>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# 190, 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# 190, 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# 190, Column# 42)


>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# 190, Column# 43)

Logistic Regression

**Notes**
Output Created		10-FEB-2003 09:23:55
Comments
Input	Data	C:\My Documents\Alison\SPSS\cp.sav
	Filter	<none>
	Weight	<none>
	Split File	<none>
	N of Rows in Working Data File	897
Missing Value Handling	Definition of Missing	User-defined missing values are treated as missing
Syntax		LOGISTIC REGRESSION VAR=group /METHOD=FSTEP(LR) dist_roa dist_wet dist_for dist_non for_perc wet_perc non_perc elevatio aspect_t slope tc_dist so_dist rv_dist rclam_di rcat_dis pc_dist nv_dist ns_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	0:00:01.10

**Case Processing Summary**
Unweighted Cases(a)		N	Percent
Selected Cases	Included in Analysis	896	99.9
	Missing Cases	1	.1
	Total	897	100.0
Unselected Cases		0	.0
Total		897	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
			GROUP		Percentage Correct
	Observed		Absent	Present	Percentage Correct
Step 0	GROUP	Absent	800	0	100.0
	GROUP	Present	96	0	.0
	Overall Percentage				89.3
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	-2.120	.108	385.330	1	.000	.120

**Variables not in the Equation(a)**
			Score	df	Sig.
Step 0	Variables	DIST_ROA	1.491	1	.222
		DIST_WET	83.667	1	.000
		DIST_FOR	12.341	1	.000
		DIST_NON	1.138	1	.286
		FOR_PERC	48.268	1	.000
		WET_PERC	184.664	1	.000
		NON_PERC	1.550	1	.213
		ELEVATIO	16.970	1	.000
		ASPECT_T	.148	1	.700
		SLOPE	.501	1	.479
		TC_DIST	4.119	1	.042
		SO_DIST	74.586	1	.000
		RV_DIST	15.719	1	.000
		RCLAM_DI	13.270	1	.000
		RCAT_DIS	51.529	1	.000
		PC_DIST	1.422	1	.233
		NV_DIST	1.874	1	.171
		NS_DIST	8.167	1	.004
		HC_DIST	.036	1	.850
		BF_DIST	12.668	1	.000
		AM_DIST	13.611	1	.000
		AC_DIST	31.822	1	.000
		NWET	75.155	1	.000
		NNONFOR	.059	1	.807
		NFOR	61.111	1	.000
		NDIST	.656	1	.418
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	149.996	1	.000
	Block	149.996	1	.000
	Model	149.996	1	.000
Step 2	Step	84.291	1	.000
	Block	234.287	2	.000
	Model	234.287	2	.000
Step 3	Step	14.128	1	.000
	Block	248.415	3	.000
	Model	248.415	3	.000
Step 4	Step	4.983	1	.026
	Block	253.398	4	.000
	Model	253.398	4	.000

**Model Summary**
Step	-2 Log likelihood	Cox & Snell R Square	Nagelkerke R Square
1	460.180	.154	.312
2	375.889	.230	.466
3	361.760	.242	.490
4	356.777	.246	.499

**Hosmer and Lemeshow Test**
Step	Chi-square	df	Sig.
1	45.210	2	.000
2	17.989	8	.021
3	6.934	8	.544
4	5.511	8	.702

**Contingency Table for Hosmer and Lemeshow Test**
		GROUP = Absent		GROUP = Present		Total
		Observed	Expected	Observed	Expected	Total
Step 1	1	590	576.037	4	17.963	594
	2	72	83.454	18	6.546	90
	3	60	71.919	31	19.081	91
	4	78	68.590	43	52.410	121
Step 2	1	90	89.913	0	.087	90
	2	91	90.656	0	.344	91
	3	89	89.275	1	.725	90
	4	89	88.598	1	1.402	90
	5	89	88.764	2	2.236	91
	6	90	86.968	0	3.032	90
	7	89	85.398	1	4.602	90
	8	73	81.863	17	8.137	90
	9	64	65.562	27	25.438	91
	10	36	33.003	47	49.997	83
Step 3	1	90	89.989	0	.011	90
	2	90	89.932	0	.068	90
	3	91	90.808	0	.192	91
	4	90	89.537	0	.463	90
	5	89	89.034	1	.966	90
	6	87	87.913	3	2.087	90
	7	88	85.855	2	4.145	90
	8	73	78.964	17	11.036	90
	9	66	61.714	24	28.286	90
	10	36	36.253	49	48.747	85
Step 4	1	90	89.989	0	.011	90
	2	90	89.941	0	.059	90
	3	91	90.831	0	.169	91
	4	90	89.592	0	.408	90
	5	87	87.158	1	.842	88
	6	86	88.025	4	1.975	90
	7	87	85.966	3	4.034	90
	8	76	79.758	14	10.242	90
	9	66	61.888	24	28.112	90
	10	37	36.850	50	50.150	87

