Hi,
I am trying to find a model of best fit, with 8 parameters. As such, I have
created a table with 2^8=256 rows with every variable either in or out of
the model(denoted by 1 or 0), and for each row, I have computed the Adjusted
R^2, AIC, CP and Press. I know I can use the leaps package to find the best
model (for every number of parameters n=1...8) for the Adjusted R2 and CP,
but not for AIC and PRESS. I was wondering, if anyone has any code to say
find the minimum press when the model has 1 parameter, 2 parameters, 3
parameters, etc...
I have attached a copy of my table below for reference. Thank you for your
help!
> DF
P X1 X2 X3 X4 X5 X6 X7 X8 Adjusted R2 AIC CP PRESS
1 0 0 0 0 0 0 0 0 0 0.0000000000 0.99464282 14.367679 95.01075
2 1 1 0 0 0 0 0 0 0 0.0246074998 -0.36362381 12.634643 93.70900
3 1 0 1 0 0 0 0 0 0 0.0382916889 -1.69172730 11.194739 92.46010
4 1 0 0 1 0 0 0 0 0 -0.0005184148 2.02713507 15.278491 96.11336
5 1 0 0 0 1 0 0 0 0 -0.0028888134 2.24957370 15.527913 96.38092
6 1 0 0 0 0 1 0 0 0 0.0272855281 -0.62206426 12.352850 92.64962
7 1 0 0 0 0 0 1 0 0 0.0111851503 0.92108831 14.046995 94.47172
8 1 0 0 0 0 0 0 1 0 0.0020990063 1.78090275 15.003075 94.60974
9 1 0 0 0 0 0 0 0 1 -0.0108209410 2.99012118 16.362563 97.09546
10 2 1 1 0 0 0 0 0 0 0.0810965349 -4.99889125 7.639659 89.49671
11 2 1 0 1 0 0 0 0 0 0.0266267059 0.41424802 13.308890 94.64288
12 2 0 1 1 0 0 0 0 0 0.0315413664 -0.06156976 12.797371 94.04593
13 2 1 0 0 1 0 0 0 0 0.0145736386 1.57108162 14.563375 95.37943
14 2 0 1 0 1 0 0 0 0 0.0479608482 -1.66893313 11.088428 92.39152
15 2 0 0 1 1 0 0 0 0 0.0005123888 2.90290718 16.026873 97.24004
16 2 1 0 0 0 1 0 0 0 0.0541222887 -2.27926275 10.447144 91.16842
17 2 0 1 0 0 1 0 0 0 0.0754976703 -4.42788850 8.222390 88.96712
18 2 0 0 1 0 1 0 0 0 0.0241535771 0.65277858 13.566293 93.96203
19 2 0 0 0 1 1 0 0 0 0.0275121981 0.32869589 13.216727 93.77620
20 2 1 0 0 0 0 1 0 0 0.0245589269 0.61372449 13.524104 94.06972
21 2 0 1 0 0 0 1 0 0 0.0622492592 -3.09039933 9.601287 90.89229
22 2 0 0 1 0 0 1 0 0 0.0085444331 2.14445635 15.190896 95.73424
23 2 0 0 0 1 0 1 0 0 0.0089907346 2.10213293 15.144445 95.79122
24 2 0 0 0 0 1 1 0 0 0.0407860378 -0.96318114 11.835183 91.76667
25 2 1 0 0 0 0 0 1 0 0.0244877014 0.62058800 13.531518 93.36514
26 2 0 1 0 0 0 0 1 0 0.0407457114 -0.95922936 11.839381 92.16665
27 2 0 0 1 0 0 0 1 0 -0.0047937805 3.40062281 16.579140 96.66665
28 2 0 0 0 1 0 0 1 0 0.0020858488 2.75480952 15.863107 95.82804
29 2 0 0 0 0 1 0 1 0 0.0248637496 0.58434515 13.492378 92.73311
30 2 0 0 0 0 0 1 1 0 0.0171446547 1.32551143 14.295783 93.74595
31 2 1 0 0 0 0 0 0 1 0.0138889013 1.63637615 14.634643 95.78017
32 2 0 1 0 0 0 0 0 1 0.0277245197 0.30817080 13.194629 94.26947
33 2 0 0 1 0 0 0 0 1 -0.0115063328 4.02650409 17.277784 98.26103
34 2 0 0 0 1 0 0 0 1 -0.0130170902 4.16679510 17.435024 98.57288
35 2 0 0 0 0 1 0 0 1 0.0193924225 1.11028937 14.061835 94.52438
36 2 0 0 0 0 0 1 0 1 0.0004693207 2.90695757 16.031355 96.66280
37 2 0 0 0 0 0 0 1 1 -0.0087026647 3.76559547 16.985978 96.73581
38 3 1 1 1 0 0 0 0 0 0.0754624308 -3.46299014 9.168628 90.98724
39 3 1 1 0 1 0 0 0 0 0.0761667614 -3.53462845 9.096127 90.47049
40 3 1 0 1 1 0 0 0 0 0.0179377080 2.21094883 15.090020 96.18373
41 3 0 1 1 1 0 0 0 0 0.0443170822 -0.34853563 12.374620 93.90532
42 3 1 1 0 0 1 0 0 0 0.1233192905 -8.45916839 4.242412 85.48181
43 3 1 0 1 0 1 0 0 0 0.0532048878 -1.22682152 11.459741 92.37654
44 3 0 1 1 0 1 0 0 0 0.0668617200 -2.59257716 10.053955 90.62446
45 3 1 0 0 1 1 0 0 0 0.0452547720 -0.44081112 12.278098 92.71992
46 3 0 1 0 1 1 0 0 0 0.0924857470 -5.20992520 7.416308 88.22170
47 3 0 0 1 1 1 0 0 0 0.0281772097 1.22570975 14.036002 94.88753
48 3 1 1 0 0 0 1 0 0 0.0890014298 -4.84971194 7.774972 89.34392
49 3 1 0 1 0 0 1 0 0 0.0245049716 1.58023923 14.414009 95.16454
50 3 0 1 1 0 0 1 0 0 0.0535554539 -1.26163298 11.423655 92.56181
51 3 1 0 0 1 0 1 0 0 0.0152798441 2.46500779 15.363611 95.72452
52 3 0 1 0 1 0 1 0 0 0.0755765040 -3.47458896 9.156886 90.73695
53 3 0 0 1 1 0 1 0 0 0.0099403328 2.97333310 15.913241 96.85582
54 3 1 0 0 0 1 1 0 0 0.0555455543 -1.45949602 11.218801 91.36679
55 3 0 1 0 0 1 1 0 0 0.1041509877 -6.42603949 6.215530 86.77444
56 3 0 0 1 0 1 1 0 0 0.0357196889 0.49331421 13.259606 93.21327
57 3 0 0 0 1 1 1 0 0 0.0419849724 -0.11943111 12.614679 92.81726
58 3 1 1 0 0 0 0 1 0 0.0809358167 -4.02113648 8.605217 89.33307
