Plot of RAVLCHM*ROADACC. Legend: A = 1 obs, B = 2 obs, etc. m | i | l 2500.00 + $ | A | A | v | a | A l | u 2000.00 + A e | | c | h | a | n | g 1500.00 + e | | a | l | l | AA | A A r 1000.00 + A A e | A s | AA i | A A A d | AA A e | B A n | DAA AA t 500.00 + AA A A i | B AA a | EAC A l | EA | JC v | G A a | OAAA l 0.00 + F u | e --+----------+----------+----------+----------+----------+-- 0.00 20.00 40.00 60.00 80.00 100.00 ROAD ACCESS EXPENDITURE < < < < < < Plot of RAVLCHM*ROADCAP. Legend: A = 1 obs, B = 2 obs, etc. m | i | l 2500.00 + $ | A | A | v | a | A l | u 2000.00 + A e | | c | h | a | n | g 1500.00 + e | | a | l | l | A A | A A r 1000.00 + A A e | A s | AA i | B A d | B A e | A A A n | DBB t 500.00 + B A A i | D a | GBA l | E A | JAA A v | GA a | OC l 0.00 + F u | e --+-------------+-------------+-------------+-------------+- 0.00 20.00 40.00 60.00 80.00 ROAD CAPACITY EXPENDITURE < < < < < < Plot of RAVLCHM*TRANSACC. Legend: A = 1 obs, B = 2 obs, etc. m | i | l 2500.00 + $ | A | A | v | a | A l | u 2000.00 + A e | | c | h | a | n | g 1500.00 + e | | a | l | l | A A | A A r 1000.00 + AA e | A s | AA i | AAA d | AAA e | AA A n | EAAA t 500.00 + A AA A i | AAA A a | FD l | DA A | JBA v | FAA a | R l 0.00 + F u | e --+-------------+-------------+-------------+-------------+- 0.00 20.00 40.00 60.00 80.00 TRANSIT ACCESS EXPENDITURE < < < < < < Plot of RAVLCHM*TRANSCAP. Legend: A = 1 obs, B = 2 obs, etc. m | i | l 2500.00 + $ | A | A | v | a | A l | u 2000.00 + A e | | c | h | a | n | g 1500.00 + e | | a | l | l | A A | A A r 1000.00 + AA e | A s | A A i | AA A d | AA A e | A A A n | EB A t 500.00 + A A A A i | AA A A a | GC l | CB A | JBA v | G A a | PB l 0.00 + F u | e --+-------+-------+-------+-------+-------+-------+-------+- 0.00 1.10 2.19 3.29 4.39 5.48 6.58 7.68 TRANSIT CAPACITY EXPENDITURE < < < < < 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 15719375.978 1429034.1798 22.075 0.0001 Error 76 4919984.7846 64736.641903 C Total 87 20639360.763 Root MSE 254.43396 R-square 0.7616 Dep Mean 478.46343 Adj R-sq 0.7271 C.V. 53.17731 Parameter Estimates Parameter Standard T for H0: Variable DF Estimate Error Parameter=0 Prob > |T| INTERCEP 1 6.266807 83.39913792 0.075 0.9403 HHINC 1 0.007463 0.00432280 1.726 0.0883 BLACK 1 -0.122772 0.07394576 -1.660 0.1010 HSLDS 1 0.157889 0.02010775 7.852 0.0001 SETR 1 -48.981071 53.47514171 -0.916 0.3626 VAC 1 0.151511 0.03365582 4.502 0.0001 INDEXR 1 -0.015160 0.01483656 -1.022 0.3101 PSTU 1 4.503563 2.70416108 1.665 0.0999 ROADACC 1 2.968588 2.67409133 1.110 0.2704 ROADCAP 1 1.389816 5.23185047 0.266 0.7912 TRANSACC 1 32.874202 8.06105295 4.078 0.0001 TRANSCAP 1 -9.753061 41.55937249 -0.235 0.8151 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 < < < < < < 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 5.00989 1.00000 0.0024 0.0034 0.0043 0.0068 2 1.85308 1.64425 0.0101 0.0246 0.0114 0.0028 3 1.25493 1.99804 0.0008 0.0022 0.0007 0.0474 4 0.91707 2.33729 0.0003 0.0041 0.0031 0.0025 5 0.78738 