BookmarkSubscribeRSS Feed
🔒 This topic is solved and locked. Need further help from the community? Please sign in and ask a new question.
Hydro1
Fluorite | Level 6

Is there a test available  for use with Proc GLM that tests for equality of variance with multiple factors ?  The HOVTEST option seems to only work with one-way anova ?

1 ACCEPTED SOLUTION

Accepted Solutions
data_null__
Jade | Level 19

I am suggesting that you create a TReaTment variable from SYS and _NAME_. 

 

Seems like you may have a data error as I expect balance with all N's equal.

 

Capture.PNG

 

 

 

data flat_north_anova_T;
   infile cards firstobs=2;
   input obs irr_id acres sys $ _name_ $ et_value;
   length trt $32;
   trt = catx('-',sys,_name_);
   cards;
Obs IRR_ID ACRES SYS _NAME_ ET_value
1 8169 43.67 SPRIN METRIC_ET 13.09
2 8169 43.67 SPRIN MWSI_ET 13.8
3 8169 43.67 SPRIN NRIS_ET 12.88
4 8321 168.11 SPRIN METRIC_ET 27.12
5 8321 168.11 SPRIN MWSI_ET 14.8
6 8321 168.11 SPRIN NRIS_ET 17.52
7 8607 42.95 FLOOD METRIC_ET 20.03
8 8607 42.95 FLOOD MWSI_ET 10.9
9 8607 42.95 FLOOD NRIS_ET 16.82
10 8794 140.98 SPRIN METRIC_ET 23.48
11 8794 140.98 SPRIN MWSI_ET 14.4
12 8794 140.98 SPRIN NRIS_ET 17.6
13 8955 31.46 SPRIN METRIC_ET 22.97
14 8955 31.46 SPRIN MWSI_ET 12.5
15 8955 31.46 SPRIN NRIS_ET 19.48
16 9541 80.98 FLOOD METRIC_ET 19.7
17 9541 80.98 FLOOD MWSI_ET 10.1
18 9541 80.98 FLOOD NRIS_ET 15.2
19 9543 13.68 FLOOD METRIC_ET 15.13
20 9543 13.68 FLOOD MWSI_ET 8.3
21 9543 13.68 FLOOD NRIS_ET 8.88
22 9564 10.69 FLOOD METRIC_ET 23.36
23 9564 10.69 FLOOD MWSI_ET 12.1
24 9564 10.69 FLOOD NRIS_ET 14.09
25 9870 24.37 FLOOD METRIC_ET 17.7
26 9870 24.37 FLOOD MWSI_ET 8.5
27 9870 24.37 FLOOD NRIS_ET 9.95
28 9935 32.09 FLOOD METRIC_ET 24.11
29 9935 32.09 FLOOD MWSI_ET 12.5
30 9935 32.09 FLOOD NRIS_ET 15.67
31 9948 5.38 FLOOD METRIC_ET 23.23
32 9948 5.38 FLOOD MWSI_ET 13.4
33 9948 5.38 FLOOD NRIS_ET 14.73
34 10010 11.37 SPRIN METRIC_ET 22.86
35 10010 11.37 SPRIN MWSI_ET 13
36 10010 11.37 SPRIN NRIS_ET 15.81
37 10060 151.48 SPRIN METRIC_ET 24.46
38 10060 151.48 SPRIN MWSI_ET 18.8
39 10060 151.48 SPRIN NRIS_ET 22.09
40 10562 54.43 SPRIN METRIC_ET 16.26
41 10562 54.43 SPRIN MWSI_ET 11.8
42 10562 54.43 SPRIN NRIS_ET 13.94
43 10700 6.19 FLOOD METRIC_ET 18.37
44 10700 6.19 FLOOD MWSI_ET 9.7
45 10700 6.19 FLOOD NRIS_ET 14.49
46 10911 27.24 SPRIN METRIC_ET 25.99
47 10911 27.24 SPRIN MWSI_ET 14.7
48 10911 27.24 SPRIN NRIS_ET 19.22
49 10935 39.44 FLOOD METRIC_ET 15.58
50 10935 39.44 FLOOD MWSI_ET 9.7
51 10935 39.44 FLOOD NRIS_ET 15.69
52 10943 5.32 SPRIN METRIC_ET 17.16
53 10943 5.32 SPRIN MWSI_ET 8.9
54 10943 5.32 SPRIN NRIS_ET 13.86
55 10948 50.37 FLOOD METRIC_ET 20.19
56 10948 50.37 FLOOD MWSI_ET 11.4
57 10948 50.37 FLOOD NRIS_ET 13.91
58 10955 30.09 SPRIN METRIC_ET 26.97
59 10955 30.09 SPRIN MWSI_ET 17.1
60 10955 30.09 SPRIN NRIS_ET 19.23
61 11041 15.15 SPRIN METRIC_ET 21.07
62 11041 15.15 SPRIN MWSI_ET 13.1
63 11041 15.15 SPRIN NRIS_ET 17.98
64 11146 11.11 FLOOD METRIC_ET 23.56
65 11146 11.11 FLOOD MWSI_ET 14.9
66 11146 11.11 FLOOD NRIS_ET 17.52
67 11195 124 SPRIN METRIC_ET 20.95
68 11195 124 SPRIN MWSI_ET 8.8
69 11195 124 SPRIN NRIS_ET 15.44
70 11198 9 SPRIN METRIC_ET 14.2
