de_mean() computes group- and de-meaned versions of a variable that can be used in regression analysis to model the between- and within-subject effect.

de_mean(x, ..., grp, append = TRUE, suffix.dm = "_dm",
  suffix.gm = "_gm")

Arguments

x

A data frame.

...

Names of variables that should be group- and de-meaned.

grp

Quoted or unquoted name of the variable that indicates the group- or cluster-ID.

append

Logical, if TRUE (the default) and x is a data frame, x including the new variables as additional columns is returned; if FALSE, only the new variables are returned.

suffix.dm, suffix.gm

String value, will be appended to the names of the group-meaned and de-meaned variables of x. By default, de-meaned variables will be suffixed with "_dm" and grouped-meaned variables with "_gm".

Value

For append = TRUE, x including the group-/de-meaned variables as new columns is returned; if append = FALSE, only the group-/de-meaned variables will be returned.

Details

de_mean() is intended to create group- and de-meaned variables for complex random-effect-within-between models (see Bell et al. 2018), where group-effects (random effects) and fixed effects correlate (see Bafumi and Gelman 2006)). This violation of the so called Gauss-Markov-assumption can happen, for instance, when analysing panel data. To control for correlating predictors and group effects, it is recommended to include the group-meaned and de-meaned version of time-varying covariates in the model. By this, one can fit complex multilevel models for panel data, including time-varying, time-invariant predictors and random effects. This approach is superior to simple fixed-effects models, which lack information of variation in the group-effects or between-subject effects.

A description of how to translate the formulas described in Bell et al. 2018 into R using lmer() from lme4 or glmmTMB() from glmmTMB can be found here: for lmer() and for glmmTMB().

References

Bafumi J, Gelman A. 2006. Fitting Multilevel Models When Predictors and Group Effects Correlate. In. Philadelphia, PA: Annual meeting of the American Political Science Association.

Bell A, Fairbrother M, Jones K. 2018. Fixed and Random Effects Models: Making an Informed Choice. Quality & Quantity. doi: 10.1007/s11135-018-0802-x