2.52245 0.0003 0.0187 0.0018 0.0435 6 0.68291 2.70852 0.0054 0.0090 0.0152 0.0146 7 0.53276 3.06655 0.0018 0.0000 0.0221 0.2463 8 0.39833 3.54644 0.0039 0.0456 0.0057 0.0860 9 0.25442 4.43748 0.0007 0.2559 0.0001 0.1036 10 0.15915 5.61070 0.0006 0.0238 0.4237 0.1912 11 0.08431 7.70845 0.1538 0.1510 0.3877 0.1578 12 0.06576 8.72824 0.8199 0.4618 0.1242 0.0975 Var Prop Var Prop Var Prop Var Prop Var Prop Var Prop Number SETR VAC INDEXR PSTU ROADACC ROADCAP 1 0.0059 0.0055 0.0023 0.0017 0.0086 0.0053 2 0.0032 0.0132 0.0314 0.0270 0.0110 0.0029 3 0.0146 0.0009 0.2026 0.1883 0.0005 0.0211 4 0.0101 0.2798 0.0001 0.1931 0.0093 0.0755 5 0.0276 0.3281 0.1332 0.0991 0.0019 0.0314 6 0.0331 0.0015 0.2540 0.3683 0.0061 0.0622 7 0.0000 0.1164 0.0618 0.0037 0.2922 0.0241 8 0.0785 0.0165 0.2676 0.0894 0.2800 0.0418 9 0.3411 0.0566 0.0027 0.0169 0.0538 0.0119 10 0.0253 0.0136 0.0023 0.0005 0.2102 0.3734 11 0.0096 0.0018 0.0392 0.0000 0.1030 0.2882 12 0.4510 0.1660 0.0028 0.0119 0.0233 0.0621 Var Prop Var Prop Number TRANSACC TRANSCAP 1 0.0030 0.0058 2 0.0089 0.0131 3 0.0045 0.0000 4 0.0100 0.0052 5 0.0076 0.0014 6 0.0133 0.0089 7 0.0006 0.0081 8 0.0004 0.0944 9 0.0081 0.2033 10 0.0007 0.3618 11 0.6525 0.2845 12 0.2904 0.0135 Dep Var Predict Std Err Std Err Student Obs RAVLCHM Value Predict Residual Residual Residual 1 22.6276 . . . . . 2 663.4 956.7 150.611 -293.3 205.068 -1.430 3 393.0 599.8 52.590 -206.8 248.940 -0.831 4 473.9 763.6 74.023 -289.7 243.428 -1.190 5 42.6104 44.3020 130.379 -1.6916 218.490 -0.008 6 49.4842 193.4 55.205 -144.0 248.373 -0.580 7 1115.2 958.8 73.918 156.3 243.460 0.642 8 580.5 636.3 55.447 -55.7250 248.319 -0.224 9 346.3 413.4 92.059 -67.1103 237.195 -0.283 10 229.7 286.8 42.776 -57.1533 250.812 -0.228 11 1002.3 1115.5 166.754 -113.2 192.171 -0.589 12 321.6 546.6 48.510 -225.0 249.767 -0.901 13 2463.0 2667.3 241.386 -204.3 80.432 -2.540 14 733.8 957.3 234.681 -223.5 98.293 -2.274 15 88.3149 . . . . . 16 214.8 190.2 63.785 24.6015 246.309 0.100 17 279.9 403.9 130.243 -124.0 218.571 -0.567 18 850.4 791.4 69.429 59.0001 244.778 0.241 19 61.6513 208.3 45.595 -146.7 250.315 -0.586 20 2145.6 639.2 70.098 1506.4 244.587 6.159 21 37.2169 . . . . . 22 815.1 983.2 188.225 -168.2 171.196 -0.982 23 218.9 197.0 164.788 21.9607 193.860 0.113 24 1173.1 1648.1 139.594 -475.0 212.721 -2.233 25 251.0 377.0 42.134 -126.0 250.921 -0.502 26 739.4 781.5 64.390 -42.1459 246.152 -0.171 27 541.4 564.7 158.927 -23.2977 198.693 -0.117 28 24.3559 165.3 50.280 -141.0 249.416 -0.565 29 874.9 651.5 63.437 223.4 246.399 0.907 30 366.5 306.5 49.458 60.0112 249.581 0.240 31 965.5 623.8 147.414 341.6 207.378 1.647 32 384.0 397.0 39.650 -13.0373 251.325 -0.052 33 559.6 763.1 93.148 -203.5 236.770 -0.859 34 99.9070 287.9 64.746 -188.0 246.058 -0.764 35 20.6464 100.4 47.971 -79.7154 249.871 -0.319 36 370.7 207.3 50.762 163.4 249.319 0.655 37 678.7 723.9 65.694 -45.2315 245.807 -0.184 38 27.7070 86.8388 83.016 -59.1319 240.510 -0.246 39 155.6 . . . . . 