71 11198 9 SPRIN MWSI_ET 11.6
72 11198 9 SPRIN NRIS_ET 11.8
73 11200 6.5 SPRIN METRIC_ET 28.11
74 11200 6.5 SPRIN MWSI_ET 19.9
75 11200 6.5 SPRIN NRIS_ET 24.75
76 11203 5.6 SPRIN METRIC_ET 26.96
77 11203 5.6 SPRIN MWSI_ET 20
78 11203 5.6 SPRIN NRIS_ET 28.43
79 11366 31.85 FLOOD METRIC_ET 26.85
80 11366 31.85 FLOOD MWSI_ET 18.1
81 11366 31.85 FLOOD NRIS_ET 23.11
82 11391 12.89 SPRIN METRIC_ET 22.01
83 11391 12.89 SPRIN MWSI_ET 17.5
84 11391 12.89 SPRIN NRIS_ET 16.7
85 11422 125.34 SPRIN METRIC_ET 27.88
86 11422 125.34 SPRIN MWSI_ET 21.2
87 11422 125.34 SPRIN NRIS_ET 25.39
88 11425 55.13 SPRIN METRIC_ET 20.48
89 11425 55.13 SPRIN MWSI_ET 12
90 11425 55.13 SPRIN NRIS_ET 19.47
91 11428 12.87 SPRIN METRIC_ET 21.79
92 11428 12.87 SPRIN MWSI_ET 18.5
93 11428 12.87 SPRIN NRIS_ET 22.28
94 11444 8.16 SPRIN METRIC_ET 22.51
95 11444 8.16 SPRIN MWSI_ET 12.4
96 11444 8.16 SPRIN NRIS_ET 17.96
97 11467 11.69 FLOOD METRIC_ET 16.07
98 11467 11.69 FLOOD MWSI_ET 8.7
99 11467 11.69 FLOOD NRIS_ET 12.21
100 11471 29.86 FLOOD METRIC_ET 19.37
101 11471 29.86 FLOOD MWSI_ET 13.9
102 11471 29.86 FLOOD NRIS_ET 18.1
103 11477 5.54 FLOOD METRIC_ET 19.46
104 11477 5.54 FLOOD MWSI_ET 13.3
105 11477 5.54 FLOOD NRIS_ET 17.7
106 11483 63.06 FLOOD METRIC_ET 25.24
107 11483 63.06 FLOOD MWSI_ET 15.8
108 11483 63.06 FLOOD NRIS_ET 21.53
109 11494 132.55 FLOOD METRIC_ET 24.61
110 11494 132.55 FLOOD MWSI_ET 13.6
111 11494 132.55 FLOOD NRIS_ET 15.03
112 11501 15.77 FLOOD METRIC_ET 25.84
113 11501 15.77 FLOOD MWSI_ET 17.6
114 11501 15.77 FLOOD NRIS_ET 20.37
115 11557 92.48 SPRIN METRIC_ET 19.69
116 11557 92.48 SPRIN MWSI_ET 11.2
117 11557 92.48 SPRIN NRIS_ET 16.22
118 11566 33.4 FLOOD METRIC_ET 23.6
119 11566 33.4 FLOOD MWSI_ET 9.6
120 11566 33.4 FLOOD NRIS_ET 10.81
121 11567 53.89 FLOOD METRIC_ET 20.3
122 11567 53.89 FLOOD MWSI_ET 10.2
123 11567 53.89 FLOOD NRIS_ET 13.17
124 11601 39.65 SPRIN METRIC_ET 17.72
125 11601 39.65 SPRIN MWSI_ET 9.8
126 11601 39.65 SPRIN NRIS_ET 15.94
127 11603 29.39 FLOOD METRIC_ET 19.04
128 11603 29.39 FLOOD MWSI_ET 8.8
129 11603 29.39 FLOOD NRIS_ET 10.71
130 11702 6.72 SPRIN METRIC_ET 12.37
131 11702 6.72 SPRIN MWSI_ET 8.6
132 11702 6.72 SPRIN NRIS_ET 11.51
133 11703 16.17 SPRIN METRIC_ET 15.35
134 11703 16.17 SPRIN MWSI_ET 10.4
135 11703 16.17 SPRIN NRIS_ET 13.21
136 11781 56.95 SPRIN METRIC_ET 19.2
137 11781 56.95 SPRIN MWSI_ET 8.6
138 11781 56.95 SPRIN NRIS_ET 11.04
139 11961 76.95 SPRIN METRIC_ET 26.49
140 11961 76.95 SPRIN MWSI_ET 16
141 11961 76.95 SPRIN NRIS_ET 17.34
142 11963 32.34 FLOOD METRIC_ET 29.77
143 11963 32.34 FLOOD MWSI_ET 16.5
144 11963 32.34 FLOOD NRIS_ET 22.47
145 12249 37.36 SPRIN METRIC_ET 20.65
146 12249 37.36 SPRIN MWSI_ET 15.8
147 12249 37.36 SPRIN NRIS_ET 17.93
148 12266 36.19 FLOOD METRIC_ET 19.25
149 12266 36.19 FLOOD MWSI_ET 11.4
150 12266 36.19 FLOOD NRIS_ET 13.69
151 12272 36.33 SPRIN METRIC_ET 21.7
152 12272 36.33 SPRIN MWSI_ET 12.4
153 12272 36.33 SPRIN NRIS_ET 17.21
154 12275 39.6 FLOOD METRIC_ET 25.98
155 12275 39.6 FLOOD MWSI_ET 14.8
156 12275 39.6 FLOOD NRIS_ET 20.15
157 12312 58.06 SPRIN METRIC_ET 21.06
158 12312 58.06 SPRIN MWSI_ET 13.7
159 12312 58.06 SPRIN NRIS_ET 18.37
160 12314 35.88 SPRIN METRIC_ET 23.96
161 12314 35.88 SPRIN MWSI_ET 15.4