59 3 1 0 1 0 0 0 1 0 0.0200512449 2.00842953 14.872460 95.38584
60 3 0 1 1 0 0 0 1 0 0.0304720092 1.00348174 13.799783 94.40244
61 3 1 0 0 1 0 0 1 0 0.0154746425 2.44641078 15.343559 94.92262
62 3 0 1 0 1 0 0 1 0 0.0552650890 -1.43158591 11.247671 92.01761
63 3 0 0 1 1 0 0 1 0 -0.0026092252 4.15734722 17.205048 97.88399
64 3 1 0 0 0 1 0 1 0 0.0498353136 -0.89287632 11.806593 91.27035
65 3 0 1 0 0 1 0 1 0 0.0729879707 -3.21174179 9.423340 89.23882
66 3 0 0 1 0 1 0 1 0 0.0173440056 2.26775903 15.151133 94.66455
67 3 0 0 0 1 1 0 1 0 0.0275590625 1.28548130 14.099632 93.79246
68 3 1 0 0 0 0 1 1 0 0.0273232886 1.30826938 14.123901 93.47861
69 3 0 1 0 0 0 1 1 0 0.0697385370 -2.88282192 9.757826 90.23306
70 3 0 0 1 0 0 1 1 0 0.0081627061 3.14195636 16.096224 95.96977
71 3 0 0 0 1 0 1 1 0 0.0185159779 2.15558229 15.030495 94.78981
72 3 0 0 0 0 1 1 1 0 0.0415140078 -0.07323163 12.663159 91.62193
73 3 1 1 0 0 0 0 0 1 0.0709633750 -3.00666951 9.631745 91.18508
74 3 1 0 1 0 0 0 0 1 0.0158376174 2.41174845 15.306196 96.74797
75 3 0 1 1 0 0 0 0 1 0.0207826136 1.93824798 14.797175 95.92201
76 3 1 0 0 1 0 0 0 1 0.0036810347 3.56574380 16.557551 97.53199
77 3 0 1 0 1 0 0 0 1 0.0387627840 0.19619806 12.946360 94.26901
78 3 0 0 1 1 0 0 0 1 -0.0096893217 4.81881152 17.933849 99.50018
79 3 1 0 0 0 1 0 0 1 0.0458028457 -0.49478754 12.221681 93.02880
80 3 0 1 0 0 1 0 0 1 0.0679119334 -2.69843033 9.945850 90.58258
81 3 0 0 1 0 1 0 0 1 0.0155920197 2.43520323 15.331477 96.01863
82 3 0 0 0 1 1 0 0 1 0.0238484938 1.64347703 14.481584 95.38563
83 3 1 0 0 0 0 1 0 1 0.0138860933 2.59795922 15.507079 96.24974
84 3 0 1 0 0 0 1 0 1 0.0524178473 -1.14871478 11.540756 92.64563
85 3 0 0 1 0 0 1 0 1 -0.0022356042 4.12231172 17.166589 97.95380
86 3 0 0 0 1 0 1 0 1 -0.0019034189 4.09115079 17.132395 98.17381
87 3 0 0 0 0 1 1 0 1 0.0312806992 0.92504297 13.716539 93.93226
88 3 1 0 0 0 0 0 1 1 0.0136790790 2.61769051 15.528388 95.48245
89 3 0 1 0 0 0 0 1 1 0.0301342546 1.03622283 13.834550 94.04115
90 3 0 0 1 0 0 0 1 1 -0.0158842904 5.39378827 18.571537 98.99325
91 3 0 0 0 1 0 0 1 1 -0.0073353493 4.59940566 17.691539 97.99330
92 3 0 0 0 0 1 0 1 1 0.0170891912 2.29213119 15.177363 94.55658
93 3 0 0 0 0 0 1 1 1 0.0062774411 3.32046013 16.290286 96.04143
94 4 1 1 1 1 0 0 0 0 0.0720573116 -2.16770957 10.457815 91.92507
95 4 1 1 1 0 1 0 0 0 0.1155401404 -6.67903674 6.031580 87.06759
96 4 1 1 0 1 1 0 0 0 0.1223011001 -7.40034896 5.343363 86.03682
97 4 1 0 1 1 1 0 0 0 0.0458949089 0.44585243 13.120958 93.80663
98 4 0 1 1 1 1 0 0 0 0.0863110449 -3.62280803 9.006889 89.89593
99 4 1 1 1 0 0 1 0 0 0.0814732455 -3.12640994 9.499342 90.94664
100 4 1 1 0 1 0 1 0 0 0.0875981512 -3.75531844 8.875871 90.25383
101 4 1 0 1 1 0 1 0 0 0.0167913210 3.27032323 16.083491 96.67798
102 4 0 1 1 1 0 1 0 0 0.0692253808 -1.88127365 10.746085 92.39709
103 4 1 1 0 0 1 1 0 0 0.1342868294 -8.69284467 4.123303 85.03477
104 4 1 0 1 0 1 1 0 0 0.0526680240 -0.22382581 12.431504 92.72058
105 4 0 1 1 0 1 1 0 0 0.0943949493 -4.45817825 8.184006 88.40147
106 4 1 0 0 1 1 1 0 0 0.0479634938 0.24183080 12.910391 92.87300
107 4 0 1 0 1 1 1 0 0 0.1260598230 -7.80376596 4.960753 85.81368
108 4 0 0 1 1 1 1 0 0 0.0403023895 0.99522810 13.690235 94.10988
109 4 1 1 1 0 0 0 1 0 0.0716052347 -2.12192562 10.503834 91.59511
110 4 1 1 0 1 0 0 1 0 0.0786464675 -2.83756794 9.787087 90.23193
111 4 1 0 1 1 0 0 1 0 0.0118541858 3.74115857 16.586056 96.93589
112 4 0 1 1 1 0 0 1 0 0.0459646009 0.43898601 13.113864 94.46246
113 4 1 1 0 0 1 0 1 0 0.1186698953 -7.01225560 5.712993 85.84210
114 4 1 0 1 0 1 0 1 0 0.0446485710 0.56856355 13.247826 93.18292
115 4 0 1 1 0 1 0 1 0 0.0626352608 -1.21807489 11.416912 91.23049
116 4 1 0 0 1 1 0 1 0 0.0419618834 0.83254409 13.521311 92.75848
117 4 0 1 0 1 1 0 1 0 0.0940298866 -4.42029310 8.221167 88.58188
118 4 0 0 1 1 1 0 1 0 0.0222685460 2.74520726 15.525950 95.73457
119 4 1 1 0 0 0 1 1 0 0.0925834643 -4.27033753 8.368402 88.90924
120 4 1 0 1 0 0 1 1 0 0.0203553133 2.92896747 15.720703 95.71780
121 4 0 1 1 0 0 1 1 0 0.0594553576 -0.89973026 11.740603 92.26781
122 4 1 0 0 1 0 1 1 0 0.0200714291 2.95620312 15.749600 94.88949
123 4 0 1 0 1 0 1 1 0 0.0896420527 -3.96612715 8.667817 89.74956
124 4 0 0 1 1 0 1 1 0 0.0111326762 3.80976905 16.659500 97.10506
125 4 1 0 0 0 1 1 1 0 0.0535252842 -0.30892686 12.344241 91.29544
126 4 0 1 0 0 1 1 1 0 0.1056739494 -5.63626766 7.035886 86.83188