Examples

data(efc) efc$ID <- sample(1:4, nrow(efc), replace = TRUE) # fake-ID de_mean(efc, c12hour, barthtot, grp = ID, append = FALSE)
#> c12hour barthtot c12hour_dm barthtot_dm c12hour_gm barthtot_gm #> 1 16 75 -22.5121951 10.4950495 38.51220 64.50495 #> 2 148 75 103.3512397 11.3445378 44.64876 63.65546 #> 3 70 35 31.4878049 -29.5049505 38.51220 64.50495 #> 4 168 0 123.3512397 -63.6554622 44.64876 63.65546 #> 5 168 25 124.4366812 -41.5198238 43.56332 66.51982 #> 6 16 60 -28.6487603 -3.6554622 44.64876 63.65546 #> 7 161 5 118.6637168 -58.4953704 42.33628 63.49537 #> 8 110 35 66.4366812 -31.5198238 43.56332 66.51982 #> 9 28 15 -14.3362832 -48.4953704 42.33628 63.49537 #> 10 40 0 -2.3362832 -63.4953704 42.33628 63.49537 #> 11 100 25 55.3512397 -38.6554622 44.64876 63.65546 #> 12 25 85 -17.3362832 21.5046296 42.33628 63.49537 #> 13 25 15 -17.3362832 -48.4953704 42.33628 63.49537 #> 14 24 70 -14.5121951 5.4950495 38.51220 64.50495 #> 15 56 NA 13.6637168 NA 42.33628 63.49537 #> 16 20 0 -23.5633188 -66.5198238 43.56332 66.51982 #> 17 25 95 -17.3362832 31.5046296 42.33628 63.49537 #> 18 126 55 81.3512397 -8.6554622 44.64876 63.65546 #> 19 168 55 124.4366812 -11.5198238 43.56332 66.51982 #> 20 118 45 74.4366812 -21.5198238 43.56332 66.51982 #> 21 150 0 106.4366812 -66.5198238 43.56332 66.51982 #> 22 50 70 11.4878049 5.4950495 38.51220 64.50495 #> 23 18 20 -24.3362832 -43.4953704 42.33628 63.49537 #> 24 168 0 129.4878049 -64.5049505 38.51220 64.50495 #> 25 15 95 -29.6487603 31.3445378 44.64876 63.65546 #> 26 168 10 129.4878049 -54.5049505 38.51220 64.50495 #> 27 12 75 -26.5121951 10.4950495 38.51220 64.50495 #> 28 7 90 -31.5121951 25.4950495 38.51220 64.50495 #> 29 35 60 -3.5121951 -4.5049505 38.51220 64.50495 #> 30 168 20 124.4366812 -46.5198238 43.56332 66.51982 #> 31 150 NA 111.4878049 NA 38.51220 64.50495 #> 32 168 50 129.4878049 -14.5049505 38.51220 64.50495 #> 33 168 75 124.4366812 8.4801762 43.56332 66.51982 #> 34 119 50 76.6637168 -13.4953704 42.33628 63.49537 #> 35 168 30 124.4366812 -36.5198238 43.56332 66.51982 #> 36 168 0 123.3512397 -63.6554622 44.64876 63.65546 #> 37 168 30 124.4366812 -36.5198238 43.56332 66.51982 #> 38 28 90 -16.6487603 26.3445378 44.64876 63.65546 #> 39 168 15 123.3512397 -48.6554622 44.64876 63.65546 #> 40 30 70 -13.5633188 3.4801762 43.56332 66.51982 #> 41 14 85 -30.6487603 21.3445378 44.64876 63.65546 #> 42 168 NA 125.6637168 NA 42.33628 63.49537 #> 43 168 0 123.3512397 -63.6554622 44.64876 63.65546 #> 44 50 30 6.4366812 -36.5198238 43.56332 66.51982 #> 45 168 60 125.6637168 -3.4953704 42.33628 63.49537 #> 46 24 25 -14.5121951 -39.5049505 38.51220 64.50495 #> 47 168 NA 125.6637168 NA 42.33628 63.49537 #> 48 42 30 -0.3362832 -33.4953704 42.33628 63.49537 #> 49 154 85 111.6637168 21.5046296 42.33628 63.49537 #> 50 60 0 15.3512397 -63.6554622 44.64876 63.65546 #> 51 168 0 124.4366812 -66.5198238 43.56332 66.51982 #> 52 168 0 124.4366812 -66.5198238 43.56332 66.51982 #> 53 24 10 -14.5121951 -54.5049505 38.51220 64.50495 #> 54 168 10 125.6637168 -53.4953704 42.33628 63.49537 #> 55 150 20 111.4878049 -44.5049505 38.51220 64.50495 #> 56 168 0 129.4878049 -64.5049505 38.51220 64.50495 #> 57 168 0 123.3512397 -63.6554622 44.64876 63.65546 #> 58 168 50 129.4878049 -14.5049505 38.51220 64.50495 #> 59 168 85 125.6637168 21.5046296 42.33628 63.49537 #> 60 168 5 129.4878049 -59.5049505 38.51220 64.50495 #> 61 128 0 89.4878049 -64.5049505 38.51220 64.50495 #> 62 168 40 124.4366812 -26.5198238 43.56332 66.51982 #> 63 11 50 -31.3362832 -13.4953704 42.33628 63.49537 #> 64 50 80 5.3512397 16.3445378 44.64876 63.65546 #> 65 80 70 35.3512397 6.3445378 44.64876 63.65546 #> 66 15 70 -29.6487603 6.3445378 44.64876 63.65546 #> 67 7 65 -36.5633188 -1.5198238 43.56332 66.51982 #> 68 21 90 -17.5121951 25.4950495 38.51220 64.50495 #> 69 168 0 124.4366812 -66.5198238 43.56332 66.51982 #> 70 24 50 -19.5633188 -16.5198238 43.56332 66.51982 #> 71 6 70 -38.6487603 6.3445378 44.64876 63.65546 #> 72 30 70 -12.3362832 6.5046296 42.33628 63.49537 #> 73 168 45 125.6637168 -18.4953704 42.33628 63.49537 #> 74 42 40 3.4878049 -24.5049505 38.51220 64.50495 #> 75 30 20 -12.3362832 -43.4953704 42.33628 63.49537 #> 76 85 85 