**Classification Table(a)**
			Predicted
			GROUP		Percentage Correct
	Observed		Absent	Present	Percentage Correct
Step 1	GROUP	Absent	779	21	97.4
	GROUP	Present	86	10	10.4
	Overall Percentage				88.1
Step 2	GROUP	Absent	779	21	97.4
	GROUP	Present	60	36	37.5
	Overall Percentage				91.0
Step 3	GROUP	Absent	782	18	97.8
	GROUP	Present	57	39	40.6
	Overall Percentage				91.6
Step 4	GROUP	Absent	780	20	97.5
	GROUP	Present	55	41	42.7
	Overall Percentage				91.6
a The cut value is .500

**Variables in the Equation**
		B	S.E.	Wald	df	Sig.	Exp(B)
Step 1(a)	WET_PERC	3.847	.346	123.678	1	.000	46.845
Step 1(a)	Constant	-3.468	.213	264.240	1	.000	.031
Step 2(b)	WET_PERC	4.048	.412	96.752	1	.000	57.268
	SO_DIST	-.001	.000	47.443	1	.000	.999
	Constant	-2.251	.269	69.913	1	.000	.105
Step 3(c)	DIST_WET	-.010	.003	8.937	1	.003	.990
	WET_PERC	2.188	.636	11.842	1	.001	8.920
	SO_DIST	-.001	.000	38.916	1	.000	.999
	Constant	-1.014	.427	5.646	1	.017	.363
Step 4(d)	DIST_ROA	-.003	.002	4.022	1	.045	.997
	DIST_WET	-.010	.003	8.648	1	.003	.990
	WET_PERC	2.330	.645	13.029	1	.000	10.275
	SO_DIST	-.001	.000	39.058	1	.000	.999
	Constant	-.837	.437	3.667	1	.056	.433
a Variable(s) entered on step 1: WET_PERC.
b Variable(s) entered on step 2: SO_DIST.
c Variable(s) entered on step 3: DIST_WET.
d Variable(s) entered on step 4: DIST_ROA.