127 4 0 0 1 0 1 1 1 0 0.0321131016 1.79394555 14.523845 93.67287
128 4 0 0 0 1 1 1 1 0 0.0458672569 0.44857671 13.123772 92.48203
129 4 1 1 1 0 0 0 0 1 0.0652074248 -1.47636896 11.155084 92.71196
130 4 1 1 0 1 0 0 0 1 0.0659197088 -1.54802146 11.082579 92.25697
131 4 1 0 1 1 0 0 0 1 0.0069624772 4.20534735 17.083996 98.36119
132 4 0 1 1 1 0 0 0 1 0.0349483787 1.51818278 14.235235 95.88788
133 4 1 1 0 0 1 0 0 1 0.1153900652 -6.66308816 6.046856 87.01200
134 4 1 0 1 0 1 0 0 1 0.0442283284 0.60990344 13.290603 94.39578
135 4 0 1 1 0 1 0 0 1 0.0588425176 -0.83850170 11.802985 92.41269
136 4 1 0 0 1 1 0 0 1 0.0383772122 1.18360555 13.886204 94.47053
137 4 0 1 0 1 1 0 0 1 0.0926201755 -4.27414054 8.364665 89.31532
138 4 0 0 1 1 1 0 0 1 0.0241633377 2.56286351 15.333074 96.67058
139 4 1 1 0 0 0 1 0 1 0.0794591202 -2.92051446 9.704365 91.01795
140 4 1 0 1 0 0 1 0 1 0.0138150555 3.55444030 16.386453 97.35350
141 4 0 1 1 0 0 1 0 1 0.0435665427 0.67496744 13.357968 94.34994
142 4 1 0 0 1 0 1 0 1 0.0042222569 4.46437682 17.362930 97.97188
143 4 0 1 0 1 0 1 0 1 0.0653612141 -1.49183484 11.139429 92.75970
144 4 0 0 1 1 0 1 0 1 -0.0010402406 4.95984102 17.898614 99.29331
145 4 1 0 0 0 1 1 0 1 0.0460965393 0.42598537 13.100433 93.47657
146 4 0 1 0 0 1 1 0 1 0.0948216144 -4.50247568 8.140575 88.58711
147 4 0 0 1 0 1 1 0 1 0.0257956653 2.40549365 15.166914 95.51885
148 4 0 0 0 1 1 1 0 1 0.0355604130 1.45854921 14.172934 94.83383
149 4 1 1 0 0 0 0 1 1 0.0706210466 -2.02232933 10.604017 91.10307
150 4 1 0 1 0 0 0 1 1 0.0090406110 4.00842704 16.872457 97.65412
151 4 0 1 1 0 0 0 1 1 0.0196104184 3.00041533 15.796528 96.46078
152 4 1 0 0 1 0 0 1 1 0.0047590836 4.41368747 17.308285 97.11664
153 4 0 1 0 1 0 0 1 1 0.0470407612 0.33289334 13.004318 93.84645
154 4 0 0 1 1 0 0 1 1 -0.0123959344 6.02016421 19.054541 100.28432
155 4 1 0 0 0 1 0 1 1 0.0415706949 0.87091857 13.561131 93.08802
156 4 0 1 0 0 1 0 1 1 0.0655110078 -1.50690134 11.124181 90.80345
157 4 0 0 1 0 1 0 1 1 0.0089361277 4.01833755 16.883093 96.79318
158 4 0 0 0 1 1 0 1 1 0.0249246497 2.48949953 15.255577 95.25707
159 4 1 0 0 0 0 1 1 1 0.0164643259 3.30158051 16.116777 95.74824
160 4 0 1 0 0 0 1 1 1 0.0596584907 -0.92003400 11.719925 92.11898
161 4 0 0 1 0 0 1 1 1 -0.0028878524 5.13317613 18.086688 98.43143
162 4 0 0 0 1 0 1 1 1 0.0079409442 4.11268093 16.984395 97.24640
163 4 0 0 0 0 1 1 1 1 0.0319974822 1.80517370 14.535615 93.78588
164 5 1 1 1 1 1 0 0 0 0.1158064929 -5.76950702 6.993181 87.64303
165 5 1 1 1 1 0 1 0 0 0.0814276911 -2.18390631 10.453372 91.82644
166 5 1 1 1 0 1 1 0 0 0.1252212039 -6.77576651 6.045600 86.64833
167 5 1 1 0 1 1 1 0 0 0.1383229162 -8.19426995 4.726926 85.38494
168 5 1 0 1 1 1 1 0 0 0.0467680650 1.29763008 13.941829 94.09297
169 5 0 1 1 1 1 1 0 0 0.1178040604 -5.98211181 6.792128 87.52770
170 5 1 1 1 1 0 0 1 0 0.0697809293 -0.99955408 11.625607 92.60487
171 5 1 1 1 0 1 0 1 0 0.1090468286 -5.05360954 7.673534 87.84675
172 5 1 1 0 1 1 0 1 0 0.1199087628 -6.20664062 6.580292 86.43957
173 5 1 0 1 1 1 0 1 0 0.0377035945 2.18727140 14.854158 94.66831
174 5 0 1 1 1 1 0 1 0 0.0843921220 -2.48775513 10.155005 90.83763
175 5 1 1 1 0 0 1 1 0 0.0822944091 -2.27264178 10.366138 91.13931
176 5 1 1 0 1 0 1 1 0 0.0959377771 -3.68061546 8.992947 89.50854
177 5 1 0 1 1 0 1 1 0 0.0138007865 4.49364217 17.259952 97.16831
178 5 0 1 1 1 0 1 1 0 0.0793067438 -1.96711420 10.666844 92.09420
179 5 1 1 0 0 1 1 1 0 0.1324809443 -7.55912229 5.314914 85.24313
180 5 1 0 1 0 1 1 1 0 0.0459495480 1.37831094 14.024212 93.39822
181 5 0 1 1 0 1 1 1 0 0.0962298635 -3.71099010 8.963549 88.45757
182 5 1 0 0 1 1 1 1 0 0.0478901269 1.18691626 13.828894 92.61667
183 5 0 1 0 1 1 1 1 0 0.1333017900 -7.64810711 5.232297 85.72309
184 5 0 0 1 1 1 1 1 0 0.0380146622 2.15688046 14.822850 94.64035
185 5 1 1 1 1 0 0 0 1 0.0616448654 -0.18096755 12.444494 93.77433
186 5 1 1 1 0 1 0 0 1 0.1071902880 -4.85793905 7.860393 88.74502
187 5 1 1 0 1 1 0 0 1 0.1181178540 -6.01555318 6.760545 87.30007
188 5 1 0 1 1 1 0 0 1 0.0387248895 2.08745527 14.751366 95.69077
189 5 0 1 1 1 1 0 0 1 0.0860261982 -2.65566587 9.990537 91.21550
190 5 1 1 1 0 0 1 0 1 0.0718076800 -1.20458365 11.421617 92.63789
191 5 1 1 0 1 0 1 0 1 0.0772343926 -1.75577116 10.875424 92.08483
192 5 1 0 1 1 0 1 0 1 0.0056212066 5.27006691 18.083218 98.94915
193 5 0 1 1 1 0 1 0 1 0.0588370660 0.09988460 12.727096 94.50307
194 5 1 1 0 0 1 1 0 1 0.1251519478 -6.76832484 6.052570 86.73912
