>Warning.  Command name: GET DATA
>(2111) Encountered a String type value in a column not of that type.  Value
>will be mapped to the system missing value.
>* (Row# 206, Column# 39)


>Warning.  Command name: GET DATA
>(2111) Encountered a String type value in a column not of that type.  Value
>will be mapped to the system missing value.
>* (Row# 206, Column# 40)


>Warning.  Command name: GET DATA
>(2111) Encountered a String type value in a column not of that type.  Value
>will be mapped to the system missing value.
>* (Row# 206, Column# 41)


>Warning.  Command name: GET DATA
>(2111) Encountered a String type value in a column not of that type.  Value
>will be mapped to the system missing value.
>* (Row# 206, Column# 42)


Logistic Regression

Notes
Output Created 10-FEB-2003 11:13:41
Comments
Input Data C:\My Documents\Alison\SPSS
s.sav
Filter <none>
Weight <none>
Split File <none>
N of Rows in Working Data File 933
Missing Value Handling Definition of Missing User-defined missing values are treated as missing
Syntax LOGISTIC REGRESSION VAR=status
/METHOD=FSTEP(LR) dist_roa dist_wet dist_for dist_non elevatio aspect_t
slope for_perc wet_perc non_perc tc_dist so_dist rv_dist rclam_di rcat_dis
pc_dist nv_dist hc_dist bf_dist am_dist ac_dist nwet nnonfor nfor ndist
/SAVE PRED
/CLASSPLOT /CASEWISE
/PRINT=GOODFIT SUMMARY
/CRITERIA PIN(.05) POUT(.10) ITERATE(20) CUT(.5) .
Variables Created or Modified PRE_1 Predicted probability
Resources Elapsed Time 0:00:02.36

Case Processing Summary
Unweighted Cases(a) N Percent
Selected Cases Included in Analysis 932 99.9
Missing Cases 1 .1
Total 933 100.0
Unselected Cases 0 .0
Total 933 100.0
a If weight is in effect, see classification table for the total number of cases.

Dependent Variable Encoding
Original Value Internal Value
Absent 0
Present 1

Block 0: Beginning Block


Classification Table(a,b)

Predicted
STATUS Percentage Correct

Observed Absent Present
Step 0 STATUS Absent 902 0 100.0
Present 30 0 .0
Overall Percentage

96.8
a Constant is included in the model.
b The cut value is .500

Variables in the Equation

B S.E. Wald df Sig. Exp(B)
Step 0 Constant -3.403 .186 336.319 1 .000 .033

Variables not in the Equation(a)

Score df Sig.
Step 0 Variables DIST_ROA 1.931 1 .165
DIST_WET 25.057 1 .000
DIST_FOR 3.004 1 .083
DIST_NON 1.002 1 .317
ELEVATIO 5.719 1 .017
ASPECT_T 2.315 1 .128
SLOPE .832 1 .362
FOR_PERC 10.578 1 .001
WET_PERC 45.974 1 .000
NON_PERC .098 1 .755
TC_DIST 1.577 1 .209
SO_DIST 20.060 1 .000
RV_DIST 24.721 1 .000
RCLAM_DI 17.211 1 .000
RCAT_DIS 13.991 1 .000
PC_DIST .950 1 .330
NV_DIST 14.469 1 .000
HC_DIST 3.654 1 .056
BF_DIST 6.944 1 .008
AM_DIST 5.189 1 .023
AC_DIST 21.699 1 .000
NWET 87.870 1 .000
NNONFOR .002 1 .961
NFOR 56.467 1 .000
NDIST 1.589 1 .208
a Residual Chi-Squares are not computed because of redundancies.

Block 1: Method = Forward Stepwise (Likelihood Ratio)

Omnibus Tests of Model Coefficients

Chi-square df Sig.
Step 1 Step 58.510 1 .000
Block 58.510 1 .000
Model 58.510 1 .000
Step 2 Step 23.857 1 .000
Block 82.367 2 .000
Model 82.367 2 .000
Step 3 Step 20.783 1 .000
Block 103.150 3 .000
Model 103.150 3 .000
Step 4 Step 12.465 1 .000
Block 115.614 4 .000
Model 115.614 4 .000
Step 5 Step 13.078 1 .000
Block 128.692 5 .000
Model 128.692 5 .000
Step 6 Step 4.515 1 .034
Block 133.208 6 .000
Model 133.208 6 .000
Step 7 Step 3.741 1 .053
Block 136.948 7 .000
Model 136.948 7 .000

Model Summary
Step -2 Log likelihood Cox & Snell R Square Nagelkerke R Square
1 206.682 .061 .246
2 182.825 .085 .342
3 162.042 .105 .423
4 149.577 .117 .471
5 136.500 .129 .521
6 131.984 .133 .538
7 128.244 .137 .552

Hosmer and Lemeshow Test
Step Chi-square df Sig.
1 3.004 3 .391
2 12.467 8 .132
3 3.965 8 .860
4 10.830 8 .212
5 17.633 8 .024
6 9.270 8 .320
7 5.806 8 .669


Contingency Table for Hosmer and Lemeshow Test

STATUS = Absent STATUS = Present Total
Observed Expected Observed Expected
Step 1 1 520 518.900 3 4.100 523
2 100 98.970 0 1.030 100
3 92 91.137 1 1.863 93
4 87 89.122 6 3.878 93
5 103 103.871 20 19.129 123
Step 2 1 93 92.945 0 .055 93
2 93 92.853 0 .147 93
3 94 93.739 0 .261 94
4 93 92.586 0 .414 93
5 90 92.417 3 .583 93
6 93 92.253 0 .747 93
7 92 91.941 1 1.059 93
8 91 91.048 2 1.952 93
9 87 88.386 6 4.614 93
10 76 73.831 18 20.169 94
Step 3 1 93 92.983 0 .017 93
2 93 92.942 0 .058 93
3 93 92.881 0 .119 93
4 93 92.786 0 .214 93
5 92 92.672 1 .328 93
6 92 92.472 1 .528 93
7 91 92.046 2 .954 93
8 91 91.450 2 1.550 93
9 88 88.420 4 3.580 92
10 76 73.347 20 22.653 96
Step 4 1 94 93.996 0 .004 94
2 93 92.982 0 .018 93
3 93 92.955 0 .045 93
4 93 92.910 0 .090 93
5 93 92.837 0 .163 93
6 92 93.675 2 .325 94
7 92 92.355 1 .645 93
8 90 91.347 3 1.653 93
9 90 88.949 3 4.051 93
10 72 69.991 21 23.009 93
Step 5 1 93 93.000 0 .000 93
2 93 92.998 0 .002 93
3 93 92.991 0 .009 93
4 93 92.974 0 .026 93
5 91 91.935 1 .065 92
6 93 92.848 0 .152 93
7 93 92.613 0 .387 93
8 91 91.932 2 1.068 93
9 87 89.593 6 3.407 93
10 75 71.116 21 24.884 96
Step 6 1 93 93.000 0 .000 93
2 93 92.999 0 .001 93
3 93 92.995 0 .005 93
4 93 92.984 0 .016 93
5 93 92.954 0 .046 93
6 92 92.877 1 .123 93
7 93 92.561 0 .439 93
8 92 91.913 1 1.087 93
9 87 89.578 6 3.422 93
10 73 70.140 22 24.860 95
Step 7 1 93 93.000 0 .000 93
2 93 92.999 0 .001 93
3 92 91.997 0 .003 92
4 93 92.989 0 .011 93
5 95 94.967 0 .033 95
6 93 92.903 0 .097 93
7 92 92.637 1 .363 93
8 91 92.039 2 .961 93
9 86 88.750 6 3.250 92
10 74 69.717 21 25.283 95


Classification Table(a)

Predicted
STATUS Percentage Correct

Observed Absent Present
Step 1 STATUS Absent 899 3 99.7
Present 30 0 .0
Overall Percentage

96.5
Step 2 STATUS Absent 901 1 99.9
Present 26 4 13.3
Overall Percentage

97.1
Step 3 STATUS Absent 900 2 99.8
Present 23 7 23.3
Overall Percentage

97.3
Step 4 STATUS Absent 900 2 99.8
Present 19 11 36.7
Overall Percentage

97.7
Step 5 STATUS Absent 901 1 99.9
Present 19 11 36.7
Overall Percentage

97.9
Step 6 STATUS Absent 900 2 99.8
Present 17 13 43.3
Overall Percentage

98.0
Step 7 STATUS Absent 900 2 99.8
Present 18 12 40.0
Overall Percentage

97.9
a The cut value is .500

Variables in the Equation

B S.E. Wald df Sig. Exp(B)
Step 1(a) NWET 5.571 .757 54.123 1 .000 262.753
Constant -4.841 .365 175.758 1 .000 .008
Step 2(b) SO_DIST -.001 .000 14.123 1 .000 .999
NWET 6.114 .895 46.612 1 .000 452.032
Constant -4.090 .436 87.830 1 .000 .017
Step 3(c) SO_DIST -.001 .000 15.482 1 .000 .999
NV_DIST -.002 .001 13.430 1 .000 .998
NWET 6.830 1.015 45.298 1 .000 925.534
Constant -3.476 .470 54.806 1 .000 .031
Step 4(d) SO_DIST -.001 .000 14.920 1 .000 .999
NV_DIST -.003 .001 15.561 1 .000 .997
NWET 8.432 1.249 45.614 1 .000 4593.956
NDIST 7.349 1.903 14.919 1 .000 1555.408
Constant -4.317 .591 53.325 1 .000 .013
Step 5(e) SO_DIST -.001 .000 15.785 1 .000 .999
NV_DIST -.003 .001 11.094 1 .001 .997
AC_DIST -.004 .002 6.079 1 .014 .996
NWET 7.850 1.305 36.177 1 .000 2566.453
NDIST 7.536 2.023 13.882 1 .000 1873.525
Constant -3.514 .623 31.824 1 .000 .030
Step 6(f) SO_DIST -.001 .000 13.368 1 .000 .999
PC_DIST .001 .000 4.548 1 .033 1.001
NV_DIST -.003 .001 15.518 1 .000 .997
AC_DIST -.004 .002 6.214 1 .013 .996
NWET 8.171 1.338 37.288 1 .000 3536.215
NDIST 7.542 2.010 14.084 1 .000 1886.098
Constant -4.354 .792 30.252 1 .000 .013
Step 7(g) ELEVATIO -.049 .025 3.830 1 .050 .952
SO_DIST -.001 .000 17.196 1 .000 .999
PC_DIST .001 .000 7.522 1 .006 1.001
NV_DIST -.004 .001 17.093 1 .000 .996
AC_DIST -.004 .002 5.601 1 .018 .996
NWET 7.420 1.430 26.918 1 .000 1669.862
NDIST 8.623 2.135 16.310 1 .000 5556.194
Constant -1.674 1.563 1.148 1 .284 .187
a Variable(s) entered on step 1: NWET.
b Variable(s) entered on step 2: SO_DIST.
c Variable(s) entered on step 3: NV_DIST.
d Variable(s) entered on step 4: NDIST.
e Variable(s) entered on step 5: AC_DIST.
f Variable(s) entered on step 6: PC_DIST.
g Variable(s) entered on step 7: ELEVATIO.

