The SAS System 1 16:13 Tuesday, February 17, 1998 Plot of RAVLCHM*ROADACC. Legend: A = 1 obs, B = 2 obs, etc. m | i | l 2500.00 + $ | | 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 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 < < < < < < The SAS System 2 16:13 Tuesday, February 17, 1998 Plot of RAVLCHM*ROADCAP. Legend: A = 1 obs, B = 2 obs, etc. m | i | l 2500.00 + $ | | 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 | A A i | B A d | B e | A A A n | DB B t 500.00 + AA A A i | CA a | ECA A l | E A | JA A A v | FB a | NBB l 0.00 + F u | e --+-------------+-------------+-------------+-------------+- 0.00 10.00 20.00 30.00 40.00 ROAD CAPACITY EXPENDITURE < < < < < < The SAS System 3 16:13 Tuesday, February 17, 1998 Plot of RAVLCHM*TRANSACC. Legend: A = 1 obs, B = 2 obs, etc. m | i | l 2500.00 + $ | | 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 | A A i | B A d | A A e | A A A n | AD A A A t 500.00 + A A A A i | AA A A a | BCE l | ACA A | EEAA A v | DBA A a | OC l 0.00 + EA u | e --+----------+----------+----------+----------+----------+-- 0.00 5.00 10.00 15.00 20.00 25.00 TRANSIT ACCESS EXPENDITURE < < < < < < The SAS System 4 16:13 Tuesday, February 17, 1998 Plot of RAVLCHM*TRANSCAP. Legend: A = 1 obs, B = 2 obs, etc. m | i | l 2500.00 + $ | | 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 | A A i | AA A d | A A e | A A A n | CCA A t 500.00 + A A A A i | AA A A a | CG l | C B A | HD A v | DC A a | OC l 0.00 + F u | e --+-------+-------+-------+-------+-------+-------+-------+- 0.00 0.59 1.19 1.78 2.37 2.97 3.56 4.15 TRANSIT CAPACITY EXPENDITURE < < < < < The SAS System 5 16:13 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 12292967.633 1117542.5121 19.302 0.0001 Error 74 4284458.5846 57898.088981 C Total 85 16577426.218 Root MSE 240.62022 R-square 0.7415 Dep Mean 452.41841 Adj R-sq 0.7031 C.V. 53.18533 Parameter Estimates Parameter Standard T for H0: Variable DF Estimate Error Parameter=0 Prob > |T| INTERCEP 1 35.771157 80.74110775 0.443 0.6590 HHINC 1 0.006721 0.00409490 1.641 0.1050 BLACK 1 -0.143313 0.07257281 -1.975 0.0520 HSLDS 1 0.121335 0.02207688 5.496 0.0001 SETR 1 22.114043 59.26187894 0.373 0.7101 VAC 1 0.157368 0.03199167 4.919 0.0001 INDEXR 1 -0.023070 0.01423400 -1.621 0.1093 PSTU 1 4.664183 2.55912673 1.823 0.0724 ROADACC 1 2.733053 2.62343532 1.042 0.3009 ROADCAP 1 11.061030 6.58410418 1.680 0.0972 TRANSACC 1 49.853332 13.05141824 3.820 0.0003 TRANSCAP 1 60.333834 57.96002204 1.041 0.3013 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 6 16:13 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 4.88278 1.00000 0.0030 0.0045 0.0084 0.0069 2 1.51911 1.79283 0.0090 0.0284 0.0447 0.0057 3 1.34353 1.90638 0.0003 0.0001 0.0010 0.0159 4 1.01752 2.19060 0.0006 0.0004 0.0011 0.0036 5 0.82577 2.43167 0.0001 0.0194 0.0001 0.0069 6 0.75183 2.54843 0.0005 0.0004 0.0166 0.0726 7 0.49903 3.12803 0.0151 0.0409 0.0239 0.0371 8 0.41730 3.42067 0.0019 0.0599 0.0674 0.0316 9 0.28783 4.11876 0.0009 0.0107 0.7905 0.0294 10 0.22333 4.67588 0.0032 0.0457 0.0453 0.5039 11 0.16882 5.37803 0.0296 0.2922 0.0001 0.0207 12 0.06316 8.79232 0.9359 0.4973 0.0008 0.2659 