**Variables not in the Equation(a)**
			Score	df	Sig.
Step 1	Variables	DIST_ROA	3.926	1	.048
		DIST_WET	15.726	1	.000
		DIST_FOR	.832	1	.362
		DIST_NON	.104	1	.747
		FOR_PERC	.022	1	.881
		NON_PERC	1.624	1	.202
		ELEVATIO	10.565	1	.001
		ASPECT_T	.243	1	.622
		SLOPE	2.460	1	.117
		TC_DIST	2.843	1	.092
		SO_DIST	63.546	1	.000
		RV_DIST	6.637	1	.010
		RCLAM_DI	.923	1	.337
		RCAT_DIS	37.268	1	.000
		PC_DIST	2.299	1	.129
		NV_DIST	1.602	1	.206
		NS_DIST	4.780	1	.029
		HC_DIST	.118	1	.732
		BF_DIST	15.491	1	.000
		AM_DIST	2.984	1	.084
		AC_DIST	11.520	1	.001
		NWET	1.004	1	.316
		NNONFOR	1.626	1	.202
		NFOR	3.305	1	.069
		NDIST	4.750	1	.029
Step 2	Variables	DIST_ROA	4.527	1	.033
		DIST_WET	8.348	1	.004
		DIST_FOR	.039	1	.843
		DIST_NON	.983	1	.322
		FOR_PERC	.000	1	.999
		NON_PERC	.601	1	.438
		ELEVATIO	.885	1	.347
		ASPECT_T	.090	1	.764
		SLOPE	3.348	1	.067
		TC_DIST	.825	1	.364
		RV_DIST	.486	1	.486
		RCLAM_DI	1.165	1	.281
		RCAT_DIS	7.405	1	.007
		PC_DIST	.342	1	.559
		NV_DIST	1.736	1	.188
		NS_DIST	1.265	1	.261
		HC_DIST	.385	1	.535
		BF_DIST	.123	1	.726
		AM_DIST	.473	1	.491
		AC_DIST	5.051	1	.025
		NWET	.333	1	.564
		NNONFOR	.114	1	.736
		NFOR	.490	1	.484
		NDIST	.572	1	.449
Step 3	Variables	DIST_ROA	4.196	1	.041
		DIST_FOR	.033	1	.856
		DIST_NON	1.674	1	.196
		FOR_PERC	.070	1	.791
		NON_PERC	.437	1	.509
		ELEVATIO	.469	1	.493
		ASPECT_T	.416	1	.519
		SLOPE	1.814	1	.178
		TC_DIST	2.091	1	.148
		RV_DIST	2.044	1	.153
		RCLAM_DI	.282	1	.595
		RCAT_DIS	3.396	1	.065
		PC_DIST	.163	1	.686
		NV_DIST	.280	1	.597
		NS_DIST	2.975	1	.085
		HC_DIST	.115	1	.735
		BF_DIST	.032	1	.857
		AM_DIST	.712	1	.399
		AC_DIST	2.542	1	.111
		NWET	.543	1	.461
		NNONFOR	.380	1	.538
		NFOR	.417	1	.519
		NDIST	1.122	1	.290
Step 4	Variables	DIST_FOR	.013	1	.911
		DIST_NON	1.993	1	.158
		FOR_PERC	.000	1	.987
		NON_PERC	.164	1	.686
		ELEVATIO	.552	1	.458
		ASPECT_T	.112	1	.738
		SLOPE	1.709	1	.191
		TC_DIST	1.824	1	.177
		RV_DIST	2.148	1	.143
		RCLAM_DI	.348	1	.556
		RCAT_DIS	2.479	1	.115
		PC_DIST	.001	1	.975
		NV_DIST	.064	1	.800
		NS_DIST	2.987	1	.084
		HC_DIST	.028	1	.867
		BF_DIST	.258	1	.612
		AM_DIST	2.701	1	.100
		AC_DIST	2.401	1	.121
		NWET	.158	1	.691
		NNONFOR	.269	1	.604
		NFOR	.414	1	.520
		NDIST	.514	1	.473
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.	Correct Class %	Variable
1	149.996	1	.000	149.996	1	.000	88.1%	IN: WET_PERC
2	84.291	1	.000	234.287	2	.000	91.0%	IN: SO_DIST
3	14.128	1	.000	248.415	3	.000	91.6%	IN: DIST_WET
4	4.983	1	.026	253.398	4	.000	91.6%	IN: DIST_ROA
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        ó                                                            ó
R    600 ô A                                                          ô
E        ó A                                                          ó
Q        ó A                                                          ó
U        ó A                                                          ó
E    400 ô A                                                          ô
N        ó A                                                          ó
C        ó A                                                          ó
Y        ó A                                                          ó
     200 ô A                                                          ô
         ó A                                                          ó
         ó A                                                          ó
         ó AP                                                         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

     400 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        óA                                                           ó
R    300 ôA                                                           ô
E        óA                                                           ó
Q        óA                                                           ó
U        óA                                                           ó
E    200 ôA                                                           ô
N        óAA                                                          ó
C        óAA                                                          ó
Y        óAA                                                          ó
     100 ôAA                                                          ô
         óAAA                                                         ó
         óAAAAA                                                       ó
         óAAAAA                  P                                    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 25 Cases.





             Step number: 3

             Observed Groups and Predicted Probabilities

     800 ô                                                            ô
         ó                                                            ó
         ó                                                            ó
F        ó                                                            ó
R    600 ô                                                            ô
E        ó                                                            ó
Q        ó                                                            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
         ó                                                            ó
F        ó                                                            ó
R    600 ô                                                            ô
E        ó                                                            ó
Q        ó                                                            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.

