13.5 366 15 $50.00 ######## 31 57.8 9.1 570 0.2 5107 100 710.789 0 0 0 324900
0.193 5.5 18.4 10885 24 $30.00 ######## 78 15.1 22.5 13953 0.149 556 89 11.417 0 1 0 1.95E+08
0.202 3.9 10.1 4666 16 $15.00 ######## 65 28.7 8.8 7055 0.075 4793 72 19.336 0 1 0 49773025
0.103 5.1 12.1 742 11 $45.00 ######## 24 1.7 8.9 1179 0.16 3022 92 58.549 0 0 1 1390041
0.22 4.2 11.6 779 8 $5.00 ######## 91 0.3 11.2 1133 0.25 474 66 1.174 0 0 1 1283689
0.132 5.5 12.6 7548 15 $25.00 ######## 73 14.7 15.8 11752 0.19 3735 88 47.811 0 0 0 1.38E+08
0.169 4.4 12.8 3834 16 $25.00 ######## 87 8.1 6 5752 0.18 434 71 4.638 0 0 0 33085504
0.169 4.7 15.4 1921 11 $25.00 ######## 94 2.2 5 2829 0.22 3095 61 5.725 0 0 0 8003241
0.173 4.8 13.9 1794 10 $10.00 ######## 86 5.1 10.5 2554 0.25 3174 71 1.659 0 0 0 6522916
0.203 2.7 12.8 2498 18 $25.00 ######## 90 6.8 3.1 3827 0.185 458 56 5.477 0 1 0 14645929
0.194 4.1 11.4 2606 13 $25.00 ######## 64 32.5 4.2 4315 0.2 867 73 16.126 0 1 0 18619225
0.152 5.5 13.9 916 4.5 $25.00 ######## 97 0.6 1.3 1240 0.268 148 40 2.446 1 0 0 1537600
0.13 5.2 11.2 3311 15 $25.00 ######## 64 28.5 8.2 5006 0.235 387 86 25.216 0 0 0 25060036
0.073 7 14.1 4209 4.5 $25.00 ######## 85 6 9.6 6041 0.235 2006 91 65.219 1 0 0 36493681
0.149 5.9 12.4 6602 19 $25.00 ######## 80 14 4.4 9496 0.19875 445 75 8.839 0 0 0 90174016
0.141 5.8 12.5 2668 13 $25.00 ######## 89 4.1 4.7 4567 0.2 185 71 15.848 0 0 0 20857489
0.296 4.5 12.5 1659 28 $25.00 ######## 61 37.2 2.7 2669 0.184 686 49 0.498 0 1 0 7123561
0.206 4.8 14.1 3512 14 $10.00 ######## 85 11.2 3.5 5278 0.17 508 69 11.239 0 0 0 27857284
0.236 4.4 13.3 536 11 $20.00 ######## 91 0.3 2.9 856 0.2775 378 54 2.163 0 0 1 732736
0.167 4.3 14.1 1154 8 $25.00 ######## 90 3.6 9.2 1623 0.28 247 70 2.969 0 0 0 2634129
0.202 7.8 11.3 987 13 $25.00 ######## 75 6.9 26.5 1457 0.238 472 92 25.082 0 0 1 2122849
0.105 6.3 11.9 878 11 $0.00 ######## 96 0.8 2.8 1137 0.196 209 59 0.531 1 0 0 1292769
0.096 4 13.6 5521 11 $20.00 ######## 73 13.1 17.7 7904 0.145 2865 94 40.989 0 0 0 62473216
0.27 5 11 1162 26 $25.00 ######## 67 2.3 46.3 1654 0.18 323 75 4.683 0 0 1 2735716
0.091 5 13.2 10444 5 $50.00 ######## 68 15.8 17.6 18169 0.3865 288 87 161.584 1 0 0 3.3E+08
0.202 4.1 12.5 4779 14 $25.00 ######## 72 21.2 8.4 7070 0.302 373 60 4.493 0 1 0 49984900
0.138 4.8 14.7 443 9 $20.00 ######## 92 0.6 2 638 0.23 226 56 2.375 0 0 0 407044
0.123 5.4 13.4 7722 16 $25.00 ######## 85 11.7 3.1 11102 0.28 4484 77 11.187 0 0 0 1.23E+08
0.211 3.5 13.6 2363 24 $20.00 ######## 76 7.1 8.9 3258 0.17 654 65 2.546 0 0 0 10614564
0.159 5.9 13.7 2401 10 $75.00 ######## 87 1.7 11.7 3086 0.24 3614 79 31.55 0 0 1 9523396
0.12 5.2 15.9 8146 7 $10.00 ######## 85 10 5.7 12052 0.323 403 77 33.903 0 0 0 1.45E+08
0.063 7.5 15.6 682 18 $50.00 ######## 85 5.5 12.4 997 0.31 1972 91 13.747 1 0 0 994009
0.231 5.5 11.9 2458 11 $10.00 ######## 67 28.9 5.1 3664 0.168 495 60 2.118 0 1 0 13424896
0.214 3.9 14.7 512 9 $20.00 ######## 89 0.8 2.7 721 0.24 416 52 1.302 0 0 0 519841
0.235 2.5 12.7 3583 24 $10.00 ######## 80 16.3 4.6 5175 0.214 432 64 4.403 0 1 0 26780625
0.173 5.4 10.2 12012 15 $25.00 ######## 71 11 37.6 18378 0.2 648 83 12.853 0 0 1 3.38E+08
0.179 3.1 8.8 1203 8 $45.00 ######## 89 0.8 13 1908 0.245 238 88 12.021 0 0 1 3640464
0.133 6.8 12.1 435 7 $10.00 ######## 97 0.5 1.5 580 0.2 2652 38 2.621 1 0 0 336400
0.142 5.1 11.1 4631 11 $25.00 ######## 72 19.3 7.9 6552 0.175 468 73 6.824 0 1 0 42928704
0.119 5 11.6 3741 16 $86.00 ######## 82 3.3 11.2 5343 0.34 269 82 27.121 0 0 1 28547649
0.195 3 15.4 1317 11 $25.00 ######## 95 3.1 1.2 1822 0.315 363 46 1.901 0 1 0 3319684
0.14 8.7 13.4 3542 15 $10.00 ######## 89 5.7 5.9 5082 0.33 366 68 16.044 0 0 0 25826724
0.303 5.2 11.7 354 10 $25.00 ######## 92 0.8 8.9 476 0.14 385 65 0.355 0 0 1 226576
9. Regression Analysis
b18 through b0 intercepts 0.0000 0.0745 0.0137 -0.03246 -0.00017 -0.00074 -5.1E-06 -0.17688 1.92E-05 0.000839 0.002702 0.000779 -3.3E-07 -0.00053 0.001362 -3.5E-05 0.011598 -0.00302 0.067297
Regression Statistics b18 through b0 Standard Error 0.0000 0.0159 0.0123 0.011558 5.94E-05 0.000483 2.23E-06 0.074163 8.8E-06 0.000584 0.000655 0.000423 1.33E-07 0.000259 0.000789 1.26E-05 0.002343 0.003179 0.05903
Multiple R 0.9544 R Square, Standard Error 0.9108 0.0207 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9108 F , Residual df 18.1539 32 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8606 Regression SS , Residual SS 0.13997083 0.013707091 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0207
Observations 51 Confidence level 95%
t Critical Value 2.0369
ANOVA Half Width b0 0.1202
df SS MS F Significance F Half Width b1 0.0065
Regression 18 0.1400 0.0078 18.1539 0.0000 Half Width b2 0.0048
Residual 32 0.0137 0.0004 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0016
Half Width b5 0.0005
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.0673 0.0590 1.1400 0.2627 -0.0529 0.1875 -0.0529 0.1875 Half Width b7 0.0009
% of population classified as heavy drinkers-0.0030 0.0032 -0.9504 0.3490 -0.0095 0.0035 -0.0095 0.0035 Half Width b8 0.0013
% of population over the age of 650.0116 0.0023 4.9509 0.0000 0.0068 0.0164 0.0068 0.0164 Half Width b9 0.0012
Licensed Drivers (thousands)0.0000 0.0000 -2.7865 0.0089 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured0.0014 0.0008 1.7259 0.0940 -0.0002 0.0030 -0.0002 0.0030 Half Width b11 0.1511
State fines levied for failing to wear a seat belt-0.0005 0.0003 -2.0265 0.0511 -0.0011 0.0000 -0.0011 0.0000 Half Width b12 0.0000
Median net worth of households0.0000 0.0000 -2.4925 0.0181 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0010
% f the population identifying themselves as White0.0008 0.0004 1.8428 0.0746 -0.0001 0.0016 -0.0001 0.0016 Half Width b14 0.0001
% of the population identifying themselves as African American0.0027 0.0007 4.1272 0.0002 0.0014 0.0040 0.0014 0.0040 Half Width b15 0.0235
% of population of Hispanic or Latino Origin0.0008 0.0006 1.4362 0.1606 -0.0004 0.0020 -0.0004 0.0020 Half Width b16 0.0251
Population (thousands) 0.0000 0.0000 2.1854 0.0363 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0325
State gasoline tax per gallon-0.1769 0.0742 -2.3850 0.0232 -0.3279 -0.0258 -0.3279 -0.0258 Half Width b18 0.0000
Incarcerations (of more than 1 year)per 100,0000.0000 0.0000 -2.2722 0.0299 0.0000 0.0000 0.0000 0.0000
% of the population living in an urban area-0.0007 0.0005 -1.5291 0.1361 -0.0017 0.0002 -0.0017 0.0002
Annual public transportation trips per capita-0.0002 0.0001 -2.8584 0.0074 -0.0003 0.0000 -0.0003 0.0000
Northeast Dummy -0.0325 0.0116 -2.8087 0.0084 -0.0560 -0.0089 -0.0560 -0.0089
Southeast Dummy 0.0137 0.0123 1.1121 0.2744 -0.0114 0.0388 -0.0114 0.0388
West Dummy 0.0745 0.0159 4.6747 0.0001 0.0420 0.1070 0.0420 0.1070
Population^2 0.0000 0.0000 0.3346 0.7401 0.0000 0.0000 0.0000 0.0000
Calculations
10. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)State gasoline tax per gallonIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest DummyWest*Urban
0.257 4.2 13.1 3043 22 $25.00 ######## 71 26 3.9 4219 0.18 648 55 1.219 0 1 0 0
0.14 5.8 4.6 443 13 $15.00 ######## 69 3.4 5.5 606 0.08 3402 66 5.224 0 0 1 66
0.222 6.1 13.4 2654 12 $10.00 ######## 75 3 29.6 4075 0.19 5723 88 10.139 0 0 1 88
0.249 4.6 14.8 1770 16 $25.00 ######## 80 15.3 6.4 2453 0.215 552 52 1.774 0 1 0 0
0.134 6.2 10.6 20359 15 $20.00 ######## 60 6.2 37.6 31431 0.192 439 94 38.137 0 0 1 94
0.16 5.5 10.1 2620 15 $17.00 ######## 83 4 20.7 3656 0.22 4454 85 18.965 0 0 1 85
0.095 5.2 14.2 2205 10 $37.00 ######## 82 9.3 13.4 3275 0.25 3762 88 13.262 1 0 0 0
0.159 7.1 12.7 512 11 $20.00 ######## 75 19.8 8.2 706 0.23 4432 80 9.837 0 0 0 0
0.121 6.1 13.5 366 15 $50.00 ######## 31 57.8 9.1 570 0.2 5107 100 710.789 0 0 0 0
0.193 5.5 18.4 10885 24 $30.00 ######## 78 15.1 22.5 13953 0.149 556 89 11.417 0 1 0 0
0.202 3.9 10.1 4666 16 $15.00 ######## 65 28.7 8.8 7055 0.075 4793 72 19.336 0 1 0 0
0.103 5.1 12.1 742 11 $45.00 ######## 24 1.7 8.9 1179 0.16 3022 92 58.549 0 0 1 92
0.22 4.2 11.6 779 8 $5.00 ######## 91 0.3 11.2 1133 0.25 474 66 1.174 0 0 1 66
0.132 5.5 12.6 7548 15 $25.00 ######## 73 14.7 15.8 11752 0.19 3735 88 47.811 0 0 0 0
0.169 4.4 12.8 3834 16 $25.00 ######## 87 8.1 6 5752 0.18 434 71 4.638 0 0 0 0
0.169 4.7 15.4 1921 11 $25.00 ######## 94 2.2 5 2829 0.22 3095 61 5.725 0 0 0 0
0.173 4.8 13.9 1794 10 $10.00 ######## 86 5.1 10.5 2554 0.25 3174 71 1.659 0 0 0 0
0.203 2.7 12.8 2498 18 $25.00 ######## 90 6.8 3.1 3827 0.185 458 56 5.477 0 1 0 0
0.194 4.1 11.4 2606 13 $25.00 ######## 64 32.5 4.2 4315 0.2 867 73 16.126 0 1 0 0
0.152 5.5 13.9 916 4.5 $25.00 ######## 97 0.6 1.3 1240 0.268 148 40 2.446 1 0 0 0
0.13 5.2 11.2 3311 15 $25.00 ######## 64 28.5 8.2 5006 0.235 387 86 25.216 0 0 0 0
0.073 7 14.1 4209 4.5 $25.00 ######## 85 6 9.6 6041 0.235 2006 91 65.219 1 0 0 0
0.149 5.9 12.4 6602 19 $25.00 ######## 80 14 4.4 9496 0.19875 445 75 8.839 0 0 0 0
0.141 5.8 12.5 2668 13 $25.00 ######## 89 4.1 4.7 4567 0.2 185 71 15.848 0 0 0 0
0.296 4.5 12.5 1659 28 $25.00 ######## 61 37.2 2.7 2669 0.184 686 49 0.498 0 1 0 0
0.206 4.8 14.1 3512 14 $10.00 ######## 85 11.2 3.5 5278 0.17 508 69 11.239 0 0 0 0
0.236 4.4 13.3 536 11 $20.00 ######## 91 0.3 2.9 856 0.2775 378 54 2.163 0 0 1 54
0.167 4.3 14.1 1154 8 $25.00 ######## 90 3.6 9.2 1623 0.28 247 70 2.969 0 0 0 0
