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property_crime_brandon_davis - Regression Analysis R 0.690...

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Regression Analysis R² 0.690 Adjusted R² 0.630 n 50 R 0.831 k 8 Std. Error 749.394 Dep. Var. CRIMES ANOVA table Source SS df MS F p-value Regression 51,341,129.6023 8 6,417,641.2003 11.43 2.42E-08 Residual 23,025,269.2809 41 561,591.9337 Total 74,366,398.8832 49 Regression output confidence interval variables coefficients std. error t (df=41) p-value 95% lower 95% upper std. coeff. VIF Intercept -642.5030 1024.03 -0.627 .5339 -2,710.5819 1,425.5760 0.000 PINCOME -0.0183 0.0773 -0.237 .8136 -0.1745 0.1378 -0.041 4.025 DROPOUT 81.2926 21.9858 3.698 .0006 36.8914 125.6937 0.465 2.090 PUBAID -113.7144 78.7000 -1.445 .1561 -272.6524 45.2235 -0.175 1.950 DENSITY -1.9841 0.7299 -2.718 .0096 -3.4583 -0.5100 -0.372 2.484 KIDS 1.1038 1.4485 0.762 .4504 -1.8215 4.0292 0.108 2.636 PRECIP 1.5821 11.1636 0.142 .8880 -20.9632 24.1274 0.018 2.225 UNEMPLOY -46.3830 79.6479 -0.582 .5635 -207.2353 114.4692 -0.072 2.017 URBAN 64.3915 10.9303 5.891 6.18E-07 42.3173 86.4657 0.761 2.212 2.455 mean VIF Studentized Studentized Deleted Observation CRIMES Predicted Residual Leverage Residual Residual Cook's D 1 4,003.10 4,455.58 -452.48 0.142 -0.652 -0.647 0.008 2 4,398.80 5,102.63 -703.83 0.601 -1.487 -1.510 0.370 3 6,861.20 6,475.11 386.09 0.205 0.578 0.573 0.010 4 3,796.90 3,358.25 438.65 0.132 0.628 0.623 0.007 5 5,705.70 6,513.91 -808.21 0.374 -1.363 -1.378 0.123 6 5,705.70 5,790.53 -84.83 0.110 -0.120 -0.119 0.000 7 4,642.20 4,448.07 194.13 0.204 0.290 0.287 0.002 8 4,347.40 4,981.17 -633.77 0.108 -0.895 -0.893 0.011 9 7,819.90 6,670.77 1,149.13 0.216 1.731 1.776 0.092 10 5,661.20 5,087.55 573.65 0.088 0.802 0.798 0.007 11 5,731.90 5,400.80 331.10 0.164 0.483 0.479 0.005 12 3,738.20 3,955.02 -216.82 0.159 -0.315 -0.312 0.002 13 4,810.40 5,014.34 -203.94 0.193 -0.303 -0.300 0.002 14 3,770.00 4,570.74 -800.74 0.060 -1.102 -1.105 0.009 15 3,819.80 3,516.82 302.98 0.119 0.431 0.426 0.003 16 4,514.70 4,356.25 158.45 0.074 0.220 0.217 0.000 17 2,804.70 3,955.21 -1,150.51 0.101 -1.619 -1.653 0.033 18 5,043.30 5,255.24 -211.94 0.244 -0.325 -0.322 0.004 19 3,420.30 3,349.41 70.89 0.125 0.101 0.100 0.000 20 4,897.90 4,792.43 105.47 0.104 0.149 0.147 0.000 21 4,371.30 4,668.27 -296.97 0.179 -0.437 -0.433 0.005 22 5,342.70 4,873.40 469.30 0.162 0.684 0.680 0.010 23 4,024.70 4,070.21 -45.51 0.135 -0.065 -0.065 0.000 24 3,267.60 3,450.95 -183.35 0.283 -0.289 -0.286 0.004 25 4,292.20 4,708.46 -416.26 0.049 -0.570 -0.565 0.002 26 4,144.00 3,371.00 773.00 0.154 1.122 1.125 0.026 27 3,866.80 3,970.96 -104.16 0.117 -0.148 -0.146 0.000 28 5,672.50 5,802.41 -129.91 0.249 -0.200 -0.198 0.001 29 3,186.10 4,397.60 -1,211.50 0.269 -1.891 -1.955 0.147 30 4,712.50 3,933.04 779.46 0.439 1.388 1.405 0.167 31 5,948.10 5,177.68 770.42 0.175 1.132 1.136 0.030 32 5,212.00 5,942.96 -730.96 0.199 -1.090 -1.093 0.033 33 4,360.40 3,708.88 651.52 0.193 0.968 0.967 0.025 34 2,668.90 3,025.95 -357.05 0.143 -0.515 -0.510 0.005 35 4,193.20 4,216.59 -23.39 0.103 -0.033 -0.033 0.000 36 5,154.60 4,820.41 334.19 0.051 0.458 0.453 0.001 37 6,513.00 5,490.86 1,022.14 0.096 1.435 1.454 0.024 38 2,814.40 4,118.57 -1,304.17 0.212 -1.961 -2.034 0.115 39 4,807.70 4,797.74 9.96 0.460 0.018 0.018 0.000 40 4,671.20 4,358.38 312.82 0.143 0.451 0.446 0.004 41 2,467.30 2,864.03 -396.73 0.139 -0.570 -0.566 0.006 42 3,936.70 4,677.68 -740.98 0.093 -1.038 -1.039 0.012 43 7,365.10 6,261.66 1,103.44 0.137 1.585 1.615 0.044 44 5,335.50 5,765.16 -429.66 0.277 -0.674 -0.670 0.019 45 4,098.20 2,343.20 1,755.00 0.246 2.697 2.937 0.264 46 3,877.50 4,604.82 -727.32 0.129 -1.040 -1.041 0.018 47 6,646.60 5,030.87 1,615.73 0.089 2.259 2.384 0.055 48 2,107.40 2,117.29 -9.89 0.293 -0.016 -0.015 0.000 49 3,757.60 3,852.14 -94.54 0.160 -0.138 -0.136 0.000 50 3,653.10 4,491.23 -838.13 0.103 -1.181 -1.187 0.018 4/20/2007 12:37.43 4/20/2007 12:37.43 4/20/2007 12:37.43 4/20/2007 12:37.43 4/20/2007 12:37.43 4/20/2007 12:37.43 4/20/2007 12:37.43 4/20/2007 12:37.43 4/20/2007 12:37.43 4/20/2007 12:37.04 Regression Analysis R² 0.656 Adjusted R² 0.633 n 50 R 0.810 k 3 Std. Error 745.822 Dep. Var. CRIMES ANOVA table Source SS df MS F p-value Regression 48,778,906.6927 3 16,259,635.5642 29.23 9.92E-11 Residual 25,587,492.1905 46 556,249.8302 Total 74,366,398.8832 49 Regression output confidence interval variables coefficients std. error t (df=46) p-value 95% lower 95% upper std. coeff. VIF Intercept -1,052.5531 613.1049 -1.717 .0928 -2,286.6692 181.5630 0.000 DROPOUT 57.7544 15.3153 3.771 .0005 26.9262 88.5826 0.330 1.024 DENSITY -1.9318 0.5270 -3.666 .0006 -2.9926 -0.8710 -0.363 1.307 URBAN 67.8889 8.4077 8.075 2.30E-10 50.9650 84.8127 0.803 1.321 1.218 mean VIF Studentized Studentized Deleted Observation CRIMES Predicted Residual Leverage Residual Residual Cook's D 1 4,003.10 4,626.20 -623.10 0.045 -0.855 -0.853 0.009 2 4,398.80 4,835.68 -436.88 0.034 -0.596 -0.592 0.003
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