195 5 1 0 1 0 1 1 0 1 0.0427794552 1.69013381 14.343278 94.95464
196 5 0 1 1 0 1 1 0 1 0.0848038141 -2.53003060 10.113569 90.34864
197 5 1 0 0 1 1 1 0 1 0.0398933840 1.97312244 14.633758 94.85002
198 5 0 1 0 1 1 1 0 1 0.1223151712 -6.46401416 6.338089 87.38498
199 5 0 0 1 1 1 1 0 1 0.0336856705 2.57893717 15.258558 96.28181
200 5 1 1 1 0 0 0 1 1 0.0610860781 -0.12500752 12.500735 93.50095
201 5 1 1 0 1 0 0 1 1 0.0687129861 -0.89169876 11.733095 92.06309
202 5 1 0 1 1 0 0 1 1 0.0008625654 5.71883488 18.562171 99.29657
203 5 0 1 1 1 0 0 1 1 0.0374080551 2.21613615 14.883904 96.53103
204 5 1 1 0 0 1 0 1 1 0.1107679508 -5.23537213 7.500305 87.33768
205 5 1 0 1 0 1 0 1 1 0.0356876659 2.38398738 15.057060 95.27196
206 5 0 1 1 0 1 0 1 1 0.0549060358 0.49168422 13.122750 93.04276
207 5 1 0 0 1 1 0 1 1 0.0358284262 2.37026523 15.042892 94.42565
208 5 0 1 0 1 1 0 1 1 0.0955426555 -3.63954162 9.032716 89.47228
209 5 0 0 1 1 1 0 1 1 0.0190033712 3.99644297 16.736317 97.54288
210 5 1 1 0 0 0 1 1 1 0.0827512247 -2.31944476 10.320160 90.70587
211 5 1 0 1 0 0 1 1 1 0.0093627898 4.91570278 17.706632 98.11339
212 5 0 1 1 0 0 1 1 1 0.0491231009 1.06510819 13.704797 94.30760
213 5 1 0 0 1 0 1 1 1 0.0090100330 4.94916936 17.742136 97.24257
214 5 0 1 0 1 0 1 1 1 0.0799016753 -2.02787453 10.606964 91.86607
215 5 0 0 1 1 0 1 1 1 0.0003075931 5.77103282 18.618028 99.75892
216 5 1 0 0 0 1 1 1 1 0.0440225675 1.56797962 14.218160 93.39771
217 5 0 1 0 0 1 1 1 1 0.0963265090 -3.72104262 8.953821 88.64374
218 5 0 0 1 0 1 1 1 1 0.0222257880 3.68715977 16.411984 96.09950
219 5 0 0 0 1 1 1 1 1 0.0401826738 1.94479503 14.604642 94.43573
220 6 1 1 1 1 1 1 0 0 0.1301958185 -6.38614049 6.550081 87.03059
221 6 1 1 1 1 1 0 1 0 0.1106511544 -4.29732389 8.494878 88.59827
222 6 1 1 1 1 0 1 1 0 0.0856915947 -1.69555641 10.978485 91.89464
223 6 1 1 1 0 1 1 1 0 0.1225847470 -5.56718755 7.307423 87.09093
224 6 1 1 0 1 1 1 1 0 0.1407664357 -7.53550857 5.498249 85.42037
225 6 1 0 1 1 1 1 1 0 0.0410555937 2.78496905 15.420001 94.76200
226 6 0 1 1 1 1 1 1 0 0.1234378635 -5.65862883 7.222533 87.71010
227 6 1 1 1 1 1 0 0 1 0.1112812273 -4.36394324 8.432182 89.09259
228 6 1 1 1 1 0 1 0 1 0.0708718860 -0.18415895 12.453124 93.71215
229 6 1 1 1 0 1 1 0 1 0.1158071997 -4.84387957 7.981824 88.47308
230 6 1 1 0 1 1 1 0 1 0.1324520339 -6.63028716 6.325576 86.92024
231 6 1 0 1 1 1 1 0 1 0.0384898868 3.03613521 15.675303 96.20028
232 6 0 1 1 1 1 1 0 1 0.1138233099 -4.63320522 8.179232 89.29347
233 6 1 1 1 1 0 0 1 1 0.0595566059 0.95369462 13.579054 94.61945
234 6 1 1 1 0 1 0 1 1 0.1008121569 -3.26309843 9.473910 89.55338
235 6 1 1 0 1 1 0 1 1 0.1167135183 -4.94028121 7.891641 87.58524
236 6 1 0 1 1 1 0 1 1 0.0309453440 3.77083279 16.426024 96.63390
237 6 0 1 1 1 1 0 1 1 0.0855495211 -1.68095097 10.992622 92.04620
238 6 1 1 1 0 0 1 1 1 0.0722412452 -0.32279938 12.316865 93.05613
239 6 1 1 0 1 0 1 1 1 0.0856478014 -1.69105413 10.982843 91.49274
240 6 1 0 1 1 0 1 1 1 0.0025106231 6.48935830 19.255428 99.67774
241 6 0 1 1 1 0 1 1 1 0.0693326555 -0.02856368 12.606285 94.41523
242 6 1 1 0 0 1 1 1 1 0.1232796945 -5.64166877 7.238272 86.94463
243 6 1 0 1 0 1 1 1 1 0.0360124679 3.27802333 15.921819 95.73548
244 6 0 1 1 0 1 1 1 1 0.0867621273 -1.80568230 10.871961 90.48595
245 6 1 0 0 1 1 1 1 1 0.0404659845 2.84274740 15.478671 94.56355
246 6 0 1 0 1 1 1 1 1 0.1306180337 -6.43178049 6.508069 87.20988
247 6 0 0 1 1 1 1 1 1 0.0319691093 3.67147327 16.324154 96.89794
248 7 1 1 1 1 1 1 1 0 0.1307761831 -5.53559891 7.498167 87.45467
249 7 1 1 1 1 1 1 0 1 0.1240761800 -4.81382229 8.157190 88.73710
250 7 1 1 1 1 1 0 1 1 0.1070601879 -3.00525709 9.830908 90.02700
251 7 1 1 1 1 0 1 1 1 0.0751559294 0.29470428 12.969059 94.05476
252 7 1 1 1 0 1 1 1 1 0.1131932278 -3.65311116 9.227653 88.98514
253 7 1 1 0 1 1 1 1 1 0.1358244647 -6.08312399 7.001611 86.93890
254 7 1 0 1 1 1 1 1 1 0.0331980337 4.46534626 17.096101 96.99171
255 7 0 1 1 1 1 1 1 1 0.1206791237 -4.44997137 8.491329 89.47867
256 8 1 1 1 1 1 1 1 1 0.1256742605 -4.08490510 9.000000 89.24522
--
View this message in context:
http://old.nabble.com/Finding-Largest%28or-smallest%29-values-tp26360894p26360894.html
Sent from the R help mailing list archive at Nabble.com.
There are probably better ways but cant you subset each parameter? So create
new variables for parameter 1, 2, ... and look at the summary data for those
which will include a min and max for all variables.