0.202 7.8 11.3 987 13 $25.00 ######## 75 6.9 26.5 1457 0.238 472 92 25.082 0 0 1 92
0.105 6.3 11.9 878 11 $0.00 ######## 96 0.8 2.8 1137 0.196 209 59 0.531 1 0 0 0
0.096 4 13.6 5521 11 $20.00 ######## 73 13.1 17.7 7904 0.145 2865 94 40.989 0 0 0 0
0.27 5 11 1162 26 $25.00 ######## 67 2.3 46.3 1654 0.18 323 75 4.683 0 0 1 75
0.091 5 13.2 10444 5 $50.00 ######## 68 15.8 17.6 18169 0.3865 288 87 161.584 1 0 0 0
0.202 4.1 12.5 4779 14 $25.00 ######## 72 21.2 8.4 7070 0.302 373 60 4.493 0 1 0 0
0.138 4.8 14.7 443 9 $20.00 ######## 92 0.6 2 638 0.23 226 56 2.375 0 0 0 0
0.123 5.4 13.4 7722 16 $25.00 ######## 85 11.7 3.1 11102 0.28 4484 77 11.187 0 0 0 0
0.211 3.5 13.6 2363 24 $20.00 ######## 76 7.1 8.9 3258 0.17 654 65 2.546 0 0 0 0
0.159 5.9 13.7 2401 10 $75.00 ######## 87 1.7 11.7 3086 0.24 3614 79 31.55 0 0 1 79
0.12 5.2 15.9 8146 7 $10.00 ######## 85 10 5.7 12052 0.323 403 77 33.903 0 0 0 0
0.063 7.5 15.6 682 18 $50.00 ######## 85 5.5 12.4 997 0.31 1972 91 13.747 1 0 0 0
0.231 5.5 11.9 2458 11 $10.00 ######## 67 28.9 5.1 3664 0.168 495 60 2.118 0 1 0 0
0.214 3.9 14.7 512 9 $20.00 ######## 89 0.8 2.7 721 0.24 416 52 1.302 0 0 0 0
0.235 2.5 12.7 3583 24 $10.00 ######## 80 16.3 4.6 5175 0.214 432 64 4.403 0 1 0 0
0.173 5.4 10.2 12012 15 $25.00 ######## 71 11 37.6 18378 0.2 648 83 12.853 0 0 1 83
0.179 3.1 8.8 1203 8 $45.00 ######## 89 0.8 13 1908 0.245 238 88 12.021 0 0 1 88
0.133 6.8 12.1 435 7 $10.00 ######## 97 0.5 1.5 580 0.2 2652 38 2.621 1 0 0 0
0.142 5.1 11.1 4631 11 $25.00 ######## 72 19.3 7.9 6552 0.175 468 73 6.824 0 1 0 0
0.119 5 11.6 3741 16 $86.00 ######## 82 3.3 11.2 5343 0.34 269 82 27.121 0 0 1 82
0.195 3 15.4 1317 11 $25.00 ######## 95 3.1 1.2 1822 0.315 363 46 1.901 0 1 0 0
0.14 8.7 13.4 3542 15 $10.00 ######## 89 5.7 5.9 5082 0.33 366 68 16.044 0 0 0 0
0.303 5.2 11.7 354 10 $25.00 ######## 92 0.8 8.9 476 0.14 385 65 0.355 0 0 1 65
11. Regression Analysis
b18 through b0 intercepts -0.0001 0.0842 0.0142 -0.03259 -0.00016 -0.00079 -5.1E-06 -0.18057 2.04E-05 0.000884 0.002646 0.000751 -3.2E-07 -0.00052 0.001356 -3.6E-05 0.011641 -0.00277 0.069247
Regression Statistics b18 through b0 Standard Error 0.0006 0.0445 0.0126 0.011672 5.62E-05 0.000453 2.23E-06 0.073041 8.09E-06 0.000593 0.000682 0.000443 1.29E-07 0.000262 0.000793 1.23E-05 0.002344 0.003198 0.059525
Multiple R 0.9543 R Square, Standard Error 0.9106 0.0207 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9106 F , Residual df 18.1074 32 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8603 Regression SS , Residual SS 0.139938802 0.013739119 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0207
Observations 51 Confidence level 95%
t Critical Value 2.0369
ANOVA Half Width b0 0.1212
df SS MS F Significance F Half Width b1 0.0065
Regression 18 0.1399 0.0078 18.1074 0.0000 Half Width b2 0.0048
Residual 32 0.0137 0.0004 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0016
Half Width b5 0.0005
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.0692 0.0595 1.1633 0.2533 -0.0520 0.1905 -0.0520 0.1905 Half Width b7 0.0009
% of population classified as heavy drinkers -0.0028 0.0032 -0.8668 0.3925 -0.0093 0.0037 -0.0093 0.0037 Half Width b8 0.0014
% of population over the age of 65 0.0116 0.0023 4.9672 0.0000 0.0069 0.0164 0.0069 0.0164 Half Width b9 0.0012
Licensed Drivers (thousands) 0.0000 0.0000 -2.9179 0.0064 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.0014 0.0008 1.7085 0.0972 -0.0003 0.0030 -0.0003 0.0030 Half Width b11 0.1488
State fines levied for failing to wear a seat belt -0.0005 0.0003 -2.0042 0.0536 -0.0011 0.0000 -0.0011 0.0000 Half Width b12 0.0000
Median net worth of households 0.0000 0.0000 -2.4942 0.0180 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0009
% f the population identifying themselves as White 0.0008 0.0004 1.6972 0.0994 -0.0002 0.0017 -0.0002 0.0017 Half Width b14 0.0001
% of the population identifying themselves as African American 0.0026 0.0007 3.8781 0.0005 0.0013 0.0040 0.0013 0.0040 Half Width b15 0.0238
% of population of Hispanic or Latino Origin 0.0009 0.0006 1.4919 0.1455 -0.0003 0.0021 -0.0003 0.0021 Half Width b16 0.0256
Population (thousands) 0.0000 0.0000 2.5192 0.0170 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0907
State gasoline tax per gallon -0.1806 0.0730 -2.4722 0.0189 -0.3294 -0.0318 -0.3294 -0.0318 Half Width b18 0.0012
Incarcerations (of more than 1 year)per 100,000 0.0000 0.0000 -2.2781 0.0295 0.0000 0.0000 0.0000 0.0000
% of the population living in an urban area -0.0008 0.0005 -1.7344 0.0925 -0.0017 0.0001 -0.0017 0.0001
Annual public transportation trips per capita -0.0002 0.0001 -2.9147 0.0064 -0.0003 0.0000 -0.0003 0.0000
Northeast Dummy -0.0326 0.0117 -2.7917 0.0088 -0.0564 -0.0088 -0.0564 -0.0088
Southeast Dummy 0.0142 0.0126 1.1248 0.2691 -0.0115 0.0398 -0.0115 0.0398
West Dummy 0.0842 0.0445 1.8893 0.0679 -0.0066 0.1749 -0.0066 0.1749
West*Urban -0.0001 0.0006 -0.1927 0.8484 -0.0013 0.0011 -0.0013 0.0011
Calculations
12. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)State gasoline tax per gallonIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest Dummy
0.257 4.2 13.1 3043 22 $25.00 ######## 71 26 3.9 4219 0.18 648 55 1.219 0 1 0
0.14 5.8 4.6 443 13 $15.00 ######## 69 3.4 5.5 606 0.08 3402 66 5.224 0 0 1
0.222 6.1 13.4 2654 12 $10.00 ######## 75 3 29.6 4075 0.19 5723 88 10.139 0 0 1
0.249 4.6 14.8 1770 16 $25.00 ######## 80 15.3 6.4 2453 0.215 552 52 1.774 0 1 0
0.134 6.2 10.6 20359 15 $20.00 ######## 60 6.2 37.6 31431 0.192 439 94 38.137 0 0 1
0.16 5.5 10.1 2620 15 $17.00 ######## 83 4 20.7 3656 0.22 4454 85 18.965 0 0 1
0.095 5.2 14.2 2205 10 $37.00 ######## 82 9.3 13.4 3275 0.25 3762 88 13.262 1 0 0
0.159 7.1 12.7 512 11 $20.00 ######## 75 19.8 8.2 706 0.23 4432 80 9.837 0 0 0
0.121 6.1 13.5 366 15 $50.00 ######## 31 57.8 9.1 570 0.2 5107 100 710.789 0 0 0
0.193 5.5 18.4 10885 24 $30.00 ######## 78 15.1 22.5 13953 0.149 556 89 11.417 0 1 0
0.202 3.9 10.1 4666 16 $15.00 ######## 65 28.7 8.8 7055 0.075 4793 72 19.336 0 1 0
0.103 5.1 12.1 742 11 $45.00 ######## 24 1.7 8.9 1179 0.16 3022 92 58.549 0 0 1
0.22 4.2 11.6 779 8 $5.00 ######## 91 0.3 11.2 1133 0.25 474 66 1.174 0 0 1
0.132 5.5 12.6 7548 15 $25.00 ######## 73 14.7 15.8 11752 0.19 3735 88 47.811 0 0 0
0.169 4.4 12.8 3834 16 $25.00 ######## 87 8.1 6 5752 0.18 434 71 4.638 0 0 0
0.169 4.7 15.4 1921 11 $25.00 ######## 94 2.2 5 2829 0.22 3095 61 5.725 0 0 0
0.173 4.8 13.9 1794 10 $10.00 ######## 86 5.1 10.5 2554 0.25 3174 71 1.659 0 0 0
0.203 2.7 12.8 2498 18 $25.00 ######## 90 6.8 3.1 3827 0.185 458 56 5.477 0 1 0
0.194 4.1 11.4 2606 13 $25.00 ######## 64 32.5 4.2 4315 0.2 867 73 16.126 0 1 0
0.152 5.5 13.9 916 4.5 $25.00 ######## 97 0.6 1.3 1240 0.268 148 40 2.446 1 0 0
0.13 5.2 11.2 3311 15 $25.00 ######## 64 28.5 8.2 5006 0.235 387 86 25.216 0 0 0
0.073 7 14.1 4209 4.5 $25.00 ######## 85 6 9.6 6041 0.235 2006 91 65.219 1 0 0
0.149 5.9 12.4 6602 19 $25.00 ######## 80 14 4.4 9496 0.19875 445 75 8.839 0 0 0
0.141 5.8 12.5 2668 13 $25.00 ######## 89 4.1 4.7 4567 0.2 185 71 15.848 0 0 0
0.296 4.5 12.5 1659 28 $25.00 ######## 61 37.2 2.7 2669 0.184 686 49 0.498 0 1 0
0.206 4.8 14.1 3512 14 $10.00 ######## 85 11.2 3.5 5278 0.17 508 69 11.239 0 0 0
0.236 4.4 13.3 536 11 $20.00 ######## 91 0.3 2.9 856 0.2775 378 54 2.163 0 0 1
0.167 4.3 14.1 1154 8 $25.00 ######## 90 3.6 9.2 1623 0.28 247 70 2.969 0 0 0
0.202 7.8 11.3 987 13 $25.00 ######## 75 6.9 26.5 1457 0.238 472 92 25.082 0 0 1
0.105 6.3 11.9 878 11 $0.00 ######## 96 0.8 2.8 1137 0.196 209 59 0.531 1 0 0
0.096 4 13.6 5521 11 $20.00 ######## 73 13.1 17.7 7904 0.145 2865 94 40.989 0 0 0
0.27 5 11 1162 26 $25.00 ######## 67 2.3 46.3 1654 0.18 323 75 4.683 0 0 1
0.091 5 13.2 10444 5 $50.00 ######## 68 15.8 17.6 18169 0.3865 288 87 161.584 1 0 0
0.202 4.1 12.5 4779 14 $25.00 ######## 72 21.2 8.4 7070 0.302 373 60 4.493 0 1 0
0.138 4.8 14.7 443 9 $20.00 ######## 92 0.6 2 638 0.23 226 56 2.375 0 0 0
0.123 5.4 13.4 7722 16 $25.00 ######## 85 11.7 3.1 11102 0.28 4484 77 11.187 0 0 0
0.211 3.5 13.6 2363 24 $20.00 ######## 76 7.1 8.9 3258 0.17 654 65 2.546 0 0 0
0.159 5.9 13.7 2401 10 $75.00 ######## 87 1.7 11.7 3086 0.24 3614 79 31.55 0 0 1
0.12 5.2 15.9 8146 7 $10.00 ######## 85 10 5.7 12052 0.323 403 77 33.903 0 0 0
0.063 7.5 15.6 682 18 $50.00 ######## 85 5.5 12.4 997 0.31 1972 91 13.747 1 0 0
0.231 5.5 11.9 2458 11 $10.00 ######## 67 28.9 5.1 3664 0.168 495 60 2.118 0 1 0
0.214 3.9 14.7 512 9 $20.00 ######## 89 0.8 2.7 721 0.24 416 52 1.302 0 0 0
0.235 2.5 12.7 3583 24 $10.00 ######## 80 16.3 4.6 5175 0.214 432 64 4.403 0 1 0
0.173 5.4 10.2 12012 15 $25.00 ######## 71 11 37.6 18378 0.2 648 83 12.853 0 0 1
0.179 3.1 8.8 1203 8 $45.00 ######## 89 0.8 13 1908 0.245 238 88 12.021 0 0 1
0.133 6.8 12.1 435 7 $10.00 ######## 97 0.5 1.5 580 0.2 2652 38 2.621 1 0 0
0.142 5.1 11.1 4631 11 $25.00 ######## 72 19.3 7.9 6552 0.175 468 73 6.824 0 1 0
0.119 5 11.6 3741 16 $86.00 ######## 82 3.3 11.2 5343 0.34 269 82 27.121 0 0 1
13. 0.195 3 15.4 1317 11 $25.00 ######## 95 3.1 1.2 1822 0.315 363 46 1.901 0 1 0
0.14 8.7 13.4 3542 15 $10.00 ######## 89 5.7 5.9 5082 0.33 366 68 16.044 0 0 0
0.303 5.2 11.7 354 10 $25.00 ######## 92 0.8 8.9 476 0.14 385 65 0.355 0 0 1
14. Regression Analysis
b17 through b0 intercepts 0.0761 0.0137 -0.0323 -0.00016 -0.0008 -5.1E-06 -0.1819 2.04E-05 0.000862 0.002684 0.000776 -3.2E-07 -0.00053 0.00137 -3.6E-05 0.011692 -0.00288 0.067841