42.6637168 21.5046296 42.33628 63.49537 #> 77 35 15 -3.5121951 -49.5049505 38.51220 64.50495 #> 78 70 85 26.4366812 18.4801762 43.56332 66.51982 #> 79 9 80 -33.3362832 16.5046296 42.33628 63.49537 #> 80 168 20 125.6637168 -43.4953704 42.33628 63.49537 #> 81 77 NA 38.4878049 NA 38.51220 64.50495 #> 82 24 85 -14.5121951 20.4950495 38.51220 64.50495 #> 83 91 45 47.4366812 -21.5198238 43.56332 66.51982 #> 84 6 NA -32.5121951 NA 38.51220 64.50495 #> 85 22 50 -21.5633188 -16.5198238 43.56332 66.51982 #> 86 168 0 125.6637168 -63.4953704 42.33628 63.49537 #> 87 168 10 125.6637168 -53.4953704 42.33628 63.49537 #> 88 168 50 123.3512397 -13.6554622 44.64876 63.65546 #> 89 168 35 129.4878049 -29.5049505 38.51220 64.50495 #> 90 50 50 11.4878049 -14.5049505 38.51220 64.50495 #> 91 40 75 1.4878049 10.4950495 38.51220 64.50495 #> 92 9 95 -34.5633188 28.4801762 43.56332 66.51982 #> 93 25 95 -17.3362832 31.5046296 42.33628 63.49537 #> 94 14 100 -24.5121951 35.4950495 38.51220 64.50495 #> 95 49 80 10.4878049 15.4950495 38.51220 64.50495 #> 96 5 90 -38.5633188 23.4801762 43.56332 66.51982 #> 97 7 75 -31.5121951 10.4950495 38.51220 64.50495 #> 98 21 60 -17.5121951 -4.5049505 38.51220 64.50495 #> 99 24 NA -18.3362832 NA 42.33628 63.49537 #> 100 7 60 -36.5633188 -6.5198238 43.56332 66.51982 #> 101 168 65 125.6637168 1.5046296 42.33628 63.49537 #> 102 168 75 123.3512397 11.3445378 44.64876 63.65546 #> 103 4 80 -38.3362832 16.5046296 42.33628 63.49537 #> 104 168 0 125.6637168 -63.4953704 42.33628 63.49537 #> 105 168 30 123.3512397 -33.6554622 44.64876 63.65546 #> 106 15 65 -29.6487603 1.3445378 44.64876 63.65546 #> 107 168 80 124.4366812 13.4801762 43.56332 66.51982 #> 108 168 90 124.4366812 23.4801762 43.56332 66.51982 #> 109 20 65 -18.5121951 0.4950495 38.51220 64.50495 #> 110 59 55 16.6637168 -8.4953704 42.33628 63.49537 #> 111 24 50 -18.3362832 -13.4953704 42.33628 63.49537 #> 112 7 75 -35.3362832 11.5046296 42.33628 63.49537 #> 113 100 35 55.3512397 -28.6554622 44.64876 63.65546 #> 114 168 15 124.4366812 -51.5198238 43.56332 66.51982 #> 115 168 25 123.3512397 -38.6554622 44.64876 63.65546 #> 116 28 80 -15.5633188 13.4801762 43.56332 66.51982 #> 117 20 80 -24.6487603 16.3445378 44.64876 63.65546 #> 118 50 80 7.6637168 16.5046296 42.33628 63.49537 #> 119 89 30 46.6637168 -33.4953704 42.33628 63.49537 #> 120 168 70 124.4366812 3.4801762 43.56332 66.51982 #> 121 12 55 -26.5121951 -9.5049505 38.51220 64.50495 #> 122 24 55 -19.5633188 -11.5198238 43.56332 66.51982 #> 123 91 5 48.6637168 -58.4953704 42.33628 63.49537 #> 124 168 35 124.4366812 -31.5198238 43.56332 66.51982 #> 125 168 100 123.3512397 36.3445378 44.64876 63.65546 #> 126 168 5 129.4878049 -59.5049505 38.51220 64.50495 #> 127 11 100 -31.3362832 36.5046296 42.33628 63.49537 #> 128 35 0 -7.3362832 -63.4953704 42.33628 63.49537 #> 129 10 80 -34.6487603 16.3445378 44.64876 63.65546 #> 130 125 45 86.4878049 -19.5049505 38.51220 64.50495 #> 131 140 80 97.6637168 16.5046296 42.33628 63.49537 #> 132 28 70 -10.5121951 5.4950495 38.51220 64.50495 #> 133 84 0 41.6637168 -63.4953704 42.33628 63.49537 #> 134 15 75 -29.6487603 11.3445378 44.64876 63.65546 #> 135 15 60 -29.6487603 -3.6554622 44.64876 63.65546 #> 136 14 65 -28.3362832 1.5046296 42.33628 63.49537 #> 137 24 10 -20.6487603 -53.6554622 44.64876 63.65546 #> 138 4 75 -40.6487603 11.3445378 44.64876 63.65546 #> 139 140 0 97.6637168 -63.4953704 42.33628 63.49537 #> 140 168 80 129.4878049 15.4950495 38.51220 64.50495 #> 141 6 55 -32.5121951 -9.5049505 38.51220 64.50495 #> 142 10 45 -28.5121951 -19.5049505 38.51220 64.50495 #> 143 20 60 -18.5121951 -4.5049505 38.51220 64.50495 #> 144 15 60 -27.3362832 -3.4953704 42.33628 63.49537 #> 145 65 35 21.4366812 -31.5198238 43.56332 66.51982 #> 146 35 40 -8.5633188 -26.5198238 43.56332 66.51982 #> 147 105 10 66.4878049 -54.5049505 38.51220 64.50495 #> 148 50 30 11.4878049 -34.5049505 38.51220 64.50495 #> 149 168 45 125.6637168 -18.4953704 42.33628 63.49537 #> 150 77 50 34.6637168 -13.4953704 42.33628 63.49537 #> 151 168 15 123.3512397 -48.6554622 44.64876 63.65546 #> 152 42 10 -1.5633188 -56.5198238 43.56332 66.51982 #> 153 4 75 -34.5121951 10.4950495 38.51220 64.50495 #> 154 168 5 123.3512397 -58.6554622 44.64876 63.65546 #> 155 168 0 123.3512397 -63.6554622 44.64876 63.65546 #> 156 42 75 -1.5633188 8.4801762 43.56332 66.51982 #> 157 6 60 -36.3362832 -3.4953704 42.33628 63.49537 #> 158 168 5 123.3512397 -58.6554622 44.64876 63.65546 #> 159 70 60 27.6637168 -3.4953704 42.33628 63.49537 #> 160 15 45 -27.3362832 -18.4953704 42.33628 63.49537 #> 161 30 65 -14.6487603 1.3445378 44.64876 63.65546 #> 162 9 50 -29.5121951 -14.5049505 38.51220 64.50495 #> 163 16 30 -22.5121951 -34.5049505 38.51220 64.50495 #> 164 35 0 -9.6487603 -63.6554622 44.64876 63.65546 #> 165 28 75 -14.3362832 11.5046296 42.33628 63.49537 #> 166 168 0 129.4878049 -64.5049505 38.51220 64.50495 #> 167 9 70 -33.3362832 6.5046296 42.33628 63.49537 #> 168 168 5 123.3512397 -58.6554622 44.64876 63.65546 #> 169 15 75 -29.6487603 11.3445378 44.64876 63.65546 #> 170 6 30 -37.5633188 -36.5198238 43.56332 66.51982 #> 171 14 90 -29.5633188 23.4801762 43.56332 66.51982 #> 172 35 70 -8.5633188 3.4801762 43.56332 66.51982 #> 173 7 75 -37.6487603 11.3445378 44.64876 63.65546 #> 174 12 75 -31.5633188 8.4801762 43.56332 66.51982 #> 175 50 35 11.4878049 -29.5049505 38.51220 64.50495 #> 176 6 50 -37.5633188 -16.5198238 43.56332 66.51982 #> 177 22 65 -20.3362832 1.5046296 42.33628 63.49537 #> 178 35 45 -3.5121951 -19.5049505 38.51220 64.50495 #> 179 6 55 -32.5121951 -9.5049505 38.51220 64.50495 #> 180 168 15 123.3512397 -48.6554622 44.64876 63.65546 #> 181 28 5 -15.5633188 -61.5198238 43.56332 66.51982 #> 182 10 85 -32.3362832 21.5046296 42.33628 63.49537 #> 183 91 70 47.4366812 3.4801762 43.56332 66.51982 #> 184 8 60 -34.3362832 -3.4953704 42.33628 63.49537 #> 185 168 15 124.4366812 -51.5198238 43.56332 66.51982 #> 186 24 15 -18.3362832 -48.4953704 42.33628 63.49537 #> 187 168 5 124.4366812 -61.5198238 43.56332 66.51982 #> 188 168 45 123.3512397 -18.6554622 44.64876 63.65546 #> 189 14 85 -28.3362832 21.5046296 42.33628 63.49537 #> 190 28 45 -15.5633188 -21.5198238 43.56332 66.51982 #> 191 16 50 -28.6487603 -13.6554622 44.64876 63.65546 #> 192 168 30 129.4878049 -34.5049505 38.51220 64.50495 #> 193 6 95 -38.6487603 31.3445378 44.64876 63.65546 #> 194 168 0 123.3512397 -63.6554622 44.64876 63.65546 #> 195 28 75 -15.5633188 8.4801762 43.56332 66.51982 #> 196 160 95 116.4366812 28.4801762 43.56332 66.51982 #> 197 39 55 -3.3362832 -8.4953704 42.33628 63.49537 #> 198 15 NA -27.3362832 NA 42.33628 63.49537 #> 199 10 NA -34.6487603 NA 44.64876 63.65546 #> 200 10 85 -34.6487603 21.3445378 44.64876 63.65546 #> 201 17 90 -21.5121951 25.4950495 38.51220 64.50495 #> 202 168 10 123.3512397 -53.6554622 44.64876 63.65546 #> 203 70 65 26.4366812 -1.5198238 43.56332 66.51982 #> 204 50 NA 6.4366812 NA 43.56332 66.51982 #> 205 12 75 -32.6487603 11.3445378 44.64876 63.65546 #> 206 10 90 -33.5633188 23.4801762 43.56332 66.51982 #> 207 168 0 129.4878049 -64.5049505 38.51220 64.50495 #> 208 168 25 123.3512397 -38.6554622 44.64876 63.65546 #> 209 168 75 125.6637168 11.5046296 42.33628 63.49537 #> 210 28 55 -10.5121951 -9.5049505 38.51220 64.50495 #> 211 12 65 -26.5121951 0.4950495 38.51220 64.50495 #> 212 8 55 -36.6487603 -8.6554622 44.64876 63.65546 #> 213 21 70 -17.5121951 5.4950495 38.51220 64.50495 #> 214 24 30 -20.6487603 -33.6554622 44.64876 63.65546 #> 215 15 85 -28.5633188 18.4801762 43.56332 66.51982 #> 216 8 75 -34.3362832 11.5046296 42.33628 63.49537 #> 217 16 40 -28.6487603 -23.6554622 44.64876 63.65546 #> 218 56 40 13.6637168 -23.4953704 42.33628 63.49537 #> 219 42 75 3.4878049 10.4950495 38.51220 64.50495 #> 220 4 100 -39.5633188 33.4801762 43.56332 66.51982 #> 221 25 60 -19.6487603 -3.6554622 44.64876 63.65546 #> 222 35 40 -7.3362832 -23.4953704 42.33628 63.49537 #> 223 30 70 -13.5633188 3.4801762 43.56332 66.51982 #> 224 6 65 -38.6487603 1.3445378 44.64876 63.65546 #> 225 110 15 65.3512397 -48.6554622 44.64876 63.65546 #> 226 30 60 -13.5633188 -6.5198238 43.56332 66.51982 #> 227 24 45 -18.3362832 -18.4953704 42.33628 63.49537 #> 228 14 65 -28.3362832 1.5046296 42.33628 63.49537 #> 229 4 95 -40.6487603 31.3445378 44.64876 63.65546 #> 230 20 100 -18.5121951 35.4950495 38.51220 64.50495 #> 231 10 60 -33.5633188 -6.5198238 43.56332 66.51982 #> 232 7 75 -35.3362832 