162 12314 35.88 SPRIN NRIS_ET 18.35
163 12323 8.2 FLOOD METRIC_ET 20.81
164 12323 8.2 FLOOD MWSI_ET 8.9
165 12323 8.2 FLOOD NRIS_ET 11.29
166 12330 22.59 FLOOD METRIC_ET 19.91
167 12330 22.59 FLOOD MWSI_ET 10.1
168 12330 22.59 FLOOD NRIS_ET 13.52
169 12336 34.8 SPRIN METRIC_ET 21.21
170 12336 34.8 SPRIN MWSI_ET 12.1
171 12336 34.8 SPRIN NRIS_ET 14.3
172 12338 33.26 FLOOD METRIC_ET 17.96
173 12338 33.26 FLOOD MWSI_ET 9.7
174 12338 33.26 FLOOD NRIS_ET 11.88
175 12342 118.13 SPRIN METRIC_ET 17.32
176 12342 118.13 SPRIN MWSI_ET 9.8
177 12342 118.13 SPRIN NRIS_ET 14.73
178 12395 6.7 FLOOD METRIC_ET 27.93
179 12395 6.7 FLOOD MWSI_ET 18.1
180 12395 6.7 FLOOD NRIS_ET 23.54
181 12706 58.82 SPRIN METRIC_ET 20.91
182 12706 58.82 SPRIN MWSI_ET 14.9
183 12706 58.82 SPRIN NRIS_ET 17.58
184 12710 41.52 FLOOD METRIC_ET 19.25
185 12710 41.52 FLOOD MWSI_ET 12.5
186 12710 41.52 FLOOD NRIS_ET 16.39
187 12713 8.57 FLOOD METRIC_ET 21.42
188 12713 8.57 FLOOD MWSI_ET 11.3
189 12713 8.57 FLOOD NRIS_ET 14.62
190 12714 10.53 FLOOD METRIC_ET 14.49
191 12714 10.53 FLOOD MWSI_ET 8.3
192 12714 10.53 FLOOD NRIS_ET 10.7
193 12740 29.79 FLOOD METRIC_ET 18.66
194 12740 29.79 FLOOD MWSI_ET 9.3
195 12740 29.79 FLOOD NRIS_ET 11.08
196 12742 75.46 SPRIN METRIC_ET 27.31
197 12742 75.46 SPRIN MWSI_ET 15.6
198 12742 75.46 SPRIN NRIS_ET 16.82
199 12743 10.3 FLOOD METRIC_ET 22.49
200 12743 10.3 FLOOD MWSI_ET 12.3
201 12743 10.3 FLOOD NRIS_ET 15.56
202 12755 19.04 FLOOD METRIC_ET 17.82
203 12755 19.04 FLOOD MWSI_ET 10.3
204 12755 19.04 FLOOD NRIS_ET 13.58
205 12767 39.18 SPRIN METRIC_ET 29.51
206 12767 39.18 SPRIN MWSI_ET 18.2
207 12767 39.18 SPRIN NRIS_ET 24.93
208 12790 44.02 FLOOD METRIC_ET 17.75
209 12790 44.02 FLOOD MWSI_ET 8.4
210 12790 44.02 FLOOD NRIS_ET 10.66
211 12801 9.66 SPRIN METRIC_ET 25.21
212 12801 9.66 SPRIN MWSI_ET 15.9
213 12801 9.66 SPRIN NRIS_ET 21.13
214 12808 28.54 SPRIN METRIC_ET 22.91
215 12808 28.54 SPRIN MWSI_ET 13.4
216 12808 28.54 SPRIN NRIS_ET 15.72
217 12816 25.81 FLOOD METRIC_ET 16.91
218 12816 25.81 FLOOD MWSI_ET 8.2
219 12816 25.81 FLOOD NRIS_ET 14.34
220 12827 30.18 SPRIN METRIC_ET 24.34
221 12827 30.18 SPRIN MWSI_ET 16.4
222 12827 30.18 SPRIN NRIS_ET 21.96
223 12829 6.61 SPRIN METRIC_ET 19.4
224 12829 6.61 SPRIN MWSI_ET 7.8
225 12829 6.61 SPRIN NRIS_ET 20.84
226 12830 19.62 SPRIN METRIC_ET 25.71
227 12830 19.62 SPRIN MWSI_ET 15.8
228 12830 19.62 SPRIN NRIS_ET 19.37
229 76153 5.88 FLOOD METRIC_ET 17.1
230 76153 5.88 FLOOD MWSI_ET 8
231 76153 5.88 FLOOD NRIS_ET 9.96
232 76674 16.01 FLOOD METRIC_ET 19.54
233 76674 16.01 FLOOD MWSI_ET 10.8
234 76674 16.01 FLOOD NRIS_ET 13.17
235 100761 15.89 FLOOD METRIC_ET 23.39
236 100761 15.89 FLOOD MWSI_ET 10.5
237 100761 15.89 FLOOD NRIS_ET 13.56
238 101036 29.78 SPRIN METRIC_ET 19.77
239 101036 29.78 SPRIN MWSI_ET 10.4
240 101036 29.78 SPRIN NRIS_ET 13.81
;;;;
   run;
proc print;
   run;
PROC GLM DATA=flat_north_anova_T;
   CLASS _name_ sys;
   MODEL ET_value= _name_|sys/ SS3 ;
   Means _name_*sys;
   LSMEANS _name_*sys / PDIFF adjust=tukey;
   run;
PROC GLM DATA=flat_north_anova_T;
   CLASS trt;
   MODEL ET_value= trt / SS3 ;
   Means trt / hovtest=levene;
   LSMEANS trt / PDIFF adjust=tukey;
   run;