Regression Statistics b17 through b0 Standard Error 0.0150 0.0122 0.0114 5.53E-05 0.000443 2.2E-06 0.071649 7.98E-06 0.000572 0.000644 0.000417 1.27E-07 0.000255 0.000778 1.21E-05 0.002294 0.003106 0.058208
Multiple R 0.9542 R Square, Standard Error 0.9105 0.0204 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9105 F , Residual df 19.7466 33 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8644 Regression SS , Residual SS 0.139922863 0.013755058 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0204
Observations 51 Confidence level 95%
t Critical Value 2.0345
ANOVA Half Width b0 0.1184
df SS MS F Significance F Half Width b1 0.0063
Regression 17 0.1399 0.0082 19.7466 0.0000 Half Width b2 0.0047
Residual 33 0.0138 0.0004 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0016
Half Width b5 0.0005
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.0678407 0.0582 1.1655 0.252179 -0.0506 0.1863 -0.0506 0.1863 Half Width b7 0.0008
% of population classified as heavy drinkers -0.0028750 0.0031 -0.9256 0.361352 -0.0092 0.0034 -0.0092 0.0034 Half Width b8 0.0013
% of population over the age of 65 0.0116920 0.0023 5.0959 0.000014 0.0070 0.0164 0.0070 0.0164 Half Width b9 0.0012
Licensed Drivers (thousands) -0.0000359 0.0000 -2.9608 0.005648 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.0013704 0.0008 1.7612 0.087462 -0.0002 0.0030 -0.0002 0.0030 Half Width b11 0.1458
State fines levied for failing to wear a seat belt -0.0005325 0.0003 -2.0910 0.044308 -0.0011 0.0000 -0.0011 0.0000 Half Width b12 0.0000
Median net worth of households -0.0000003 0.0000 -2.5241 0.016592 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0009
% f the population identifying themselves as White 0.0007765 0.0004 1.8629 0.071404 -0.0001 0.0016 -0.0001 0.0016 Half Width b14 0.0001
% of the population identifying themselves as African American 0.0026837 0.0006 4.1702 0.000207 0.0014 0.0040 0.0014 0.0040 Half Width b15 0.0232
% of population of Hispanic or Latino Origin 0.0008616 0.0006 1.5051 0.141798 -0.0003 0.0020 -0.0003 0.0020 Half Width b16 0.0247
Population (thousands) 0.0000204 0.0000 2.5556 0.015395 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0305
State gasoline tax per gallon -0.1818968 0.0716 -2.5387 0.016025 -0.3277 -0.0361 -0.3277 -0.0361
Incarcerations (of more than 1 year)per 100,000 -0.0000051 0.0000 -2.3258 0.026321 0.0000 0.0000 0.0000 0.0000
% of the population living in an urban area -0.0007986 0.0004 -1.8047 0.080256 -0.0017 0.0001 -0.0017 0.0001
Annual public transportation trips per capita -0.0001631 0.0001 -2.9518 0.005778 -0.0003 -0.0001 -0.0003 -0.0001
Northeast Dummy -0.0322705 0.0114 -2.8338 0.007787 -0.0554 -0.0091 -0.0554 -0.0091
Southeast Dummy 0.0136808 0.0122 1.1251 0.268651 -0.0111 0.0384 -0.0111 0.0384
West Dummy 0.0760973 0.0150 5.0678 0.000015 0.0455 0.1066 0.0455 0.1066
Calculations
15. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)State gasoline tax per gallonIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaPercent of Workers 16 Years and Over Who Traveled to Work by Public TransportationAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest Dummy
0.257 4.2 13.1 3043 22 $25.00 ######## 71 26 3.9 4219 0.18 648 55 0.5 1.219 0 1 0
0.14 5.8 4.6 443 13 $15.00 ######## 69 3.4 5.5 606 0.08 3402 66 1 5.224 0 0 1
0.222 6.1 13.4 2654 12 $10.00 ######## 75 3 29.6 4075 0.19 5723 88 1.8 10.139 0 0 1
0.249 4.6 14.8 1770 16 $25.00 ######## 80 15.3 6.4 2453 0.215 552 52 0.4 1.774 0 1 0
0.134 6.2 10.6 20359 15 $20.00 ######## 60 6.2 37.6 31431 0.192 439 94 4.8 38.137 0 0 1
0.16 5.5 10.1 2620 15 $17.00 ######## 83 4 20.7 3656 0.22 4454 85 2.5 18.965 0 0 1
0.095 5.2 14.2 2205 10 $37.00 ######## 82 9.3 13.4 3275 0.25 3762 88 3.9 13.262 1 0 0
0.159 7.1 12.7 512 11 $20.00 ######## 75 19.8 8.2 706 0.23 4432 80 2.1 9.837 0 0 0
0.121 6.1 13.5 366 15 $50.00 ######## 31 57.8 9.1 570 0.2 5107 100 33.6 710.789 0 0 0
0.193 5.5 18.4 10885 24 $30.00 ######## 78 15.1 22.5 13953 0.149 556 89 1.7 11.417 0 1 0
0.202 3.9 10.1 4666 16 $15.00 ######## 65 28.7 8.8 7055 0.075 4793 72 2.1 19.336 0 1 0
0.103 5.1 12.1 742 11 $45.00 ######## 24 1.7 8.9 1179 0.16 3022 92 5.5 58.549 0 0 1
0.22 4.2 11.6 779 8 $5.00 ######## 91 0.3 11.2 1133 0.25 474 66 1.2 1.174 0 0 1
0.132 5.5 12.6 7548 15 $25.00 ######## 73 14.7 15.8 11752 0.19 3735 88 8 47.811 0 0 0
0.169 4.4 12.8 3834 16 $25.00 ######## 87 8.1 6 5752 0.18 434 71 0.8 4.638 0 0 0
0.169 4.7 15.4 1921 11 $25.00 ######## 94 2.2 5 2829 0.22 3095 61 1 5.725 0 0 0
0.173 4.8 13.9 1794 10 $10.00 ######## 86 5.1 10.5 2554 0.25 3174 71 0.2 1.659 0 0 0
0.203 2.7 12.8 2498 18 $25.00 ######## 90 6.8 3.1 3827 0.185 458 56 1 5.477 0 1 0
0.194 4.1 11.4 2606 13 $25.00 ######## 64 32.5 4.2 4315 0.2 867 73 1.8 16.126 0 1 0
0.152 5.5 13.9 916 4.5 $25.00 ######## 97 0.6 1.3 1240 0.268 148 40 0.6 2.446 1 0 0
0.13 5.2 11.2 3311 15 $25.00 ######## 64 28.5 8.2 5006 0.235 387 86 8.3 25.216 0 0 0
0.073 7 14.1 4209 4.5 $25.00 ######## 85 6 9.6 6041 0.235 2006 91 8.3 65.219 1 0 0
0.149 5.9 12.4 6602 19 $25.00 ######## 80 14 4.4 9496 0.19875 445 75 0.9 8.839 0 0 0
0.141 5.8 12.5 2668 13 $25.00 ######## 89 4.1 4.7 4567 0.2 185 71 2.9 15.848 0 0 0
0.296 4.5 12.5 1659 28 $25.00 ######## 61 37.2 2.7 2669 0.184 686 49 0.2 0.498 0 1 0
0.206 4.8 14.1 3512 14 $10.00 ######## 85 11.2 3.5 5278 0.17 508 69 1.4 11.239 0 0 0
0.236 4.4 13.3 536 11 $20.00 ######## 91 0.3 2.9 856 0.2775 378 54 0.5 2.163 0 0 1
0.167 4.3 14.1 1154 8 $25.00 ######## 90 3.6 9.2 1623 0.28 247 70 0.6 2.969 0 0 0
0.202 7.8 11.3 987 13 $25.00 ######## 75 6.9 26.5 1457 0.238 472 92 3.8 25.082 0 0 1
0.105 6.3 11.9 878 11 $0.00 ######## 96 0.8 2.8 1137 0.196 209 59 0.7 0.531 1 0 0
0.096 4 13.6 5521 11 $20.00 ######## 73 13.1 17.7 7904 0.145 2865 94 10.7 40.989 0 0 0
0.27 5 11 1162 26 $25.00 ######## 67 2.3 46.3 1654 0.18 323 75 1.2 4.683 0 0 1
0.091 5 13.2 10444 5 $50.00 ######## 68 15.8 17.6 18169 0.3865 288 87 25.1 161.584 1 0 0
0.202 4.1 12.5 4779 14 $25.00 ######## 72 21.2 8.4 7070 0.302 373 60 0.9 4.493 0 1 0
0.138 4.8 14.7 443 9 $20.00 ######## 92 0.6 2 638 0.23 226 56 0.4 2.375 0 0 0
0.123 5.4 13.4 7722 16 $25.00 ######## 85 11.7 3.1 11102 0.28 4484 77 1.5 11.187 0 0 0
0.211 3.5 13.6 2363 24 $20.00 ######## 76 7.1 8.9 3258 0.17 654 65 0.4 2.546 0 0 0
0.159 5.9 13.7 2401 10 $75.00 ######## 87 1.7 11.7 3086 0.24 3614 79 3.7 31.55 0 0 1
0.12 5.2 15.9 8146 7 $10.00 ######## 85 10 5.7 12052 0.323 403 77 5 33.903 0 0 0
0.063 7.5 15.6 682 18 $50.00 ######## 85 5.5 12.4 997 0.31 1972 91 2.2 13.747 1 0 0
0.231 5.5 11.9 2458 11 $10.00 ######## 67 28.9 5.1 3664 0.168 495 60 0.5 2.118 0 1 0
0.214 3.9 14.7 512 9 $20.00 ######## 89 0.8 2.7 721 0.24 416 52 0.2 1.302 0 0 0
0.235 2.5 12.7 3583 24 $10.00 ######## 80 16.3 4.6 5175 0.214 432 64 0.7 4.403 0 1 0
0.173 5.4 10.2 12012 15 $25.00 ######## 71 11 37.6 18378 0.2 648 83 1.5 12.853 0 0 1
0.179 3.1 8.8 1203 8 $45.00 ######## 89 0.8 13 1908 0.245 238 88 2.6 12.021 0 0 1
0.133 6.8 12.1 435 7 $10.00 ######## 97 0.5 1.5 580 0.2 2652 38 1.1 2.621 1 0 0
0.142 5.1 11.1 4631 11 $25.00 ######## 72 19.3 7.9 6552 0.175 468 73 3.5 6.824 0 1 0
0.119 5 11.6 3741 16 $86.00 ######## 82 3.3 11.2 5343 0.34 269 82 4.3 27.121 0 0 1
0.195 3 15.4 1317 11 $25.00 ######## 95 3.1 1.2 1822 0.315 363 46 1.1 1.901 0 1 0
0.14 8.7 13.4 3542 15 $10.00 ######## 89 5.7 5.9 5082 0.33 366 68 1.9 16.044 0 0 0
0.303 5.2 11.7 354 10 $25.00 ######## 92 0.8 8.9 476 0.14 385 65 1.5 0.355 0 0 1
16. Regression Analysis
b18 through b0 intercepts 0.0764 0.0137 -0.0327 -0.00018 0.000297 -0.00082 -5.1E-06 -0.18215 1.98E-05 0.000857 0.002677 0.000779 -3.2E-07 -0.00054 0.001404 -3.5E-05 0.01168 -0.00278 0.068434
Regression Statistics b18 through b0 Standard Error 0.0154 0.0123 0.0119 9.12E-05 0.001723 0.000471 2.24E-06 0.072741 8.81E-06 0.000582 0.000654 0.000423 1.29E-07 0.000262 0.000814 1.33E-05 0.00233 0.003196 0.059184
Multiple R 0.9542 R Square, Standard Error 0.9106 0.0207 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9106 F , Residual df 18.1028 32 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8603 Regression SS , Residual SS 0.13993559 0.013742331 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0207
Observations 51 Confidence level 95%
t Critical Value 2.0369
ANOVA Half Width b0 0.1206
df SS MS F Significance F Half Width b1 0.0065
Regression 18 0.1399 0.0078 18.1028 0.0000 Half Width b2 0.0047
Residual 32 0.0137 0.0004 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0017
Half Width b5 0.0005
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.0684 0.0592 1.1563 0.2561 -0.0521 0.1890 -0.0521 0.1890 Half Width b7 0.0009
% of population classified as heavy drinkers -0.0028 0.0032 -0.8710 0.3902 -0.0093 0.0037 -0.0093 0.0037 Half Width b8 0.0013
% of population over the age of 65 0.0117 0.0023 5.0129 0.0000 0.0069 0.0164 0.0069 0.0164 Half Width b9 0.0012
Licensed Drivers (thousands) 0.0000 0.0000 -2.6339 0.0129 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.0014 0.0008 1.7251 0.0942 -0.0003 0.0031 -0.0003 0.0031 Half Width b11 0.1482
State fines levied for failing to wear a seat belt -0.0005 0.0003 -2.0605 0.0476 -0.0011 0.0000 -0.0011 0.0000 Half Width b12 0.0000
Median net worth of households 0.0000 0.0000 -2.4912 0.0181 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0010
% f the population identifying themselves as White 0.0008 0.0004 1.8400 0.0751 -0.0001 0.0016 -0.0001 0.0016 Half Width b14 0.0035