11.5046296 42.33628 63.49537 #> 233 161 15 122.4878049 -49.5049505 38.51220 64.50495 #> 234 28 80 -15.5633188 13.4801762 43.56332 66.51982 #> 235 14 45 -24.5121951 -19.5049505 38.51220 64.50495 #> 236 4 60 -34.5121951 -4.5049505 38.51220 64.50495 #> 237 50 95 11.4878049 30.4950495 38.51220 64.50495 #> 238 10 90 -34.6487603 26.3445378 44.64876 63.65546 #> 239 18 95 -26.6487603 31.3445378 44.64876 63.65546 #> 240 15 85 -28.5633188 18.4801762 43.56332 66.51982 #> 241 6 95 -38.6487603 31.3445378 44.64876 63.65546 #> 242 17 70 -25.3362832 6.5046296 42.33628 63.49537 #> 243 14 70 -28.3362832 6.5046296 42.33628 63.49537 #> 244 5 85 -39.6487603 21.3445378 44.64876 63.65546 #> 245 10 65 -28.5121951 0.4950495 38.51220 64.50495 #> 246 30 75 -8.5121951 10.4950495 38.51220 64.50495 #> 247 10 95 -33.5633188 28.4801762 43.56332 66.51982 #> 248 10 100 -33.5633188 33.4801762 43.56332 66.51982 #> 249 84 80 40.4366812 13.4801762 43.56332 66.51982 #> 250 10 60 -28.5121951 -4.5049505 38.51220 64.50495 #> 251 6 100 -37.5633188 33.4801762 43.56332 66.51982 #> 252 15 75 -29.6487603 11.3445378 44.64876 63.65546 #> 253 40 100 -2.3362832 36.5046296 42.33628 63.49537 #> 254 21 10 -21.3362832 -53.4953704 42.33628 63.49537 #> 255 11 100 -33.6487603 36.3445378 44.64876 63.65546 #> 256 8 75 -30.5121951 10.4950495 38.51220 64.50495 #> 257 5 95 -33.5121951 30.4950495 38.51220 64.50495 #> 258 12 15 -26.5121951 -49.5049505 38.51220 64.50495 #> 259 10 90 -34.6487603 26.3445378 44.64876 63.65546 #> 260 20 90 -22.3362832 26.5046296 42.33628 63.49537 #> 261 12 60 -31.5633188 -6.5198238 43.56332 66.51982 #> 262 24 30 -19.5633188 -36.5198238 43.56332 66.51982 #> 263 27 40 -16.5633188 -26.5198238 43.56332 66.51982 #> 264 14 80 -30.6487603 16.3445378 44.64876 63.65546 #> 265 18 75 -25.5633188 8.4801762 43.56332 66.51982 #> 266 168 75 129.4878049 10.4950495 38.51220 64.50495 #> 267 14 90 -28.3362832 26.5046296 42.33628 63.49537 #> 268 10 NA -34.6487603 NA 44.64876 63.65546 #> 269 6 100 -37.5633188 33.4801762 43.56332 66.51982 #> 270 21 65 -23.6487603 1.3445378 44.64876 63.65546 #> 271 16 85 -26.3362832 21.5046296 42.33628 63.49537 #> 272 15 70 -27.3362832 6.5046296 42.33628 63.49537 #> 273 20 85 -22.3362832 21.5046296 42.33628 63.49537 #> 274 10 90 -28.5121951 25.4950495 38.51220 64.50495 #> 275 22 60 -20.3362832 -3.4953704 42.33628 63.49537 #> 276 35 60 -9.6487603 -3.6554622 44.64876 63.65546 #> 277 30 70 -8.5121951 5.4950495 38.51220 64.50495 #> 278 16 70 -22.5121951 5.4950495 38.51220 64.50495 #> 279 24 95 -18.3362832 31.5046296 42.33628 63.49537 #> 280 168 75 125.6637168 11.5046296 42.33628 63.49537 #> 281 168 90 124.4366812 23.4801762 43.56332 66.51982 #> 282 40 95 -4.6487603 31.3445378 44.64876 63.65546 #> 283 40 100 -3.5633188 33.4801762 43.56332 66.51982 #> 284 50 100 6.4366812 33.4801762 43.56332 66.51982 #> 285 20 100 -22.3362832 36.5046296 42.33628 63.49537 #> 286 20 100 -18.5121951 35.4950495 38.51220 64.50495 #> 287 6 NA -36.3362832 NA 42.33628 63.49537 #> 288 5 80 -37.3362832 16.5046296 42.33628 63.49537 #> 289 48 65 4.4366812 -1.5198238 43.56332 66.51982 #> 290 168 25 125.6637168 -38.4953704 42.33628 63.49537 #> 291 6 90 -32.5121951 25.4950495 38.51220 64.50495 #> 292 8 65 -34.3362832 1.5046296 42.33628 63.49537 #> 293 43 90 -1.6487603 26.3445378 44.64876 63.65546 #> 294 90 55 46.4366812 -11.5198238 43.56332 66.51982 #> 295 100 60 55.3512397 -3.6554622 44.64876 63.65546 #> 296 8 95 -34.3362832 31.5046296 42.33628 63.49537 #> 297 15 70 -23.5121951 5.4950495 38.51220 64.50495 #> 298 5 80 -33.5121951 15.4950495 38.51220 64.50495 #> 299 8 80 -35.5633188 13.4801762 43.56332 66.51982 #> 300 10 95 -33.5633188 28.4801762 43.56332 66.51982 #> 301 30 50 -13.5633188 -16.5198238 43.56332 66.51982 #> 302 168 40 123.3512397 -23.6554622 44.64876 63.65546 #> 303 20 70 -23.5633188 3.4801762 43.56332 66.51982 #> 304 30 60 -13.5633188 -6.5198238 43.56332 66.51982 #> 305 30 100 -8.5121951 35.4950495 38.51220 64.50495 #> 306 12 75 -32.6487603 11.3445378 44.64876 63.65546 #> 307 30 55 -13.5633188 -11.5198238 43.56332 66.51982 #> 308 30 95 -12.3362832 31.5046296 42.33628 63.49537 #> 309 14 85 -24.5121951 20.4950495 38.51220 64.50495 #> 310 15 90 -27.3362832 26.5046296 