Joe King
206-913-2912
jp at joepking.com
"Never throughout history has a man who lived a life of ease left a name
worth remembering." --Theodore Roosevelt
-----Original Message-----
From: r-help-bounces at r-project.org [mailto:r-help-bounces at r-project.org]
On
Behalf Of alphaace
Sent: Sunday, November 15, 2009 8:54 AM
To: r-help at r-project.org
Subject: [R] Finding Largest(or smallest) values
Hi,
I am trying to find a model of best fit, with 8 parameters. As such, I have
created a table with 2^8=256 rows with every variable either in or out of
the model(denoted by 1 or 0), and for each row, I have computed the Adjusted
R^2, AIC, CP and Press. I know I can use the leaps package to find the best
model (for every number of parameters n=1...8) for the Adjusted R2 and CP,
but not for AIC and PRESS. I was wondering, if anyone has any code to say
find the minimum press when the model has 1 parameter, 2 parameters, 3
parameters, etc...
I have attached a copy of my table below for reference. Thank you for your
help!
> DF
P X1 X2 X3 X4 X5 X6 X7 X8 Adjusted R2 AIC CP PRESS
1 0 0 0 0 0 0 0 0 0 0.0000000000 0.99464282 14.367679 95.01075
2 1 1 0 0 0 0 0 0 0 0.0246074998 -0.36362381 12.634643 93.70900
3 1 0 1 0 0 0 0 0 0 0.0382916889 -1.69172730 11.194739 92.46010
4 1 0 0 1 0 0 0 0 0 -0.0005184148 2.02713507 15.278491 96.11336
5 1 0 0 0 1 0 0 0 0 -0.0028888134 2.24957370 15.527913 96.38092
6 1 0 0 0 0 1 0 0 0 0.0272855281 -0.62206426 12.352850 92.64962
7 1 0 0 0 0 0 1 0 0 0.0111851503 0.92108831 14.046995 94.47172
8 1 0 0 0 0 0 0 1 0 0.0020990063 1.78090275 15.003075 94.60974
9 1 0 0 0 0 0 0 0 1 -0.0108209410 2.99012118 16.362563 97.09546
10 2 1 1 0 0 0 0 0 0 0.0810965349 -4.99889125 7.639659 89.49671
11 2 1 0 1 0 0 0 0 0 0.0266267059 0.41424802 13.308890 94.64288
12 2 0 1 1 0 0 0 0 0 0.0315413664 -0.06156976 12.797371 94.04593
13 2 1 0 0 1 0 0 0 0 0.0145736386 1.57108162 14.563375 95.37943
14 2 0 1 0 1 0 0 0 0 0.0479608482 -1.66893313 11.088428 92.39152
15 2 0 0 1 1 0 0 0 0 0.0005123888 2.90290718 16.026873 97.24004
16 2 1 0 0 0 1 0 0 0 0.0541222887 -2.27926275 10.447144 91.16842
17 2 0 1 0 0 1 0 0 0 0.0754976703 -4.42788850 8.222390 88.96712
18 2 0 0 1 0 1 0 0 0 0.0241535771 0.65277858 13.566293 93.96203
19 2 0 0 0 1 1 0 0 0 0.0275121981 0.32869589 13.216727 93.77620
20 2 1 0 0 0 0 1 0 0 0.0245589269 0.61372449 13.524104 94.06972
21 2 0 1 0 0 0 1 0 0 0.0622492592 -3.09039933 9.601287 90.89229
22 2 0 0 1 0 0 1 0 0 0.0085444331 2.14445635 15.190896 95.73424
23 2 0 0 0 1 0 1 0 0 0.0089907346 2.10213293 15.144445 95.79122
24 2 0 0 0 0 1 1 0 0 0.0407860378 -0.96318114 11.835183 91.76667
25 2 1 0 0 0 0 0 1 0 0.0244877014 0.62058800 13.531518 93.36514
26 2 0 1 0 0 0 0 1 0 0.0407457114 -0.95922936 11.839381 92.16665
27 2 0 0 1 0 0 0 1 0 -0.0047937805 3.40062281 16.579140 96.66665
28 2 0 0 0 1 0 0 1 0 0.0020858488 2.75480952 15.863107 95.82804
29 2 0 0 0 0 1 0 1 0 0.0248637496 0.58434515 13.492378 92.73311
30 2 0 0 0 0 0 1 1 0 0.0171446547 1.32551143 14.295783 93.74595
31 2 1 0 0 0 0 0 0 1 0.0138889013 1.63637615 14.634643 95.78017
32 2 0 1 0 0 0 0 0 1 0.0277245197 0.30817080 13.194629 94.26947
33 2 0 0 1 0 0 0 0 1 -0.0115063328 4.02650409 17.277784 98.26103
34 2 0 0 0 1 0 0 0 1 -0.0130170902 4.16679510 17.435024 98.57288
35 2 0 0 0 0 1 0 0 1 0.0193924225 1.11028937 14.061835 94.52438
36 2 0 0 0 0 0 1 0 1 0.0004693207 2.90695757 16.031355 96.66280
37 2 0 0 0 0 0 0 1 1 -0.0087026647 3.76559547 16.985978 96.73581
38 3 1 1 1 0 0 0 0 0 0.0754624308 -3.46299014 9.168628 90.98724
39 3 1 1 0 1 0 0 0 0 0.0761667614 -3.53462845 9.096127 90.47049
40 3 1 0 1 1 0 0 0 0 0.0179377080 2.21094883 15.090020 96.18373
41 3 0 1 1 1 0 0 0 0 0.0443170822 -0.34853563 12.374620 93.90532
42 3 1 1 0 0 1 0 0 0 0.1233192905 -8.45916839 4.242412 85.48181
43 3 1 0 1 0 1 0 0 0 0.0532048878 -1.22682152 11.459741 92.37654
44 3 0 1 1 0 1 0 0 0 0.0668617200 -2.59257716 10.053955 90.62446
45 3 1 0 0 1 1 0 0 0 0.0452547720 -0.44081112 12.278098 92.71992
46 3 0 1 0 1 1 0 0 0 0.0924857470 -5.20992520 7.416308 88.22170
47 3 0 0 1 1 1 0 0 0 0.0281772097 1.22570975 14.036002 94.88753
48 3 1 1 0 0 0 1 0 0 0.0890014298 -4.84971194 7.774972 89.34392
49 3 1 0 1 0 0 1 0 0 0.0245049716 1.58023923 14.414009 95.16454
50 3 0 1 1 0 0 1 0 0 0.0535554539 -1.26163298 11.423655 92.56181
51 3 1 0 0 1 0 1 0 0 0.0152798441 2.46500779 15.363611 95.72452
52 3 0 1 0 1 0 1 0 0 0.0755765040 -3.47458896 9.156886 90.73695