View solution in original post

5 REPLIES 5
data_null__
Jade | Level 19

How about this?

 

data HOVTEST;
   do a = 0,1;
      do b = 0,1;
         do c= 0,1;
            length trt $3;
            trt = cats(a,b,c);
            do r = 1 to 3;
               y = rannor(1245);
               output;
               end;
            end;
         end;
      end;
   run;
proc print;
   run;
proc glm;
   class a b c;
   model y = a|b|c;
   means a*b*c;
   run;
proc glm;
   class trt;
   model y = trt;
   means trt / hovtest=levene;
   run;

Capture.PNG 

Hydro1
Fluorite | Level 6
Thanks. I tried this but my dataset structure is a little different. My dataset (below) consists of a 2 x 3 factorial.

The SAS program I used is:


PROC GLM DATA=flat_north_anova_T plots=diagnostics ;
CLASS _name_ sys;
MODEL ET_value= _name_ sys _name_*sys/ SS3 ;
Means _name_;

LSMEANS _name_ /PDIFF adjust=tukey;

run;



It is not clear how to modify the dataset to work with your program-in addition it seems that LSMEANS should be used rather than MEANS ?



Thanks for your assistance !




Obs IRR_ID ACRES SYS _NAME_ ET_value

1 8169 43.67 SPRIN METRIC_ET 13.09
2 8169 43.67 SPRIN MWSI_ET 13.8
3 8169 43.67 SPRIN NRIS_ET 12.88
4 8321 168.11 SPRIN METRIC_ET 27.12
5 8321 168.11 SPRIN MWSI_ET 14.8
6 8321 168.11 SPRIN NRIS_ET 17.52
7 8607 42.95 FLOOD METRIC_ET 20.03
8 8607 42.95 FLOOD MWSI_ET 10.9
9 8607 42.95 FLOOD NRIS_ET 16.82
10 8794 140.98 SPRIN METRIC_ET 23.48
11 8794 140.98 SPRIN MWSI_ET 14.4
12 8794 140.98 SPRIN NRIS_ET 17.6
13 8955 31.46 SPRIN METRIC_ET 22.97
14 8955 31.46 SPRIN MWSI_ET 12.5
15 8955 31.46 SPRIN NRIS_ET 19.48
16 9541 80.98 FLOOD METRIC_ET 19.7
17 9541 80.98 FLOOD MWSI_ET 10.1
18 9541 80.98 FLOOD NRIS_ET 15.2
19 9543 13.68 FLOOD METRIC_ET 15.13
20 9543 13.68 FLOOD MWSI_ET 8.3
21 9543 13.68 FLOOD NRIS_ET 8.88
22 9564 10.69 FLOOD METRIC_ET 23.36
23 9564 10.69 FLOOD MWSI_ET 12.1
24 9564 10.69 FLOOD NRIS_ET 14.09
25 9870 24.37 FLOOD METRIC_ET 17.7
26 9870 24.37 FLOOD MWSI_ET 8.5
27 9870 24.37 FLOOD NRIS_ET 9.95
28 9935 32.09 FLOOD METRIC_ET 24.11
29 9935 32.09 FLOOD MWSI_ET 12.5
30 9935 32.09 FLOOD NRIS_ET 15.67
31 9948 5.38 FLOOD METRIC_ET 23.23
32 9948 5.38 FLOOD MWSI_ET 13.4
33 9948 5.38 FLOOD NRIS_ET 14.73
34 10010 11.37 SPRIN METRIC_ET 22.86
35 10010 11.37 SPRIN MWSI_ET 13
36 10010 11.37 SPRIN NRIS_ET 15.81
37 10060 151.48 SPRIN METRIC_ET 24.46
38 10060 151.48 SPRIN MWSI_ET 18.8
39 10060 151.48 SPRIN NRIS_ET 22.09
40 10562 54.43 SPRIN METRIC_ET 16.26
41 10562 54.43 SPRIN MWSI_ET 11.8
42 10562 54.43 SPRIN NRIS_ET 13.94
43 10700 6.19 FLOOD METRIC_ET 18.37
44 10700 6.19 FLOOD MWSI_ET 9.7
45 10700 6.19 FLOOD NRIS_ET 14.49
46 10911 27.24 SPRIN METRIC_ET 25.99
47 10911 27.24 SPRIN MWSI_ET 14.7
48 10911 27.24 SPRIN NRIS_ET 19.22
49 10935 39.44 FLOOD METRIC_ET 15.58
50 10935 39.44 FLOOD MWSI_ET 9.7
51 10935 39.44 FLOOD NRIS_ET 15.69
52 10943 5.32 SPRIN METRIC_ET 17.16
53 10943 5.32 SPRIN MWSI_ET 8.9
54 10943 5.32 SPRIN NRIS_ET 13.86
55 10948 50.37 FLOOD METRIC_ET 20.19
56 10948 50.37 FLOOD MWSI_ET 11.4
57 10948 50.37 FLOOD NRIS_ET 13.91
58 10955 30.09 SPRIN METRIC_ET 26.97
59 10955 30.09 SPRIN MWSI_ET 17.1
60 10955 30.09 SPRIN NRIS_ET 19.23
61 11041 15.15 SPRIN METRIC_ET 21.07
62 11041 15.15 SPRIN MWSI_ET 13.1
63 11041 15.15 SPRIN NRIS_ET 17.98
64 11146 11.11 FLOOD METRIC_ET 23.56
65 11146 11.11 FLOOD MWSI_ET 14.9
66 11146 11.11 FLOOD NRIS_ET 17.52
67 11195 124 SPRIN METRIC_ET 20.95
68 11195 124 SPRIN MWSI_ET 8.8
69 11195 124 SPRIN NRIS_ET 15.44
70 11198 9 SPRIN METRIC_ET 14.2
71 11198 9 SPRIN MWSI_ET 11.6
72 11198 9 SPRIN NRIS_ET 11.8
73 11200 6.5 SPRIN METRIC_ET 28.11
74 11200 6.5 SPRIN MWSI_ET 19.9
75 11200 6.5 SPRIN NRIS_ET 24.75
76 11203 5.6 SPRIN METRIC_ET 26.96
77 11203 5.6 SPRIN MWSI_ET 20
78 11203 5.6 SPRIN NRIS_ET 28.43
79 11366 31.85 FLOOD METRIC_ET 26.85
80 11366 31.85 FLOOD MWSI_ET 18.1
81 11366 31.85 FLOOD NRIS_ET 23.11
82 11391 12.89 SPRIN METRIC_ET 22.01
83 11391 12.89 SPRIN MWSI_ET 17.5
84 11391 12.89 SPRIN NRIS_ET 16.7
85 11422 125.34 SPRIN METRIC_ET 27.88
86 11422 125.34 SPRIN MWSI_ET 21.2
87 11422 125.34 SPRIN NRIS_ET 25.39
88 11425 55.13 SPRIN METRIC_ET 20.48
89 11425 55.13 SPRIN MWSI_ET 12
90 11425 55.13 SPRIN NRIS_ET 19.47
91 11428 12.87 SPRIN METRIC_ET 21.79
92 11428 12.87 SPRIN MWSI_ET 18.5
93 11428 12.87 SPRIN NRIS_ET 22.28
94 11444 8.16 SPRIN METRIC_ET 22.51
95 11444 8.16 SPRIN MWSI_ET 12.4
96 11444 8.16 SPRIN NRIS_ET 17.96
97 11467 11.69 FLOOD METRIC_ET 16.07
98 11467 11.69 FLOOD MWSI_ET 8.7
99 11467 11.69 FLOOD NRIS_ET 12.21
100 11471 29.86 FLOOD METRIC_ET 19.37
101 11471 29.86 FLOOD MWSI_ET 13.9
102 11471 29.86 FLOOD NRIS_ET 18.1
103 11477 5.54 FLOOD METRIC_ET 19.46
104 11477 5.54 FLOOD MWSI_ET 13.3
105 11477 5.54 FLOOD NRIS_ET 17.7
106 11483 63.06 FLOOD METRIC_ET 25.24
107 11483 63.06 FLOOD MWSI_ET 15.8