% of the population identifying themselves as African American 0.0027 0.0007 4.0910 0.0003 0.0013 0.0040 0.0013 0.0040 Half Width b15 0.0002
% of population of Hispanic or Latino Origin 0.0009 0.0006 1.4739 0.1503 -0.0003 0.0020 -0.0003 0.0020 Half Width b16 0.0242
Population (thousands) 0.0000 0.0000 2.2451 0.0318 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0251
State gasoline tax per gallon -0.1822 0.0727 -2.5041 0.0176 -0.3303 -0.0340 -0.3303 -0.0340 Half Width b18 0.0313
Incarcerations (of more than 1 year)per 100,000 0.0000 0.0000 -2.2612 0.0307 0.0000 0.0000 0.0000 0.0000
% of the population living in an urban area -0.0008 0.0005 -1.7467 0.0903 -0.0018 0.0001 -0.0018 0.0001
Percent of Workers 16 Years and Over Who Traveled to Work by Public Transportation0.0003 0.0017 0.1722 0.8644 -0.0032 0.0038 -0.0032 0.0038
Annual public transportation trips per capita -0.0002 0.0001 -1.9253 0.0631 -0.0004 0.0000 -0.0004 0.0000
Northeast Dummy -0.0327 0.0119 -2.7562 0.0096 -0.0569 -0.0085 -0.0569 -0.0085
Southeast Dummy 0.0137 0.0123 1.1110 0.2749 -0.0114 0.0389 -0.0114 0.0389
West Dummy 0.0764 0.0154 4.9744 0.0000 0.0451 0.1077 0.0451 0.1077
Calculations
17. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)State gasoline tax per gallonNumber of violent crimes per 1000 peopleIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaPercent of Workers 16 Years and Over Who Traveled to Work by Public TransportationAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest Dummy
0.257 4.2 13.1 3043 22 $25.00 ######## 71 26 3.9 4219 0.18 4.3 648 55 0.5 1.219 0 1 0
0.14 5.8 4.6 443 13 $15.00 ######## 69 3.4 5.5 606 0.08 5.93 3402 66 1 5.224 0 0 1
0.222 6.1 13.4 2654 12 $10.00 ######## 75 3 29.6 4075 0.19 5.13 5723 88 1.8 10.139 0 0 1
0.249 4.6 14.8 1770 16 $25.00 ######## 80 15.3 6.4 2453 0.215 4.56 552 52 0.4 1.774 0 1 0
0.134 6.2 10.6 20359 15 $20.00 ######## 60 6.2 37.6 31431 0.192 5.79 439 94 4.8 38.137 0 0 1
0.16 5.5 10.1 2620 15 $17.00 ######## 83 4 20.7 3656 0.22 3.45 4454 85 2.5 18.965 0 0 1
0.095 5.2 14.2 2205 10 $37.00 ######## 82 9.3 13.4 3275 0.25 3.08 3762 88 3.9 13.262 1 0 0
0.159 7.1 12.7 512 11 $20.00 ######## 75 19.8 8.2 706 0.23 6.58 4432 80 2.1 9.837 0 0 0
0.121 6.1 13.5 366 15 $50.00 ######## 31 57.8 9.1 570 0.2 16.08 5107 100 33.6 710.789 0 0 0
0.193 5.5 18.4 10885 24 $30.00 ######## 78 15.1 22.5 13953 0.149 7.3 556 89 1.7 11.417 0 1 0
0.202 3.9 10.1 4666 16 $15.00 ######## 65 28.7 8.8 7055 0.075 4.54 4793 72 2.1 19.336 0 1 0
0.103 5.1 12.1 742 11 $45.00 ######## 24 1.7 8.9 1179 0.16 2.7 3022 92 5.5 58.549 0 0 1
0.22 4.2 11.6 779 8 $5.00 ######## 91 0.3 11.2 1133 0.25 2.43 474 66 1.2 1.174 0 0 1
0.132 5.5 12.6 7548 15 $25.00 ######## 73 14.7 15.8 11752 0.19 5.57 3735 88 8 47.811 0 0 0
0.169 4.4 12.8 3834 16 $25.00 ######## 87 8.1 6 5752 0.18 3.53 434 71 0.8 4.638 0 0 0
0.169 4.7 15.4 1921 11 $25.00 ######## 94 2.2 5 2829 0.22 2.72 3095 61 1 5.725 0 0 0
0.173 4.8 13.9 1794 10 $10.00 ######## 86 5.1 10.5 2554 0.25 3.95 3174 71 0.2 1.659 0 0 0
0.203 2.7 12.8 2498 18 $25.00 ######## 90 6.8 3.1 3827 0.185 2.62 458 56 1 5.477 0 1 0
0.194 4.1 11.4 2606 13 $25.00 ######## 64 32.5 4.2 4315 0.2 6.46 867 73 1.8 16.126 0 1 0
0.152 5.5 13.9 916 4.5 $25.00 ######## 97 0.6 1.3 1240 0.268 1.09 148 40 0.6 2.446 1 0 0
0.13 5.2 11.2 3311 15 $25.00 ######## 64 28.5 8.2 5006 0.235 7.04 387 86 8.3 25.216 0 0 0
0.073 7 14.1 4209 4.5 $25.00 ######## 85 6 9.6 6041 0.235 4.69 2006 91 8.3 65.219 1 0 0
0.149 5.9 12.4 6602 19 $25.00 ######## 80 14 4.4 9496 0.19875 5.11 445 75 0.9 8.839 0 0 0
0.141 5.8 12.5 2668 13 $25.00 ######## 89 4.1 4.7 4567 0.2 2.63 185 71 2.9 15.848 0 0 0
0.296 4.5 12.5 1659 28 $25.00 ######## 61 37.2 2.7 2669 0.184 3.26 686 49 0.2 0.498 0 1 0
0.206 4.8 14.1 3512 14 $10.00 ######## 85 11.2 3.5 5278 0.17 4.73 508 69 1.4 11.239 0 0 0
0.236 4.4 13.3 536 11 $20.00 ######## 91 0.3 2.9 856 0.2775 3.65 378 54 0.5 2.163 0 0 1
0.167 4.3 14.1 1154 8 $25.00 ######## 90 3.6 9.2 1623 0.28 2.89 247 70 0.6 2.969 0 0 0
0.202 7.8 11.3 987 13 $25.00 ######## 75 6.9 26.5 1457 0.238 6.14 472 92 3.8 25.082 0 0 1
0.105 6.3 11.9 878 11 $0.00 ######## 96 0.8 2.8 1137 0.196 1.49 209 59 0.7 0.531 1 0 0
0.096 4 13.6 5521 11 $20.00 ######## 73 13.1 17.7 7904 0.145 3.66 2865 94 10.7 40.989 0 0 0
0.27 5 11 1162 26 $25.00 ######## 67 2.3 46.3 1654 0.18 6.65 323 75 1.2 4.683 0 0 1
0.091 5 13.2 10444 5 $50.00 ######## 68 15.8 17.6 18169 0.3865 4.65 288 87 25.1 161.584 1 0 0
0.202 4.1 12.5 4779 14 $25.00 ######## 72 21.2 8.4 7070 0.302 4.55 373 60 0.9 4.493 0 1 0
0.138 4.8 14.7 443 9 $20.00 ######## 92 0.6 2 638 0.23 0.78 226 56 0.4 2.375 0 0 0
0.123 5.4 13.4 7722 16 $25.00 ######## 85 11.7 3.1 11102 0.28 3.33 4484 77 1.5 11.187 0 0 0
0.211 3.5 13.6 2363 24 $20.00 ######## 76 7.1 8.9 3258 0.17 5.06 654 65 0.4 2.546 0 0 0
0.159 5.9 13.7 2401 10 $75.00 ######## 87 1.7 11.7 3086 0.24 2.96 3614 79 3.7 31.55 0 0 1
0.12 5.2 15.9 8146 7 $10.00 ######## 85 10 5.7 12052 0.323 3.98 403 77 5 33.903 0 0 0
0.063 7.5 15.6 682 18 $50.00 ######## 85 5.5 12.4 997 0.31 2.86 1972 91 2.2 13.747 1 0 0
0.231 5.5 11.9 2458 11 $10.00 ######## 67 28.9 5.1 3664 0.168 7.94 495 60 0.5 2.118 0 1 0
0.214 3.9 14.7 512 9 $20.00 ######## 89 0.8 2.7 721 0.24 1.73 416 52 0.2 1.302 0 0 0
0.235 2.5 12.7 3583 24 $10.00 ######## 80 16.3 4.6 5175 0.214 6.88 432 64 0.7 4.403 0 1 0
0.173 5.4 10.2 12012 15 $25.00 ######## 71 11 37.6 18378 0.2 5.52 648 83 1.5 12.853 0 0 1
0.179 3.1 8.8 1203 8 $45.00 ######## 89 0.8 13 1908 0.245 2.49 238 88 2.6 12.021 0 0 1
0.133 6.8 12.1 435 7 $10.00 ######## 97 0.5 1.5 580 0.2 1.1 2652 38 1.1 2.621 1 0 0
0.142 5.1 11.1 4631 11 $25.00 ######## 72 19.3 7.9 6552 0.175 2.76 468 73 3.5 6.824 0 1 0
0.119 5 11.6 3741 16 $86.00 ######## 82 3.3 11.2 5343 0.34 3.47 269 82 4.3 27.121 0 0 1
0.195 3 15.4 1317 11 $25.00 ######## 95 3.1 1.2 1822 0.315 2.57 363 46 1.1 1.901 0 1 0
0.14 8.7 13.4 3542 15 $10.00 ######## 89 5.7 5.9 5082 0.33 2.21 366 68 1.9 16.044 0 0 0
0.303 5.2 11.7 354 10 $25.00 ######## 92 0.8 8.9 476 0.14 2.62 385 65 1.5 0.355 0 0 1
18. Regression Analysis
b19 through b0 intercepts 0.0760 0.0137 -0.0314 -0.00021 0.000345 -0.00092 -4.8E-06 0.002776 -0.18372 2.11E-05 0.000727 0.002419 0.000793 -3.1E-07 -0.00048 0.001317 -3.7E-05 0.011816 -0.00293 0.06468
Regression Statistics b19 through b0 Standard Error 0.0154 0.0123 0.0120 9.6E-05 0.001724 0.000482 2.26E-06 0.002768 0.072751 8.91E-06 0.000596 0.000703 0.000424 1.3E-07 0.00027 0.000819 1.34E-05 0.002334 0.0032 0.059296
Multiple R 0.9557 R Square, Standard Error 0.9134 0.0207 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9134 F , Residual df 17.2061 31 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8603 Regression SS , Residual SS 0.140367514 0.013310408 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0207
Observations 51 Confidence level 95%
t Critical Value 2.0395
ANOVA Half Width b0 0.1209
df SS MS F Significance F Half Width b1 0.0065
Regression 19 0.1404 0.0074 17.2061 0.0000 Half Width b2 0.0048
Residual 31 0.0133 0.0004 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0017
Half Width b5 0.0005
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.064680 0.0593 1.0908 0.283773 -0.0563 0.1856 -0.0563 0.1856 Half Width b7 0.0009
% of population classified as heavy drinkers -0.002933 0.0032 -0.9168 0.366318 -0.0095 0.0036 -0.0095 0.0036 Half Width b8 0.0014
% of population over the age of 65 0.011816 0.0023 5.0632 0.000018 0.0071 0.0166 0.0071 0.0166 Half Width b9 0.0012
Licensed Drivers (thousands) -0.000037 0.0000 -2.7499 0.009858 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.001317 0.0008 1.6093 0.117689 -0.0004 0.0030 -0.0004 0.0030 Half Width b11 0.1484
State fines levied for failing to wear a seat belt -0.000476 0.0003 -1.7657 0.087300 -0.0010 0.0001 -0.0010 0.0001 Half Width b12 0.0056
Median net worth of households 0.000000 0.0000 -2.3773 0.023794 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0000
% f the population identifying themselves as White 0.000793 0.0004 1.8719 0.070684 -0.0001 0.0017 -0.0001 0.0017 Half Width b14 0.0010
% of the population identifying themselves as African American 0.002419 0.0007 3.4402 0.001681 0.0010 0.0039 0.0010 0.0039 Half Width b15 0.0035
% of population of Hispanic or Latino Origin 0.000727 0.0006 1.2210 0.231302 -0.0005 0.0019 -0.0005 0.0019 Half Width b16 0.0002
Population (thousands) 0.000021 0.0000 2.3705 0.024164 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0244
State gasoline tax per gallon -0.183721 0.0728 -2.5253 0.016887 -0.3321 -0.0353 -0.3321 -0.0353 Half Width b18 0.0252
Number of violent crimes per 1000 people 0.002776 0.0028 1.0030 0.323640 -0.0029 0.0084 -0.0029 0.0084 Half Width b19 0.0313
Incarcerations (of more than 1 year)per 100,000 -0.000005 0.0000 -2.1168 0.042401 0.0000 0.0000 0.0000 0.0000
% of the population living in an urban area -0.000923 0.0005 -1.9163 0.064592 -0.0019 0.0001 -0.0019 0.0001
Percent of Workers 16 Years and Over Who Traveled to Work by Public Transportation0.000345 0.0017 0.2004 0.842500 -0.0032 0.0039 -0.0032 0.0039
Annual public transportation trips per capita -0.000206 0.0001 -2.1424 0.040128 -0.0004 0.0000 -0.0004 0.0000
Northeast Dummy -0.031352 0.0120 -2.6216 0.013441 -0.0557 -0.0070 -0.0557 -0.0070
Southeast Dummy 0.013745 0.0123 1.1136 0.273999 -0.0114 0.0389 -0.0114 0.0389