42.33628 63.49537 #> 311 50 65 7.6637168 1.5046296 42.33628 63.49537 #> 312 20 50 -23.5633188 -16.5198238 43.56332 66.51982 #> 313 25 55 -19.6487603 -8.6554622 44.64876 63.65546 #> 314 40 10 1.4878049 -54.5049505 38.51220 64.50495 #> 315 9 80 -35.6487603 16.3445378 44.64876 63.65546 #> 316 18 60 -25.5633188 -6.5198238 43.56332 66.51982 #> 317 25 50 -19.6487603 -13.6554622 44.64876 63.65546 #> 318 100 45 57.6637168 -18.4953704 42.33628 63.49537 #> 319 6 95 -37.5633188 28.4801762 43.56332 66.51982 #> 320 25 95 -18.5633188 28.4801762 43.56332 66.51982 #> 321 15 75 -23.5121951 10.4950495 38.51220 64.50495 #> 322 20 100 -24.6487603 36.3445378 44.64876 63.65546 #> 323 10 100 -33.5633188 33.4801762 43.56332 66.51982 #> 324 28 0 -16.6487603 -63.6554622 44.64876 63.65546 #> 325 10 85 -28.5121951 20.4950495 38.51220 64.50495 #> 326 30 60 -8.5121951 -4.5049505 38.51220 64.50495 #> 327 6 70 -32.5121951 5.4950495 38.51220 64.50495 #> 328 40 55 -4.6487603 -8.6554622 44.64876 63.65546 #> 329 7 100 -35.3362832 36.5046296 42.33628 63.49537 #> 330 8 100 -30.5121951 35.4950495 38.51220 64.50495 #> 331 15 100 -28.5633188 33.4801762 43.56332 66.51982 #> 332 4 15 -38.3362832 -48.4953704 42.33628 63.49537 #> 333 4 50 -40.6487603 -13.6554622 44.64876 63.65546 #> 334 168 0 129.4878049 -64.5049505 38.51220 64.50495 #> 335 7 85 -35.3362832 21.5046296 42.33628 63.49537 #> 336 22 75 -16.5121951 10.4950495 38.51220 64.50495 #> 337 30 50 -14.6487603 -13.6554622 44.64876 63.65546 #> 338 15 65 -29.6487603 1.3445378 44.64876 63.65546 #> 339 30 75 -13.5633188 8.4801762 43.56332 66.51982 #> 340 20 100 -18.5121951 35.4950495 38.51220 64.50495 #> 341 25 100 -18.5633188 33.4801762 43.56332 66.51982 #> 342 20 90 -18.5121951 25.4950495 38.51220 64.50495 #> 343 20 100 -24.6487603 36.3445378 44.64876 63.65546 #> 344 25 95 -13.5121951 30.4950495 38.51220 64.50495 #> 345 14 55 -30.6487603 -8.6554622 44.64876 63.65546 #> 346 30 80 -14.6487603 16.3445378 44.64876 63.65546 #> 347 20 80 -22.3362832 16.5046296 42.33628 63.49537 #> 348 15 50 -29.6487603 -13.6554622 44.64876 63.65546 #> 349 6 100 -37.5633188 33.4801762 43.56332 66.51982 #> 350 5 90 -37.3362832 26.5046296 42.33628 63.49537 #> 351 50 10 6.4366812 -56.5198238 43.56332 66.51982 #> 352 8 100 -35.5633188 33.4801762 43.56332 66.51982 #> 353 20 75 -23.5633188 8.4801762 43.56332 66.51982 #> 354 14 95 -28.3362832 31.5046296 42.33628 63.49537 #> 355 18 70 -26.6487603 6.3445378 44.64876 63.65546 #> 356 16 60 -27.5633188 -6.5198238 43.56332 66.51982 #> 357 20 35 -24.6487603 -28.6554622 44.64876 63.65546 #> 358 15 NA -27.3362832 NA 42.33628 63.49537 #> 359 25 65 -19.6487603 1.3445378 44.64876 63.65546 #> 360 18 100 -24.3362832 36.5046296 42.33628 63.49537 #> 361 22 55 -22.6487603 -8.6554622 44.64876 63.65546 #> 362 18 75 -24.3362832 11.5046296 42.33628 63.49537 #> 363 48 95 4.4366812 28.4801762 43.56332 66.51982 #> 364 60 70 15.3512397 6.3445378 44.64876 63.65546 #> 365 10 85 -34.6487603 21.3445378 44.64876 63.65546 #> 366 7 100 -31.5121951 35.4950495 38.51220 64.50495 #> 367 5 100 -33.5121951 35.4950495 38.51220 64.50495 #> 368 35 70 -8.5633188 3.4801762 43.56332 66.51982 #> 369 28 90 -10.5121951 25.4950495 38.51220 64.50495 #> 370 5 90 -37.3362832 26.5046296 42.33628 63.49537 #> 371 25 90 -17.3362832 26.5046296 42.33628 63.49537 #> 372 40 50 -2.3362832 -13.4953704 42.33628 63.49537 #> 373 49 25 10.4878049 -39.5049505 38.51220 64.50495 #> 374 4 95 -40.6487603 31.3445378 44.64876 63.65546 #> 375 70 90 25.3512397 26.3445378 44.64876 63.65546 #> 376 6 65 -37.5633188 -1.5198238 43.56332 66.51982 #> 377 7 65 -36.5633188 -1.5198238 43.56332 66.51982 #> 378 40 85 -3.5633188 18.4801762 43.56332 66.51982 #> 379 50 35 6.4366812 -31.5198238 43.56332 66.51982 #> 380 30 5 -8.5121951 -59.5049505 38.51220 64.50495 #> 381 70 35 31.4878049 -29.5049505 38.51220 64.50495 #> 382 14 85 -28.3362832 21.5046296 42.33628 63.49537 #> 383 70 50 27.6637168 -13.4953704 42.33628 63.49537 #> 384 7 40 -35.3362832 -23.4953704 42.33628 63.49537 #> 385 6 70 -38.6487603 6.3445378 44.64876 63.65546 #> 386 14 100 -24.5121951 35.4950495 38.51220 64.50495 #> 387 10 95 -34.6487603 31.3445378 44.64876 63.65546 #> 388 25 20 -13.5121951 -44.5049505 