40 144.2 257.3 55.170 -113.1 248.380 -0.455 41 33.6597 134.7 52.308 -101.0 248.999 -0.406 42 91.0318 233.7 51.334 -142.7 249.202 -0.573 43 308.4 286.1 138.556 22.2833 213.399 0.104 44 47.1689 . . . . . 45 753.3 763.3 147.597 -9.9766 207.248 -0.048 46 422.5 333.3 102.537 89.2048 232.858 0.383 47 418.2 425.6 91.161 -7.4307 237.542 -0.031 48 2379.1 1789.3 149.311 589.8 206.017 2.863 49 53.3998 215.5 86.341 -162.1 239.336 -0.677 50 1094.8 1161.7 115.709 -66.9710 226.601 -0.296 51 55.7057 . . . . . 52 194.1 280.5 94.500 -86.3556 236.234 -0.366 53 53.7063 113.2 58.977 -59.4634 247.504 -0.240 54 481.1 684.9 113.780 -203.8 227.576 -0.895 55 374.5 420.1 49.801 -45.6676 249.512 -0.183 56 528.4 431.3 43.964 97.1067 250.607 0.387 57 389.4 223.0 35.990 166.4 251.876 0.661 58 569.2 497.8 58.803 71.3875 247.546 0.288 59 279.9 435.7 44.094 -155.8 250.584 -0.622 60 2013.8 1595.9 115.793 417.9 226.558 1.845 61 639.7 574.1 156.029 65.5707 200.977 0.326 62 26.4609 223.4 51.045 -196.9 249.261 -0.790 63 257.5 332.1 54.448 -74.5634 248.540 -0.300 64 893.2 426.5 63.179 466.7 246.465 1.893 65 552.2 234.8 43.543 317.4 250.680 1.266 66 228.1 201.1 41.533 27.0333 251.021 0.108 67 481.3 73.7486 144.654 407.5 209.313 1.947 68 149.7 161.2 55.866 -11.4598 248.225 -0.046 69 230.1 186.9 47.384 43.1842 249.983 0.173 70 588.7 298.0 34.059 290.7 252.144 1.153 71 1051.2 1046.5 206.439 4.7614 148.727 0.032 72 393.2 218.3 112.007 175.0 228.454 0.766 73 105.5 272.0 56.135 -166.5 248.164 -0.671 74 758.2 692.8 64.023 65.4401 246.247 0.266 75 240.5 245.3 84.557 -4.8010 239.973 -0.020 76 624.3 426.7 50.427 197.6 249.387 0.792 77 41.7686 . . . . . 78 199.8 . . . . . 79 239.2 252.6 44.752 -13.4599 250.467 -0.054 80 203.0 249.6 58.338 -46.6463 247.656 -0.188 81 333.7 240.6 49.570 93.0383 249.559 0.373 82 272.6 335.7 58.493 -63.0485 247.619 -0.255 83 181.4 228.5 52.359 -47.1279 248.988 -0.189 84 58.1871 . . . . . 85 361.6 220.4 37.888 141.2 251.597 0.561 86 240.8 139.6 55.521 101.2 248.302 0.408 87 183.8 238.4 56.524 -54.5983 248.076 -0.220 88 151.2 204.4 67.626 -53.2058 245.282 -0.217 89 567.2 735.7 69.558 -168.5 244.741 -0.688 90 538.5 690.6 56.640 -152.1 248.050 -0.613 91 334.7 348.2 67.863 -13.4660 245.217 -0.055 92 129.2 292.3 53.023 -163.1 248.848 -0.655 93 115.6 . . . . . 94 55.7951 91.0916 57.414 -35.2964 247.871 -0.142 95 101.5 . . . . . 96 62.7647 63.1937 63.547 -0.4290 246.371 -0.002 97 129.4 227.7 47.394 -98.3151 249.981 -0.393 98 168.9 226.4 59.230 -57.4831 247.444 -0.232 99 69.8991 185.5 54.679 -115.6 248.489 -0.465 Cook's Obs -2-1-0 1 2 D 1 . 2 | **| | 0.092 3 | *| | 0.003 4 | **| | 0.011 5 | | | 0.000 6 | *| | 0.001 7 | |* | 0.003 8 | | | 0.000 9 | | | 0.001 10 | | | 0.000 11 | *| | 0.022 12 | *| | 0.003 13 | *****| | 4.843 14 | ****| | 2.457 15 . 16 | | | 0.000 17 | *| | 0.010 18 | | | 0.000 19 | *| | 0.001 20 | |******| 0.260 21 . 22 | *| | 0.097 23 | | | 0.001 24 | ****| | 0.179 25 | *| | 0.001 26 | | | 0.000 27 | | | 0.001 28 | *| | 0.001 29 | |* | 0.005 Cook's Obs -2-1-0 1 2 D 30 | | | 0.000 31 | |*** | 0.114 32 | | | 0.000 33 | *| | 0.010 34 | *| | 0.003 35 | | | 0.000 36 | |* | 0.001 37 | | | 0.000 38 | | | 0.001 39 . 