West Dummy 0.076041 0.0154 4.9478 0.000025 0.0447 0.1074 0.0447 0.1074
Calculations
19. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)Percent of People 25 Years and Over Who Have Completed an Advanced DegreeState gasoline tax per gallonNumber of violent crimes per 1000 peopleIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaPercent of Workers 16 Years and Over Who Traveled to Work by Public TransportationAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest Dummy
0.257 4.2 13.1 3043 22 $25.00 ######## 71 26 3.9 4219 8.1 0.18 4.3 648 55 0.5 1.219 0 1 0
0.14 5.8 4.6 443 13 $15.00 ######## 69 3.4 5.5 606 9.2 0.08 5.93 3402 66 1 5.224 0 0 1
0.222 6.1 13.4 2654 12 $10.00 ######## 75 3 29.6 4075 9.2 0.19 5.13 5723 88 1.8 10.139 0 0 1
0.249 4.6 14.8 1770 16 $25.00 ######## 80 15.3 6.4 2453 6.1 0.215 4.56 552 52 0.4 1.774 0 1 0
0.134 6.2 10.6 20359 15 $20.00 ######## 60 6.2 37.6 31431 10.4 0.192 5.79 439 94 4.8 38.137 0 0 1
0.16 5.5 10.1 2620 15 $17.00 ######## 83 4 20.7 3656 11.9 0.22 3.45 4454 85 2.5 18.965 0 0 1
0.095 5.2 14.2 2205 10 $37.00 ######## 82 9.3 13.4 3275 14.6 0.25 3.08 3762 88 3.9 13.262 1 0 0
0.159 7.1 12.7 512 11 $20.00 ######## 75 19.8 8.2 706 10.7 0.23 6.58 4432 80 2.1 9.837 0 0 0
0.121 6.1 13.5 366 15 $50.00 ######## 31 57.8 9.1 570 26 0.2 16.08 5107 100 33.6 710.789 0 0 0
0.193 5.5 18.4 10885 24 $30.00 ######## 78 15.1 22.5 13953 9.1 0.149 7.3 556 89 1.7 11.417 0 1 0
0.202 3.9 10.1 4666 16 $15.00 ######## 65 28.7 8.8 7055 8.6 0.075 4.54 4793 72 2.1 19.336 0 1 0
0.103 5.1 12.1 742 11 $45.00 ######## 24 1.7 8.9 1179 9.6 0.16 2.7 3022 92 5.5 58.549 0 0 1
0.22 4.2 11.6 779 8 $5.00 ######## 91 0.3 11.2 1133 7.8 0.25 2.43 474 66 1.2 1.174 0 0 1
0.132 5.5 12.6 7548 15 $25.00 ######## 73 14.7 15.8 11752 11.2 0.19 5.57 3735 88 8 47.811 0 0 0
0.169 4.4 12.8 3834 16 $25.00 ######## 87 8.1 6 5752 7.9 0.18 3.53 434 71 0.8 4.638 0 0 0
0.169 4.7 15.4 1921 11 $25.00 ######## 94 2.2 5 2829 7.2 0.22 2.72 3095 61 1 5.725 0 0 0
0.173 4.8 13.9 1794 10 $10.00 ######## 86 5.1 10.5 2554 9.4 0.25 3.95 3174 71 0.2 1.659 0 0 0
0.203 2.7 12.8 2498 18 $25.00 ######## 90 6.8 3.1 3827 7.9 0.185 2.62 458 56 1 5.477 0 1 0
0.194 4.1 11.4 2606 13 $25.00 ######## 64 32.5 4.2 4315 7.2 0.2 6.46 867 73 1.8 16.126 0 1 0
0.152 5.5 13.9 916 4.5 $25.00 ######## 97 0.6 1.3 1240 8.2 0.268 1.09 148 40 0.6 2.446 1 0 0
0.13 5.2 11.2 3311 15 $25.00 ######## 64 28.5 8.2 5006 15.5 0.235 7.04 387 86 8.3 25.216 0 0 0
0.073 7 14.1 4209 4.5 $25.00 ######## 85 6 9.6 6041 15.6 0.235 4.69 2006 91 8.3 65.219 1 0 0
0.149 5.9 12.4 6602 19 $25.00 ######## 80 14 4.4 9496 9.5 0.19875 5.11 445 75 0.9 8.839 0 0 0
0.141 5.8 12.5 2668 13 $25.00 ######## 89 4.1 4.7 4567 8.6 0.2 2.63 185 71 2.9 15.848 0 0 0
0.296 4.5 12.5 1659 28 $25.00 ######## 61 37.2 2.7 2669 6.4 0.184 3.26 686 49 0.2 0.498 0 1 0
0.206 4.8 14.1 3512 14 $10.00 ######## 85 11.2 3.5 5278 9 0.17 4.73 508 69 1.4 11.239 0 0 0
0.236 4.4 13.3 536 11 $20.00 ######## 91 0.3 2.9 856 7.8 0.2775 3.65 378 54 0.5 2.163 0 0 1
0.167 4.3 14.1 1154 8 $25.00 ######## 90 3.6 9.2 1623 8.3 0.28 2.89 247 70 0.6 2.969 0 0 0
0.202 7.8 11.3 987 13 $25.00 ######## 75 6.9 26.5 1457 7 0.238 6.14 472 92 3.8 25.082 0 0 1
0.105 6.3 11.9 878 11 $0.00 ######## 96 0.8 2.8 1137 11.6 0.196 1.49 209 59 0.7 0.531 1 0 0
0.096 4 13.6 5521 11 $20.00 ######## 73 13.1 17.7 7904 12.4 0.145 3.66 2865 94 10.7 40.989 0 0 0
0.27 5 11 1162 26 $25.00 ######## 67 2.3 46.3 1654 9.9 0.18 6.65 323 75 1.2 4.683 0 0 1
0.091 5 13.2 10444 5 $50.00 ######## 68 15.8 17.6 18169 13.2 0.3865 4.65 288 87 25.1 161.584 1 0 0
0.202 4.1 12.5 4779 14 $25.00 ######## 72 21.2 8.4 7070 7.7 0.302 4.55 373 60 0.9 4.493 0 1 0
0.138 4.8 14.7 443 9 $20.00 ######## 92 0.6 2 638 6.2 0.23 0.78 226 56 0.4 2.375 0 0 0
0.123 5.4 13.4 7722 16 $25.00 ######## 85 11.7 3.1 11102 8.4 0.28 3.33 4484 77 1.5 11.187 0 0 0
0.211 3.5 13.6 2363 24 $20.00 ######## 76 7.1 8.9 3258 7 0.17 5.06 654 65 0.4 2.546 0 0 0
0.159 5.9 13.7 2401 10 $75.00 ######## 87 1.7 11.7 3086 10 0.24 2.96 3614 79 3.7 31.55 0 0 1
0.12 5.2 15.9 8146 7 $10.00 ######## 85 10 5.7 12052 9.1 0.323 3.98 403 77 5 33.903 0 0 0
0.063 7.5 15.6 682 18 $50.00 ######## 85 5.5 12.4 997 11.2 0.31 2.86 1972 91 2.2 13.747 1 0 0
0.231 5.5 11.9 2458 11 $10.00 ######## 67 28.9 5.1 3664 7.9 0.168 7.94 495 60 0.5 2.118 0 1 0
0.214 3.9 14.7 512 9 $20.00 ######## 89 0.8 2.7 721 5.9 0.24 1.73 416 52 0.2 1.302 0 0 0
0.235 2.5 12.7 3583 24 $10.00 ######## 80 16.3 4.6 5175 7.9 0.214 6.88 432 64 0.7 4.403 0 1 0
0.173 5.4 10.2 12012 15 $25.00 ######## 71 11 37.6 18378 8.2 0.2 5.52 648 83 1.5 12.853 0 0 1
0.179 3.1 8.8 1203 8 $45.00 ######## 89 0.8 13 1908 8.6 0.245 2.49 238 88 2.6 12.021 0 0 1
0.133 6.8 12.1 435 7 $10.00 ######## 97 0.5 1.5 580 12.3 0.2 1.1 2652 38 1.1 2.621 1 0 0
0.142 5.1 11.1 4631 11 $25.00 ######## 72 19.3 7.9 6552 13.2 0.175 2.76 468 73 3.5 6.824 0 1 0
0.119 5 11.6 3741 16 $86.00 ######## 82 3.3 11.2 5343 10.9 0.34 3.47 269 82 4.3 27.121 0 0 1
0.195 3 15.4 1317 11 $25.00 ######## 95 3.1 1.2 1822 6.1 0.315 2.57 363 46 1.1 1.901 0 1 0
0.14 8.7 13.4 3542 15 $10.00 ######## 89 5.7 5.9 5082 7.7 0.33 2.21 366 68 1.9 16.044 0 0 0
0.303 5.2 11.7 354 10 $25.00 ######## 92 0.8 8.9 476 7.6 0.14 2.62 385 65 1.5 0.355 0 0 1
20. Regression Analysis
b20 through b0 intercepts 0.0762 0.0125 -0.0285 -0.00019 0.000569 -0.00095 -4.5E-06 0.002817 -0.18515 -0.00094 1.95E-05 0.000785 0.002504 0.00084 -2.8E-07 -0.00048 0.001324 -3.4E-05 0.011462 -0.00315 0.071855
Regression Statistics b20 through b0 Standard Error 0.0156 0.0131 0.0149 0.000105 0.001879 0.000495 2.42E-06 0.002811 0.073952 0.002882 1.03E-05 0.00063 0.000759 0.000454 1.55E-07 0.000274 0.000831 1.55E-05 0.002605 0.003316 0.064062
Multiple R 0.9559 R Square, Standard Error 0.9137 0.0210 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9137 F , Residual df 15.8800 30 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8562 Regression SS , Residual SS 0.140414586 0.013263335 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0210
Observations 51 Confidence level 95%
t Critical Value 2.0423
ANOVA Half Width b0 0.1308
df SS MS F Significance F Half Width b1 0.0068
Regression 20 0.1404 0.0070 15.8800 0.0000 Half Width b2 0.0053
Residual 30 0.0133 0.0004 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0017
Half Width b5 0.0006
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.0719 0.0641 1.1216 0.2709 -0.0590 0.2027 -0.0590 0.2027 Half Width b7 0.0009
% of population classified as heavy drinkers -0.0032 0.0033 -0.9510 0.3492 -0.0099 0.0036 -0.0099 0.0036 Half Width b8 0.0016
% of population over the age of 65 0.0115 0.0026 4.4002 0.0001 0.0061 0.0168 0.0061 0.0168 Half Width b9 0.0013
Licensed Drivers (thousands) 0.0000 0.0000 -2.2157 0.0344 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.0013 0.0008 1.5931 0.1216 -0.0004 0.0030 -0.0004 0.0030 Half Width b11 0.0059
State fines levied for failing to wear a seat belt -0.0005 0.0003 -1.7500 0.0903 -0.0010 0.0001 -0.0010 0.0001 Half Width b12 0.1510
Median net worth of households 0.0000 0.0000 -1.8143 0.0796 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0057
% f the population identifying themselves as White 0.0008 0.0005 1.8520 0.0739 -0.0001 0.0018 -0.0001 0.0018 Half Width b14 0.0000
% of the population identifying themselves as African American 0.0025 0.0008 3.2970 0.0025 0.0010 0.0041 0.0010 0.0041 Half Width b15 0.0010
% of population of Hispanic or Latino Origin 0.0008 0.0006 1.2464 0.2222 -0.0005 0.0021 -0.0005 0.0021 Half Width b16 0.0038
Population (thousands) 0.0000 0.0000 1.9049 0.0664 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0002
Percent of People 25 Years and Over Who Have Completed an Advanced Degree -0.0009 0.0029 -0.3263 0.7465 -0.0068 0.0049 -0.0068 0.0049 Half Width b18 0.0304
State gasoline tax per gallon -0.1851 0.0740 -2.5036 0.0180 -0.3362 -0.0341 -0.3362 -0.0341 Half Width b19 0.0268
Number of violent crimes per 1000 people 0.0028 0.0028 1.0019 0.3244 -0.0029 0.0086 -0.0029 0.0086 Half Width b20 0.0319
Incarcerations (of more than 1 year)per 100,000 0.0000 0.0000 -1.8764 0.0704 0.0000 0.0000 0.0000 0.0000
% of the population living in an urban area -0.0009 0.0005 -1.9162 0.0649 -0.0020 0.0001 -0.0020 0.0001
Percent of Workers 16 Years and Over Who Traveled to Work by Public Transportation0.0006 0.0019 0.3029 0.7640 -0.0033 0.0044 -0.0033 0.0044
Annual public transportation trips per capita -0.0002 0.0001 -1.8315 0.0770 -0.0004 0.0000 -0.0004 0.0000
Northeast Dummy -0.0285 0.0149 -1.9156 0.0650 -0.0590 0.0019 -0.0590 0.0019
Southeast Dummy 0.0125 0.0131 0.9536 0.3479 -0.0143 0.0392 -0.0143 0.0392
West Dummy 0.0762 0.0156 4.8845 0.0000 0.0444 0.1081 0.0444 0.1081
Calculations
21. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)Percent of People 25 Years and Over Who Have Completed an Advanced DegreeState gasoline tax per gallonMurder rate per 100,000Number of violent crimes per 1000 peopleIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaPercent of Workers 16 Years and Over Who Traveled to Work by Public TransportationAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest Dummy
0.257 4.2 13.1 3043 22 $25.00 $48,998.00 71 26 3.9 4219 8.1 0.18 6.3 4.3 648 55 0.5 1.219 0 1 0
0.14 5.8 4.6 443 13 $15.00 $64,523.00 69 3.4 5.5 606 9.2 0.08 4 5.93 3402 66 1 5.224 0 0 1