Var Prop Var Prop Var Prop Var Prop Var Prop Var Prop Number SETR VAC INDEXR PSTU ROADACC ROADCAP 1 0.0049 0.0054 0.0033 0.0020 0.0077 0.0079 2 0.0051 0.0172 0.0148 0.0786 0.0007 0.0069 3 0.0146 0.0009 0.1583 0.0513 0.0570 0.0517 4 0.0027 0.1279 0.0907 0.2350 0.1319 0.0576 5 0.0103 0.5129 0.1411 0.0405 0.0039 0.0103 6 0.0382 0.0099 0.0884 0.3587 0.1575 0.0091 7 0.0019 0.0370 0.2891 0.1587 0.2490 0.0853 8 0.0847 0.0000 0.0645 0.0545 0.1615 0.1731 9 0.0027 0.0102 0.0022 0.0023 0.1115 0.3353 10 0.0373 0.1256 0.1177 0.0012 0.1095 0.2548 11 0.2411 0.0205 0.0093 0.0062 0.0090 0.0073 12 0.5565 0.1326 0.0208 0.0110 0.0008 0.0007 Var Prop Var Prop Number TRANSACC TRANSCAP 1 0.0060 0.0072 The SAS System 7 16:13 Tuesday, February 17, 1998 Var Prop Var Prop Number TRANSACC TRANSCAP 2 0.0122 0.0313 3 0.0177 0.0233 4 0.0039 0.0014 5 0.0025 0.0044 6 0.0014 0.0077 7 0.0496 0.0212 8 0.0187 0.2121 9 0.0433 0.0890 10 0.0626 0.3513 11 0.5915 0.2454 12 0.1906 0.0057 The SAS System 8 16:13 Tuesday, February 17, 1998 Dep Var Predict Std Err Std Err Student Obs RAVLCHM Value Predict Residual Residual Residual 1 22.6276 . . . . . 2 663.4 1221.2 174.092 -557.8 166.102 -3.358 3 393.0 555.5 51.541 -162.5 235.035 -0.691 4 473.9 837.4 74.652 -363.5 228.747 -1.589 5 42.6104 -20.9194 125.139 63.5298 205.520 0.309 6 49.4842 191.0 53.511 -141.5 234.595 -0.603 7 1115.2 1028.3 77.821 86.9077 227.688 0.382 8 580.5 515.5 63.946 65.0899 231.968 0.281 9 346.3 402.3 87.182 -55.9304 224.271 -0.249 10 229.7 290.5 40.733 -60.8232 237.148 -0.256 11 1002.3 1325.0 193.267 -322.7 143.339 -2.251 12 321.6 475.9 51.804 -154.4 234.978 -0.657 13 88.3149 . . . . . 14 214.8 155.9 61.320 58.8696 232.676 0.253 15 279.9 341.0 132.811 -61.0675 200.647 -0.304 16 850.4 823.2 67.136 27.2320 231.065 0.118 17 61.6513 185.1 43.722 -123.5 236.615 -0.522 18 2145.6 760.3 78.732 1385.3 227.375 6.093 19 37.2169 . . . . . 20 815.1 1060.5 180.409 -245.4 159.218 -1.542 21 218.9 171.9 156.072 47.0222 183.138 0.257 22 1173.1 1405.3 151.700 -232.2 186.776 -1.243 23 251.0 346.8 41.252 -95.8923 237.058 -0.405 24 739.4 684.8 67.702 54.5539 230.899 0.236 25 541.4 545.4 150.659 -3.9355 187.617 -0.021 26 24.3559 121.5 49.437 -97.1044 235.487 -0.412 27 874.9 717.4 70.070 157.5 230.192 0.684 28 366.5 234.1 52.285 132.4 234.871 0.564 29 965.5 755.8 145.028 209.7 192.002 1.092 30 384.0 381.1 38.113 2.8364 237.583 0.012 31 559.6 793.1 88.972 -233.5 223.567 -1.044 32 99.9070 328.7 62.918 -228.8 232.249 -0.985 33 20.6464 62.6682 46.903 -42.0218 236.005 -0.178 34 370.7 197.0 48.152 173.6 235.753 0.737 35 678.7 692.7 64.712 -14.0352 231.755 -0.061 36 27.7070 -8.0940 86.631 35.8010 224.484 0.159 37 155.6 . . . . . 38 144.2 201.7 56.836 -57.5035 233.811 -0.246 39 33.6597 105.4 50.260 -71.7233 235.313 -0.305 40 91.0318 241.5 48.621 -150.5 235.657 -0.639 41 308.4 303.8 131.155 4.6583 201.734 0.023 42 47.1689 . . . . . 43 753.3 757.2 145.537 -3.9550 191.617 -0.021 44 422.5 366.4 98.735 56.1552 219.430 0.256 The SAS System 9 16:13 Tuesday, February 17, 1998 Dep Var Predict Std Err Std Err Student Obs RAVLCHM Value Predict Residual Residual Residual 45 418.2 406.8 87.115 11.3579 224.297 0.051 46 2379.1 2079.3 174.809 299.8 165.348 1.813 47 53.3998 209.9 81.674 -156.5 226.335 -0.691 48 1094.8 1120.5 110.927 -25.6793 213.526 -0.120 49 55.7057 . . . . . 