40 | | | 0.001 41 | | | 0.001 42 | *| | 0.001 43 | | | 0.000 44 . 45 | | | 0.000 46 | | | 0.002 47 | | | 0.000 48 | |***** | 0.359 49 | *| | 0.005 50 | | | 0.002 51 . 52 | | | 0.002 53 | | | 0.000 54 | *| | 0.017 55 | | | 0.000 56 | | | 0.000 57 | |* | 0.001 58 | | | 0.000 59 | *| | 0.001 60 | |*** | 0.074 61 | | | 0.005 62 | *| | 0.002 63 | | | 0.000 64 | |*** | 0.020 65 | |** | 0.004 66 | | | 0.000 67 | |*** | 0.151 68 | | | 0.000 69 | | | 0.000 70 | |** | 0.002 71 | | | 0.000 72 | |* | 0.012 73 | *| | 0.002 74 | | | 0.000 75 | | | 0.000 76 | |* | 0.002 77 . 78 . 79 | | | 0.000 80 | | | 0.000 81 | | | 0.000 82 | | | 0.000 83 | | | 0.000 84 . 85 | |* | 0.001 86 | | | 0.001 87 | | | 0.000 88 | | | 0.000 89 | *| | 0.003 90 | *| | 0.002 91 | | | 0.000 92 | *| | 0.002 93 . 94 | | | 0.000 95 . 96 | | | 0.000 97 | | | 0.000 98 | | | 0.000 99 | | | 0.001 Sum of Residuals 0 Sum of Squared Residuals 4919984.7846 Predicted Resid SS (Press) 13259344.052 Plot of RES*PRED. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + A | | | | | | 1000 + | | R | e | s | i | A d 500 + A u | A A a | A l | AA | A A | D A | AAAAA AAA A A 0 + BAACBAAAA A A A | CAAEBBB AA A A | ADCA BA AA A A | A A AA AA A A | A A | | -500 + A | -+---------+---------+---------+---------+---------+---------+- 0 500 1000 1500 2000 2500 3000 Predicted Value of RAVLCHM NOTE: 11 obs had missing values. Plot of RES*ROADACC. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + A | | | | | | 1000 + | | R | e | s | i | A d 500 + A u | A A a | A l |A A | AA |CA A |DD A A 0 +L AA A A |MDAAA |LB A A |B A B A A A | A A | | -500 +A | -+-----------+-----------+-----------+-----------+-----------+- 0.00 20.00 40.00 60.00 80.00 100.00 ROAD ACCESS EXPENDITURE < < < < < < NOTE: 11 obs had missing values. Plot of RES*ROADCAP. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + A | | | | | | 1000 + | | R | e | s | i | A d 500 + A u | A A a | A l | B | A A | CA A | FAAA A 0 + O A | OBA B | LA A A A | DAA A A | A A | | -500 + A | ---+-----------+-----------+-----------+-----------+-- 0.00 20.00 40.00 60.00 80.00 ROAD CAPACITY EXPENDITURE < < < < < < Plot of RES*TRANSACC. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + A | | | | | | 1000 + | | R | e | s | i | A d 500 + A u | B a | A l | AA | AA | CA A | DBAB A 0 + MB A | OCA A | KCAA | DAA A A | A A | | -500 + A | ---+-----------+-----------+-----------+-----------+-- 0.00 20.00 40.00 60.00 80.00 TRANSIT ACCESS EXPENDITURE < < < < < < NOTE: 11 obs had missing values. Plot of RES*TRANSCAP. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + A | | | | | | 1000 + | | R | e | s | i | A d 500 + A u | AA a | A l | B | A A |C A A |DAAB A A 0 +LBA A |NCB A |JCBA |BB A A A A | A A | | -500 +A | -+---------+---------+---------+---------+---------+---------+- 0.00 1.28 2.56 3.85 5.13 6.41 7.69 TRANSIT CAPACITY EXPENDITURE < < < < < NOTE: 11 obs had missing values.