Variables not in the Equation(a)

Score df Sig.
Step 1 Variables DIST_ROA .647 1 .421
DIST_WET 6.403 1 .011
DIST_FOR .054 1 .817
DIST_NON 5.947 1 .015
ELEVATIO 8.458 1 .004
ASPECT_T 5.055 1 .025
SLOPE .767 1 .381
FOR_PERC .135 1 .713
WET_PERC .519 1 .471
NON_PERC .426 1 .514
TC_DIST .210 1 .647
SO_DIST 18.553 1 .000
RV_DIST 15.169 1 .000
RCLAM_DI 7.499 1 .006
RCAT_DIS 12.791 1 .000
PC_DIST 3.776 1 .052
NV_DIST 18.182 1 .000
HC_DIST 7.481 1 .006
BF_DIST 10.711 1 .001
AM_DIST 2.586 1 .108
AC_DIST 14.939 1 .000
NNONFOR .725 1 .394
NFOR 9.156 1 .002
NDIST 16.228 1 .000
Step 2 Variables DIST_ROA .716 1 .397
DIST_WET 4.683 1 .030
DIST_FOR .803 1 .370
DIST_NON 1.819 1 .177
ELEVATIO .641 1 .423
ASPECT_T 3.777 1 .052
SLOPE .101 1 .751
FOR_PERC .239 1 .625
WET_PERC .770 1 .380
NON_PERC .182 1 .670
TC_DIST .155 1 .694
RV_DIST 6.625 1 .010
RCLAM_DI 7.165 1 .007
RCAT_DIS 3.350 1 .067
PC_DIST .349 1 .554
NV_DIST 16.452 1 .000
HC_DIST 9.197 1 .002
BF_DIST 3.920 1 .048
AM_DIST .965 1 .326
AC_DIST 11.009 1 .001
NNONFOR .304 1 .581
NFOR 5.144 1 .023
NDIST 11.462 1 .001
Step 3 Variables DIST_ROA .338 1 .561
DIST_WET 4.518 1 .034
DIST_FOR 3.507 1 .061
DIST_NON 1.592 1 .207
ELEVATIO .304 1 .581
ASPECT_T 5.078 1 .024
SLOPE 1.635 1 .201
FOR_PERC 1.283 1 .257
WET_PERC 1.599 1 .206
NON_PERC .677 1 .411
TC_DIST .646 1 .421
RV_DIST 3.099 1 .078
RCLAM_DI 1.123 1 .289
RCAT_DIS .079 1 .778
PC_DIST 7.365 1 .007
HC_DIST 2.105 1 .147
BF_DIST .319 1 .572
AM_DIST 4.153 1 .042
AC_DIST 7.723 1 .005
NNONFOR 1.464 1 .226
NFOR 11.199 1 .001
NDIST 19.994 1 .000
Step 4 Variables DIST_ROA .795 1 .373
DIST_WET 6.175 1 .013
DIST_FOR 1.259 1 .262
DIST_NON .108 1 .742
ELEVATIO .017 1 .895
ASPECT_T 4.641 1 .031
SLOPE .449 1 .503
FOR_PERC .339 1 .561
WET_PERC 2.269 1 .132
NON_PERC .489 1 .484
TC_DIST .240 1 .624
RV_DIST 2.048 1 .152
RCLAM_DI 1.881 1 .170
RCAT_DIS .180 1 .672
PC_DIST 5.390 1 .020
HC_DIST 2.067 1 .151
BF_DIST .565 1 .452
AM_DIST 2.907 1 .088
AC_DIST 7.160 1 .007
NNONFOR .038 1 .846
NFOR .102 1 .750
Step 5 Variables DIST_ROA 1.325 1 .250
DIST_WET 3.005 1 .083
DIST_FOR 1.209 1 .272
DIST_NON .530 1 .466
ELEVATIO .895 1 .344
ASPECT_T 2.870 1 .090
SLOPE .462 1 .497
FOR_PERC .159 1 .690
WET_PERC 1.370 1 .242
NON_PERC .155 1 .694
TC_DIST .565 1 .452
RV_DIST .095 1 .758
RCLAM_DI 1.070 1 .301
RCAT_DIS 1.624 1 .202
PC_DIST 4.672 1 .031
HC_DIST .357 1 .550
BF_DIST .016 1 .900
AM_DIST 3.175 1 .075
NNONFOR .053 1 .818
NFOR .005 1 .946
Step 6 Variables DIST_ROA .745 1 .388
DIST_WET 3.532 1 .060
DIST_FOR 1.657 1 .198
DIST_NON .028 1 .867
ELEVATIO 4.255 1 .039
ASPECT_T 1.911 1 .167
SLOPE .045 1 .832
FOR_PERC .213 1 .644
WET_PERC 1.552 1 .213
NON_PERC .232 1 .630
TC_DIST .707 1 .401
RV_DIST .020 1 .887
RCLAM_DI .950 1 .330
RCAT_DIS 1.748 1 .186
HC_DIST .458 1 .499
BF_DIST .107 1 .744
AM_DIST 2.245 1 .134
NNONFOR .008 1 .929
NFOR .011 1 .915
Step 7 Variables DIST_ROA .422 1 .516
DIST_WET 2.931 1 .087
DIST_FOR 1.306 1 .253
DIST_NON .024 1 .876
ASPECT_T 2.010 1 .156
SLOPE .205 1 .650
FOR_PERC .043 1 .836
WET_PERC .479 1 .489
NON_PERC .025 1 .875
TC_DIST .794 1 .373
RV_DIST .718 1 .397
RCLAM_DI 3.111 1 .078
RCAT_DIS .717 1 .397
HC_DIST 1.004 1 .316
BF_DIST .666 1 .415
AM_DIST .621 1 .431
NNONFOR .159 1 .690
NFOR .134 1 .714
a Residual Chi-Squares are not computed because of redundancies.



Step Summary(a,b)

Improvement Model Correct Class % Variable
Step Chi-square df Sig. Chi-square df Sig.
1 58.510 1 .000 58.510 1 .000 96.5% IN: NWET
2 23.857 1 .000 82.367 2 .000 97.1% IN: SO_DIST
3 20.783 1 .000 103.150 3 .000 97.3% IN: NV_DIST
4 12.465 1 .000 115.614 4 .000 97.7% IN: NDIST
5 13.078 1 .000 128.692 5 .000 97.9% IN: AC_DIST
6 4.515 1 .034 133.208 6 .000 98.0% IN: PC_DIST
7 3.741 1 .053 136.948 7 .000 97.9% IN: ELEVATIO
a No more variables can be deleted from or added to the current model.
b End block: 1

             Step number: 1

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óAA                                                          ó
         óAAAA                                                        ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 2

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óAA                                                          ó
         óAAA                                                         ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 3

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         óA                                                           ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óAA                                                          ó
         óAAA                                                         ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 4

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         óA                                                           ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óAA                                                          ó
         óAAA                                                         ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 5

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         óA                                                           ó
         óA                                                           ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óA                                                           ó
         óAAA                                                         ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 6

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         óA                                                           ó
         óA                                                           ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óA                                                           ó
         óAAP                                                         ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 7

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         óA                                                           ó
         óA                                                           ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óA                                                           ó
         óAAA                                                         ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.