0.222 6.1 13.4 2654 12 $10.00 $38,618.00 75 3 29.6 4075 9.2 0.19 6.2 5.13 5723 88 1.8 10.139 0 0 1
0.249 4.6 14.8 1770 16 $25.00 $60,080.00 80 15.3 6.4 2453 6.1 0.215 5.5 4.56 552 52 0.4 1.774 0 1 0
0.134 6.2 10.6 20359 15 $20.00 $57,095.00 60 6.2 37.6 31431 10.4 0.192 4.8 5.79 439 94 4.8 38.137 0 0 1
0.16 5.5 10.1 2620 15 $17.00 $74,567.00 83 4 20.7 3656 11.9 0.22 2.9 3.45 4454 85 2.5 18.965 0 0 1
0.095 5.2 14.2 2205 10 $37.00 $125,450.00 82 9.3 13.4 3275 14.6 0.25 3.6 3.08 3762 88 3.9 13.262 1 0 0
0.159 7.1 12.7 512 11 $20.00 $163,148.00 75 19.8 8.2 706 10.7 0.23 4.5 6.58 4432 80 2.1 9.837 0 0 0
0.121 6.1 13.5 366 15 $50.00 $20,804.00 31 57.8 9.1 570 26 0.2 21.9 16.08 5107 100 33.6 710.789 0 0 0
0.193 5.5 18.4 10885 24 $30.00 $71,928.00 78 15.1 22.5 13953 9.1 0.149 5.2 7.3 556 89 1.7 11.417 0 1 0
0.202 3.9 10.1 4666 16 $15.00 $48,424.00 65 28.7 8.8 7055 8.6 0.075 5.6 4.54 4793 72 2.1 19.336 0 1 0
0.103 5.1 12.1 742 11 $45.00 $197,366.00 24 1.7 8.9 1179 9.6 0.16 1.2 2.7 3022 92 5.5 58.549 0 0 1
0.22 4.2 11.6 779 8 $5.00 $55,538.00 91 0.3 11.2 1133 7.8 0.25 2.3 2.43 474 66 1.2 1.174 0 0 1
0.132 5.5 12.6 7548 15 $25.00 $88,020.00 73 14.7 15.8 11752 11.2 0.19 5.6 5.57 3735 88 8 47.811 0 0 0
0.169 4.4 12.8 3834 16 $25.00 $51,800.00 87 8.1 6 5752 7.9 0.18 4.8 3.53 434 71 0.8 4.638 0 0 0
0.169 4.7 15.4 1921 11 $25.00 $89,155.00 94 2.2 5 2829 7.2 0.22 1.5 2.72 3095 61 1 5.725 0 0 0
0.173 4.8 13.9 1794 10 $10.00 $92,149.00 86 5.1 10.5 2554 9.4 0.25 3.8 3.95 3174 71 0.2 1.659 0 0 0
0.203 2.7 12.8 2498 18 $25.00 $62,100.00 90 6.8 3.1 3827 7.9 0.185 3.5 2.62 458 56 1 5.477 0 1 0
0.194 4.1 11.4 2606 13 $25.00 $55,614.00 64 32.5 4.2 4315 7.2 0.2 11.2 6.46 867 73 1.8 16.126 0 1 0
0.152 5.5 13.9 916 4.5 $25.00 $78,532.00 97 0.6 1.3 1240 8.2 0.268 2 1.09 148 40 0.6 2.446 1 0 0
0.13 5.2 11.2 3311 15 $25.00 $180,899.00 64 28.5 8.2 5006 15.5 0.235 6.8 7.04 387 86 8.3 25.216 0 0 0
0.073 7 14.1 4209 4.5 $25.00 $143,625.00 85 6 9.6 6041 15.6 0.235 2.8 4.69 2006 91 8.3 65.219 1 0 0
0.149 5.9 12.4 6602 19 $25.00 $71,725.00 80 14 4.4 9496 9.5 0.19875 6.2 5.11 445 75 0.9 8.839 0 0 0
0.141 5.8 12.5 2668 13 $25.00 $137,775.00 89 4.1 4.7 4567 8.6 0.2 1.4 2.63 185 71 2.9 15.848 0 0 0
0.296 4.5 12.5 1659 28 $25.00 $41,656.00 61 37.2 2.7 2669 6.4 0.184 8 3.26 686 49 0.2 0.498 0 1 0
0.206 4.8 14.1 3512 14 $10.00 $77,438.00 85 11.2 3.5 5278 9 0.17 6.1 4.73 508 69 1.4 11.239 0 0 0
0.236 4.4 13.3 536 11 $20.00 $58,543.00 91 0.3 2.9 856 7.8 0.2775 2.8 3.65 378 54 0.5 2.163 0 0 1
0.167 4.3 14.1 1154 8 $25.00 $85,198.00 90 3.6 9.2 1623 8.3 0.28 3.6 2.89 247 70 0.6 2.969 0 0 0
0.202 7.8 11.3 987 13 $25.00 $68,923.00 75 6.9 26.5 1457 7 0.238 5.2 6.14 472 92 3.8 25.082 0 0 1
0.105 6.3 11.9 878 11 $0.00 $132,671.00 96 0.8 2.8 1137 11.6 0.196 1.3 1.49 209 59 0.7 0.531 1 0 0
0.096 4 13.6 5521 11 $20.00 $127,800.00 73 13.1 17.7 7904 12.4 0.145 4.3 3.66 2865 94 10.7 40.989 0 0 0
0.27 5 11 1162 26 $25.00 $46,265.00 67 2.3 46.3 1654 9.9 0.18 7.5 6.65 323 75 1.2 4.683 0 0 1
0.091 5 13.2 10444 5 $50.00 $48,000.00 68 15.8 17.6 18169 13.2 0.3865 4 4.65 288 87 25.1 161.584 1 0 0
0.202 4.1 12.5 4779 14 $25.00 $62,480.00 72 21.2 8.4 7070 7.7 0.302 5.3 4.55 373 60 0.9 4.493 0 1 0
0.138 4.8 14.7 443 9 $20.00 $67,275.00 92 0.6 2 638 6.2 0.23 3.5 0.78 226 56 0.4 2.375 0 0 0
0.123 5.4 13.4 7722 16 $25.00 $60,963.00 85 11.7 3.1 11102 8.4 0.28 4.4 3.33 4484 77 1.5 11.187 0 0 0
0.211 3.5 13.6 2363 24 $20.00 $43,325.00 76 7.1 8.9 3258 7 0.17 5.5 5.06 654 65 0.4 2.546 0 0 0
0.159 5.9 13.7 2401 10 $75.00 $76,200.00 87 1.7 11.7 3086 10 0.24 2.1 2.96 3614 79 3.7 31.55 0 0 1
0.12 5.2 15.9 8146 7 $10.00 $100,000.00 85 10 5.7 12052 9.1 0.323 5 3.98 403 77 5 33.903 0 0 0
0.063 7.5 15.6 682 18 $50.00 $169,846.00 85 5.5 12.4 997 11.2 0.31 1.3 2.86 1972 91 2.2 13.747 1 0 0
0.231 5.5 11.9 2458 11 $10.00 $59,926.00 67 28.9 5.1 3664 7.9 0.168 6.8 7.94 495 60 0.5 2.118 0 1 0
0.214 3.9 14.7 512 9 $20.00 $58,967.00 89 0.8 2.7 721 5.9 0.24 2.5 1.73 416 52 0.2 1.302 0 0 0
0.235 2.5 12.7 3583 24 $10.00 $60,080.00 80 16.3 4.6 5175 7.9 0.214 5.8 6.88 432 64 0.7 4.403 0 1 0
0.173 5.4 10.2 12012 15 $25.00 $44,850.00 71 11 37.6 18378 8.2 0.2 4.4 5.52 648 83 1.5 12.853 0 0 1
0.179 3.1 8.8 1203 8 $45.00 $97,800.00 89 0.8 13 1908 8.6 0.245 1.9 2.49 238 88 2.6 12.021 0 0 1
0.133 6.8 12.1 435 7 $10.00 $22,080.00 97 0.5 1.5 580 12.3 0.2 1.3 1.1 2652 38 1.1 2.621 1 0 0
0.142 5.1 11.1 4631 11 $25.00 $127,066.00 72 19.3 7.9 6552 13.2 0.175 3.7 2.76 468 73 3.5 6.824 0 1 0
0.119 5 11.6 3741 16 $86.00 $102,839.00 82 3.3 11.2 5343 10.9 0.34 2.4 3.47 269 82 4.3 27.121 0 0 1
0.195 3 15.4 1317 11 $25.00 $106,503.00 95 3.1 1.2 1822 6.1 0.315 4.3 2.57 363 46 1.1 1.901 0 1 0
0.14 8.7 13.4 3542 15 $10.00 $99,050.00 89 5.7 5.9 5082 7.7 0.33 2.4 2.21 366 68 1.9 16.044 0 0 0
0.303 5.2 11.7 354 10 $25.00 $49,168.00 92 0.8 8.9 476 7.6 0.14 3.2 2.62 385 65 1.5 0.355 0 0 1
22. Regression Analysis
b21 through b0 intercepts 0.0740 0.0102 -0.0317 -0.00015 -7.7E-05 -0.00086 -5.2E-06 0.004219 -0.00371 -0.17992 -0.00044 2.08E-05 0.000881 0.002939 0.000759 -3.6E-07 -0.00052 0.001306 -3.7E-05 0.011972 -0.00384 0.081203
Regression Statistics b21 through b0 Standard Error 0.0158 0.0133 0.0152 0.000113 0.001983 0.000501 2.5E-06 0.003133 0.003665 0.074102 0.002923 1.03E-05 0.000637 0.000872 0.000461 1.72E-07 0.000277 0.000831 1.57E-05 0.002652 0.003384 0.064698
Multiple R 0.9574 R Square, Standard Error 0.9166 0.0210 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9166 F , Residual df 15.1851 29 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8563 Regression SS , Residual SS 0.140867243 0.012810679 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0210
Observations 51 Confidence level 95%
t Critical Value 2.0452
ANOVA Half Width b0 0.1323
df SS MS F Significance F Half Width b1 0.0069
Regression 21 0.1409 0.0067 15.1851 0.0000 Half Width b2 0.0054
Residual 29 0.0128 0.0004 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0017
Half Width b5 0.0006
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.0812 0.0647 1.2551 0.2195 -0.0511 0.2135 -0.0511 0.2135 Half Width b7 0.0009
% of population classified as heavy drinkers -0.0038 0.0034 -1.1354 0.2655 -0.0108 0.0031 -0.0108 0.0031 Half Width b8 0.0018
% of population over the age of 65 0.0120 0.0027 4.5142 0.0001 0.0065 0.0174 0.0065 0.0174 Half Width b9 0.0013
Licensed Drivers (thousands) 0.0000 0.0000 -2.3404 0.0264 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.0013 0.0008 1.5724 0.1267 -0.0004 0.0030 -0.0004 0.0030 Half Width b11 0.0060
State fines levied for failing to wear a seat belt -0.0005 0.0003 -1.8873 0.0692 -0.0011 0.0000 -0.0011 0.0000 Half Width b12 0.1516
Median net worth of households 0.0000 0.0000 -2.0748 0.0470 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0075
% f the population identifying themselves as White 0.0008 0.0005 1.6472 0.1103 -0.0002 0.0017 -0.0002 0.0017 Half Width b14 0.0064
% of the population identifying themselves as African American 0.0029 0.0009 3.3687 0.0021 0.0012 0.0047 0.0012 0.0047 Half Width b15 0.0000
% of population of Hispanic or Latino Origin 0.0009 0.0006 1.3833 0.1771 -0.0004 0.0022 -0.0004 0.0022 Half Width b16 0.0010
Population (thousands) 0.0000 0.0000 2.0112 0.0537 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0041
Percent of People 25 Years and Over Who Have Completed an Advanced Degree -0.0004 0.0029 -0.1509 0.8811 -0.0064 0.0055 -0.0064 0.0055 Half Width b18 0.0002
State gasoline tax per gallon -0.1799 0.0741 -2.4281 0.0216 -0.3315 -0.0284 -0.3315 -0.0284 Half Width b19 0.0311
Murder rate per 100,000 -0.0037 0.0037 -1.0123 0.3198 -0.0112 0.0038 -0.0112 0.0038 Half Width b20 0.0272
Number of violent crimes per 1000 people 0.0042 0.0031 1.3466 0.1885 -0.0022 0.0106 -0.0022 0.0106 Half Width b21 0.0322
Incarcerations (of more than 1 year)per 100,000 0.0000 0.0000 -2.0755 0.0469 0.0000 0.0000 0.0000 0.0000
% of the population living in an urban area -0.0009 0.0005 -1.7227 0.0956 -0.0019 0.0002 -0.0019 0.0002
Percent of Workers 16 Years and Over Who Traveled to Work by Public Transportation-0.0001 0.0020 -0.0390 0.9692 -0.0041 0.0040 -0.0041 0.0040
Annual public transportation trips per capita -0.0002 0.0001 -1.3340 0.1926 -0.0004 0.0001 -0.0004 0.0001
Northeast Dummy -0.0317 0.0152 -2.0830 0.0462 -0.0628 -0.0006 -0.0628 -0.0006
Southeast Dummy 0.0102 0.0133 0.7699 0.4476 -0.0169 0.0374 -0.0169 0.0374
West Dummy 0.0740 0.0158 4.6977 0.0001 0.0418 0.1062 0.0418 0.1062
Calculations
23. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)Percent of People 25 Years and Over Who Have Completed an Advanced DegreeState gasoline tax per gallonMurder rate per 100,000Number of violent crimes per 1000 peopleIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaPercent of Workers 16 Years and Over Who Traveled to Work by Car, Truck, or Van--CarpooledPercent of Workers 16 Years and Over Who Traveled to Work by Public TransportationAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest Dummy
0.257 4.2 13.1 3043 22 $25.00 $48,998.00 71 26 3.9 4219 8.1 0.18 6.3 4.3 648 55 9.7 0.5 1.219 0 1 0
0.14 5.8 4.6 443 13 $15.00 $64,523.00 69 3.4 5.5 606 9.2 0.08 4 5.93 3402 66 13.8 1 5.224 0 0 1
0.222 6.1 13.4 2654 12 $10.00 $38,618.00 75 3 29.6 4075 9.2 0.19 6.2 5.13 5723 88 14.4 1.8 10.139 0 0 1
0.249 4.6 14.8 1770 16 $25.00 $60,080.00 80 15.3 6.4 2453 6.1 0.215 5.5 4.56 552 52 10.9 0.4 1.774 0 1 0