38.51220 64.50495 #> 389 5 85 -38.5633188 18.4801762 43.56332 66.51982 #> 390 11 75 -31.3362832 11.5046296 42.33628 63.49537 #> 391 120 10 76.4366812 -56.5198238 43.56332 66.51982 #> 392 18 80 -26.6487603 16.3445378 44.64876 63.65546 #> 393 6 100 -37.5633188 33.4801762 43.56332 66.51982 #> 394 20 65 -22.3362832 1.5046296 42.33628 63.49537 #> 395 15 60 -29.6487603 -3.6554622 44.64876 63.65546 #> 396 35 10 -3.5121951 -54.5049505 38.51220 64.50495 #> 397 15 55 -29.6487603 -8.6554622 44.64876 63.65546 #> 398 15 55 -29.6487603 -8.6554622 44.64876 63.65546 #> 399 120 25 76.4366812 -41.5198238 43.56332 66.51982 #> 400 28 65 -16.6487603 1.3445378 44.64876 63.65546 #> 401 10 10 -32.3362832 -53.4953704 42.33628 63.49537 #> 402 120 55 81.4878049 -9.5049505 38.51220 64.50495 #> 403 100 40 57.6637168 -23.4953704 42.33628 63.49537 #> 404 18 80 -25.5633188 13.4801762 43.56332 66.51982 #> 405 8 100 -30.5121951 35.4950495 38.51220 64.50495 #> 406 40 100 -2.3362832 36.5046296 42.33628 63.49537 #> 407 140 75 96.4366812 8.4801762 43.56332 66.51982 #> 408 6 85 -32.5121951 20.4950495 38.51220 64.50495 #> 409 11 35 -27.5121951 -29.5049505 38.51220 64.50495 #> 410 15 65 -29.6487603 1.3445378 44.64876 63.65546 #> 411 80 10 36.4366812 -56.5198238 43.56332 66.51982 #> 412 5 95 -38.5633188 28.4801762 43.56332 66.51982 #> 413 6 95 -37.5633188 28.4801762 43.56332 66.51982 #> 414 40 80 -2.3362832 16.5046296 42.33628 63.49537 #> 415 5 90 -39.6487603 26.3445378 44.64876 63.65546 #> 416 7 85 -37.6487603 21.3445378 44.64876 63.65546 #> 417 4 95 -40.6487603 31.3445378 44.64876 63.65546 #> 418 24 45 -20.6487603 -18.6554622 44.64876 63.65546 #> 419 28 15 -14.3362832 -48.4953704 42.33628 63.49537 #> 420 25 55 -19.6487603 -8.6554622 44.64876 63.65546 #> 421 140 50 97.6637168 -13.4953704 42.33628 63.49537 #> 422 14 70 -28.3362832 6.5046296 42.33628 63.49537 #> 423 40 15 -3.5633188 -51.5198238 43.56332 66.51982 #> 424 5 70 -37.3362832 6.5046296 42.33628 63.49537 #> 425 20 40 -24.6487603 -23.6554622 44.64876 63.65546 #> 426 168 5 123.3512397 -58.6554622 44.64876 63.65546 #> 427 40 70 1.4878049 5.4950495 38.51220 64.50495 #> 428 80 35 36.4366812 -31.5198238 43.56332 66.51982 #> 429 120 10 75.3512397 -53.6554622 44.64876 63.65546 #> 430 160 75 115.3512397 11.3445378 44.64876 63.65546 #> 431 7 95 -36.5633188 28.4801762 43.56332 66.51982 #> 432 7 70 -37.6487603 6.3445378 44.64876 63.65546 #> 433 4 80 -40.6487603 16.3445378 44.64876 63.65546 #> 434 6 95 -36.3362832 31.5046296 42.33628 63.49537 #> 435 14 85 -30.6487603 21.3445378 44.64876 63.65546 #> 436 7 100 -37.6487603 36.3445378 44.64876 63.65546 #> 437 28 75 -14.3362832 11.5046296 42.33628 63.49537 #> 438 25 30 -18.5633188 -36.5198238 43.56332 66.51982 #> 439 28 80 -14.3362832 16.5046296 42.33628 63.49537 #> 440 7 80 -31.5121951 15.4950495 38.51220 64.50495 #> 441 21 NA -23.6487603 NA 44.64876 63.65546 #> 442 30 50 -12.3362832 -13.4953704 42.33628 63.49537 #> 443 25 40 -17.3362832 -23.4953704 42.33628 63.49537 #> 444 65 85 21.4366812 18.4801762 43.56332 66.51982 #> 445 18 75 -25.5633188 8.4801762 43.56332 66.51982 #> 446 40 15 -2.3362832 -48.4953704 42.33628 63.49537 #> 447 20 65 -24.6487603 1.3445378 44.64876 63.65546 #> 448 80 40 41.4878049 -24.5049505 38.51220 64.50495 #> 449 7 60 -31.5121951 -4.5049505 38.51220 64.50495 #> 450 50 60 11.4878049 -4.5049505 38.51220 64.50495 #> 451 30 85 -8.5121951 20.4950495 38.51220 64.50495 #> 452 10 100 -28.5121951 35.4950495 38.51220 64.50495 #> 453 8 100 -35.5633188 33.4801762 43.56332 66.51982 #> 454 6 95 -37.5633188 28.4801762 43.56332 66.51982 #> 455 6 80 -38.6487603 16.3445378 44.64876 63.65546 #> 456 42 35 -1.5633188 -31.5198238 43.56332 66.51982 #> 457 10 95 -34.6487603 31.3445378 44.64876 63.65546 #> 458 30 25 -8.5121951 -39.5049505 38.51220 64.50495 #> 459 15 95 -29.6487603 31.3445378 44.64876 63.65546 #> 460 10 95 -33.5633188 28.4801762 43.56332 66.51982 #> 461 10 80 -28.5121951 15.4950495 38.51220 64.50495 #> 462 130 75 85.3512397 11.3445378 44.64876 63.65546 #> 463 160 0 115.3512397 -63.6554622 44.64876 63.65546 #> 464 168 45 125.6637168 -18.4953704 42.33628 63.49537 #> 465 24 15 -20.6487603 -48.6554622 44.64876 63.65546 #> 466 24 15 -18.3362832 -48.4953704 