Casewise List

Selected Status(a) Observed Predicted Predicted Group Temporary Variable
Case STATUS Resid ZResid
1 S A .171 A -.171 -.454
2 S A .031 A -.031 -.178
3 S A .003 A -.003 -.055
4 S A .388 A -.388 -.797
5 S A .000 A .000 -.022
6 S A .009 A -.009 -.097
7 S A .000 A .000 -.017
8 S A .009 A -.009 -.097
9 S A .035 A -.035 -.189
10 S A .046 A -.046 -.220
11 S A .000 A .000 -.017
12 S A .009 A -.009 -.097
13 S A .000 A .000 -.002
14 S A .000 A .000 -.021
15 S A .030 A -.030 -.177
16 S A .013 A -.013 -.116
17 S A .004 A -.004 -.061
18 S A .002 A -.002 -.050
19 S A .002 A -.002 -.047
20 S A .001 A -.001 -.032
21 S A .000 A .000 .000
22 S A .000 A .000 -.009
23 S A .003 A -.003 -.056
24 S A .000 A .000 -.009
25 S A .000 A .000 -.008
26 S A .000 A .000 -.005
27 S A .001 A -.001 -.034
28 S A .004 A -.004 -.062
29 S A .000 A .000 -.005
30 S A .000 A .000 -.022
31 S A .000 A .000 -.001
32 S A .000 A .000 -.001
33 S A .000 A .000 -.012
34 S A .000 A .000 -.001
35 S A .000 A .000 -.005
36 S A .005 A -.005 -.072
37 S A .000 A .000 -.002
38 S A .000 A .000 -.007
39 S A .000 A .000 -.003
40 S A .000 A .000 -.018
41 S A .007 A -.007 -.082
42 S A .000 A .000 -.016
43 S A .010 A -.010 -.099
44 S A .000 A .000 -.005
45 S A .000 A .000 -.002
46 S A .000 A .000 -.002
47 S A .000 A .000 -.001
48 S A .002 A -.002 -.041
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727 S A .004 A -.004 -.067
728 S A .000 A .000 -.002
729 S A .005 A -.005 -.074
730 S A .008 A -.008 -.089
731 S A .006 A -.006 -.077
732 S A .008 A -.008 -.089
733 S A .007 A -.007 -.083
734 S A .004 A -.004 -.062
735 S A .000 A .000 -.016
736 S A .022 A -.022 -.151
737 S A .087 A -.087 -.308
738 S A .010 A -.010 -.102
739 S A .000 A .000 -.005
740 S A .045 A -.045 -.217
741 S A .023 A -.023 -.152
742 S A .038 A -.038 -.198
743 S A .001 A -.001 -.034
744 S A .000 A .000 -.004
745 S A .000 A .000 -.002
746 S A .000 A .000 -.006
747 S A .000 A .000 .000
748 S A .020 A -.020 -.144
749 S A .000 A .000 -.001
750 S A .000 A .000 .000
751 S A .000 A .000 -.021
752 S A .013 A -.013 -.115
753 S A .001 A -.001 -.025
754 S A .004 A -.004 -.066
755 S A .008 A -.008 -.091
756 S A .000 A .000 -.003
757 S A .000 A .000 -.013
758 S A .000 A .000 -.002
759 S A .000 A .000 -.014
760 S A .000 A .000 -.003
761 S A .000 A .000 -.003
762 S A .006 A -.006 -.078
763 S A .001 A -.001 -.027
764 S A .162 A -.162 -.440
765 S A .000 A .000 -.015
766 S A .002 A -.002 -.047
767 S A .001 A -.001 -.023
768 S A .001 A -.001 -.024
769 S A .000 A .000 -.018
770 S A .000 A .000 -.014
771 S A .000 A .000 -.002
772 S A .069 A -.069 -.273
773 S A .007 A -.007 -.082
774 S A .012 A -.012 -.111
775 S A .000 A .000 -.003
776 S A .004 A -.004 -.063
777 S A .009 A -.009 -.093
778 S A .013 A -.013 -.116
779 S A .026 A -.026 -.164
780 S A .001 A -.001 -.031
781 S A .000 A .000 -.016
782 S A .009 A -.009 -.096
783 S A .000 A .000 -.001
784 S A .013 A -.013 -.115
785 S A .000 A .000 -.013
786 S A .000 A .000 -.018
787 S A .000 A .000 -.015
788 S A .000 A .000 -.021
789 S A .026 A -.026 -.163
790 S A .000 A .000 -.007
791 S A .002 A -.002 -.043
792 S A .002 A -.002 -.050
793 S A .005 A -.005 -.073
794 S A .000 A .000 -.013
795 S A .039 A -.039 -.201
796 S A .002 A -.002 -.046
797 S A .000 A .000 .000
798 S A .000 A .000 -.017
799 S A .029 A -.029 -.172
800 S A .020 A -.020 -.143
801 S A .000 A .000 -.015
802 S A .000 A .000 -.004
803 S A .000 A .000 -.007
804 S A .012 A -.012 -.110
805 S A .001 A -.001 -.032
806 S A .000 A .000 -.013
807 S A .001 A -.001 -.032
808 S A .032 A -.032 -.182
809 S A .008 A -.008 -.087
810 S A .000 A .000 .000
811 S A .110 A -.110 -.352
812 S A .001 A -.001 -.032
813 S A .000 A .000 -.001
814 S A .000 A .000 -.006
815 S A .000 A .000 -.003
816 S A .000 A .000 -.017
817 S A .000 A .000 .000
818 S A .011 A -.011 -.107
819 S A .000 A .000 -.019
820 S A .000 A .000 -.001
821 S A .004 A -.004 -.060
822 S A .009 A -.009 -.094
823 S A .003 A -.003 -.056
824 S A .114 A -.114 -.358
825 S A .172 A -.172 -.457
826 S A .161 A -.161 -.438
827 S A .000 A .000 -.005
828 S A .005 A -.005 -.069
829 S A .133 A -.133 -.392
830 S A .018 A -.018 -.134
831 S A .083 A -.083 -.300
832 S A .197 A -.197 -.495
833 S A .000 A .000 -.004
834 S A .115 A -.115 -.361
835 S A .000 A .000 -.005
836 S A .001 A -.001 -.026
837 S A .133 A -.133 -.392
838 S A .000 A .000 -.015
839 S A .000 A .000 -.014
840 S A .134 A -.134 -.393
841 S A .167 A -.167 -.448
842 S A .000 A .000 -.018
843 S A .134 A -.134 -.393
844 S A .159 A -.159 -.434
845 S A .013 A -.013 -.114
846 S A .136 A -.136 -.397
847 S A .101 A -.101 -.336
848 S A .185 A -.185 -.477
849 S A .067 A -.067 -.268
850 S A .017 A -.017 -.131
851 S A .000 A .000 -.009
852 S A .005 A -.005 -.067
853 S A .003 A -.003 -.056
854 S A .000 A .000 -.013
855 S A .000 A .000 -.008
856 S A .005 A -.005 -.069
857 S A .003 A -.003 -.056
858 S A .001 A -.001 -.039
859 S A .115 A -.115 -.360
860 S A .009 A -.009 -.096
861 S A .030 A -.030 -.177
862 S A .294 A -.294 -.646
863 S A .001 A -.001 -.031
864 S A .007 A -.007 -.086
865 S A .043 A -.043 -.212
866 S A .011 A -.011 -.105
867 S A .000 A .000 .000
868 S A .186 A -.186 -.479
869 S A .052 A -.052 -.233
870 S A .000 A .000 -.001
871 S A .000 A .000 -.006
872 S A .009 A -.009 -.094
873 S A .009 A -.009 -.094
874 S A .009 A -.009 -.094
875 S A .072 A -.072 -.279
876 S A .072 A -.072 -.279
877 S A .039 A -.039 -.203
878 S A .045 A -.045 -.218
879 S A .072 A -.072 -.279
880 S A .172 A -.172 -.455
881 S A .149 A -.149 -.419
882 S A .012 A -.012 -.110
883 S A .014 A -.014 -.119
884 S A .014 A -.014 -.119
885 S A .014 A -.014 -.119
886 S A .099 A -.099 -.332
887 S A .103 A -.103 -.338
888 S A .103 A -.103 -.338
889 S A .007 A -.007 -.082
890 S A .007 A -.007 -.082
891 S A .009 A -.009 -.094
892 S A .055 A -.055 -.240
893 S A .072 A -.072 -.279
894 S A .039 A -.039 -.203
895 S A .179 A -.179 -.466
896 S A .107 A -.107 -.346
897 S A .013 A -.013 -.113
898 S A .015 A -.015 -.124
899 S A .103 A -.103 -.338
900 S A** .603 P -.603 -1.233
901 S A .004 A -.004 -.060
902 S A .003 A -.003 -.056
903 S A .003 A -.003 -.056
904 S P** .006 A .994 12.524
905 S P** .048 A .952 4.456
906 S P** .485 A .515 1.031
907 S P** .352 A .648 1.358
908 S P** .395 A .605 1.236
909 S P .912 P .088 .310
910 S P .913 P .087 .309
911 S P** .014 A .986 8.245
912 S P .870 P .130 .386
913 S P** .064 A .936 3.826
914 S P .931 P .069 .271
915 S P .913 P .087 .309
916 S P .810 P .190 .484
917 S P .679 P .321 .688
918 S P .736 P .264 .599
919 S P .859 P .141 .405
920 S P** .373 A .627 1.296
921 S P** .046 A .954 4.572
922 S P** .044 A .956 4.671
923 S P** .299 A .701 1.530
924 S P** .288 A .712 1.571
925 S P** .039 A .961 4.995
926 S P** .101 A .899 2.981
927 S P** .015 A .985 8.085
928 S P** .185 A .815 2.098
929 S P** .273 A .727 1.632
930 S P .853 P .147 .414
931 S P** .053 A .947 4.231
932 S P .781 P .219 .529
933 S P .798 P .202 .502
a S = Selected, U = Unselected cases, and ** = Misclassified cases.

ROC Curve

Notes
Output Created 10-FEB-2003 11:14:38
Comments
Input Data C:\My Documents\Alison\SPSS
s.sav
Filter <none>
Weight <none>
Split File <none>
N of Rows in Working Data File 933
Missing Value Handling Definition of Missing User-defined missing values are treated as missing.
Cases Used Statistics are based on all cases with valid data for all variables in the analysis.
Syntax ROC
pre_1 BY status ('Present')
/PLOT = CURVE(REFERENCE)
/CRITERIA = CUTOFF(INCLUDE) TESTPOS(LARGE) DISTRIBUTION(FREE) CI(95)
/MISSING = EXCLUDE .
Resources Elapsed Time 0:00:00.11

Case Processing Summary
STATUS Valid N (listwise)
Positive(a) 30
Negative 902
Missing 1
Larger values of the test result variable(s) indicate stronger evidence for a positive actual state.
a The positive actual state is Present.

Roc curve

Area Under the Curve
Test Result Variable(s): Predicted probability
Area
.954

Logistic Regression

Notes
Output Created 10-FEB-2003 11:15:24
Comments
Input Data C:\My Documents\Alison\SPSS
s.sav
Filter <none>
Weight <none>
Split File <none>
N of Rows in Working Data File 933
Missing Value Handling Definition of Missing User-defined missing values are treated as missing
Syntax LOGISTIC REGRESSION VAR=status
/METHOD=FSTEP(LR) dist_roa dist_wet dist_for dist_non elevatio aspect_t
slope for_perc wet_perc non_perc nwet nnonfor nfor ndist
/SAVE PRED
/CLASSPLOT /CASEWISE
/PRINT=GOODFIT SUMMARY
/CRITERIA PIN(.05) POUT(.10) ITERATE(20) CUT(.5) .
Variables Created or Modified PRE_2 Predicted probability
Resources Elapsed Time 0:00:01.16

Case Processing Summary
Unweighted Cases(a) N Percent
Selected Cases Included in Analysis 932 99.9
Missing Cases 1 .1
Total 933 100.0
Unselected Cases 0 .0
Total 933 100.0
a If weight is in effect, see classification table for the total number of cases.

Dependent Variable Encoding
Original Value Internal Value
Absent 0
Present 1

Block 0: Beginning Block


Classification Table(a,b)

Predicted
STATUS Percentage Correct

Observed Absent Present
Step 0 STATUS Absent 902 0 100.0
Present 30 0 .0
Overall Percentage

96.8
a Constant is included in the model.
b The cut value is .500

Variables in the Equation

B S.E. Wald df Sig. Exp(B)
Step 0 Constant -3.403 .186 336.319 1 .000 .033

Variables not in the Equation(a)

Score df Sig.
Step 0 Variables DIST_ROA 1.931 1 .165
DIST_WET 25.057 1 .000
DIST_FOR 3.004 1 .083
DIST_NON 1.002 1 .317
ELEVATIO 5.719 1 .017
ASPECT_T 2.315 1 .128
SLOPE .832 1 .362
FOR_PERC 10.578 1 .001
WET_PERC 45.974 1 .000
NON_PERC .098 1 .755
NWET 87.870 1 .000
NNONFOR .002 1 .961
NFOR 56.467 1 .000
NDIST 1.589 1 .208
a Residual Chi-Squares are not computed because of redundancies.