0.134 6.2 10.6 20359 15 $20.00 $57,095.00 60 6.2 37.6 31431 10.4 0.192 4.8 5.79 439 94 11.3 4.8 38.137 0 0 1
0.16 5.5 10.1 2620 15 $17.00 $74,567.00 83 4 20.7 3656 11.9 0.22 2.9 3.45 4454 85 9.9 2.5 18.965 0 0 1
0.095 5.2 14.2 2205 10 $37.00 $125,450.00 82 9.3 13.4 3275 14.6 0.25 3.6 3.08 3762 88 7.8 3.9 13.262 1 0 0
0.159 7.1 12.7 512 11 $20.00 $163,148.00 75 19.8 8.2 706 10.7 0.23 4.5 6.58 4432 80 9.2 2.1 9.837 0 0 0
0.121 6.1 13.5 366 15 $50.00 $20,804.00 31 57.8 9.1 570 26 0.2 21.9 16.08 5107 100 8.7 33.6 710.789 0 0 0
0.193 5.5 18.4 10885 24 $30.00 $71,928.00 78 15.1 22.5 13953 9.1 0.149 5.2 7.3 556 89 10.1 1.7 11.417 0 1 0
0.202 3.9 10.1 4666 16 $15.00 $48,424.00 65 28.7 8.8 7055 8.6 0.075 5.6 4.54 4793 72 11.7 2.1 19.336 0 1 0
0.103 5.1 12.1 742 11 $45.00 $197,366.00 24 1.7 8.9 1179 9.6 0.16 1.2 2.7 3022 92 16.4 5.5 58.549 0 0 1
0.22 4.2 11.6 779 8 $5.00 $55,538.00 91 0.3 11.2 1133 7.8 0.25 2.3 2.43 474 66 12.5 1.2 1.174 0 0 1
0.132 5.5 12.6 7548 15 $25.00 $88,020.00 73 14.7 15.8 11752 11.2 0.19 5.6 5.57 3735 88 9.7 8 47.811 0 0 0
0.169 4.4 12.8 3834 16 $25.00 $51,800.00 87 8.1 6 5752 7.9 0.18 4.8 3.53 434 71 10 0.8 4.638 0 0 0
0.169 4.7 15.4 1921 11 $25.00 $89,155.00 94 2.2 5 2829 7.2 0.22 1.5 2.72 3095 61 9.6 1 5.725 0 0 0
0.173 4.8 13.9 1794 10 $10.00 $92,149.00 86 5.1 10.5 2554 9.4 0.25 3.8 3.95 3174 71 8.6 0.2 1.659 0 0 0
0.203 2.7 12.8 2498 18 $25.00 $62,100.00 90 6.8 3.1 3827 7.9 0.185 3.5 2.62 458 56 10.7 1 5.477 0 1 0
0.194 4.1 11.4 2606 13 $25.00 $55,614.00 64 32.5 4.2 4315 7.2 0.2 11.2 6.46 867 73 9.9 1.8 16.126 0 1 0
0.152 5.5 13.9 916 4.5 $25.00 $78,532.00 97 0.6 1.3 1240 8.2 0.268 2 1.09 148 40 9.1 0.6 2.446 1 0 0
0.13 5.2 11.2 3311 15 $25.00 $180,899.00 64 28.5 8.2 5006 15.5 0.235 6.8 7.04 387 86 10.3 8.3 25.216 0 0 0
0.073 7 14.1 4209 4.5 $25.00 $143,625.00 85 6 9.6 6041 15.6 0.235 2.8 4.69 2006 91 7.2 8.3 65.219 1 0 0
0.149 5.9 12.4 6602 19 $25.00 $71,725.00 80 14 4.4 9496 9.5 0.19875 6.2 5.11 445 75 8.6 0.9 8.839 0 0 0
0.141 5.8 12.5 2668 13 $25.00 $137,775.00 89 4.1 4.7 4567 8.6 0.2 1.4 2.63 185 71 9.2 2.9 15.848 0 0 0
0.296 4.5 12.5 1659 28 $25.00 $41,656.00 61 37.2 2.7 2669 6.4 0.184 8 3.26 686 49 11.3 0.2 0.498 0 1 0
0.206 4.8 14.1 3512 14 $10.00 $77,438.00 85 11.2 3.5 5278 9 0.17 6.1 4.73 508 69 9 1.4 11.239 0 0 0
0.236 4.4 13.3 536 11 $20.00 $58,543.00 91 0.3 2.9 856 7.8 0.2775 2.8 3.65 378 54 10.3 0.5 2.163 0 0 1
0.167 4.3 14.1 1154 8 $25.00 $85,198.00 90 3.6 9.2 1623 8.3 0.28 3.6 2.89 247 70 8.6 0.6 2.969 0 0 0
0.202 7.8 11.3 987 13 $25.00 $68,923.00 75 6.9 26.5 1457 7 0.238 5.2 6.14 472 92 11.2 3.8 25.082 0 0 1
0.105 6.3 11.9 878 11 $0.00 $132,671.00 96 0.8 2.8 1137 11.6 0.196 1.3 1.49 209 59 8.1 0.7 0.531 1 0 0
0.096 4 13.6 5521 11 $20.00 $127,800.00 73 13.1 17.7 7904 12.4 0.145 4.3 3.66 2865 94 8.5 10.7 40.989 0 0 0
0.27 5 11 1162 26 $25.00 $46,265.00 67 2.3 46.3 1654 9.9 0.18 7.5 6.65 323 75 11.2 1.2 4.683 0 0 1
0.091 5 13.2 10444 5 $50.00 $48,000.00 68 15.8 17.6 18169 13.2 0.3865 4 4.65 288 87 7.8 25.1 161.584 1 0 0
0.202 4.1 12.5 4779 14 $25.00 $62,480.00 72 21.2 8.4 7070 7.7 0.302 5.3 4.55 373 60 11.5 0.9 4.493 0 1 0
0.138 4.8 14.7 443 9 $20.00 $67,275.00 92 0.6 2 638 6.2 0.23 3.5 0.78 226 56 8.8 0.4 2.375 0 0 0
0.123 5.4 13.4 7722 16 $25.00 $60,963.00 85 11.7 3.1 11102 8.4 0.28 4.4 3.33 4484 77 7.9 1.5 11.187 0 0 0
0.211 3.5 13.6 2363 24 $20.00 $43,325.00 76 7.1 8.9 3258 7 0.17 5.5 5.06 654 65 9.2 0.4 2.546 0 0 0
0.159 5.9 13.7 2401 10 $75.00 $76,200.00 87 1.7 11.7 3086 10 0.24 2.1 2.96 3614 79 11.3 3.7 31.55 0 0 1
0.12 5.2 15.9 8146 7 $10.00 $100,000.00 85 10 5.7 12052 9.1 0.323 5 3.98 403 77 9.4 5 33.903 0 0 0
0.063 7.5 15.6 682 18 $50.00 $169,846.00 85 5.5 12.4 997 11.2 0.31 1.3 2.86 1972 91 9.4 2.2 13.747 1 0 0
0.231 5.5 11.9 2458 11 $10.00 $59,926.00 67 28.9 5.1 3664 7.9 0.168 6.8 7.94 495 60 10.7 0.5 2.118 0 1 0
0.214 3.9 14.7 512 9 $20.00 $58,967.00 89 0.8 2.7 721 5.9 0.24 2.5 1.73 416 52 10 0.2 1.302 0 0 0
0.235 2.5 12.7 3583 24 $10.00 $60,080.00 80 16.3 4.6 5175 7.9 0.214 5.8 6.88 432 64 10.2 0.7 4.403 0 1 0
0.173 5.4 10.2 12012 15 $25.00 $44,850.00 71 11 37.6 18378 8.2 0.2 4.4 5.52 648 83 11.5 1.5 12.853 0 0 1
0.179 3.1 8.8 1203 8 $45.00 $97,800.00 89 0.8 13 1908 8.6 0.245 1.9 2.49 238 88 13.6 2.6 12.021 0 0 1
0.133 6.8 12.1 435 7 $10.00 $22,080.00 97 0.5 1.5 580 12.3 0.2 1.3 1.1 2652 38 10 1.1 2.621 1 0 0
0.142 5.1 11.1 4631 11 $25.00 $127,066.00 72 19.3 7.9 6552 13.2 0.175 3.7 2.76 468 73 11.2 3.5 6.824 0 1 0
0.119 5 11.6 3741 16 $86.00 $102,839.00 82 3.3 11.2 5343 10.9 0.34 2.4 3.47 269 82 10.3 4.3 27.121 0 0 1
0.195 3 15.4 1317 11 $25.00 $106,503.00 95 3.1 1.2 1822 6.1 0.315 4.3 2.57 363 46 10.3 1.1 1.901 0 1 0
0.14 8.7 13.4 3542 15 $10.00 $99,050.00 89 5.7 5.9 5082 7.7 0.33 2.4 2.21 366 68 8.3 1.9 16.044 0 0 0
0.303 5.2 11.7 354 10 $25.00 $49,168.00 92 0.8 8.9 476 7.6 0.14 3.2 2.62 385 65 12.4 1.5 0.355 0 0 1
24. Regression Analysis
b22 through b0 intercepts 0.0678 0.0067 -0.0307 -0.00016 4.82E-05 0.002605 -0.00086 -5.3E-06 0.004315 -0.00341 -0.16842 -0.00023 2.05E-05 0.000892 0.002982 0.000923 -3.6E-07 -0.00052 0.001429 -3.6E-05 0.011975 -0.00365 0.033785
Regression Statistics b22 through b0 Standard Error 0.0183 0.0144 0.0154 0.000115 0.00201 0.003816 0.000506 2.53E-06 0.003166 0.003725 0.076669 0.002966 1.04E-05 0.000643 0.000883 0.000523 1.74E-07 0.00028 0.000858 1.59E-05 0.002677 0.003427 0.095332
Multiple R 0.9581 R Square, Standard Error 0.9180 0.0212 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9180 F , Residual df 14.2492 28 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8536 Regression SS , Residual SS 0.141077011 0.01260091 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0212
Observations 51 Confidence level 95%
t Critical Value 2.0484
ANOVA Half Width b0 0.1953
df SS MS F Significance F Half Width b1 0.0070
Regression 22 0.1411 0.0064 14.2492 0.0000 Half Width b2 0.0055
Residual 28 0.0126 0.0005 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0018
Half Width b5 0.0006
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.0338 0.0953 0.3544 0.7257 -0.1615 0.2291 -0.1615 0.2291 Half Width b7 0.0011
% of population classified as heavy drinkers -0.0037 0.0034 -1.0656 0.2957 -0.0107 0.0034 -0.0107 0.0034 Half Width b8 0.0018
% of population over the age of 65 0.0120 0.0027 4.4736 0.0001 0.0065 0.0175 0.0065 0.0175 Half Width b9 0.0013
Licensed Drivers (thousands) 0.0000 0.0000 -2.2821 0.0303 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.0014 0.0009 1.6664 0.1068 -0.0003 0.0032 -0.0003 0.0032 Half Width b11 0.0061
State fines levied for failing to wear a seat belt -0.0005 0.0003 -1.8424 0.0760 -0.0011 0.0001 -0.0011 0.0001 Half Width b12 0.1570
Median net worth of households 0.0000 0.0000 -2.0622 0.0486 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0076
% f the population identifying themselves as White 0.0009 0.0005 1.7632 0.0888 -0.0001 0.0020 -0.0001 0.0020 Half Width b14 0.0065
% of the population identifying themselves as African American 0.0030 0.0009 3.3774 0.0022 0.0012 0.0048 0.0012 0.0048 Half Width b15 0.0000
% of population of Hispanic or Latino Origin 0.0009 0.0006 1.3877 0.1762 -0.0004 0.0022 -0.0004 0.0022 Half Width b16 0.0010
Population (thousands) 0.0000 0.0000 1.9674 0.0591 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0078
Percent of People 25 Years and Over Who Have Completed an Advanced Degree -0.0002 0.0030 -0.0770 0.9391 -0.0063 0.0058 -0.0063 0.0058 Half Width b18 0.0041
State gasoline tax per gallon -0.1684 0.0767 -2.1967 0.0365 -0.3255 -0.0114 -0.3255 -0.0114 Half Width b19 0.0002
Murder rate per 100,000 -0.0034 0.0037 -0.9166 0.3672 -0.0110 0.0042 -0.0110 0.0042 Half Width b20 0.0316
Number of violent crimes per 1000 people 0.0043 0.0032 1.3632 0.1837 -0.0022 0.0108 -0.0022 0.0108 Half Width b21 0.0294
Incarcerations (of more than 1 year)per 100,000 0.0000 0.0000 -2.0887 0.0459 0.0000 0.0000 0.0000 0.0000 Half Width b22 0.0376
% of the population living in an urban area -0.0009 0.0005 -1.7066 0.0990 -0.0019 0.0002 -0.0019 0.0002
Percent of Workers 16 Years and Over Who Traveled to Work by Car, Truck, or Van--Carpooled0.0026 0.0038 0.6827 0.5004 -0.0052 0.0104 -0.0052 0.0104
Percent of Workers 16 Years and Over Who Traveled to Work by Public Transportation0.0000 0.0020 0.0240 0.9810 -0.0041 0.0042 -0.0041 0.0042
Annual public transportation trips per capita -0.0002 0.0001 -1.3843 0.1772 -0.0004 0.0001 -0.0004 0.0001
Northeast Dummy -0.0307 0.0154 -1.9908 0.0563 -0.0623 0.0009 -0.0623 0.0009
Southeast Dummy 0.0067 0.0144 0.4659 0.6449 -0.0227 0.0361 -0.0227 0.0361
West Dummy 0.0678 0.0183 3.6949 0.0009 0.0302 0.1053 0.0302 0.1053
Calculations
25. Traffic Fatalities per 1000% of population classified as heavy drinkers% of population over the age of 65Licensed Drivers (thousands)Percent of registered drivers uninsuredState fines levied for failing to wear a seat beltMedian net worth of households% f the population identifying themselves as White% of the population identifying themselves as African American% of population of Hispanic or Latino OriginPopulation (thousands)Percent of People 25 Years and Over Who Have Completed an Advanced DegreeState gasoline tax per gallonMurder rate per 100,000Number of violent crimes per 1000 peopleIncarcerations (of more than 1 year)per 100,000% of the population living in an urban areaPercent of Workers 16 Years and Over Who Traveled to Work by Car, Truck, or Van--CarpooledPercent of Workers 16 Years and Over Who Traveled to Work by Public TransportationAnnual public transportation trips per capitaNortheast DummySoutheast DummyWest Dummy