108 11483 63.06 FLOOD NRIS_ET 21.53
109 11494 132.55 FLOOD METRIC_ET 24.61
110 11494 132.55 FLOOD MWSI_ET 13.6
111 11494 132.55 FLOOD NRIS_ET 15.03
112 11501 15.77 FLOOD METRIC_ET 25.84
113 11501 15.77 FLOOD MWSI_ET 17.6
114 11501 15.77 FLOOD NRIS_ET 20.37
115 11557 92.48 SPRIN METRIC_ET 19.69
116 11557 92.48 SPRIN MWSI_ET 11.2
117 11557 92.48 SPRIN NRIS_ET 16.22
118 11566 33.4 FLOOD METRIC_ET 23.6
119 11566 33.4 FLOOD MWSI_ET 9.6
120 11566 33.4 FLOOD NRIS_ET 10.81
121 11567 53.89 FLOOD METRIC_ET 20.3
122 11567 53.89 FLOOD MWSI_ET 10.2
123 11567 53.89 FLOOD NRIS_ET 13.17
124 11601 39.65 SPRIN METRIC_ET 17.72
125 11601 39.65 SPRIN MWSI_ET 9.8
126 11601 39.65 SPRIN NRIS_ET 15.94
127 11603 29.39 FLOOD METRIC_ET 19.04
128 11603 29.39 FLOOD MWSI_ET 8.8
129 11603 29.39 FLOOD NRIS_ET 10.71
130 11702 6.72 SPRIN METRIC_ET 12.37
131 11702 6.72 SPRIN MWSI_ET 8.6
132 11702 6.72 SPRIN NRIS_ET 11.51
133 11703 16.17 SPRIN METRIC_ET 15.35
134 11703 16.17 SPRIN MWSI_ET 10.4
135 11703 16.17 SPRIN NRIS_ET 13.21
136 11781 56.95 SPRIN METRIC_ET 19.2
137 11781 56.95 SPRIN MWSI_ET 8.6
138 11781 56.95 SPRIN NRIS_ET 11.04
139 11961 76.95 SPRIN METRIC_ET 26.49
140 11961 76.95 SPRIN MWSI_ET 16
141 11961 76.95 SPRIN NRIS_ET 17.34
142 11963 32.34 FLOOD METRIC_ET 29.77
143 11963 32.34 FLOOD MWSI_ET 16.5
144 11963 32.34 FLOOD NRIS_ET 22.47
145 12249 37.36 SPRIN METRIC_ET 20.65
146 12249 37.36 SPRIN MWSI_ET 15.8
147 12249 37.36 SPRIN NRIS_ET 17.93
148 12266 36.19 FLOOD METRIC_ET 19.25
149 12266 36.19 FLOOD MWSI_ET 11.4
150 12266 36.19 FLOOD NRIS_ET 13.69
151 12272 36.33 SPRIN METRIC_ET 21.7
152 12272 36.33 SPRIN MWSI_ET 12.4
153 12272 36.33 SPRIN NRIS_ET 17.21
154 12275 39.6 FLOOD METRIC_ET 25.98
155 12275 39.6 FLOOD MWSI_ET 14.8
156 12275 39.6 FLOOD NRIS_ET 20.15
157 12312 58.06 SPRIN METRIC_ET 21.06
158 12312 58.06 SPRIN MWSI_ET 13.7
159 12312 58.06 SPRIN NRIS_ET 18.37
160 12314 35.88 SPRIN METRIC_ET 23.96
161 12314 35.88 SPRIN MWSI_ET 15.4
162 12314 35.88 SPRIN NRIS_ET 18.35
163 12323 8.2 FLOOD METRIC_ET 20.81
164 12323 8.2 FLOOD MWSI_ET 8.9
165 12323 8.2 FLOOD NRIS_ET 11.29
166 12330 22.59 FLOOD METRIC_ET 19.91
167 12330 22.59 FLOOD MWSI_ET 10.1
168 12330 22.59 FLOOD NRIS_ET 13.52
169 12336 34.8 SPRIN METRIC_ET 21.21
170 12336 34.8 SPRIN MWSI_ET 12.1
171 12336 34.8 SPRIN NRIS_ET 14.3
172 12338 33.26 FLOOD METRIC_ET 17.96
173 12338 33.26 FLOOD MWSI_ET 9.7
174 12338 33.26 FLOOD NRIS_ET 11.88
175 12342 118.13 SPRIN METRIC_ET 17.32
176 12342 118.13 SPRIN MWSI_ET 9.8
177 12342 118.13 SPRIN NRIS_ET 14.73
178 12395 6.7 FLOOD METRIC_ET 27.93
179 12395 6.7 FLOOD MWSI_ET 18.1
180 12395 6.7 FLOOD NRIS_ET 23.54
181 12706 58.82 SPRIN METRIC_ET 20.91
182 12706 58.82 SPRIN MWSI_ET 14.9
183 12706 58.82 SPRIN NRIS_ET 17.58
184 12710 41.52 FLOOD METRIC_ET 19.25
185 12710 41.52 FLOOD MWSI_ET 12.5
186 12710 41.52 FLOOD NRIS_ET 16.39
187 12713 8.57 FLOOD METRIC_ET 21.42
188 12713 8.57 FLOOD MWSI_ET 11.3
189 12713 8.57 FLOOD NRIS_ET 14.62
190 12714 10.53 FLOOD METRIC_ET 14.49
191 12714 10.53 FLOOD MWSI_ET 8.3
192 12714 10.53 FLOOD NRIS_ET 10.7
193 12740 29.79 FLOOD METRIC_ET 18.66
194 12740 29.79 FLOOD MWSI_ET 9.3
195 12740 29.79 FLOOD NRIS_ET 11.08
196 12742 75.46 SPRIN METRIC_ET 27.31
197 12742 75.46 SPRIN MWSI_ET 15.6
198 12742 75.46 SPRIN NRIS_ET 16.82
199 12743 10.3 FLOOD METRIC_ET 22.49
200 12743 10.3 FLOOD MWSI_ET 12.3
201 12743 10.3 FLOOD NRIS_ET 15.56
202 12755 19.04 FLOOD METRIC_ET 17.82
203 12755 19.04 FLOOD MWSI_ET 10.3
204 12755 19.04 FLOOD NRIS_ET 13.58
205 12767 39.18 SPRIN METRIC_ET 29.51
206 12767 39.18 SPRIN MWSI_ET 18.2
207 12767 39.18 SPRIN NRIS_ET 24.93
208 12790 44.02 FLOOD METRIC_ET 17.75
209 12790 44.02 FLOOD MWSI_ET 8.4
210 12790 44.02 FLOOD NRIS_ET 10.66
211 12801 9.66 SPRIN METRIC_ET 25.21
212 12801 9.66 SPRIN MWSI_ET 15.9
213 12801 9.66 SPRIN NRIS_ET 21.13
214 12808 28.54 SPRIN METRIC_ET 22.91
215 12808 28.54 SPRIN MWSI_ET 13.4
216 12808 28.54 SPRIN NRIS_ET 15.72
217 12816 25.81 FLOOD METRIC_ET 16.91
218 12816 25.81 FLOOD MWSI_ET 8.2
219 12816 25.81 FLOOD NRIS_ET 14.34
220 12827 30.18 SPRIN METRIC_ET 24.34
221 12827 30.18 SPRIN MWSI_ET 16.4
222 12827 30.18 SPRIN NRIS_ET 21.96
223 12829 6.61 SPRIN METRIC_ET 19.4
224 12829 6.61 SPRIN MWSI_ET 7.8
225 12829 6.61 SPRIN NRIS_ET 20.84
226 12830 19.62 SPRIN METRIC_ET 25.71
227 12830 19.62 SPRIN MWSI_ET 15.8
228 12830 19.62 SPRIN NRIS_ET 19.37
229 76153 5.88 FLOOD METRIC_ET 17.1
230 76153 5.88 FLOOD MWSI_ET 8
231 76153 5.88 FLOOD NRIS_ET 9.96
232 76674 16.01 FLOOD METRIC_ET 19.54
233 76674 16.01 FLOOD MWSI_ET 10.8
234 76674 16.01 FLOOD NRIS_ET 13.17
235 100761 15.89 FLOOD METRIC_ET 23.39
236 100761 15.89 FLOOD MWSI_ET 10.5
237 100761 15.89 FLOOD NRIS_ET 13.56
238 101036 29.78 SPRIN METRIC_ET 19.77
239 101036 29.78 SPRIN MWSI_ET 10.4
240 101036 29.78 SPRIN NRIS_ET 13.81









