The SAS System 1 16:16 Tuesday, February 17, 1998 Model: MODEL1 Dependent Variable: RAVLCHM mil$ value change all residential value Analysis of Variance Sum of Mean Source DF Squares Square F Value Prob>F Model 11 12900865.578 1172805.9616 23.576 0.0001 Error 73 3631516.8026 49746.805516 C Total 84 16532382.38 Root MSE 223.03992 R-square 0.7803 Dep Mean 449.93608 Adj R-sq 0.7472 C.V. 49.57147 Parameter Estimates Parameter Standard T for H0: Variable DF Estimate Error Parameter=0 Prob > |T| INTERCEP 1 12.602742 75.11468649 0.168 0.8672 HHINC 1 0.008014 0.00381247 2.102 0.0390 BLACK 1 -0.272949 0.07619511 -3.582 0.0006 HSLDS 1 0.116898 0.02050051 5.702 0.0001 SETR 1 24.001437 54.93453225 0.437 0.6635 VAC 1 0.164586 0.02972113 5.538 0.0001 INDEXR 1 -0.015776 0.01334676 -1.182 0.2410 PSTU 1 4.331225 2.37393036 1.824 0.0722 ROADACC 1 2.540655 2.43234057 1.045 0.2997 ROADCAP 1 12.929631 6.12480921 2.111 0.0382 TRANSACC 1 81.607317 14.93921866 5.463 0.0001 TRANSCAP 1 48.247314 53.82880422 0.896 0.3730 Variable Variable DF Label INTERCEP 1 Intercept HHINC 1 $ change in household income BLACK 1 change in black pop HSLDS 1 change in # of households SETR 1 change in state equalized tax rate VAC 1 change in vacant units INDEXR 1 change in index crimes PSTU 1 change in percent private elem&hs ROADACC 1 ROAD ACCESS EXPENDITURE < < < < < < The SAS System 2 16:16 Tuesday, February 17, 1998 Variable Variable DF Label ROADCAP 1 ROAD CAPACITY EXPENDITURE < < < < < < TRANSACC 1 TRANSIT ACCESS EXPENDITURE < < < < < < TRANSCAP 1 TRANSIT CAPACITY EXPENDITURE < < < < < Collinearity Diagnostics Condition Var Prop Var Prop Var Prop Var Prop Number Eigenvalue Index INTERCEP HHINC BLACK HSLDS 1 4.96793 1.00000 0.0029 0.0042 0.0069 0.0070 2 1.58058 1.77288 0.0089 0.0274 0.0323 0.0049 3 1.25257 1.99153 0.0006 0.0004 0.0039 0.0124 4 1.01675 2.21045 0.0007 0.0003 0.0001 0.0036 5 0.84072 2.43087 0.0001 0.0178 0.0001 0.0070 6 0.72746 2.61326 0.0017 0.0008 0.0013 0.0685 7 0.48101 3.21373 0.0120 0.0466 0.0015 0.0809 8 0.43654 3.37348 0.0014 0.0522 0.0542 0.0135 9 0.25518 4.41230 0.0005 0.0366 0.4326 0.0170 10 0.22281 4.72192 0.0047 0.1202 0.2289 0.5121 11 0.15289 5.70036 0.0191 0.1648 0.2382 0.0112 12 0.06557 8.70437 0.9475 0.5287 0.0001 0.2618 Var Prop Var Prop Var Prop Var Prop Var Prop Var Prop Number SETR VAC INDEXR PSTU ROADACC ROADCAP 1 0.0051 0.0049 0.0038 0.0018 0.0074 0.0078 2 0.0069 0.0181 0.0141 0.0661 0.0002 0.0046 3 0.0132 0.0059 0.1704 0.1040 0.0642 0.0490 4 0.0033 0.1187 0.0738 0.1780 0.1732 0.0730 5 0.0116 0.5102 0.1435 0.0376 0.0039 0.0097 6 0.0575 0.0086 0.1475 0.4231 0.0840 0.0043 7 0.0142 0.0534 0.2345 0.1139 0.2806 0.1131 8 0.0771 0.0011 0.0366 0.0485 0.1860 0.1709 9 0.0316 0.0022 0.0173 0.0083 0.1173 0.4125 10 0.1014 0.1306 0.1019 0.0000 0.0690 0.1099 11 0.1611 0.0098 0.0344 0.0081 0.0133 0.0446 12 0.5170 0.1365 0.0223 0.0105 0.0010 0.0005 Var Prop Var Prop Number TRANSACC TRANSCAP 1 0.0056 0.0073 The SAS System 3 16:16 Tuesday, February 17, 1998 Var Prop Var Prop Number TRANSACC TRANSCAP 2 0.0126 0.0328 3 0.0094 0.0238 4 0.0038 0.0028 5 0.0020 0.0032 6 0.0000 0.0066 7 0.0358 0.0083 8 0.0137 0.2584 9 0.0013 0.4132 10 0.0259 0.0927 11 0.7941 0.1483 12 0.0957 0.0026 The SAS System 4 16:16 Tuesday, February 17, 1998 Dep Var Predict Std Err Std Err Student Obs RAVLCHM Value Predict Residual Residual Residual 1 22.6276 . . . . . 