Block 1: Method = Forward Stepwise (Likelihood Ratio)

Omnibus Tests of Model Coefficients

Chi-square df Sig.
Step 1 Step 58.510 1 .000
Block 58.510 1 .000
Model 58.510 1 .000
Step 2 Step 9.292 1 .002
Block 67.802 2 .000
Model 67.802 2 .000
Step 3 Step 7.380 1 .007
Block 75.182 3 .000
Model 75.182 3 .000
Step 4 Step 15.451 1 .000
Block 90.633 4 .000
Model 90.633 4 .000
Step 5 Step 4.168 1 .041
Block 94.801 5 .000
Model 94.801 5 .000

Model Summary
Step -2 Log likelihood Cox & Snell R Square Nagelkerke R Square
1 206.682 .061 .246
2 197.390 .070 .283
3 190.010 .077 .313
4 174.559 .093 .374
5 170.391 .097 .391

Hosmer and Lemeshow Test
Step Chi-square df Sig.
1 3.004 3 .391
2 6.070 5 .299
3 4.245 8 .834
4 6.501 8 .591
5 3.857 8 .870


Contingency Table for Hosmer and Lemeshow Test

STATUS = Absent STATUS = Present Total
Observed Expected Observed Expected
Step 1 1 520 518.900 3 4.100 523
2 100 98.970 0 1.030 100
3 92 91.137 1 1.863 93
4 87 89.122 6 3.878 93
5 103 103.871 20 19.129 123
Step 2 1 313 313.622 2 1.378 315
2 95 94.533 0 .467 95
3 101 100.328 0 .672 101
4 92 90.996 0 1.004 92
5 94 92.169 0 1.831 94
6 88 90.426 6 3.574 94
7 119 119.922 22 21.078 141
Step 3 1 95 94.834 0 .166 95
2 92 91.706 0 .294 92
3 91 91.626 1 .374 92
4 94 93.531 0 .469 94
5 93 92.452 0 .548 93
6 92 92.278 1 .722 93
7 92 91.675 1 1.325 93
8 90 91.765 4 2.235 94
9 89 88.383 4 4.617 93
10 74 73.751 19 19.249 93
Step 4 1 93 93.000 0 .000 93
2 93 92.995 0 .005 93
3 93 92.979 0 .021 93
4 93 92.947 0 .053 93
5 92 92.872 1 .128 93
6 93 92.603 0 .397 93
7 92 92.057 1 .943 93
8 91 90.668 2 2.332 93
9 88 87.529 5 5.471 93
10 74 74.346 21 20.654 95
Step 5 1 93 93.000 0 .000 93
2 93 92.999 0 .001 93
3 93 92.996 0 .004 93
4 93 92.981 0 .019 93
5 93 92.930 0 .070 93
6 92 92.727 1 .273 93
7 91 92.072 2 .928 93
8 91 90.758 2 2.242 93
9 89 87.299 4 5.701 93
10 74 74.237 21 20.763 95


Classification Table(a)

Predicted
STATUS Percentage Correct

Observed Absent Present
Step 1 STATUS Absent 899 3 99.7
Present 30 0 .0
Overall Percentage

96.5
Step 2 STATUS Absent 897 5 99.4
Present 30 0 .0
Overall Percentage

96.2
Step 3 STATUS Absent 901 1 99.9
Present 28 2 6.7
Overall Percentage

96.9
Step 4 STATUS Absent 900 2 99.8
Present 27 3 10.0
Overall Percentage

96.9
Step 5 STATUS Absent 902 0 100.0
Present 28 2 6.7
Overall Percentage

97.0
a The cut value is .500

Variables in the Equation

B S.E. Wald df Sig. Exp(B)
Step 1(a) NWET 5.571 .757 54.123 1 .000 262.753
Constant -4.841 .365 175.758 1 .000 .008
Step 2(b) NWET 6.403 .861 55.300 1 .000 603.461
NDIST 5.146 1.449 12.621 1 .000 171.765
Constant -5.427 .460 139.111 1 .000 .004
Step 3(c) ELEVATIO .045 .018 6.501 1 .011 1.046
NWET 8.225 1.150 51.189 1 .000 3731.950
NDIST 4.660 1.517 9.434 1 .002 105.645
Constant -8.199 1.235 44.097 1 .000 .000
Step 4(d) DIST_WET -.017 .006 8.128 1 .004 .983
ELEVATIO .056 .018 9.306 1 .002 1.057
NWET 6.165 1.202 26.287 1 .000 475.570
NDIST 4.495 1.582 8.075 1 .004 89.595
Constant -7.257 1.222 35.295 1 .000 .001
Step 5(e) DIST_WET -.026 .009 8.619 1 .003 .975
ELEVATIO .054 .018 8.471 1 .004 1.055
FOR_PERC 2.018 1.029 3.844 1 .050 7.526
NWET 6.634 1.247 28.301 1 .000 760.395
NDIST 5.812 1.738 11.185 1 .001 334.415
Constant -7.875 1.290 37.244 1 .000 .000
a Variable(s) entered on step 1: NWET.
b Variable(s) entered on step 2: NDIST.
c Variable(s) entered on step 3: ELEVATIO.
d Variable(s) entered on step 4: DIST_WET.
e Variable(s) entered on step 5: FOR_PERC.

Variables not in the Equation(a)

Score df Sig.
Step 1 Variables DIST_ROA .647 1 .421
DIST_WET 6.403 1 .011
DIST_FOR .054 1 .817
DIST_NON 5.947 1 .015
ELEVATIO 8.458 1 .004
ASPECT_T 5.055 1 .025
SLOPE .767 1 .381
FOR_PERC .135 1 .713
WET_PERC .519 1 .471
NON_PERC .426 1 .514
NNONFOR .725 1 .394
NFOR 9.156 1 .002
NDIST 16.228 1 .000
Step 2 Variables DIST_ROA 1.541 1 .214
DIST_WET 6.640 1 .010
DIST_FOR .190 1 .663
DIST_NON 3.557 1 .059
ELEVATIO 6.694 1 .010
ASPECT_T 4.671 1 .031
SLOPE .241 1 .623
FOR_PERC .101 1 .750
WET_PERC .530 1 .467
NON_PERC .245 1 .620
NNONFOR .004 1 .951
NFOR .126 1 .723
Overall Statistics 24.528 12 .017
Step 3 Variables DIST_ROA 1.840 1 .175
DIST_WET 8.546 1 .003
DIST_FOR .012 1 .912
DIST_NON 1.376 1 .241
ASPECT_T 3.617 1 .057
SLOPE .000 1 .993
FOR_PERC .003 1 .955
WET_PERC 3.165 1 .075
NON_PERC .902 1 .342
NNONFOR .198 1 .656
NFOR .061 1 .805
Overall Statistics 18.242 11 .076
Step 4 Variables DIST_ROA 1.555 1 .212
DIST_FOR 1.355 1 .244
DIST_NON 1.275 1 .259
ASPECT_T 3.731 1 .053
SLOPE .009 1 .926
FOR_PERC 4.048 1 .044
WET_PERC 1.894 1 .169
NON_PERC .098 1 .754
NNONFOR .131 1 .717
NFOR .123 1 .726
Overall Statistics 9.255 10 .508
Step 5 Variables DIST_ROA 1.258 1 .262
DIST_FOR .003 1 .955
DIST_NON 1.235 1 .267
ASPECT_T 2.967 1 .085
SLOPE .032 1 .859
WET_PERC .045 1 .832
NON_PERC .004 1 .952
NNONFOR .021 1 .885
NFOR .001 1 .977
Overall Statistics 5.184 9 .818
a Residual Chi-Squares are not computed because of redundancies.



Step Summary(a,b)

Improvement Model Correct Class % Variable
Step Chi-square df Sig. Chi-square df Sig.
1 58.510 1 .000 58.510 1 .000 96.5% IN: NWET
2 9.292 1 .002 67.802 2 .000 96.2% IN: NDIST
3 7.380 1 .007 75.182 3 .000 96.9% IN: ELEVATIO
4 15.451 1 .000 90.633 4 .000 96.9% IN: DIST_WET
5 4.168 1 .041 94.801 5 .000 97.0% IN: FOR_PERC
a No more variables can be deleted from or added to the current model.
b End block: 1

             Step number: 1

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óAA                                                          ó
         óAAAA                                                        ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 2

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óAA                                                          ó
         óAAAA                                                        ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 3

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óAP                                                          ó
         óAA                                                          ó
         óAAAP                                                        ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 4

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óA                                                           ó
         óAAAA                                                        ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.





             Step number: 5

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        óA                                                           ó
R    600 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    400 ôA                                                           ô
N        óA                                                           ó
C        óA                                                           ó
Y        óA                                                           ó
     200 ôA                                                           ô
         óA                                                           ó
         óA                                                           ó
         óAAA                                                         ó
Predicted òòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòôòòòòòòòòòòòòòòò
  Prob:   0            .25            .5             .75             1
  Group:  AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPP

          Predicted Probability is of Membership for Present
          The Cut Value is .50
          Symbols: A - Absent
                   P - Present
          Each Symbol Represents 50 Cases.