data_null__
Jade | Level 19

I am suggesting that you create a TReaTment variable from SYS and _NAME_. 

 

Seems like you may have a data error as I expect balance with all N's equal.

 

Capture.PNG

 

 

 

data flat_north_anova_T;
   infile cards firstobs=2;
   input obs irr_id acres sys $ _name_ $ et_value;
   length trt $32;
   trt = catx('-',sys,_name_);
   cards;
Obs IRR_ID ACRES SYS _NAME_ ET_value
1 8169 43.67 SPRIN METRIC_ET 13.09
2 8169 43.67 SPRIN MWSI_ET 13.8
3 8169 43.67 SPRIN NRIS_ET 12.88
4 8321 168.11 SPRIN METRIC_ET 27.12
5 8321 168.11 SPRIN MWSI_ET 14.8
6 8321 168.11 SPRIN NRIS_ET 17.52
7 8607 42.95 FLOOD METRIC_ET 20.03
8 8607 42.95 FLOOD MWSI_ET 10.9
9 8607 42.95 FLOOD NRIS_ET 16.82
10 8794 140.98 SPRIN METRIC_ET 23.48
11 8794 140.98 SPRIN MWSI_ET 14.4
12 8794 140.98 SPRIN NRIS_ET 17.6
13 8955 31.46 SPRIN METRIC_ET 22.97
14 8955 31.46 SPRIN MWSI_ET 12.5
15 8955 31.46 SPRIN NRIS_ET 19.48
16 9541 80.98 FLOOD METRIC_ET 19.7
17 9541 80.98 FLOOD MWSI_ET 10.1
18 9541 80.98 FLOOD NRIS_ET 15.2
19 9543 13.68 FLOOD METRIC_ET 15.13
20 9543 13.68 FLOOD MWSI_ET 8.3
21 9543 13.68 FLOOD NRIS_ET 8.88
22 9564 10.69 FLOOD METRIC_ET 23.36
23 9564 10.69 FLOOD MWSI_ET 12.1
24 9564 10.69 FLOOD NRIS_ET 14.09
25 9870 24.37 FLOOD METRIC_ET 17.7
26 9870 24.37 FLOOD MWSI_ET 8.5
27 9870 24.37 FLOOD NRIS_ET 9.95
28 9935 32.09 FLOOD METRIC_ET 24.11
29 9935 32.09 FLOOD MWSI_ET 12.5
30 9935 32.09 FLOOD NRIS_ET 15.67
31 9948 5.38 FLOOD METRIC_ET 23.23
32 9948 5.38 FLOOD MWSI_ET 13.4
33 9948 5.38 FLOOD NRIS_ET 14.73
34 10010 11.37 SPRIN METRIC_ET 22.86
35 10010 11.37 SPRIN MWSI_ET 13
36 10010 11.37 SPRIN NRIS_ET 15.81
37 10060 151.48 SPRIN METRIC_ET 24.46
38 10060 151.48 SPRIN MWSI_ET 18.8
39 10060 151.48 SPRIN NRIS_ET 22.09
40 10562 54.43 SPRIN METRIC_ET 16.26
41 10562 54.43 SPRIN MWSI_ET 11.8
42 10562 54.43 SPRIN NRIS_ET 13.94
43 10700 6.19 FLOOD METRIC_ET 18.37
44 10700 6.19 FLOOD MWSI_ET 9.7
45 10700 6.19 FLOOD NRIS_ET 14.49
46 10911 27.24 SPRIN METRIC_ET 25.99
47 10911 27.24 SPRIN MWSI_ET 14.7
48 10911 27.24 SPRIN NRIS_ET 19.22
49 10935 39.44 FLOOD METRIC_ET 15.58
50 10935 39.44 FLOOD MWSI_ET 9.7
51 10935 39.44 FLOOD NRIS_ET 15.69
52 10943 5.32 SPRIN METRIC_ET 17.16
53 10943 5.32 SPRIN MWSI_ET 8.9
54 10943 5.32 SPRIN NRIS_ET 13.86
55 10948 50.37 FLOOD METRIC_ET 20.19
56 10948 50.37 FLOOD MWSI_ET 11.4
57 10948 50.37 FLOOD NRIS_ET 13.91
58 10955 30.09 SPRIN METRIC_ET 26.97
59 10955 30.09 SPRIN MWSI_ET 17.1
60 10955 30.09 SPRIN NRIS_ET 19.23
61 11041 15.15 SPRIN METRIC_ET 21.07
62 11041 15.15 SPRIN MWSI_ET 13.1
63 11041 15.15 SPRIN NRIS_ET 17.98
64 11146 11.11 FLOOD METRIC_ET 23.56
65 11146 11.11 FLOOD MWSI_ET 14.9
66 11146 11.11 FLOOD NRIS_ET 17.52
67 11195 124 SPRIN METRIC_ET 20.95
68 11195 124 SPRIN MWSI_ET 8.8
69 11195 124 SPRIN NRIS_ET 15.44
70 11198 9 SPRIN METRIC_ET 14.2
71 11198 9 SPRIN MWSI_ET 11.6
72 11198 9 SPRIN NRIS_ET 11.8
73 11200 6.5 SPRIN METRIC_ET 28.11
74 11200 6.5 SPRIN MWSI_ET 19.9
75 11200 6.5 SPRIN NRIS_ET 24.75
76 11203 5.6 SPRIN METRIC_ET 26.96
77 11203 5.6 SPRIN MWSI_ET 20
78 11203 5.6 SPRIN NRIS_ET 28.43
79 11366 31.85 FLOOD METRIC_ET 26.85
80 11366 31.85 FLOOD MWSI_ET 18.1
81 11366 31.85 FLOOD NRIS_ET 23.11
82 11391 12.89 SPRIN METRIC_ET 22.01
83 11391 12.89 SPRIN MWSI_ET 17.5
84 11391 12.89 SPRIN NRIS_ET 16.7
85 11422 125.34 SPRIN METRIC_ET 27.88
86 11422 125.34 SPRIN MWSI_ET 21.2
87 11422 125.34 SPRIN NRIS_ET 25.39