50 194.1 331.9 90.824 -137.7 222.821 -0.618 51 53.7063 134.2 57.181 -80.5420 233.727 -0.345 52 481.1 820.1 136.655 -339.0 198.049 -1.712 53 374.5 413.2 48.712 -38.7654 235.638 -0.165 54 528.4 406.7 42.801 121.7 236.783 0.514 55 389.4 208.7 34.312 180.8 238.161 0.759 56 569.2 595.1 70.118 -25.8423 230.177 -0.112 57 279.9 389.8 44.098 -109.9 236.545 -0.465 58 2013.8 1533.7 114.984 480.1 211.369 2.271 59 639.7 829.1 207.864 -189.4 121.206 -1.563 60 26.4609 188.1 50.009 -161.7 235.366 -0.687 61 257.5 296.3 52.677 -38.7336 234.783 -0.165 62 893.2 449.6 60.168 443.6 232.976 1.904 63 552.2 253.0 41.548 299.2 237.006 1.263 64 228.1 189.3 39.507 38.8408 237.355 0.164 65 481.3 213.7 144.654 267.6 192.284 1.391 66 149.7 159.4 53.203 -9.6832 234.665 -0.041 67 230.1 155.4 45.963 74.6276 236.190 0.316 68 588.7 274.5 34.093 314.2 238.193 1.319 69 1051.2 1093.0 195.872 -41.7340 139.757 -0.299 70 393.2 261.7 116.452 131.5 210.564 0.625 71 105.5 263.8 53.340 -158.4 234.634 -0.675 72 758.2 702.9 60.902 55.2661 232.785 0.237 73 240.5 243.2 80.152 -2.7250 226.878 -0.012 74 624.3 491.4 53.089 132.9 234.691 0.566 75 41.7686 . . . . . 76 199.8 . . . . . 77 239.2 229.1 42.960 10.0280 236.754 0.042 78 203.0 312.7 58.782 -109.7 233.330 -0.470 79 333.7 186.2 49.883 147.5 235.393 0.627 80 272.6 313.0 56.128 -40.3753 233.982 -0.173 81 181.4 207.8 50.019 -26.4887 235.364 -0.113 82 58.1871 . . . . . 83 361.6 195.5 36.708 166.1 237.804 0.699 84 240.8 116.5 52.979 124.2 234.715 0.529 85 183.8 255.6 55.401 -71.7980 234.155 -0.307 86 151.2 236.0 67.722 -84.8742 230.893 -0.368 87 567.2 686.9 68.954 -119.7 230.529 -0.519 88 538.5 629.9 56.915 -91.3735 233.792 -0.391 The SAS System 10 16:13 Tuesday, February 17, 1998 Dep Var Predict Std Err Std Err Student Obs RAVLCHM Value Predict Residual Residual Residual 89 334.7 278.4 68.120 56.2869 230.776 0.244 90 129.2 273.4 50.484 -144.1 235.265 -0.613 91 115.6 . . . . . 92 55.7951 44.5310 56.098 11.2642 233.990 0.048 93 101.5 . . . . . 94 62.7647 63.4267 61.498 -0.6620 232.629 -0.003 95 129.4 230.3 45.761 -100.9 236.229 -0.427 96 168.9 191.8 57.931 -22.9088 233.543 -0.098 97 69.8991 188.4 52.039 -118.5 234.926 -0.504 Cook's Obs -2-1-0 1 2 D 1 . 2 |******| | 1.032 3 | *| | 0.002 4 | ***| | 0.022 5 | | | 0.003 6 | *| | 0.002 7 | | | 0.001 8 | | | 0.000 9 | | | 0.001 10 | | | 0.000 11 | ****| | 0.768 12 | *| | 0.002 13 . 14 | | | 0.000 15 | | | 0.003 16 | | | 0.000 17 | *| | 0.001 18 | |******| 0.371 19 . 20 | ***| | 0.254 21 | | | 0.004 22 | **| | 0.085 23 | | | 0.000 24 | | | 0.000 25 | | | 0.000 26 | | | 0.001 27 | |* | 0.004 28 | |* | 0.001 29 | |** | 0.057 30 | | | 0.000 31 | **| | 0.014 The SAS System 11 16:13 Tuesday, February 17, 1998 Cook's Obs -2-1-0 1 2 D 32 | *| | 0.006 33 | | | 0.000 34 | |* | 0.002 35 | | | 0.000 36 | | | 0.000 37 . 38 | | | 0.000 39 | | | 0.000 40 | *| | 0.001 41 | | | 0.000 42 . 43 | | | 0.000 44 | | | 0.001 45 | | | 0.000 46 | |*** | 0.306 47 | *| | 0.005 48 | | | 0.000 49 . 