53 3 0 0 1 1 0 1 0 0 0.0099403328 2.97333310 15.913241 96.85582
54 3 1 0 0 0 1 1 0 0 0.0555455543 -1.45949602 11.218801 91.36679
55 3 0 1 0 0 1 1 0 0 0.1041509877 -6.42603949 6.215530 86.77444
56 3 0 0 1 0 1 1 0 0 0.0357196889 0.49331421 13.259606 93.21327
57 3 0 0 0 1 1 1 0 0 0.0419849724 -0.11943111 12.614679 92.81726
58 3 1 1 0 0 0 0 1 0 0.0809358167 -4.02113648 8.605217 89.33307
59 3 1 0 1 0 0 0 1 0 0.0200512449 2.00842953 14.872460 95.38584
60 3 0 1 1 0 0 0 1 0 0.0304720092 1.00348174 13.799783 94.40244
61 3 1 0 0 1 0 0 1 0 0.0154746425 2.44641078 15.343559 94.92262
62 3 0 1 0 1 0 0 1 0 0.0552650890 -1.43158591 11.247671 92.01761
63 3 0 0 1 1 0 0 1 0 -0.0026092252 4.15734722 17.205048 97.88399
64 3 1 0 0 0 1 0 1 0 0.0498353136 -0.89287632 11.806593 91.27035
65 3 0 1 0 0 1 0 1 0 0.0729879707 -3.21174179 9.423340 89.23882
66 3 0 0 1 0 1 0 1 0 0.0173440056 2.26775903 15.151133 94.66455
67 3 0 0 0 1 1 0 1 0 0.0275590625 1.28548130 14.099632 93.79246
68 3 1 0 0 0 0 1 1 0 0.0273232886 1.30826938 14.123901 93.47861
69 3 0 1 0 0 0 1 1 0 0.0697385370 -2.88282192 9.757826 90.23306
70 3 0 0 1 0 0 1 1 0 0.0081627061 3.14195636 16.096224 95.96977
71 3 0 0 0 1 0 1 1 0 0.0185159779 2.15558229 15.030495 94.78981
72 3 0 0 0 0 1 1 1 0 0.0415140078 -0.07323163 12.663159 91.62193
73 3 1 1 0 0 0 0 0 1 0.0709633750 -3.00666951 9.631745 91.18508
74 3 1 0 1 0 0 0 0 1 0.0158376174 2.41174845 15.306196 96.74797
75 3 0 1 1 0 0 0 0 1 0.0207826136 1.93824798 14.797175 95.92201
76 3 1 0 0 1 0 0 0 1 0.0036810347 3.56574380 16.557551 97.53199
77 3 0 1 0 1 0 0 0 1 0.0387627840 0.19619806 12.946360 94.26901
78 3 0 0 1 1 0 0 0 1 -0.0096893217 4.81881152 17.933849 99.50018
79 3 1 0 0 0 1 0 0 1 0.0458028457 -0.49478754 12.221681 93.02880
80 3 0 1 0 0 1 0 0 1 0.0679119334 -2.69843033 9.945850 90.58258
81 3 0 0 1 0 1 0 0 1 0.0155920197 2.43520323 15.331477 96.01863
82 3 0 0 0 1 1 0 0 1 0.0238484938 1.64347703 14.481584 95.38563
83 3 1 0 0 0 0 1 0 1 0.0138860933 2.59795922 15.507079 96.24974
84 3 0 1 0 0 0 1 0 1 0.0524178473 -1.14871478 11.540756 92.64563
85 3 0 0 1 0 0 1 0 1 -0.0022356042 4.12231172 17.166589 97.95380
86 3 0 0 0 1 0 1 0 1 -0.0019034189 4.09115079 17.132395 98.17381
87 3 0 0 0 0 1 1 0 1 0.0312806992 0.92504297 13.716539 93.93226
88 3 1 0 0 0 0 0 1 1 0.0136790790 2.61769051 15.528388 95.48245
89 3 0 1 0 0 0 0 1 1 0.0301342546 1.03622283 13.834550 94.04115
90 3 0 0 1 0 0 0 1 1 -0.0158842904 5.39378827 18.571537 98.99325
91 3 0 0 0 1 0 0 1 1 -0.0073353493 4.59940566 17.691539 97.99330
92 3 0 0 0 0 1 0 1 1 0.0170891912 2.29213119 15.177363 94.55658
93 3 0 0 0 0 0 1 1 1 0.0062774411 3.32046013 16.290286 96.04143
94 4 1 1 1 1 0 0 0 0 0.0720573116 -2.16770957 10.457815 91.92507
95 4 1 1 1 0 1 0 0 0 0.1155401404 -6.67903674 6.031580 87.06759
96 4 1 1 0 1 1 0 0 0 0.1223011001 -7.40034896 5.343363 86.03682
97 4 1 0 1 1 1 0 0 0 0.0458949089 0.44585243 13.120958 93.80663
98 4 0 1 1 1 1 0 0 0 0.0863110449 -3.62280803 9.006889 89.89593
99 4 1 1 1 0 0 1 0 0 0.0814732455 -3.12640994 9.499342 90.94664
100 4 1 1 0 1 0 1 0 0 0.0875981512 -3.75531844 8.875871 90.25383
101 4 1 0 1 1 0 1 0 0 0.0167913210 3.27032323 16.083491 96.67798
102 4 0 1 1 1 0 1 0 0 0.0692253808 -1.88127365 10.746085 92.39709
103 4 1 1 0 0 1 1 0 0 0.1342868294 -8.69284467 4.123303 85.03477
104 4 1 0 1 0 1 1 0 0 0.0526680240 -0.22382581 12.431504 92.72058
105 4 0 1 1 0 1 1 0 0 0.0943949493 -4.45817825 8.184006 88.40147
106 4 1 0 0 1 1 1 0 0 0.0479634938 0.24183080 12.910391 92.87300
107 4 0 1 0 1 1 1 0 0 0.1260598230 -7.80376596 4.960753 85.81368
108 4 0 0 1 1 1 1 0 0 0.0403023895 0.99522810 13.690235 94.10988
109 4 1 1 1 0 0 0 1 0 0.0716052347 -2.12192562 10.503834 91.59511
110 4 1 1 0 1 0 0 1 0 0.0786464675 -2.83756794 9.787087 90.23193
111 4 1 0 1 1 0 0 1 0 0.0118541858 3.74115857 16.586056 96.93589
112 4 0 1 1 1 0 0 1 0 0.0459646009 0.43898601 13.113864 94.46246
113 4 1 1 0 0 1 0 1 0 0.1186698953 -7.01225560 5.712993 85.84210
114 4 1 0 1 0 1 0 1 0 0.0446485710 0.56856355 13.247826 93.18292
115 4 0 1 1 0 1 0 1 0 0.0626352608 -1.21807489 11.416912 91.23049
116 4 1 0 0 1 1 0 1 0 0.0419618834 0.83254409 13.521311 92.75848
117 4 0 1 0 1 1 0 1 0 0.0940298866 -4.42029310 8.221167 88.58188
118 4 0 0 1 1 1 0 1 0 0.0222685460 2.74520726 15.525950 95.73457
119 4 1 1 0 0 0 1 1 0 0.0925834643 -4.27033753 8.368402 88.90924
120 4 1 0 1 0 0 1 1 0 0.0203553133 2.92896747 15.720703 95.71780
121 4 0 1 1 0 0 1 1 0 0.0594553576 -0.89973026 11.740603 92.26781