0.257 4.2 13.1 3043 22 $25.00 ######## 71 26 3.9 4219 8.1 0.18 6.3 4.3 648 55 9.7 0.5 1.219 0 1 0
0.14 5.8 4.6 443 13 $15.00 ######## 69 3.4 5.5 606 9.2 0.08 4 5.93 3402 66 13.8 1 5.224 0 0 1
0.222 6.1 13.4 2654 12 $10.00 ######## 75 3 29.6 4075 9.2 0.19 6.2 5.13 5723 88 14.4 1.8 10.139 0 0 1
0.249 4.6 14.8 1770 16 $25.00 ######## 80 15.3 6.4 2453 6.1 0.215 5.5 4.56 552 52 10.9 0.4 1.774 0 1 0
0.134 6.2 10.6 20359 15 $20.00 ######## 60 6.2 37.6 31431 10.4 0.192 4.8 5.79 439 94 11.3 4.8 38.137 0 0 1
0.16 5.5 10.1 2620 15 $17.00 ######## 83 4 20.7 3656 11.9 0.22 2.9 3.45 4454 85 9.9 2.5 18.965 0 0 1
0.095 5.2 14.2 2205 10 $37.00 ######## 82 9.3 13.4 3275 14.6 0.25 3.6 3.08 3762 88 7.8 3.9 13.262 1 0 0
0.159 7.1 12.7 512 11 $20.00 ######## 75 19.8 8.2 706 10.7 0.23 4.5 6.58 4432 80 9.2 2.1 9.837 0 0 0
0.121 6.1 13.5 366 15 $50.00 ######## 31 57.8 9.1 570 26 0.2 21.9 16.08 5107 100 8.7 33.6 710.789 0 0 0
0.193 5.5 18.4 10885 24 $30.00 ######## 78 15.1 22.5 13953 9.1 0.149 5.2 7.3 556 89 10.1 1.7 11.417 0 1 0
0.202 3.9 10.1 4666 16 $15.00 ######## 65 28.7 8.8 7055 8.6 0.075 5.6 4.54 4793 72 11.7 2.1 19.336 0 1 0
0.103 5.1 12.1 742 11 $45.00 ######## 24 1.7 8.9 1179 9.6 0.16 1.2 2.7 3022 92 16.4 5.5 58.549 0 0 1
0.22 4.2 11.6 779 8 $5.00 ######## 91 0.3 11.2 1133 7.8 0.25 2.3 2.43 474 66 12.5 1.2 1.174 0 0 1
0.132 5.5 12.6 7548 15 $25.00 ######## 73 14.7 15.8 11752 11.2 0.19 5.6 5.57 3735 88 9.7 8 47.811 0 0 0
0.169 4.4 12.8 3834 16 $25.00 ######## 87 8.1 6 5752 7.9 0.18 4.8 3.53 434 71 10 0.8 4.638 0 0 0
0.169 4.7 15.4 1921 11 $25.00 ######## 94 2.2 5 2829 7.2 0.22 1.5 2.72 3095 61 9.6 1 5.725 0 0 0
0.173 4.8 13.9 1794 10 $10.00 ######## 86 5.1 10.5 2554 9.4 0.25 3.8 3.95 3174 71 8.6 0.2 1.659 0 0 0
0.203 2.7 12.8 2498 18 $25.00 ######## 90 6.8 3.1 3827 7.9 0.185 3.5 2.62 458 56 10.7 1 5.477 0 1 0
0.194 4.1 11.4 2606 13 $25.00 ######## 64 32.5 4.2 4315 7.2 0.2 11.2 6.46 867 73 9.9 1.8 16.126 0 1 0
0.152 5.5 13.9 916 4.5 $25.00 ######## 97 0.6 1.3 1240 8.2 0.268 2 1.09 148 40 9.1 0.6 2.446 1 0 0
0.13 5.2 11.2 3311 15 $25.00 ######## 64 28.5 8.2 5006 15.5 0.235 6.8 7.04 387 86 10.3 8.3 25.216 0 0 0
0.073 7 14.1 4209 4.5 $25.00 ######## 85 6 9.6 6041 15.6 0.235 2.8 4.69 2006 91 7.2 8.3 65.219 1 0 0
0.149 5.9 12.4 6602 19 $25.00 ######## 80 14 4.4 9496 9.5 0.19875 6.2 5.11 445 75 8.6 0.9 8.839 0 0 0
0.141 5.8 12.5 2668 13 $25.00 ######## 89 4.1 4.7 4567 8.6 0.2 1.4 2.63 185 71 9.2 2.9 15.848 0 0 0
0.296 4.5 12.5 1659 28 $25.00 ######## 61 37.2 2.7 2669 6.4 0.184 8 3.26 686 49 11.3 0.2 0.498 0 1 0
0.206 4.8 14.1 3512 14 $10.00 ######## 85 11.2 3.5 5278 9 0.17 6.1 4.73 508 69 9 1.4 11.239 0 0 0
0.236 4.4 13.3 536 11 $20.00 ######## 91 0.3 2.9 856 7.8 0.2775 2.8 3.65 378 54 10.3 0.5 2.163 0 0 1
0.167 4.3 14.1 1154 8 $25.00 ######## 90 3.6 9.2 1623 8.3 0.28 3.6 2.89 247 70 8.6 0.6 2.969 0 0 0
0.202 7.8 11.3 987 13 $25.00 ######## 75 6.9 26.5 1457 7 0.238 5.2 6.14 472 92 11.2 3.8 25.082 0 0 1
0.105 6.3 11.9 878 11 $0.00 ######## 96 0.8 2.8 1137 11.6 0.196 1.3 1.49 209 59 8.1 0.7 0.531 1 0 0
0.096 4 13.6 5521 11 $20.00 ######## 73 13.1 17.7 7904 12.4 0.145 4.3 3.66 2865 94 8.5 10.7 40.989 0 0 0
0.27 5 11 1162 26 $25.00 ######## 67 2.3 46.3 1654 9.9 0.18 7.5 6.65 323 75 11.2 1.2 4.683 0 0 1
0.091 5 13.2 10444 5 $50.00 ######## 68 15.8 17.6 18169 13.2 0.3865 4 4.65 288 87 7.8 25.1 161.584 1 0 0
0.202 4.1 12.5 4779 14 $25.00 ######## 72 21.2 8.4 7070 7.7 0.302 5.3 4.55 373 60 11.5 0.9 4.493 0 1 0
0.138 4.8 14.7 443 9 $20.00 ######## 92 0.6 2 638 6.2 0.23 3.5 0.78 226 56 8.8 0.4 2.375 0 0 0
0.123 5.4 13.4 7722 16 $25.00 ######## 85 11.7 3.1 11102 8.4 0.28 4.4 3.33 4484 77 7.9 1.5 11.187 0 0 0
0.211 3.5 13.6 2363 24 $20.00 ######## 76 7.1 8.9 3258 7 0.17 5.5 5.06 654 65 9.2 0.4 2.546 0 0 0
0.159 5.9 13.7 2401 10 $75.00 ######## 87 1.7 11.7 3086 10 0.24 2.1 2.96 3614 79 11.3 3.7 31.55 0 0 1
0.12 5.2 15.9 8146 7 $10.00 ######## 85 10 5.7 12052 9.1 0.323 5 3.98 403 77 9.4 5 33.903 0 0 0
0.063 7.5 15.6 682 18 $50.00 ######## 85 5.5 12.4 997 11.2 0.31 1.3 2.86 1972 91 9.4 2.2 13.747 1 0 0
0.231 5.5 11.9 2458 11 $10.00 ######## 67 28.9 5.1 3664 7.9 0.168 6.8 7.94 495 60 10.7 0.5 2.118 0 1 0
0.214 3.9 14.7 512 9 $20.00 ######## 89 0.8 2.7 721 5.9 0.24 2.5 1.73 416 52 10 0.2 1.302 0 0 0
0.235 2.5 12.7 3583 24 $10.00 ######## 80 16.3 4.6 5175 7.9 0.214 5.8 6.88 432 64 10.2 0.7 4.403 0 1 0
0.173 5.4 10.2 12012 15 $25.00 ######## 71 11 37.6 18378 8.2 0.2 4.4 5.52 648 83 11.5 1.5 12.853 0 0 1
0.179 3.1 8.8 1203 8 $45.00 ######## 89 0.8 13 1908 8.6 0.245 1.9 2.49 238 88 13.6 2.6 12.021 0 0 1
0.133 6.8 12.1 435 7 $10.00 ######## 97 0.5 1.5 580 12.3 0.2 1.3 1.1 2652 38 10 1.1 2.621 1 0 0
0.142 5.1 11.1 4631 11 $25.00 ######## 72 19.3 7.9 6552 13.2 0.175 3.7 2.76 468 73 11.2 3.5 6.824 0 1 0
0.119 5 11.6 3741 16 $86.00 ######## 82 3.3 11.2 5343 10.9 0.34 2.4 3.47 269 82 10.3 4.3 27.121 0 0 1
0.195 3 15.4 1317 11 $25.00 ######## 95 3.1 1.2 1822 6.1 0.315 4.3 2.57 363 46 10.3 1.1 1.901 0 1 0
0.14 8.7 13.4 3542 15 $10.00 ######## 89 5.7 5.9 5082 7.7 0.33 2.4 2.21 366 68 8.3 1.9 16.044 0 0 0
0.303 5.2 11.7 354 10 $25.00 ######## 92 0.8 8.9 476 7.6 0.14 3.2 2.62 385 65 12.4 1.5 0.355 0 0 1
26. Regression Analysis
b22 through b0 intercepts 0.0678 0.0067 -0.0307 -0.00016 4.82E-05 0.002605 -0.00086 -5.3E-06 0.004315 -0.00341 -0.16842 -0.00023 2.05E-05 0.000892 0.002982 0.000923 -3.6E-07 -0.00052 0.001429 -3.6E-05 0.011975 -0.00365 0.033785
Regression Statistics b22 through b0 Standard Error 0.0183 0.0144 0.0154 0.000115 0.00201 0.003816 0.000506 2.53E-06 0.003166 0.003725 0.076669 0.002966 1.04E-05 0.000643 0.000883 0.000523 1.74E-07 0.00028 0.000858 1.59E-05 0.002677 0.003427 0.095332
Multiple R 0.9581 R Square, Standard Error 0.9180 0.0212 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
R Square 0.9180 F , Residual df 14.2492 28 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Adjusted R Square 0.8536 Regression SS , Residual SS 0.141077011 0.01260091 #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A #N/A
Standard Error 0.0212
Observations 51 Confidence level 95%
t Critical Value 2.0484
ANOVA Half Width b0 0.1953
df SS MS F Significance F Half Width b1 0.0070
Regression 22 0.1411 0.0064 14.2492 0.0000 Half Width b2 0.0055
Residual 28 0.0126 0.0005 Half Width b3 0.0000
Total 50 0.1537 Half Width b4 0.0018
Half Width b5 0.0006
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95% Upper 95% Half Width b6 0.0000
Intercept 0.03378493 0.0953 0.3544 0.7257 -0.1615 0.2291 -0.1615 0.2291 Half Width b7 0.0011
% of population classified as heavy drinkers -0.00365136 0.0034 -1.0656 0.2957 -0.0107 0.0034 -0.0107 0.0034 Half Width b8 0.0018
% of population over the age of 65 0.01197518 0.0027 4.4736 0.0001 0.0065 0.0175 0.0065 0.0175 Half Width b9 0.0013
Licensed Drivers (thousands) -0.00003623 0.0000 -2.2821 0.0303 -0.0001 0.0000 -0.0001 0.0000 Half Width b10 0.0000
Percent of registered drivers uninsured 0.00142913 0.0009 1.6664 0.1068 -0.0003 0.0032 -0.0003 0.0032 Half Width b11 0.0061
State fines levied for failing to wear a seat belt -0.00051550 0.0003 -1.8424 0.0760 -0.0011 0.0001 -0.0011 0.0001 Half Width b12 0.1570
Median net worth of households -0.00000036 0.0000 -2.0622 0.0486 0.0000 0.0000 0.0000 0.0000 Half Width b13 0.0076
% f the population identifying themselves as White 0.00092285 0.0005 1.7632 0.0888 -0.0001 0.0020 -0.0001 0.0020 Half Width b14 0.0065
% of the population identifying themselves as African American 0.00298157 0.0009 3.3774 0.0022 0.0012 0.0048 0.0012 0.0048 Half Width b15 0.0000
% of population of Hispanic or Latino Origin 0.00089234 0.0006 1.3877 0.1762 -0.0004 0.0022 -0.0004 0.0022 Half Width b16 0.0010
Population (thousands) 0.00002052 0.0000 1.9674 0.0591 0.0000 0.0000 0.0000 0.0000 Half Width b17 0.0078
Percent of People 25 Years and Over Who Have Completed an Advanced Degree-0.00022854 0.0030 -0.0770 0.9391 -0.0063 0.0058 -0.0063 0.0058 Half Width b18 0.0041
State gasoline tax per gallon -0.16841806 0.0767 -2.1967 0.0365 -0.3255 -0.0114 -0.3255 -0.0114 Half Width b19 0.0002
Murder rate per 100,000 -0.00341428 0.0037 -0.9166 0.3672 -0.0110 0.0042 -0.0110 0.0042 Half Width b20 0.0316
Number of violent crimes per 1000 people 0.00431541 0.0032 1.3632 0.1837 -0.0022 0.0108 -0.0022 0.0108 Half Width b21 0.0294
Incarcerations (of more than 1 year)per 100,000 -0.00000528 0.0000 -2.0887 0.0459 0.0000 0.0000 0.0000 0.0000 Half Width b22 0.0376
% of the population living in an urban area -0.00086356 0.0005 -1.7066 0.0990 -0.0019 0.0002 -0.0019 0.0002
Percent of Workers 16 Years and Over Who Traveled to Work by Car, Truck, or Van--Carpooled0.00260537 0.0038 0.6827 0.5004 -0.0052 0.0104 -0.0052 0.0104
Percent of Workers 16 Years and Over Who Traveled to Work by Public Transportation0.00004825 0.0020 0.0240 0.9810 -0.0041 0.0042 -0.0041 0.0042
Annual public transportation trips per capita -0.00015866 0.0001 -1.3843 0.1772 -0.0004 0.0001 -0.0004 0.0001
Northeast Dummy -0.03069933 0.0154 -1.9908 0.0563 -0.0623 0.0009 -0.0623 0.0009
Southeast Dummy 0.00669545 0.0144 0.4659 0.6449 -0.0227 0.0361 -0.0227 0.0361
West Dummy 0.06775759 0.0183 3.6949 0.0009 0.0302 0.1053 0.0302 0.1053
Calculations