50 | *| | 0.005 51 | | | 0.001 52 | ***| | 0.116 53 | | | 0.000 54 | |* | 0.001 55 | |* | 0.001 56 | | | 0.000 57 | | | 0.001 58 | |**** | 0.127 59 | ***| | 0.599 60 | *| | 0.002 61 | | | 0.000 62 | |*** | 0.020 63 | |** | 0.004 64 | | | 0.000 65 | |** | 0.091 66 | | | 0.000 67 | | | 0.000 68 | |** | 0.003 69 | | | 0.015 70 | |* | 0.010 71 | *| | 0.002 72 | | | 0.000 73 | | | 0.000 74 | |* | 0.001 75 . The SAS System 12 16:13 Tuesday, February 17, 1998 Cook's Obs -2-1-0 1 2 D 76 . 77 | | | 0.000 78 | | | 0.001 79 | |* | 0.001 80 | | | 0.000 81 | | | 0.000 82 . 83 | |* | 0.001 84 | |* | 0.001 85 | | | 0.000 86 | | | 0.001 87 | *| | 0.002 88 | | | 0.001 89 | | | 0.000 90 | *| | 0.001 91 . 92 | | | 0.000 93 . 94 | | | 0.000 95 | | | 0.001 96 | | | 0.000 97 | *| | 0.001 Sum of Residuals 0 Sum of Squared Residuals 4284458.5846 Predicted Resid SS (Press) 8400835.0677 The SAS System 13 16:13 Tuesday, February 17, 1998 Plot of RES*PRED. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + | | A | | | | 1000 + | | | | | R | e 500 + A s | A i | d | AB A u | A A a | A CB A A A l | B CA AA A B A 0 + B ABBA B AA AAA A | ABAACCBB A A | ECAAA AA A | A AA A A | | AA A | -500 + | A | | | | | -1000 + | -+---------+---------+---------+---------+---------+---------+ -500 0 500 1000 1500 2000 2500 Predicted Value of RAVLCHM NOTE: 11 obs had missing values. The SAS System 14 16:13 Tuesday, February 17, 1998 Plot of RES*ROADACC. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + | | A | | | | 1000 + | | | | | R | e 500 + A s | A i | d |AAB u |A A a |DAAAA A l |IC 0 +IBAAAA A |MBAA |IC A A |B A A A | | A A A | -500 + | A | | | | | -1000 + | -+-----------+-----------+-----------+-----------+-----------+ 0.00 20.00 40.00 60.00 80.00 100.00 ROAD ACCESS EXPENDITURE < < < < < < NOTE: 11 obs had missing values. The SAS System 15 16:13 Tuesday, February 17, 1998 Plot of RES*ROADCAP. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + | | A | | | | 1000 + | | | | | R | e 500 + A s | A i | d | A A A A u | A A a | EB A A l | IA A A 0 + KA A A AA | LC A A | JAAA A | BA A A | | A A A | -500 + | A | | | | | -1000 + | ---+-----------+-----------+-----------+-----------+-- 0.00 10.00 20.00 30.00 40.00 ROAD CAPACITY EXPENDITURE < < < < < < NOTE: 11 obs had missing values. The SAS System 16 16:13 Tuesday, February 17, 1998 Plot of RES*TRANSACC. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + | | A | | | | 1000 + | | | | | R | e 500 + A s | A i | d | A AA A u | A A a | CBAA B l |BEAA A A A 0 +EFA AB A |HEA AA A |GBBC |AB AA | | A A A | -500 + | A | | | | | -1000 + | -+-----------+-----------+-----------+-----------+-----------+ 0.00 5.00 10.00 15.00 20.00 25.00 TRANSIT ACCESS EXPENDITURE < < < < < < NOTE: 11 obs had missing values. The SAS System 17 16:13 Tuesday, February 17, 1998 Plot of RES*TRANSCAP. Legend: A = 1 obs, B = 2 obs, etc. | | 1500 + | | A | | | | 1000 + | | | | | R | e 500 + A s | A i | d | A B A u |AA a |BDA A A l |DDA A A A 0 +HC AB A A |JCAAA A |GDB A |AB A A | | A A A | -500 + | A | | | | | -1000 + | -+---------+---------+---------+---------+---------+---------+ 0.00 0.69 1.39 2.08 2.77 3.47 4.16 TRANSIT CAPACITY EXPENDITURE < < < < < NOTE: 11 obs had missing values.