Casewise List

Selected Status(a) Observed Predicted Predicted Group Temporary Variable
Case STATUS Resid ZResid
1 S A .063 A -.063 -.259
2 S A .210 A -.210 -.516
3 S A .145 A -.145 -.411
4 S A .475 A -.475 -.951
5 S A .000 A .000 -.002
6 S A .000 A .000 -.012
7 S A .000 A .000 -.012
8 S A .000 A .000 -.012
9 S A .041 A -.041 -.206
10 S A .085 A -.085 -.305
11 S A .000 A .000 -.012
12 S A .000 A .000 -.012
13 S A .000 A .000 .000
14 S A .000 A .000 -.001
15 S A .045 A -.045 -.217
16 S A .028 A -.028 -.171
17 S A .000 A .000 -.007
18 S A .000 A .000 -.018
19 S A .001 A -.001 -.034
20 S A .000 A .000 -.004
21 S A .000 A .000 -.003
22 S A .010 A -.010 -.103
23 S A .000 A .000 -.009
24 S A .000 A .000 -.006
25 S A .000 A .000 -.005
26 S A .000 A .000 -.018
27 S A .012 A -.012 -.112
28 S A .000 A .000 -.012
29 S A .000 A .000 -.004
30 S A .000 A .000 -.015
31 S A .003 A -.003 -.056
32 S A .000 A .000 -.008
33 S A .000 A .000 .000
34 S A .000 A .000 .000
35 S A .005 A -.005 -.069
36 S A .025 A -.025 -.160
37 S A .002 A -.002 -.042
38 S A .000 A .000 -.004
39 S A .001 A -.001 -.035
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719 S A .245 A -.245 -.569
720 S A .138 A -.138 -.400
721 S A .019 A -.019 -.138
722 S A .000 A .000 -.017
723 S A .001 A -.001 -.024
724 S A .006 A -.006 -.080
725 S A .000 A .000 -.002
726 S A .010 A -.010 -.100
727 S A .000 A .000 -.008
728 S A .000 A .000 .000
729 S A .004 A -.004 -.062
730 S A .001 A -.001 -.027
731 S A .000 A .000 -.011
732 S A .020 A -.020 -.143
733 S A .001 A -.001 -.035
734 S A .009 A -.009 -.093
735 S A .000 A .000 -.008
736 S A .062 A -.062 -.258
737 S A .171 A -.171 -.454
738 S A .060 A -.060 -.252
739 S A .000 A .000 -.019
740 S A .003 A -.003 -.055
741 S A .003 A -.003 -.058
742 S A .064 A -.064 -.262
743 S A .017 A -.017 -.133
744 S A .001 A -.001 -.037
745 S A .000 A .000 -.006
746 S A .000 A .000 -.002
747 S A .000 A .000 .000
748 S A .076 A -.076 -.287
749 S A .000 A .000 .000
750 S A .000 A .000 -.002
751 S A .001 A -.001 -.033
752 S A .102 A -.102 -.338
753 S A .023 A -.023 -.152
754 S A .004 A -.004 -.065
755 S A .000 A .000 -.003
756 S A .000 A .000 -.003
757 S A .000 A .000 -.005
758 S A .000 A .000 .000
759 S A .000 A .000 -.003
760 S A .006 A -.006 -.077
761 S A .001 A -.001 -.036
762 S A .084 A -.084 -.304
763 S A .036 A -.036 -.194
764 S A .015 A -.015 -.124
765 S A .001 A -.001 -.032
766 S A .001 A -.001 -.025
767 S A .004 A -.004 -.062
768 S A .001 A -.001 -.038
769 S A .000 A .000 -.001
770 S A .001 A -.001 -.023
771 S A .004 A -.004 -.062
772 S A .020 A -.020 -.143
773 S A .000 A .000 -.004
774 S A .002 A -.002 -.039
775 S A .000 A .000 -.021
776 S A .000 A .000 -.004
777 S A .002 A -.002 -.043
778 S A .030 A -.030 -.175
779 S A .012 A -.012 -.108
780 S A .000 A .000 -.020
781 S A .000 A .000 -.012
782 S A .009 A -.009 -.096
783 S A .000 A .000 -.008
784 S A .090 A -.090 -.315
785 S A .005 A -.005 -.073
786 S A .007 A -.007 -.084
787 S A .000 A .000 -.007
788 S A .000 A .000 -.007
789 S A .110 A -.110 -.352
790 S A .002 A -.002 -.047
791 S A .000 A .000 -.003
792 S A .000 A .000 -.019
793 S A .000 A .000 -.005
794 S A .000 A .000 -.017
795 S A .068 A -.068 -.269
796 S A .000 A .000 -.014
797 S A .000 A .000 -.001
798 S A .000 A .000 -.019
799 S A .005 A -.005 -.072
800 S A .079 A -.079 -.292
801 S A .000 A .000 -.006
802 S A .005 A -.005 -.070
803 S A .007 A -.007 -.083
804 S A .017 A -.017 -.133
805 S A .003 A -.003 -.051
806 S A .000 A .000 .000
807 S A .322 A -.322 -.689
808 S A .138 A -.138 -.401
809 S A .000 A .000 .000
810 S A .000 A .000 -.002
811 S A .044 A -.044 -.215
812 S A .017 A -.017 -.132
813 S A .000 A .000 -.014
814 S A .019 A -.019 -.139
815 S A .000 A .000 -.005
816 S A .013 A -.013 -.115
817 S A .000 A .000 -.014
818 S A .013 A -.013 -.116
819 S A .017 A -.017 -.130
820 S A .001 A -.001 -.026
821 S A .003 A -.003 -.056
822 S A .014 A -.014 -.119
823 S A .003 A -.003 -.056
824 S A .094 A -.094 -.322
825 S A .109 A -.109 -.349
826 S A .096 A -.096 -.327
827 S A .000 A .000 -.002
828 S A .015 A -.015 -.124
829 S A .351 A -.351 -.736
830 S A .037 A -.037 -.196
831 S A .026 A -.026 -.164
832 S A .210 A -.210 -.516
833 S A .013 A -.013 -.114
834 S A .187 A -.187 -.480
835 S A .057 A -.057 -.246
836 S A .020 A -.020 -.143
837 S A .055 A -.055 -.241
838 S A .042 A -.042 -.209
839 S A .029 A -.029 -.173
840 S A .022 A -.022 -.150
841 S A .117 A -.117 -.365
842 S A .044 A -.044 -.214
843 S A .022 A -.022 -.149
844 S A .219 A -.219 -.530
845 S A .012 A -.012 -.109
846 S A .116 A -.116 -.362
847 S A .349 A -.349 -.732
848 S A .201 A -.201 -.502
849 S A .022 A -.022 -.150
850 S A .007 A -.007 -.083
851 S A .162 A -.162 -.440
852 S A .000 A .000 -.010
853 S A .003 A -.003 -.057
854 S A .000 A .000 -.002
855 S A .000 A .000 -.003
856 S A .014 A -.014 -.121
857 S A .003 A -.003 -.057
858 S A .001 A -.001 -.027
859 S A .035 A -.035 -.191
860 S A .000 A .000 .000
861 S A .042 A -.042 -.210
862 S A .043 A -.043 -.213
863 S A .000 A .000 -.011
864 S A .081 A -.081 -.297
865 S A .083 A -.083 -.302
866 S A .005 A -.005 -.068
867 S A .000 A .000 .000
868 S A .014 A -.014 -.118
869 S A .017 A -.017 -.132
870 S A .012 A -.012 -.112
871 S A .001 A -.001 -.026
872 S A .000 A .000 -.015
873 S A .000 A .000 -.015
874 S A .000 A .000 -.015
875 S A .014 A -.014 -.119
876 S A .014 A -.014 -.118
877 S A .011 A -.011 -.104
878 S A .008 A -.008 -.092
879 S A .014 A -.014 -.119
880 S A .242 A -.242 -.565
881 S A .164 A -.164 -.443
882 S A .017 A -.017 -.132
883 S A .015 A -.015 -.124
884 S A .015 A -.015 -.124
885 S A .016 A -.016 -.127
886 S A .118 A -.118 -.366
887 S A .101 A -.101 -.335
888 S A .099 A -.099 -.331
889 S A .000 A .000 -.013
890 S A .000 A .000 -.009
891 S A .000 A .000 -.015
892 S A .016 A -.016 -.129
893 S A .014 A -.014 -.118
894 S A .011 A -.011 -.104
895 S A .139 A -.139 -.402
896 S A .097 A -.097 -.327
897 S A .018 A -.018 -.136
898 S A .017 A -.017 -.130
899 S A .100 A -.100 -.333
900 S A .268 A -.268 -.605
901 S A .003 A -.003 -.055
902 S A .003 A -.003 -.057
903 S A .003 A -.003 -.057
904 S P** .036 A .964 5.203
905 S P** .062 A .938 3.896
906 S P** .441 A .559 1.126
907 S P** .192 A .808 2.053
908 S P** .247 A .753 1.747
909 S P** .406 A .594 1.209
910 S P .764 P .236 .555
911 S P** .011 A .989 9.302
912 S P** .165 A .835 2.250
913 S P** .051 A .949 4.315
914 S P** .449 A .551 1.107
915 S P .751 P .249 .576
916 S P** .326 A .674 1.436
917 S P** .148 A .852 2.397
918 S P** .495 A .505 1.009
919 S P** .320 A .680 1.457
920 S P** .338 A .662 1.399
921 S P** .230 A .770 1.832
922 S P** .087 A .913 3.248
923 S P** .035 A .965 5.265
924 S P** .277 A .723 1.617
925 S P** .013 A .987 8.571
926 S P** .041 A .959 4.815
927 S P** .002 A .998 23.917
928 S P** .114 A .886 2.786
929 S P** .154 A .846 2.347
930 S P** .436 A .564 1.136
931 S P** .169 A .831 2.214
932 S P** .132 A .868 2.561
933 S P** .218 A .782 1.894
a S = Selected, U = Unselected cases, and ** = Misclassified cases.

ROC Curve

Notes
Output Created 10-FEB-2003 11:16:10
Comments
Input Data C:\My Documents\Alison\SPSS
s.sav
Filter <none>
Weight <none>
Split File <none>
N of Rows in Working Data File 933
Missing Value Handling Definition of Missing User-defined missing values are treated as missing.
Cases Used Statistics are based on all cases with valid data for all variables in the analysis.
Syntax ROC
pre_2 BY status ('Present')
/PLOT = CURVE(REFERENCE)
/CRITERIA = CUTOFF(INCLUDE) TESTPOS(LARGE) DISTRIBUTION(FREE) CI(95)
/MISSING = EXCLUDE .
Resources Elapsed Time 0:00:00.11

Case Processing Summary
STATUS Valid N (listwise)
Positive(a) 30
Negative 902
Missing 1
Larger values of the test result variable(s) indicate stronger evidence for a positive actual state.
a The positive actual state is Present.

Roc curve

Area Under the Curve
Test Result Variable(s): Predicted probability
Area
.919

Discriminant

Notes
Output Created 10-FEB-2003 11:17:23
Comments
Input Data C:\My Documents\Alison\SPSS
s.sav
Filter <none>
Weight <none>
Split File <none>
N of Rows in Working Data File 933
Missing Value Handling Definition of Missing User-defined missing values are treated as missing in the analysis phase.
Cases Used In the analysis phase, cases with no user- or system-missing values for any predictor variable are used. Cases with user-, system-missing, or out-of-range values for the grouping variable are always excluded.
Syntax DISCRIMINANT
/GROUPS=status_n(0 1)
/VARIABLES=dist_roa dist_wet dist_for dist_non elevatio aspect_t slope
for_perc wet_perc non_perc tc_dist so_dist rv_dist rclam_di rcat_dis pc_dist
nv_dist hc_dist bf_dist am_dist ac_dist nwet nnonfor nfor ndist
/ANALYSIS ALL
/SAVE=SCORES PROBS
/METHOD=WILKS
/PIN= .05
/POUT= .10
/PRIORS EQUAL
/HISTORY
/STATISTICS=MEAN STDDEV UNIVF TABLE CROSSVALID
/CLASSIFY=NONMISSING POOLED .
Variables Created or Modified DIS1_1 Discriminant Scores from Function 1 for Analysis 1
DIS1_2 Probabilities of Membership in Group 0 for Analysis 1
DIS2_2 Probabilities of Membership in Group 1 for Analysis 1
Number of unweighted cases written to the working file after classification 933
Resources Elapsed Time 0:00:00.44

Analysis Case Processing Summary
Unweighted Cases N Percent
Valid 932 99.9
Excluded Missing or out-of-range group codes 0 .0
At least one missing discriminating variable 1 .1
Both missing or out-of-range group codes and at least one missing discriminating variable 0 .0
Total 1 .1
Total 933 100.0