122 4 1 0 0 1 0 1 1 0 0.0200714291 2.95620312 15.749600 94.88949
123 4 0 1 0 1 0 1 1 0 0.0896420527 -3.96612715 8.667817 89.74956
124 4 0 0 1 1 0 1 1 0 0.0111326762 3.80976905 16.659500 97.10506
125 4 1 0 0 0 1 1 1 0 0.0535252842 -0.30892686 12.344241 91.29544
126 4 0 1 0 0 1 1 1 0 0.1056739494 -5.63626766 7.035886 86.83188
127 4 0 0 1 0 1 1 1 0 0.0321131016 1.79394555 14.523845 93.67287
128 4 0 0 0 1 1 1 1 0 0.0458672569 0.44857671 13.123772 92.48203
129 4 1 1 1 0 0 0 0 1 0.0652074248 -1.47636896 11.155084 92.71196
130 4 1 1 0 1 0 0 0 1 0.0659197088 -1.54802146 11.082579 92.25697
131 4 1 0 1 1 0 0 0 1 0.0069624772 4.20534735 17.083996 98.36119
132 4 0 1 1 1 0 0 0 1 0.0349483787 1.51818278 14.235235 95.88788
133 4 1 1 0 0 1 0 0 1 0.1153900652 -6.66308816 6.046856 87.01200
134 4 1 0 1 0 1 0 0 1 0.0442283284 0.60990344 13.290603 94.39578
135 4 0 1 1 0 1 0 0 1 0.0588425176 -0.83850170 11.802985 92.41269
136 4 1 0 0 1 1 0 0 1 0.0383772122 1.18360555 13.886204 94.47053
137 4 0 1 0 1 1 0 0 1 0.0926201755 -4.27414054 8.364665 89.31532
138 4 0 0 1 1 1 0 0 1 0.0241633377 2.56286351 15.333074 96.67058
139 4 1 1 0 0 0 1 0 1 0.0794591202 -2.92051446 9.704365 91.01795
140 4 1 0 1 0 0 1 0 1 0.0138150555 3.55444030 16.386453 97.35350
141 4 0 1 1 0 0 1 0 1 0.0435665427 0.67496744 13.357968 94.34994
142 4 1 0 0 1 0 1 0 1 0.0042222569 4.46437682 17.362930 97.97188
143 4 0 1 0 1 0 1 0 1 0.0653612141 -1.49183484 11.139429 92.75970
144 4 0 0 1 1 0 1 0 1 -0.0010402406 4.95984102 17.898614 99.29331
145 4 1 0 0 0 1 1 0 1 0.0460965393 0.42598537 13.100433 93.47657
146 4 0 1 0 0 1 1 0 1 0.0948216144 -4.50247568 8.140575 88.58711
147 4 0 0 1 0 1 1 0 1 0.0257956653 2.40549365 15.166914 95.51885
148 4 0 0 0 1 1 1 0 1 0.0355604130 1.45854921 14.172934 94.83383
149 4 1 1 0 0 0 0 1 1 0.0706210466 -2.02232933 10.604017 91.10307
150 4 1 0 1 0 0 0 1 1 0.0090406110 4.00842704 16.872457 97.65412
151 4 0 1 1 0 0 0 1 1 0.0196104184 3.00041533 15.796528 96.46078
152 4 1 0 0 1 0 0 1 1 0.0047590836 4.41368747 17.308285 97.11664
153 4 0 1 0 1 0 0 1 1 0.0470407612 0.33289334 13.004318 93.84645
154 4 0 0 1 1 0 0 1 1 -0.0123959344 6.02016421 19.054541 100.28432
155 4 1 0 0 0 1 0 1 1 0.0415706949 0.87091857 13.561131 93.08802
156 4 0 1 0 0 1 0 1 1 0.0655110078 -1.50690134 11.124181 90.80345
157 4 0 0 1 0 1 0 1 1 0.0089361277 4.01833755 16.883093 96.79318
158 4 0 0 0 1 1 0 1 1 0.0249246497 2.48949953 15.255577 95.25707
159 4 1 0 0 0 0 1 1 1 0.0164643259 3.30158051 16.116777 95.74824
160 4 0 1 0 0 0 1 1 1 0.0596584907 -0.92003400 11.719925 92.11898
161 4 0 0 1 0 0 1 1 1 -0.0028878524 5.13317613 18.086688 98.43143
162 4 0 0 0 1 0 1 1 1 0.0079409442 4.11268093 16.984395 97.24640
163 4 0 0 0 0 1 1 1 1 0.0319974822 1.80517370 14.535615 93.78588
164 5 1 1 1 1 1 0 0 0 0.1158064929 -5.76950702 6.993181 87.64303
165 5 1 1 1 1 0 1 0 0 0.0814276911 -2.18390631 10.453372 91.82644
166 5 1 1 1 0 1 1 0 0 0.1252212039 -6.77576651 6.045600 86.64833
167 5 1 1 0 1 1 1 0 0 0.1383229162 -8.19426995 4.726926 85.38494
168 5 1 0 1 1 1 1 0 0 0.0467680650 1.29763008 13.941829 94.09297
169 5 0 1 1 1 1 1 0 0 0.1178040604 -5.98211181 6.792128 87.52770
170 5 1 1 1 1 0 0 1 0 0.0697809293 -0.99955408 11.625607 92.60487
171 5 1 1 1 0 1 0 1 0 0.1090468286 -5.05360954 7.673534 87.84675
172 5 1 1 0 1 1 0 1 0 0.1199087628 -6.20664062 6.580292 86.43957
173 5 1 0 1 1 1 0 1 0 0.0377035945 2.18727140 14.854158 94.66831
174 5 0 1 1 1 1 0 1 0 0.0843921220 -2.48775513 10.155005 90.83763
175 5 1 1 1 0 0 1 1 0 0.0822944091 -2.27264178 10.366138 91.13931
176 5 1 1 0 1 0 1 1 0 0.0959377771 -3.68061546 8.992947 89.50854
177 5 1 0 1 1 0 1 1 0 0.0138007865 4.49364217 17.259952 97.16831
178 5 0 1 1 1 0 1 1 0 0.0793067438 -1.96711420 10.666844 92.09420
179 5 1 1 0 0 1 1 1 0 0.1324809443 -7.55912229 5.314914 85.24313
180 5 1 0 1 0 1 1 1 0 0.0459495480 1.37831094 14.024212 93.39822
181 5 0 1 1 0 1 1 1 0 0.0962298635 -3.71099010 8.963549 88.45757
182 5 1 0 0 1 1 1 1 0 0.0478901269 1.18691626 13.828894 92.61667
183 5 0 1 0 1 1 1 1 0 0.1333017900 -7.64810711 5.232297 85.72309
184 5 0 0 1 1 1 1 1 0 0.0380146622 2.15688046 14.822850 94.64035
185 5 1 1 1 1 0 0 0 1 0.0616448654 -0.18096755 12.444494 93.77433
186 5 1 1 1 0 1 0 0 1 0.1071902880 -4.85793905 7.860393 88.74502
187 5 1 1 0 1 1 0 0 1 0.1181178540 -6.01555318 6.760545 87.30007
188 5 1 0 1 1 1 0 0 1 0.0387248895 2.08745527 14.751366 95.69077
189 5 0 1 1 1 1 0 0 1 0.0860261982 -2.65566587 9.990537 91.21550
