[R] Finding Largest(or smallest) values
alphaace
rsaber at comcast.net
Sun Nov 15 17:53:49 CET 2009
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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