Group Statistics

Mean Std. Deviation Valid N (listwise)
STATUS_N Unweighted Weighted
0 Dist_Road 71.072062 109.8869276 902 902.000
DIST_WET 186.600887 185.0839217 902 902.000
DIST_FOR 27.146341 37.4373421 902 902.000
Dist_NonFo 382.156319 330.2792733 902 902.000
Elevation 54.015521 14.7063669 902 902.000
Aspect_Transf .038746 .6639974 902 902.000
SLOPE 3.664047 2.3350530 902 902.000
%For .542081 .3889858 902 902.000
%Wet .176868 .3053256 902 902.000
%NonFor .059964 .1739867 902 902.000
TC_DIST 1033.595344 726.2715431 902 902.000
SO_DIST 1782.950111 1357.5122481 902 902.000
RV_DIST 1660.934590 1280.9731496 902 902.000
RCLAM_Dist 469.547672 449.8575523 902 902.000
RCAT_Dist 838.900222 686.4600398 902 902.000
PC_DIST 1027.313747 860.3648919 902 902.000
NV_DIST 530.891353 464.8788695 902 902.000
HC_DIST 388.952328 378.9293770 902 902.000
BF_DIST 979.420177 723.1995761 902 902.000
AM_DIST 405.882483 537.7716711 902 902.000
AC_DIST 539.294900 522.0497716 902 902.000
NWET .111563 .1829287 902 902.000
NNONFOR .032162 .0916762 902 902.000
NFOR .768038 .2477065 902 902.000
NDIST .049146 .1084757 902 902.000
1 Dist_Road 99.400000 107.8749595 30 30.000
DIST_WET 15.133333 34.9913618 30 30.000
DIST_FOR 39.166667 34.2768479 30 30.000
Dist_NonFo 321.233333 254.2119240 30 30.000
Elevation 47.500000 13.0588852 30 30.000
Aspect_Transf -.148058 .5777182 30 30.000
SLOPE 3.268333 2.4894717 30 30.000
%For .308379 .2509726 30 30.000
%Wet .568831 .2602015 30 30.000
%NonFor .049966 .1191666 30 30.000
TC_DIST 863.966667 789.7069943 30 30.000
SO_DIST 652.366667 964.2553133 30 30.000
RV_DIST 476.566667 752.9043848 30 30.000
RCLAM_Dist 123.800000 273.1199560 30 30.000
RCAT_Dist 362.100000 543.7838281 30 30.000
PC_DIST 1181.800000 641.1530776 30 30.000
NV_DIST 203.833333 278.5761932 30 30.000
HC_DIST 255.566667 256.7835105 30 30.000
BF_DIST 625.766667 659.9414647 30 30.000
AM_DIST 631.400000 325.7120158 30 30.000
AC_DIST 89.566667 167.8407873 30 30.000
NWET .448000 .2210851 30 30.000
NNONFOR .031333 .0608409 30 30.000
NFOR .413333 .2172450 30 30.000
NDIST .074667 .1272178 30 30.000
Total Dist_Road 71.983906 109.8796860 932 932.000
DIST_WET 181.081545 184.6815060 932 932.000
DIST_FOR 27.533262 37.3830862 932 932.000
Dist_NonFo 380.195279 328.1738269 932 932.000
Elevation 53.805794 14.6950326 932 932.000
Aspect_Transf .032733 .6619442 932 932.000
SLOPE 3.651309 2.3398088 932 932.000
%For .534558 .3874268 932 932.000
%Wet .189485 .3116408 932 932.000
%NonFor .059642 .1724569 932 932.000
TC_DIST 1028.135193 728.5579366 932 932.000
SO_DIST 1746.557940 1360.9856517 932 932.000
RV_DIST 1622.811159 1284.2975581 932 932.000
RCLAM_Dist 458.418455 449.3354143 932 932.000
RCAT_Dist 823.552575 687.2725249 932 932.000
PC_DIST 1032.286481 854.3559798 932 932.000
NV_DIST 520.363734 463.5749211 932 932.000
HC_DIST 384.658798 376.2570474 932 932.000
BF_DIST 968.036481 723.6234673 932 932.000
AM_DIST 413.141631 533.6385100 932 932.000
AC_DIST 524.818670 520.5180044 932 932.000
NWET .122393 .1934868 932 932.000
NNONFOR .032135 .0908242 932 932.000
NFOR .756620 .2545096 932 932.000
NDIST .049968 .1091432 932 932.000

Tests of Equality of Group Means

Wilks' Lambda F df1 df2 Sig.
Dist_Road .998 1.932 1 930 .165
DIST_WET .973 25.692 1 930 .000
DIST_FOR .997 3.008 1 930 .083
Dist_NonFo .999 1.001 1 930 .317
Elevation .994 5.737 1 930 .017
Aspect_Transf .998 2.316 1 930 .128
SLOPE .999 .830 1 930 .362
%For .989 10.674 1 930 .001
%Wet .951 48.261 1 930 .000
%NonFor 1.000 .097 1 930 .755
TC_DIST .998 1.575 1 930 .210
SO_DIST .978 20.455 1 930 .000
RV_DIST .973 25.337 1 930 .000
RCLAM_Dist .982 17.495 1 930 .000
RCAT_Dist .985 14.172 1 930 .000
PC_DIST .999 .949 1 930 .330
NV_DIST .984 14.664 1 930 .000
HC_DIST .996 3.659 1 930 .056
BF_DIST .993 6.979 1 930 .008
AM_DIST .994 5.209 1 930 .023
AC_DIST .977 22.167 1 930 .000
NWET .906 96.819 1 930 .000
NNONFOR 1.000 .002 1 930 .961
NFOR .939 59.966 1 930 .000
NDIST .998 1.588 1 930 .208

Analysis 1

Stepwise Statistics






Variables Entered/Removed(a,b,c,d)

Entered Wilks' Lambda
Statistic df1 df2 df3 Exact F
Step Statistic df1 df2 Sig.
1 NWET .906 1 1 930.000 96.819 1 930.000 .000
2 NV_DIST .889 2 1 930.000 58.269 2 929.000 .000
3 SO_DIST .875 3 1 930.000 44.129 3 928.000 .000
4 Aspect_Transf .868 4 1 930.000 35.261 4 927.000 .000
5 AM_DIST .862 5 1 930.000 29.540 5 926.000 .000
6 HC_DIST .858 6 1 930.000 25.616 6 925.000 .000
7 NDIST .854 7 1 930.000 22.653 7 924.000 .000
At each step, the variable that minimizes the overall Wilks' Lambda is entered.
a Maximum number of steps is 50.
b Maximum significance of F to enter is .05.
c Minimum significance of F to remove is .10.
d F level, tolerance, or VIN insufficient for further computation.

Variables in the Analysis
Step Tolerance Sig. of F to Remove Wilks' Lambda
1 NWET 1.000 .000
2 NWET .996 .000 .984
NV_DIST .996 .000 .906
3 NWET .995 .000 .965
NV_DIST .993 .000 .890
SO_DIST .996 .000 .889
4 NWET .983 .000 .962
NV_DIST .986 .000 .884
SO_DIST .996 .000 .881
Aspect_Transf .981 .006 .875
5 NWET .974 .000 .950
NV_DIST .857 .000 .884
SO_DIST .992 .000 .874
Aspect_Transf .973 .012 .868
AM_DIST .847 .015 .868
6 NWET .972 .000 .945
NV_DIST .836 .000 .875
SO_DIST .984 .000 .871
Aspect_Transf .973 .011 .863
AM_DIST .832 .007 .864
HC_DIST .925 .021 .862
7 NWET .943 .000 .945
NV_DIST .834 .000 .872
SO_DIST .937 .002 .863
Aspect_Transf .973 .011 .859
AM_DIST .832 .007 .860
HC_DIST .925 .021 .858
NDIST .925 .038 .858