**Casewise List**
	Selected Status(a)	Observed	Predicted	Predicted Group	Temporary Variable
Case	Selected Status(a)	GROUP	Predicted	Predicted Group	Resid	ZResid
1	S	A	.380	A	-.380	-.782
2	S	A	.438	A	-.438	-.884
3	S	A**	.567	P	-.567	-1.144
4	S	A	.480	A	-.480	-.961
5	S	A	.001	A	-.001	-.023
6	S	A	.006	A	-.006	-.079
7	S	A	.006	A	-.006	-.079
8	S	A	.338	A	-.338	-.715
9	S	A	.479	A	-.479	-.959
10	S	A	.006	A	-.006	-.079
11	S	A	.000	A	.000	-.014
12	S	A	.001	A	-.001	-.030
13	S	A	.227	A	-.227	-.543
14	S	A	.008	A	-.008	-.092
15	S	A	.003	A	-.003	-.052
16	S	A	.003	A	-.003	-.055
17	S	A	.000	A	.000	-.020
18	S	A	.000	A	.000	-.017
19	S	A	.032	A	-.032	-.183
20	S	A	.005	A	-.005	-.069
21	S	A	.003	A	-.003	-.050
22	S	A	.000	A	.000	-.021
23	S	A	.002	A	-.002	-.046
24	S	A	.047	A	-.047	-.221
25	S	A	.006	A	-.006	-.079
26	S	A	.001	A	-.001	-.023
27	S	A	.015	A	-.015	-.122
28	S	A	.007	A	-.007	-.081
29	S	A	.008	A	-.008	-.088
30	S	A	.000	A	.000	-.009
31	S	A	.000	A	.000	-.012
32	S	A	.015	A	-.015	-.124
33	S	A	.032	A	-.032	-.181
34	S	A	.001	A	-.001	-.035
35	S	A	.000	A	.000	-.022
36	S	A	.002	A	-.002	-.047
37	S	A	.000	A	.000	-.005
38	S	A	.002	A	-.002	-.047
39	S	A	.006	A	-.006	-.078
40	S	A	.066	A	-.066	-.266
41	S	A	.001	A	-.001	-.029
42	S	A	.000	A	.000	-.014
43	S	A	.000	A	.000	-.011
44	S	A	.001	A	-.001	-.028
45	S	A	.064	A	-.064	-.261
46	S	A	.020	A	-.020	-.144
47	S	A	.022	A	-.022	-.150
48	S	A	.008	A	-.008	-.089
49	S	A	.001	A	-.001	-.033
50	S	A	.001	A	-.001	-.031
51	S	A	.000	A	.000	-.015
52	S	A	.002	A	-.002	-.040
53	S	A	.025	A	-.025	-.161
54	S	A	.026	A	-.026	-.163
55	S	A	.023	A	-.023	-.153
56	S	A	.036	A	-.036	-.194
57	S	A	.076	A	-.076	-.288
58	S	A	.000	A	.000	-.006
59	S	A	.000	A	.000	-.007
60	S	A	.084	A	-.084	-.303
61	S	A	.002	A	-.002	-.042
62	S	A	.032	A	-.032	-.183
63	S	A	.000	A	.000	-.011
64	S	A	.009	A	-.009	-.097
65	S	A	.001	A	-.001	-.035
66	S	A	.000	A	.000	-.013
67	S	A	.000	A	.000	-.012
68	S	A	.000	A	.000	-.011
69	S	A	.003	A	-.003	-.052
70	S	A	.015	A	-.015	-.125
71	S	A	.214	A	-.214	-.521
72	S	A	.040	A	-.040	-.203
73	S	A	.003	A	-.003	-.054
74	S	A	.002	A	-.002	-.050
75	S	A	.000	A	.000	-.022
76	S	A	.035	A	-.035	-.190
77	S	A	.018	A	-.018	-.135
78	S	A	.025	A	-.025	-.159
79	S	A	.005	A	-.005	-.068
80	S	A	.034	A	-.034	-.188
81	S	A	.020	A	-.020	-.142
82	S	A	.018	A	-.018	-.135
83	S	A	.023	A	-.023	-.155
84	S	A	.005	A	-.005	-.069
85	S	A	.002	A	-.002	-.043
86	S	A	.005	A	-.005	-.074
87	S	A	.003	A	-.003	-.052
88	S	A	.047	A	-.047	-.221
89	S	A	.001	A	-.001	-.034
90	S	A	.052	A	-.052	-.235
91	S	A	.009	A	-.009	-.094
92	S	A	.002	A	-.002	-.048
93	S	A	.006	A	-.006	-.079
94	S	A	.107	A	-.107	-.346
95	S	A	.005	A	-.005	-.071
96	S	A	.002	A	-.002	-.039
97	S	A	.007	A	-.007	-.081
98	S	A	.008	A	-.008	-.088
99	S	A	.003	A	-.003	-.052
100	S	A	.000	A	.000	-.012
101	S	A	.009	A	-.009	-.095
102	S	A	.377	A	-.377	-.778
103	S	A	.012	A	-.012	-.111
104	S	A	.029	A	-.029	-.172
105	S	A	.007	A	-.007	-.082
106	S	A	.001	A	-.001	-.026
107	S	A	.007	A	-.007	-.084
108	S	A	.000	A	.000	-.017
109	S	A	.006	A	-.006	-.076
110	S	A	.070	A	-.070	-.274
111	S	A	.075	A	-.075	-.286
112	S	A	.004	A	-.004	-.060
113	S	A	.014	A	-.014	-.119
114	S	A	.037	A	-.037	-.196
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