88 11425 55.13 SPRIN METRIC_ET 20.48
89 11425 55.13 SPRIN MWSI_ET 12
90 11425 55.13 SPRIN NRIS_ET 19.47
91 11428 12.87 SPRIN METRIC_ET 21.79
92 11428 12.87 SPRIN MWSI_ET 18.5
93 11428 12.87 SPRIN NRIS_ET 22.28
94 11444 8.16 SPRIN METRIC_ET 22.51
95 11444 8.16 SPRIN MWSI_ET 12.4
96 11444 8.16 SPRIN NRIS_ET 17.96
97 11467 11.69 FLOOD METRIC_ET 16.07
98 11467 11.69 FLOOD MWSI_ET 8.7
99 11467 11.69 FLOOD NRIS_ET 12.21
100 11471 29.86 FLOOD METRIC_ET 19.37
101 11471 29.86 FLOOD MWSI_ET 13.9
102 11471 29.86 FLOOD NRIS_ET 18.1
103 11477 5.54 FLOOD METRIC_ET 19.46
104 11477 5.54 FLOOD MWSI_ET 13.3
105 11477 5.54 FLOOD NRIS_ET 17.7
106 11483 63.06 FLOOD METRIC_ET 25.24
107 11483 63.06 FLOOD MWSI_ET 15.8
108 11483 63.06 FLOOD NRIS_ET 21.53
109 11494 132.55 FLOOD METRIC_ET 24.61
110 11494 132.55 FLOOD MWSI_ET 13.6
111 11494 132.55 FLOOD NRIS_ET 15.03
112 11501 15.77 FLOOD METRIC_ET 25.84
113 11501 15.77 FLOOD MWSI_ET 17.6
114 11501 15.77 FLOOD NRIS_ET 20.37
115 11557 92.48 SPRIN METRIC_ET 19.69
116 11557 92.48 SPRIN MWSI_ET 11.2
117 11557 92.48 SPRIN NRIS_ET 16.22
118 11566 33.4 FLOOD METRIC_ET 23.6
119 11566 33.4 FLOOD MWSI_ET 9.6
120 11566 33.4 FLOOD NRIS_ET 10.81
121 11567 53.89 FLOOD METRIC_ET 20.3
122 11567 53.89 FLOOD MWSI_ET 10.2
123 11567 53.89 FLOOD NRIS_ET 13.17
124 11601 39.65 SPRIN METRIC_ET 17.72
125 11601 39.65 SPRIN MWSI_ET 9.8
126 11601 39.65 SPRIN NRIS_ET 15.94
127 11603 29.39 FLOOD METRIC_ET 19.04
128 11603 29.39 FLOOD MWSI_ET 8.8
129 11603 29.39 FLOOD NRIS_ET 10.71
130 11702 6.72 SPRIN METRIC_ET 12.37
131 11702 6.72 SPRIN MWSI_ET 8.6
132 11702 6.72 SPRIN NRIS_ET 11.51
133 11703 16.17 SPRIN METRIC_ET 15.35
134 11703 16.17 SPRIN MWSI_ET 10.4
135 11703 16.17 SPRIN NRIS_ET 13.21
136 11781 56.95 SPRIN METRIC_ET 19.2
137 11781 56.95 SPRIN MWSI_ET 8.6
138 11781 56.95 SPRIN NRIS_ET 11.04
139 11961 76.95 SPRIN METRIC_ET 26.49
140 11961 76.95 SPRIN MWSI_ET 16
141 11961 76.95 SPRIN NRIS_ET 17.34
142 11963 32.34 FLOOD METRIC_ET 29.77
143 11963 32.34 FLOOD MWSI_ET 16.5
144 11963 32.34 FLOOD NRIS_ET 22.47
145 12249 37.36 SPRIN METRIC_ET 20.65
146 12249 37.36 SPRIN MWSI_ET 15.8
147 12249 37.36 SPRIN NRIS_ET 17.93
148 12266 36.19 FLOOD METRIC_ET 19.25
149 12266 36.19 FLOOD MWSI_ET 11.4
150 12266 36.19 FLOOD NRIS_ET 13.69
151 12272 36.33 SPRIN METRIC_ET 21.7
152 12272 36.33 SPRIN MWSI_ET 12.4
153 12272 36.33 SPRIN NRIS_ET 17.21
154 12275 39.6 FLOOD METRIC_ET 25.98
155 12275 39.6 FLOOD MWSI_ET 14.8
156 12275 39.6 FLOOD NRIS_ET 20.15
157 12312 58.06 SPRIN METRIC_ET 21.06
158 12312 58.06 SPRIN MWSI_ET 13.7
159 12312 58.06 SPRIN NRIS_ET 18.37
160 12314 35.88 SPRIN METRIC_ET 23.96
161 12314 35.88 SPRIN MWSI_ET 15.4
162 12314 35.88 SPRIN NRIS_ET 18.35
163 12323 8.2 FLOOD METRIC_ET 20.81
164 12323 8.2 FLOOD MWSI_ET 8.9
165 12323 8.2 FLOOD NRIS_ET 11.29
166 12330 22.59 FLOOD METRIC_ET 19.91
167 12330 22.59 FLOOD MWSI_ET 10.1
168 12330 22.59 FLOOD NRIS_ET 13.52
169 12336 34.8 SPRIN METRIC_ET 21.21
170 12336 34.8 SPRIN MWSI_ET 12.1
171 12336 34.8 SPRIN NRIS_ET 14.3
172 12338 33.26 FLOOD METRIC_ET 17.96
173 12338 33.26 FLOOD MWSI_ET 9.7
174 12338 33.26 FLOOD NRIS_ET 11.88
175 12342 118.13 SPRIN METRIC_ET 17.32
176 12342 118.13 SPRIN MWSI_ET 9.8
177 12342 118.13 SPRIN NRIS_ET 14.73
178 12395 6.7 FLOOD METRIC_ET 27.93
179 12395 6.7 FLOOD MWSI_ET 18.1
180 12395 6.7 FLOOD NRIS_ET 23.54
181 12706 58.82 SPRIN METRIC_ET 20.91
182 12706 58.82 SPRIN MWSI_ET 14.9