Variables Not in the Analysis
Step Tolerance Min. Tolerance Sig. of F to Enter Wilks' Lambda
0 Dist_Road 1.000 1.000 .165 .998
DIST_WET 1.000 1.000 .000 .973
DIST_FOR 1.000 1.000 .083 .997
Dist_NonFo 1.000 1.000 .317 .999
Elevation 1.000 1.000 .017 .994
Aspect_Transf 1.000 1.000 .128 .998
SLOPE 1.000 1.000 .362 .999
%For 1.000 1.000 .001 .989
%Wet 1.000 1.000 .000 .951
%NonFor 1.000 1.000 .755 1.000
TC_DIST 1.000 1.000 .210 .998
SO_DIST 1.000 1.000 .000 .978
RV_DIST 1.000 1.000 .000 .973
RCLAM_Dist 1.000 1.000 .000 .982
RCAT_Dist 1.000 1.000 .000 .985
PC_DIST 1.000 1.000 .330 .999
NV_DIST 1.000 1.000 .000 .984
HC_DIST 1.000 1.000 .056 .996
BF_DIST 1.000 1.000 .008 .993
AM_DIST 1.000 1.000 .023 .994
AC_DIST 1.000 1.000 .000 .977
NWET 1.000 1.000 .000 .906
NNONFOR 1.000 1.000 .961 1.000
NFOR 1.000 1.000 .000 .939
NDIST 1.000 1.000 .208 .998
1 Dist_Road .999 .999 .328 .905
DIST_WET .761 .761 .782 .906
DIST_FOR .985 .985 .605 .905
Dist_NonFo .987 .987 .043 .902
Elevation .704 .704 .001 .895
Aspect_Transf .989 .989 .014 .900
SLOPE .997 .997 .166 .904
%For .904 .904 .825 .906
%Wet .533 .533 .774 .906
%NonFor .995 .995 .726 .906
TC_DIST .999 .999 .399 .905
SO_DIST .999 .999 .000 .890
RV_DIST .980 .980 .000 .894
RCLAM_Dist .969 .969 .018 .900
RCAT_Dist .999 .999 .001 .895
PC_DIST .995 .995 .116 .903
NV_DIST .996 .996 .000 .889
HC_DIST .996 .996 .015 .900
BF_DIST 1.000 1.000 .013 .900
AM_DIST .989 .989 .224 .904
AC_DIST .975 .975 .002 .897
NNONFOR .996 .996 .572 .905
NFOR .607 .607 .055 .902
NDIST .974 .974 .006 .898
2 Dist_Road .969 .966 .086 .886
DIST_WET .753 .752 .880 .889
DIST_FOR .979 .979 .400 .888
Dist_NonFo .987 .983 .036 .884
Elevation .703 .703 .002 .879
Aspect_Transf .981 .981 .005 .881
SLOPE .995 .993 .119 .886
%For .903 .902 .729 .888
%Wet .532 .530 .878 .889
%NonFor .994 .991 .643 .888
TC_DIST .971 .969 .887 .889
SO_DIST .996 .993 .000 .875
RV_DIST .945 .945 .007 .881
RCLAM_Dist .787 .787 .555 .888
RCAT_Dist .866 .864 .062 .885
PC_DIST .934 .934 .008 .882
HC_DIST .951 .951 .117 .886
BF_DIST .997 .993 .025 .884
AM_DIST .858 .858 .003 .880
AC_DIST .943 .943 .022 .884
NNONFOR .984 .984 .308 .888
NFOR .606 .606 .040 .885
NDIST .973 .969 .004 .881
3 Dist_Road .969 .963 .094 .873
DIST_WET .739 .739 .509 .875
DIST_FOR .978 .978 .486 .875
Dist_NonFo .981 .981 .070 .872
Elevation .604 .604 .058 .872
Aspect_Transf .981 .981 .006 .868
SLOPE .995 .991 .125 .873
%For .902 .902 .842 .875
%Wet .530 .530 .923 .875
%NonFor .988 .988 .878 .875
TC_DIST .951 .951 .489 .875
RV_DIST .822 .822 .146 .873
RCLAM_Dist .787 .787 .608 .875
RCAT_Dist .590 .590 .758 .875
PC_DIST .890 .890 .060 .872
HC_DIST .942 .942 .055 .872
BF_DIST .943 .942 .163 .873
AM_DIST .854 .854 .007 .868
AC_DIST .936 .936 .052 .872
NNONFOR .972 .972 .551 .875
NFOR .562 .562 .283 .874
NDIST .925 .925 .039 .871
4 Dist_Road .967 .958 .121 .866
DIST_WET .739 .739 .520 .868
DIST_FOR .978 .970 .492 .867
Dist_NonFo .979 .970 .097 .865
Elevation .602 .602 .083 .865
SLOPE .992 .978 .171 .866
%For .902 .890 .881 .868
%Wet .530 .526 .916 .868
%NonFor .986 .978 .975 .868
TC_DIST .951 .951 .505 .868
RV_DIST .821 .821 .181 .866
RCLAM_Dist .785 .785 .706 .868
RCAT_Dist .589 .589 .834 .868
PC_DIST .890 .890 .058 .865
HC_DIST .942 .941 .050 .864
BF_DIST .942 .942 .187 .866
AM_DIST .847 .847 .015 .862
AC_DIST .936 .936 .057 .865
NNONFOR .970 .970 .632 .868
NFOR .562 .562 .314 .867
NDIST .925 .925 .039 .864
5 Dist_Road .926 .811 .286 .861
DIST_WET .726 .726 .333 .862
DIST_FOR .977 .846 .555 .862
Dist_NonFo .978 .846 .082 .860
Elevation .595 .595 .045 .859
SLOPE .991 .847 .160 .861
%For .895 .841 .957 .862
%Wet .516 .516 .611 .862
%NonFor .986 .847 .998 .862
TC_DIST .950 .830 .560 .862
RV_DIST .816 .816 .127 .860
RCLAM_Dist .785 .712 .706 .862
RCAT_Dist .585 .585 .685 .862
PC_DIST .853 .811 .155 .861
HC_DIST .925 .832 .021 .858
BF_DIST .937 .842 .132 .860
AC_DIST .935 .836 .049 .859
NNONFOR .970 .847 .612 .862
NFOR .561 .561 .272 .861
NDIST .925 .847 .039 .858
6 Dist_Road .923 .799 .238 .856
DIST_WET .721 .721 .442 .857
DIST_FOR .976 .831 .542 .857
Dist_NonFo .972 .831 .119 .855
Elevation .593 .593 .064 .854
SLOPE .991 .831 .148 .856
%For .893 .825 .854 .857
%Wet .516 .516 .609 .857
%NonFor .983 .832 .897 .857
TC_DIST .948 .809 .501 .857
RV_DIST .809 .809 .189 .856
RCLAM_Dist .762 .709 .986 .858
RCAT_Dist .572 .572 .444 .857
PC_DIST .853 .798 .147 .856
BF_DIST .870 .830 .355 .857
AC_DIST .897 .823 .126 .855
NNONFOR .970 .827 .593 .857
NFOR .561 .561 .283 .856
NDIST .925 .832 .038 .854
7 Dist_Road .902 .798 .131 .851
DIST_WET .719 .719 .387 .853
DIST_FOR .934 .830 .856 .853
Dist_NonFo .900 .831 .302 .853
Elevation .577 .577 .125 .851
SLOPE .964 .831 .265 .852
%For .840 .824 .481 .853
%Wet .516 .516 .608 .853
%NonFor .832 .784 .459 .853
TC_DIST .922 .809 .303 .853
RV_DIST .792 .792 .306 .853
RCLAM_Dist .757 .709 .876 .854
RCAT_Dist .572 .572 .455 .853
PC_DIST .835 .797 .247 .852
BF_DIST .869 .830 .398 .853
AC_DIST .893 .821 .167 .852
NNONFOR .839 .800 .806 .853
NFOR .216 .216 .373 .853






Wilks' Lambda

Number of Variables Lambda df1 df2 df3 Exact F
Step Statistic df1 df2 Sig.
1 1 .906 1 1 930 96.819 1 930.000 .000
2 2 .889 2 1 930 58.269 2 929.000 .000
3 3 .875 3 1 930 44.129 3 928.000 .000
4 4 .868 4 1 930 35.261 4 927.000 .000
5 5 .862 5 1 930 29.540 5 926.000 .000
6 6 .858 6 1 930 25.616 6 925.000 .000
7 7 .854 7 1 930 22.653 7 924.000 .000

Summary of Canonical Discriminant Functions

Eigenvalues
Function Eigenvalue % of Variance Cumulative % Canonical Correlation
1 .172(a) 100.0 100.0 .383
a First 1 canonical discriminant functions were used in the analysis.

Wilks' Lambda
Test of Function(s) Wilks' Lambda Chi-square df Sig.
1 .854 146.742 7 .000

Standardized Canonical Discriminant Function Coefficients

Function
1
Aspect_Transf -.220
SO_DIST -.281
NV_DIST -.412
HC_DIST -.206
AM_DIST .254
NWET .838
NDIST .185

Structure Matrix

Function
1
NWET .779
NFOR(a) -.649
%Wet(a) .582
DIST_WET(a) -.464
SO_DIST -.358
RCAT_Dist(a) -.347
RV_DIST(a) -.320
RCLAM_Dist(a) -.319
%For(a) -.314
NV_DIST -.303
Elevation(a) -.290
AC_DIST(a) -.260
AM_DIST .181
HC_DIST -.151
BF_DIST(a) -.141
DIST_FOR(a) .122
Aspect_Transf -.120
NDIST .100
%NonFor(a) .033
SLOPE(a) .022
NNONFOR(a) .015
TC_DIST(a) -.014
PC_DIST(a) -.014
Dist_Road(a) -.013
Dist_NonFo(a) .005
Pooled within-groups correlations between discriminating variables and standardized canonical discriminant functions
Variables ordered by absolute size of correlation within function.
a This variable not used in the analysis.

Functions at Group Centroids

Function
STATUS_N 1
0 -7.547E-02
1 2.269
Unstandardized canonical discriminant functions evaluated at group means

Classification Statistics

Classification Processing Summary
Processed 933
Excluded Missing or out-of-range group codes 0
At least one missing discriminating variable 1
Used in Output 932


Prior Probabilities for Groups

Prior Cases Used in Analysis
STATUS_N Unweighted Weighted
0 .500 902 902.000
1 .500 30 30.000
Total 1.000 932 932.000


Classification Results(b,c)

Predicted Group Membership Total

STATUS_N 0 1
Original Count 0 779 123 902
1 6 24 30
% 0 86.4 13.6 100.0
1 20.0 80.0 100.0
Cross-validated(a) Count 0 779 123 902
1 6 24 30
% 0 86.4 13.6 100.0
1 20.0 80.0 100.0
a Cross validation is done only for those cases in the analysis. In cross validation, each case is classified by the functions derived from all cases other than that case.
b 86.2% of original grouped cases correctly classified.
c 86.2% of cross-validated grouped cases correctly classified.

ROC Curve

Notes
Output Created 10-FEB-2003 11:18:06
Comments
Input Data C:\My Documents\Alison\SPSS
s.sav
Filter <none>
Weight <none>
Split File <none>
N of Rows in Working Data File 933
Missing Value Handling Definition of Missing User-defined missing values are treated as missing.
Cases Used Statistics are based on all cases with valid data for all variables in the analysis.
Syntax ROC
dis1_1 BY status ('Present')
/PLOT = CURVE(REFERENCE)
/CRITERIA = CUTOFF(INCLUDE) TESTPOS(LARGE) DISTRIBUTION(FREE) CI(95)
/MISSING = EXCLUDE .
Resources Elapsed Time 0:00:00.11

Case Processing Summary
STATUS Valid N (listwise)
Positive(a) 30
Negative 902
Missing 1
Larger values of the test result variable(s) indicate stronger evidence for a positive actual state.
a The positive actual state is Present.

Roc curve

Area Under the Curve
Test Result Variable(s): Discriminant Scores from Function 1 for Analysis 1
Area
.929

Discriminant

Notes
Output Created 10-FEB-2003 11:18:28
Comments
Input Data C:\My Documents\Alison\SPSS
s.sav
Filter <none>
Weight <none>
Split File <none>
N of Rows in Working Data File 933
Missing Value Handling Definition of Missing User-defined missing values are treated as missing in the analysis phase.
Cases Used In the analysis phase, cases with no user- or system-missing values for any predictor variable are used. Cases with user-, system-missing, or out-of-range values for the grouping variable are always excluded.
Syntax DISCRIMINANT
/GROUPS=status_n(0 1)
/VARIABLES=dist_roa dist_wet dist_for dist_non elevatio aspect_t slope
for_perc wet_perc non_perc nwet nnonfor nfor ndist
/ANALYSIS ALL
/SAVE=SCORES PROBS
/METHOD=WILKS
/PIN= .05
/POUT= .10
/PRIORS EQUAL
/HISTORY
/STATISTICS=MEAN STDDEV UNIVF TABLE CROSSVALID
/CLASSIFY=NONMISSING POOLED .
Variables Created or Modified DIS1_3 Discriminant Scores from Function 1 for Analysis 1
DIS1_4 Probabilities of Membership in Group 0 for Analysis 1
DIS2_4 Probabilities of Membership in Group 1 for Analysis 1
Number of unweighted cases written to the working file after classification 933
Resources Elapsed Time 0:00:00.28

Analysis Case Processing Summary
Unweighted Cases N Percent
Valid 932 99.9
Excluded Missing or out-of-range group codes 0 .0
At least one missing discriminating variable 1 .1
Both missing or out-of-range group codes and at least one missing discriminating variable 0 .0
Total 1 .1
Total 933 100.0