2 393.0 543.5 47.890 -150.5 217.838 -0.691 3 473.9 788.8 70.488 -314.8 211.609 -1.488 4 42.6104 31.9511 116.910 10.6593 189.944 0.056 5 49.4842 188.8 49.606 -139.3 217.454 -0.641 6 1115.2 1180.3 83.460 -65.1664 206.836 -0.315 7 580.5 500.5 59.418 80.0617 214.980 0.372 8 346.3 388.1 80.907 -41.7701 207.848 -0.201 9 229.7 328.9 39.214 -99.1978 219.566 -0.452 10 1002.3 1360.2 179.409 -357.9 132.511 -2.701 11 321.6 460.9 48.199 -139.3 217.770 -0.640 12 88.3149 . . . . . 13 214.8 152.9 56.846 61.8582 215.674 0.287 14 279.9 452.4 126.894 -172.5 183.425 -0.941 15 850.4 950.2 71.434 -99.8324 211.291 -0.472 16 61.6513 159.1 41.161 -97.4384 219.209 -0.444 17 2145.6 944.0 88.859 1201.6 204.575 5.874 18 37.2169 . . . . . 19 815.1 1084.2 167.356 -269.1 147.441 -1.825 20 218.9 169.0 144.671 49.9024 169.756 0.294 21 1173.1 1369.2 140.969 -196.1 172.842 -1.134 22 251.0 332.7 38.437 -81.7557 219.703 -0.372 23 739.4 677.2 62.790 62.1240 214.019 0.290 24 541.4 573.9 139.873 -32.4262 173.731 -0.187 25 24.3559 130.5 45.892 -106.1 218.268 -0.486 26 874.9 750.4 65.587 124.5 213.179 0.584 27 366.5 160.5 52.557 206.1 216.759 0.951 28 965.5 796.5 134.900 169.0 177.619 0.951 29 384.0 381.7 35.328 2.3265 220.224 0.011 30 559.6 771.2 82.694 -211.5 207.144 -1.021 31 99.9070 333.6 58.337 -233.6 215.276 -1.085 32 20.6464 50.7543 43.601 -30.1079 218.737 -0.138 33 370.7 233.7 45.769 136.9 218.293 0.627 34 678.7 664.6 60.484 14.0885 214.682 0.066 35 27.7070 -21.1415 80.382 48.8484 208.052 0.235 36 155.6 . . . . . 37 144.2 204.3 52.688 -60.1354 216.727 -0.277 38 33.6597 103.3 46.591 -69.6525 218.119 -0.319 39 91.0318 234.6 45.109 -143.5 218.431 -0.657 40 308.4 271.8 121.893 36.6635 186.786 0.196 41 47.1689 . . . . . 42 753.3 556.6 145.825 196.6 168.766 1.165 43 422.5 530.9 102.172 -108.4 198.262 -0.547 44 418.2 426.9 80.940 -8.7430 207.835 -0.042 The SAS System 5 16:16 Tuesday, February 17, 1998 Dep Var Predict Std Err Std Err Student Obs RAVLCHM Value Predict Residual Residual Residual 45 2379.1 2278.9 171.149 100.2 143.021 0.700 46 53.3998 222.6 75.788 -169.2 209.769 -0.807 47 1094.8 1011.5 107.127 83.2342 195.629 0.425 48 55.7057 . . . . . 49 194.1 285.8 85.143 -91.6668 206.149 -0.445 50 53.7063 125.6 53.057 -71.8739 216.637 -0.332 51 481.1 1025.1 138.728 -544.0 174.646 -3.115 52 374.5 363.8 47.168 10.6560 217.995 0.049 53 528.4 392.5 39.867 135.9 219.448 0.619 54 389.4 201.1 31.873 188.3 220.751 0.853 55 569.2 726.0 74.372 -156.8 210.275 -0.746 56 279.9 377.6 41.014 -97.7207 219.237 -0.446 57 2013.8 1510.2 106.780 503.6 195.818 2.572 58 639.7 752.4 193.838 -112.7 110.334 -1.021 59 26.4609 166.4 46.740 -140.0 218.088 -0.642 60 257.5 292.8 48.838 -35.2482 217.627 -0.162 61 893.2 494.1 57.109 399.1 215.605 1.851 62 552.2 308.1 41.409 244.1 219.162 1.114 63 228.1 201.3 36.771 26.7974 219.988 0.122 64 481.3 96.0271 137.965 385.3 175.250 2.198 65 149.7 155.7 49.327 -5.9427 217.517 -0.027 66 230.1 145.2 42.698 84.8287 218.915 0.387 67 588.7 261.3 31.812 327.4 220.760 1.483 68 1051.2 1127.9 181.818 -76.6816 129.187 -0.594 69 393.2 306.8 108.659 86.4508 194.782 0.444 70 105.5 251.9 49.552 -146.4 217.466 -0.673 71 758.2 665.5 57.389 92.6777 215.530 0.430 72 240.5 265.8 74.556 -25.2463 210.210 -0.120 73 624.3 535.2 50.672 89.1353 217.208 0.410 74 41.7686 . . . . . 