183 12706 58.82 SPRIN NRIS_ET 17.58
184 12710 41.52 FLOOD METRIC_ET 19.25
185 12710 41.52 FLOOD MWSI_ET 12.5
186 12710 41.52 FLOOD NRIS_ET 16.39
187 12713 8.57 FLOOD METRIC_ET 21.42
188 12713 8.57 FLOOD MWSI_ET 11.3
189 12713 8.57 FLOOD NRIS_ET 14.62
190 12714 10.53 FLOOD METRIC_ET 14.49
191 12714 10.53 FLOOD MWSI_ET 8.3
192 12714 10.53 FLOOD NRIS_ET 10.7
193 12740 29.79 FLOOD METRIC_ET 18.66
194 12740 29.79 FLOOD MWSI_ET 9.3
195 12740 29.79 FLOOD NRIS_ET 11.08
196 12742 75.46 SPRIN METRIC_ET 27.31
197 12742 75.46 SPRIN MWSI_ET 15.6
198 12742 75.46 SPRIN NRIS_ET 16.82
199 12743 10.3 FLOOD METRIC_ET 22.49
200 12743 10.3 FLOOD MWSI_ET 12.3
201 12743 10.3 FLOOD NRIS_ET 15.56
202 12755 19.04 FLOOD METRIC_ET 17.82
203 12755 19.04 FLOOD MWSI_ET 10.3
204 12755 19.04 FLOOD NRIS_ET 13.58
205 12767 39.18 SPRIN METRIC_ET 29.51
206 12767 39.18 SPRIN MWSI_ET 18.2
207 12767 39.18 SPRIN NRIS_ET 24.93
208 12790 44.02 FLOOD METRIC_ET 17.75
209 12790 44.02 FLOOD MWSI_ET 8.4
210 12790 44.02 FLOOD NRIS_ET 10.66
211 12801 9.66 SPRIN METRIC_ET 25.21
212 12801 9.66 SPRIN MWSI_ET 15.9
213 12801 9.66 SPRIN NRIS_ET 21.13
214 12808 28.54 SPRIN METRIC_ET 22.91
215 12808 28.54 SPRIN MWSI_ET 13.4
216 12808 28.54 SPRIN NRIS_ET 15.72
217 12816 25.81 FLOOD METRIC_ET 16.91
218 12816 25.81 FLOOD MWSI_ET 8.2
219 12816 25.81 FLOOD NRIS_ET 14.34
220 12827 30.18 SPRIN METRIC_ET 24.34
221 12827 30.18 SPRIN MWSI_ET 16.4
222 12827 30.18 SPRIN NRIS_ET 21.96
223 12829 6.61 SPRIN METRIC_ET 19.4
224 12829 6.61 SPRIN MWSI_ET 7.8
225 12829 6.61 SPRIN NRIS_ET 20.84
226 12830 19.62 SPRIN METRIC_ET 25.71
227 12830 19.62 SPRIN MWSI_ET 15.8
228 12830 19.62 SPRIN NRIS_ET 19.37
229 76153 5.88 FLOOD METRIC_ET 17.1
230 76153 5.88 FLOOD MWSI_ET 8
231 76153 5.88 FLOOD NRIS_ET 9.96
232 76674 16.01 FLOOD METRIC_ET 19.54
233 76674 16.01 FLOOD MWSI_ET 10.8
234 76674 16.01 FLOOD NRIS_ET 13.17
235 100761 15.89 FLOOD METRIC_ET 23.39
236 100761 15.89 FLOOD MWSI_ET 10.5
237 100761 15.89 FLOOD NRIS_ET 13.56
238 101036 29.78 SPRIN METRIC_ET 19.77
239 101036 29.78 SPRIN MWSI_ET 10.4
240 101036 29.78 SPRIN NRIS_ET 13.81
;;;;
   run;
proc print;
   run;
PROC GLM DATA=flat_north_anova_T;
   CLASS _name_ sys;
   MODEL ET_value= _name_|sys/ SS3 ;
   Means _name_*sys;
   LSMEANS _name_*sys / PDIFF adjust=tukey;
   run;
PROC GLM DATA=flat_north_anova_T;
   CLASS trt;
   MODEL ET_value= trt / SS3 ;
   Means trt / hovtest=levene;
   LSMEANS trt / PDIFF adjust=tukey;
   run;
data_null__
Jade | Level 19

@Hydro1 wrote:

It is not clear how to modify the dataset to work with your program-in addition it seems that LSMEANS should be used rather than MEANS ?



 

HOVTEST is not an option on LSMEANS statement and it doesn't matter as the MEANS=LSMEANS for one way ANOVA.

Hydro1
Fluorite | Level 6
The problem is equality of variance for 2-way anova ?

SAS Innovate 2025: Register Now

Registration is now open for SAS Innovate 2025 , our biggest and most exciting global event of the year! Join us in Orlando, FL, May 6-9.
Sign up by Dec. 31 to get the 2024 rate of just $495.
Register now!

What is ANOVA?

ANOVA, or Analysis Of Variance, is used to compare the averages or means of two or more populations to better understand how they differ. Watch this tutorial for more.

Find more tutorials on the SAS Users YouTube channel.

Discussion stats
  • 5 replies
  • 2775 views
  • 0 likes
  • 2 in conversation