Group Statistics

Mean Std. Deviation Valid N (listwise)
STATUS_N Unweighted Weighted
0 Dist_Road 71.072062 109.8869276 902 902.000
DIST_WET 186.600887 185.0839217 902 902.000
DIST_FOR 27.146341 37.4373421 902 902.000
Dist_NonFo 382.156319 330.2792733 902 902.000
Elevation 54.015521 14.7063669 902 902.000
Aspect_Transf .038746 .6639974 902 902.000
SLOPE 3.664047 2.3350530 902 902.000
%For .542081 .3889858 902 902.000
%Wet .176868 .3053256 902 902.000
%NonFor .059964 .1739867 902 902.000
NWET .111563 .1829287 902 902.000
NNONFOR .032162 .0916762 902 902.000
NFOR .768038 .2477065 902 902.000
NDIST .049146 .1084757 902 902.000
1 Dist_Road 99.400000 107.8749595 30 30.000
DIST_WET 15.133333 34.9913618 30 30.000
DIST_FOR 39.166667 34.2768479 30 30.000
Dist_NonFo 321.233333 254.2119240 30 30.000
Elevation 47.500000 13.0588852 30 30.000
Aspect_Transf -.148058 .5777182 30 30.000
SLOPE 3.268333 2.4894717 30 30.000
%For .308379 .2509726 30 30.000
%Wet .568831 .2602015 30 30.000
%NonFor .049966 .1191666 30 30.000
NWET .448000 .2210851 30 30.000
NNONFOR .031333 .0608409 30 30.000
NFOR .413333 .2172450 30 30.000
NDIST .074667 .1272178 30 30.000
Total Dist_Road 71.983906 109.8796860 932 932.000
DIST_WET 181.081545 184.6815060 932 932.000
DIST_FOR 27.533262 37.3830862 932 932.000
Dist_NonFo 380.195279 328.1738269 932 932.000
Elevation 53.805794 14.6950326 932 932.000
Aspect_Transf .032733 .6619442 932 932.000
SLOPE 3.651309 2.3398088 932 932.000
%For .534558 .3874268 932 932.000
%Wet .189485 .3116408 932 932.000
%NonFor .059642 .1724569 932 932.000
NWET .122393 .1934868 932 932.000
NNONFOR .032135 .0908242 932 932.000
NFOR .756620 .2545096 932 932.000
NDIST .049968 .1091432 932 932.000

Tests of Equality of Group Means

Wilks' Lambda F df1 df2 Sig.
Dist_Road .998 1.932 1 930 .165
DIST_WET .973 25.692 1 930 .000
DIST_FOR .997 3.008 1 930 .083
Dist_NonFo .999 1.001 1 930 .317
Elevation .994 5.737 1 930 .017
Aspect_Transf .998 2.316 1 930 .128
SLOPE .999 .830 1 930 .362
%For .989 10.674 1 930 .001
%Wet .951 48.261 1 930 .000
%NonFor 1.000 .097 1 930 .755
NWET .906 96.819 1 930 .000
NNONFOR 1.000 .002 1 930 .961
NFOR .939 59.966 1 930 .000
NDIST .998 1.588 1 930 .208

Analysis 1

Stepwise Statistics






Variables Entered/Removed(a,b,c,d)

Entered Wilks' Lambda
Statistic df1 df2 df3 Exact F
Step Statistic df1 df2 Sig.
1 NWET .906 1 1 930.000 96.819 1 930.000 .000
2 Elevation .895 2 1 930.000 54.589 2 929.000 .000
3 Aspect_Transf .890 3 1 930.000 38.291 3 928.000 .000
4 NDIST .886 4 1 930.000 29.877 4 927.000 .000
At each step, the variable that minimizes the overall Wilks' Lambda is entered.
a Maximum number of steps is 28.
b Maximum significance of F to enter is .05.
c Minimum significance of F to remove is .10.
d F level, tolerance, or VIN insufficient for further computation.

Variables in the Analysis
Step Tolerance Sig. of F to Remove Wilks' Lambda
1 NWET 1.000 .000
2 NWET .704 .000 .994
Elevation .704 .001 .906
3 NWET .701 .000 .991
Elevation .702 .001 .900
Aspect_Transf .986 .023 .895
4 NWET .701 .000 .986
Elevation .666 .008 .893
Aspect_Transf .986 .021 .891
NDIST .924 .040 .890

Variables Not in the Analysis
Step Tolerance Min. Tolerance Sig. of F to Enter Wilks' Lambda
0 Dist_Road 1.000 1.000 .165 .998
DIST_WET 1.000 1.000 .000 .973
DIST_FOR 1.000 1.000 .083 .997
Dist_NonFo 1.000 1.000 .317 .999
Elevation 1.000 1.000 .017 .994
Aspect_Transf 1.000 1.000 .128 .998
SLOPE 1.000 1.000 .362 .999
%For 1.000 1.000 .001 .989
%Wet 1.000 1.000 .000 .951
%NonFor 1.000 1.000 .755 1.000
NWET 1.000 1.000 .000 .906
NNONFOR 1.000 1.000 .961 1.000
NFOR 1.000 1.000 .000 .939
NDIST 1.000 1.000 .208 .998
1 Dist_Road .999 .999 .328 .905
DIST_WET .761 .761 .782 .906
DIST_FOR .985 .985 .605 .905
Dist_NonFo .987 .987 .043 .902
Elevation .704 .704 .001 .895
Aspect_Transf .989 .989 .014 .900
SLOPE .997 .997 .166 .904
%For .904 .904 .825 .906
%Wet .533 .533 .774 .906
%NonFor .995 .995 .726 .906
NNONFOR .996 .996 .572 .905
NFOR .607 .607 .055 .902
NDIST .974 .974 .006 .898
2 Dist_Road .993 .700 .221 .893
DIST_WET .745 .608 .448 .894
DIST_FOR .978 .688 .814 .895
Dist_NonFo .953 .679 .156 .893
Aspect_Transf .986 .701 .023 .890
SLOPE .931 .657 .593 .895
%For .893 .632 .876 .895
%Wet .510 .478 .317 .894
%NonFor .944 .667 .674 .895
NNONFOR .962 .680 .959 .895
NFOR .553 .398 .339 .894
NDIST .924 .668 .042 .891
3 Dist_Road .989 .698 .277 .889
DIST_WET .745 .606 .441 .889
DIST_FOR .978 .686 .823 .890
Dist_NonFo .951 .678 .189 .888
SLOPE .928 .656 .677 .890
%For .893 .629 .850 .890
%Wet .510 .476 .331 .889
%NonFor .943 .666 .617 .890
NNONFOR .961 .679 .884 .890
NFOR .553 .396 .353 .889
NDIST .924 .666 .040 .886
4 Dist_Road .975 .664 .179 .884
DIST_WET .736 .604 .582 .886
DIST_FOR .940 .665 .850 .886
Dist_NonFo .893 .655 .410 .885
SLOPE .916 .631 .852 .886
%For .847 .624 .505 .885
%Wet .507 .475 .402 .885
%NonFor .816 .651 .179 .884
NNONFOR .839 .659 .349 .885
NFOR .214 .214 .275 .885






Wilks' Lambda

Number of Variables Lambda df1 df2 df3 Exact F
Step Statistic df1 df2 Sig.
1 1 .906 1 1 930 96.819 1 930.000 .000
2 2 .895 2 1 930 54.589 2 929.000 .000
3 3 .890 3 1 930 38.291 3 928.000 .000
4 4 .886 4 1 930 29.877 4 927.000 .000

Summary of Canonical Discriminant Functions

Eigenvalues
Function Eigenvalue % of Variance Cumulative % Canonical Correlation
1 .129(a) 100.0 100.0 .338
a First 1 canonical discriminant functions were used in the analysis.

Wilks' Lambda
Test of Function(s) Wilks' Lambda Chi-square df Sig.
1 .886 112.529 4 .000

Standardized Canonical Discriminant Function Coefficients

Function
1
Elevation .316
Aspect_Transf -.225
NWET 1.128
NDIST .208

Structure Matrix

Function
1
NWET .899
NFOR(a) -.756
%Wet(a) .576
DIST_WET(a) -.417
%For(a) -.358
Elevation -.219
DIST_FOR(a) .176
Aspect_Transf -.139
NDIST .115
%NonFor(a) .090
NNONFOR(a) .079
SLOPE(a) -.066
Dist_NonFo(a) -.016
Dist_Road(a) -.002
Pooled within-groups correlations between discriminating variables and standardized canonical discriminant functions
Variables ordered by absolute size of correlation within function.
a This variable not used in the analysis.

Functions at Group Centroids

Function
STATUS_N 1
0 -6.541E-02
1 1.967
Unstandardized canonical discriminant functions evaluated at group means

Classification Statistics

Classification Processing Summary
Processed 933
Excluded Missing or out-of-range group codes 0
At least one missing discriminating variable 1
Used in Output 932


Prior Probabilities for Groups

Prior Cases Used in Analysis
STATUS_N Unweighted Weighted
0 .500 902 902.000
1 .500 30 30.000
Total 1.000 932 932.000


Classification Results(b,c)

Predicted Group Membership Total

STATUS_N 0 1
Original Count 0 762 140 902
1 8 22 30
% 0 84.5 15.5 100.0
1 26.7 73.3 100.0
Cross-validated(a) Count 0 760 142 902
1 9 21 30
% 0 84.3 15.7 100.0
1 30.0 70.0 100.0
a Cross validation is done only for those cases in the analysis. In cross validation, each case is classified by the functions derived from all cases other than that case.
b 84.1% of original grouped cases correctly classified.
c 83.8% of cross-validated grouped cases correctly classified.

ROC Curve

Notes
Output Created 10-FEB-2003 11:19:00
Comments
Input Data C:\My Documents\Alison\SPSS
s.sav
Filter <none>
Weight <none>
Split File <none>
N of Rows in Working Data File 933
Missing Value Handling Definition of Missing User-defined missing values are treated as missing.
Cases Used Statistics are based on all cases with valid data for all variables in the analysis.
Syntax ROC
dis1_3 BY status ('Present')
/PLOT = CURVE(REFERENCE)
/CRITERIA = CUTOFF(INCLUDE) TESTPOS(LARGE) DISTRIBUTION(FREE) CI(95)
/MISSING = EXCLUDE .
Resources Elapsed Time 0:00:00.11

Case Processing Summary
STATUS Valid N (listwise)
Positive(a) 30
Negative 902
Missing 1
Larger values of the test result variable(s) indicate stronger evidence for a positive actual state.
a The positive actual state is Present.

Roc curve

Area Under the Curve
Test Result Variable(s): Discriminant Scores from Function 1 for Analysis 1
Area
.887