75 199.8 . . . . . 76 239.2 231.9 39.829 7.2950 219.455 0.033 77 203.0 279.1 55.273 -76.1085 216.083 -0.352 78 333.7 198.5 46.362 135.2 218.168 0.620 79 272.6 301.7 52.121 -29.0511 216.865 -0.134 80 181.4 220.6 46.497 -39.2138 218.139 -0.180 81 58.1871 . . . . . 82 361.6 198.8 34.038 162.8 220.427 0.738 83 240.8 134.8 49.368 105.9 217.508 0.487 84 183.8 251.0 51.369 -67.2271 217.044 -0.310 85 151.2 301.4 65.318 -150.3 213.261 -0.705 86 567.2 632.6 65.650 -65.4274 213.159 -0.307 87 538.5 613.8 52.943 -75.2922 216.665 -0.348 88 334.7 245.5 63.794 89.2188 213.722 0.417 The SAS System 6 16:16 Tuesday, February 17, 1998 Dep Var Predict Std Err Std Err Student Obs RAVLCHM Value Predict Residual Residual Residual 89 129.2 234.4 48.013 -105.2 217.811 -0.483 90 115.6 . . . . . 91 55.7951 54.8481 52.077 0.9471 216.875 0.004 92 101.5 . . . . . 93 62.7647 52.4591 57.085 10.3056 215.611 0.048 94 129.4 203.6 43.055 -74.2177 218.845 -0.339 95 168.9 168.1 54.094 0.7646 216.381 0.004 96 69.8991 156.9 49.013 -87.0190 217.588 -0.400 Cook's Obs -2-1-0 1 2 D 1 . 2 | *| | 0.002 3 | **| | 0.020 4 | | | 0.000 5 | *| | 0.002 6 | | | 0.001 7 | | | 0.001 8 | | | 0.001 9 | | | 0.001 10 | *****| | 1.114 11 | *| | 0.002 12 . 13 | | | 0.000 14 | *| | 0.035 15 | | | 0.002 16 | | | 0.001 17 | |******| 0.542 18 . 19 | ***| | 0.358 20 | | | 0.005 21 | **| | 0.071 22 | | | 0.000 23 | | | 0.001 24 | | | 0.002 25 | | | 0.001 26 | |* | 0.003 27 | |* | 0.004 28 | |* | 0.044 29 | | | 0.000 30 | **| | 0.014 31 | **| | 0.007 32 | | | 0.000 The SAS System 7 16:16 Tuesday, February 17, 1998 Cook's Obs -2-1-0 1 2 D 33 | |* | 0.001 34 | | | 0.000 35 | | | 0.001 36 . 37 | | | 0.000 38 | | | 0.000 39 | *| | 0.002 40 | | | 0.001 41 . 42 | |** | 0.084 43 | *| | 0.007 44 | | | 0.000 45 | |* | 0.059 46 | *| | 0.007 47 | | | 0.005 48 . 49 | | | 0.003 50 | | | 0.001 51 |******| | 0.510 52 | | | 0.000 53 | |* | 0.001 54 | |* | 0.001 55 | *| | 0.006 56 | | | 0.001 57 | |***** | 0.164 58 | **| | 0.268 59 | *| | 0.002 60 | | | 0.000 61 | |*** | 0.020 62 | |** | 0.004 63 | | | 0.000 64 | |**** | 0.250 65 | | | 0.000 66 | | | 0.000 67 | |** | 0.004 68 | *| | 0.058 69 | | | 0.005 70 | *| | 0.002 71 | | | 0.001 72 | | | 0.000 73 | | | 0.001 74 . 75 . 76 | | | 0.000 The SAS System 8 16:16 Tuesday, February 17, 1998 Cook's Obs -2-1-0 1 2 D 77 | | | 0.001 78 | |* | 0.001 79 | | | 0.000 80 | | | 0.000 81 . 82 | |* | 0.001 83 | | | 0.001 84 | | | 0.000 85 | *| | 0.004 86 | | | 0.001 87 | | | 0.001 88 | | | 0.001 89 | | | 0.001 90 . 91 | | | 0.000 92 . 93 | | | 0.000 94 | | | 0.000 95 | | | 0.000 96 | | | 0.001 Sum of Residuals 0 Sum of Squared Residuals 3631516.8026 Predicted Resid SS (Press) 7038078.1989