190 5 1 1 1 0 0 1 0 1 0.0718076800 -1.20458365 11.421617 92.63789
191 5 1 1 0 1 0 1 0 1 0.0772343926 -1.75577116 10.875424 92.08483
192 5 1 0 1 1 0 1 0 1 0.0056212066 5.27006691 18.083218 98.94915
193 5 0 1 1 1 0 1 0 1 0.0588370660 0.09988460 12.727096 94.50307
194 5 1 1 0 0 1 1 0 1 0.1251519478 -6.76832484 6.052570 86.73912
195 5 1 0 1 0 1 1 0 1 0.0427794552 1.69013381 14.343278 94.95464
196 5 0 1 1 0 1 1 0 1 0.0848038141 -2.53003060 10.113569 90.34864
197 5 1 0 0 1 1 1 0 1 0.0398933840 1.97312244 14.633758 94.85002
198 5 0 1 0 1 1 1 0 1 0.1223151712 -6.46401416 6.338089 87.38498
199 5 0 0 1 1 1 1 0 1 0.0336856705 2.57893717 15.258558 96.28181
200 5 1 1 1 0 0 0 1 1 0.0610860781 -0.12500752 12.500735 93.50095
201 5 1 1 0 1 0 0 1 1 0.0687129861 -0.89169876 11.733095 92.06309
202 5 1 0 1 1 0 0 1 1 0.0008625654 5.71883488 18.562171 99.29657
203 5 0 1 1 1 0 0 1 1 0.0374080551 2.21613615 14.883904 96.53103
204 5 1 1 0 0 1 0 1 1 0.1107679508 -5.23537213 7.500305 87.33768
205 5 1 0 1 0 1 0 1 1 0.0356876659 2.38398738 15.057060 95.27196
206 5 0 1 1 0 1 0 1 1 0.0549060358 0.49168422 13.122750 93.04276
207 5 1 0 0 1 1 0 1 1 0.0358284262 2.37026523 15.042892 94.42565
208 5 0 1 0 1 1 0 1 1 0.0955426555 -3.63954162 9.032716 89.47228
209 5 0 0 1 1 1 0 1 1 0.0190033712 3.99644297 16.736317 97.54288
210 5 1 1 0 0 0 1 1 1 0.0827512247 -2.31944476 10.320160 90.70587
211 5 1 0 1 0 0 1 1 1 0.0093627898 4.91570278 17.706632 98.11339
212 5 0 1 1 0 0 1 1 1 0.0491231009 1.06510819 13.704797 94.30760
213 5 1 0 0 1 0 1 1 1 0.0090100330 4.94916936 17.742136 97.24257
214 5 0 1 0 1 0 1 1 1 0.0799016753 -2.02787453 10.606964 91.86607
215 5 0 0 1 1 0 1 1 1 0.0003075931 5.77103282 18.618028 99.75892
216 5 1 0 0 0 1 1 1 1 0.0440225675 1.56797962 14.218160 93.39771
217 5 0 1 0 0 1 1 1 1 0.0963265090 -3.72104262 8.953821 88.64374
218 5 0 0 1 0 1 1 1 1 0.0222257880 3.68715977 16.411984 96.09950
219 5 0 0 0 1 1 1 1 1 0.0401826738 1.94479503 14.604642 94.43573
220 6 1 1 1 1 1 1 0 0 0.1301958185 -6.38614049 6.550081 87.03059
221 6 1 1 1 1 1 0 1 0 0.1106511544 -4.29732389 8.494878 88.59827
222 6 1 1 1 1 0 1 1 0 0.0856915947 -1.69555641 10.978485 91.89464
223 6 1 1 1 0 1 1 1 0 0.1225847470 -5.56718755 7.307423 87.09093
224 6 1 1 0 1 1 1 1 0 0.1407664357 -7.53550857 5.498249 85.42037
225 6 1 0 1 1 1 1 1 0 0.0410555937 2.78496905 15.420001 94.76200
226 6 0 1 1 1 1 1 1 0 0.1234378635 -5.65862883 7.222533 87.71010
227 6 1 1 1 1 1 0 0 1 0.1112812273 -4.36394324 8.432182 89.09259
228 6 1 1 1 1 0 1 0 1 0.0708718860 -0.18415895 12.453124 93.71215
229 6 1 1 1 0 1 1 0 1 0.1158071997 -4.84387957 7.981824 88.47308
230 6 1 1 0 1 1 1 0 1 0.1324520339 -6.63028716 6.325576 86.92024
231 6 1 0 1 1 1 1 0 1 0.0384898868 3.03613521 15.675303 96.20028
232 6 0 1 1 1 1 1 0 1 0.1138233099 -4.63320522 8.179232 89.29347
233 6 1 1 1 1 0 0 1 1 0.0595566059 0.95369462 13.579054 94.61945
234 6 1 1 1 0 1 0 1 1 0.1008121569 -3.26309843 9.473910 89.55338
235 6 1 1 0 1 1 0 1 1 0.1167135183 -4.94028121 7.891641 87.58524
236 6 1 0 1 1 1 0 1 1 0.0309453440 3.77083279 16.426024 96.63390
237 6 0 1 1 1 1 0 1 1 0.0855495211 -1.68095097 10.992622 92.04620
238 6 1 1 1 0 0 1 1 1 0.0722412452 -0.32279938 12.316865 93.05613
239 6 1 1 0 1 0 1 1 1 0.0856478014 -1.69105413 10.982843 91.49274
240 6 1 0 1 1 0 1 1 1 0.0025106231 6.48935830 19.255428 99.67774
241 6 0 1 1 1 0 1 1 1 0.0693326555 -0.02856368 12.606285 94.41523
242 6 1 1 0 0 1 1 1 1 0.1232796945 -5.64166877 7.238272 86.94463
243 6 1 0 1 0 1 1 1 1 0.0360124679 3.27802333 15.921819 95.73548
244 6 0 1 1 0 1 1 1 1 0.0867621273 -1.80568230 10.871961 90.48595
245 6 1 0 0 1 1 1 1 1 0.0404659845 2.84274740 15.478671 94.56355
246 6 0 1 0 1 1 1 1 1 0.1306180337 -6.43178049 6.508069 87.20988
247 6 0 0 1 1 1 1 1 1 0.0319691093 3.67147327 16.324154 96.89794
248 7 1 1 1 1 1 1 1 0 0.1307761831 -5.53559891 7.498167 87.45467
249 7 1 1 1 1 1 1 0 1 0.1240761800 -4.81382229 8.157190 88.73710
250 7 1 1 1 1 1 0 1 1 0.1070601879 -3.00525709 9.830908 90.02700
251 7 1 1 1 1 0 1 1 1 0.0751559294 0.29470428 12.969059 94.05476
252 7 1 1 1 0 1 1 1 1 0.1131932278 -3.65311116 9.227653 88.98514
253 7 1 1 0 1 1 1 1 1 0.1358244647 -6.08312399 7.001611 86.93890
254 7 1 0 1 1 1 1 1 1 0.0331980337 4.46534626 17.096101 96.99171
255 7 0 1 1 1 1 1 1 1 0.1206791237 -4.44997137 8.491329 89.47867
256 8 1 1 1 1 1 1 1 1 0.1256742605 -4.08490510 9.000000 89.24522
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