42.33628 63.49537 #> 467 30 15 -8.5121951 -49.5049505 38.51220 64.50495 #> 468 20 90 -22.3362832 26.5046296 42.33628 63.49537 #> 469 10 90 -28.5121951 25.4950495 38.51220 64.50495 #> 470 7 95 -36.5633188 28.4801762 43.56332 66.51982 #> 471 120 15 76.4366812 -51.5198238 43.56332 66.51982 #> 472 6 95 -36.3362832 31.5046296 42.33628 63.49537 #> 473 6 85 -32.5121951 20.4950495 38.51220 64.50495 #> 474 10 100 -34.6487603 36.3445378 44.64876 63.65546 #> 475 20 100 -23.5633188 33.4801762 43.56332 66.51982 #> 476 5 NA -39.6487603 NA 44.64876 63.65546 #> 477 60 35 21.4878049 -29.5049505 38.51220 64.50495 #> 478 20 90 -22.3362832 26.5046296 42.33628 63.49537 #> 479 6 100 -36.3362832 36.5046296 42.33628 63.49537 #> 480 10 75 -33.5633188 8.4801762 43.56332 66.51982 #> 481 84 10 39.3512397 -53.6554622 44.64876 63.65546 #> 482 8 85 -35.5633188 18.4801762 43.56332 66.51982 #> 483 168 65 123.3512397 1.3445378 44.64876 63.65546 #> 484 40 55 -3.5633188 -11.5198238 43.56332 66.51982 #> 485 40 55 -4.6487603 -8.6554622 44.64876 63.65546 #> 486 20 55 -22.3362832 -8.4953704 42.33628 63.49537 #> 487 56 60 12.4366812 -6.5198238 43.56332 66.51982 #> 488 6 100 -36.3362832 36.5046296 42.33628 63.49537 #> 489 7 100 -31.5121951 35.4950495 38.51220 64.50495 #> 490 12 80 -30.3362832 16.5046296 42.33628 63.49537 #> 491 10 75 -34.6487603 11.3445378 44.64876 63.65546 #> 492 14 75 -30.6487603 11.3445378 44.64876 63.65546 #> 493 28 45 -10.5121951 -19.5049505 38.51220 64.50495 #> 494 12 75 -31.5633188 8.4801762 43.56332 66.51982 #> 495 28 65 -16.6487603 1.3445378 44.64876 63.65546 #> 496 11 75 -32.5633188 8.4801762 43.56332 66.51982 #> 497 16 85 -27.5633188 18.4801762 43.56332 66.51982 #> 498 12 65 -31.5633188 -1.5198238 43.56332 66.51982 #> 499 22 65 -20.3362832 1.5046296 42.33628 63.49537 #> 500 17 95 -26.5633188 28.4801762 43.56332 66.51982 #> 501 16 85 -27.5633188 18.4801762 43.56332 66.51982 #> 502 50 0 6.4366812 -66.5198238 43.56332 66.51982 #> 503 6 85 -37.5633188 18.4801762 43.56332 66.51982 #> 504 5 75 -33.5121951 10.4950495 38.51220 64.50495 #> 505 45 10 1.4366812 -56.5198238 43.56332 66.51982 #> 506 16 40 -26.3362832 -23.4953704 42.33628 63.49537 #> 507 15 65 -23.5121951 0.4950495 38.51220 64.50495 #> 508 20 45 -18.5121951 -19.5049505 38.51220 64.50495 #> 509 20 55 -23.5633188 -11.5198238 43.56332 66.51982 #> 510 8 45 -35.5633188 -21.5198238 43.56332 66.51982 #> 511 8 90 -30.5121951 25.4950495 38.51220 64.50495 #> 512 15 60 -28.5633188 -6.5198238 43.56332 66.51982 #> 513 10 50 -28.5121951 -14.5049505 38.51220 64.50495 #> 514 15 90 -27.3362832 26.5046296 42.33628 63.49537 #> 515 27 80 -11.5121951 15.4950495 38.51220 64.50495 #> 516 14 70 -30.6487603 6.3445378 44.64876 63.65546 #> 517 28 50 -16.6487603 -13.6554622 44.64876 63.65546 #> 518 168 20 125.6637168 -43.4953704 42.33628 63.49537 #> 519 168 0 125.6637168 -63.4953704 42.33628 63.49537 #> 520 21 95 -17.5121951 30.4950495 38.51220 64.50495 #> 521 12 95 -31.5633188 28.4801762 43.56332 66.51982 #> 522 62 55 23.4878049 -9.5049505 38.51220 64.50495 #> 523 20 85 -18.5121951 20.4950495 38.51220 64.50495 #> 524 7 80 -36.5633188 13.4801762 43.56332 66.51982 #> 525 10 80 -32.3362832 16.5046296 42.33628 63.49537 #> 526 20 80 -24.6487603 16.3445378 44.64876 63.65546 #> 527 8 90 -35.5633188 23.4801762 43.56332 66.51982 #> 528 9 90 -33.3362832 26.5046296 42.33628 63.49537 #> 529 12 90 -32.6487603 26.3445378 44.64876 63.65546 #> 530 10 90 -28.5121951 25.4950495 38.51220 64.50495 #> 531 35 45 -9.6487603 -18.6554622 44.64876 63.65546 #> 532 5 100 -33.5121951 35.4950495 38.51220 64.50495 #> 533 18 45 -20.5121951 -19.5049505 38.51220 64.50495 #> 534 15 90 -28.5633188 23.4801762 43.56332 66.51982 #> 535 6 95 -37.5633188 28.4801762 43.56332 66.51982 #> 536 8 100 -36.6487603 36.3445378 44.64876 63.65546 #> 537 12 100 -31.5633188 33.4801762 43.56332 66.51982 #> 538 25 0 -19.6487603 -63.6554622 44.64876 63.65546 #> 539 10 60 -28.5121951 -4.5049505 38.51220 64.50495 #> 540 40 NA -2.3362832 NA 42.33628 63.49537 #> 541 20 45 -24.6487603 -18.6554622 44.64876 63.65546 #> 542 6 75 -32.5121951 10.4950495 38.51220 64.50495 #> 543 168 80 124.4366812 13.4801762 43.56332 66.51982 #> 544 4 100 -39.5633188 33.4801762 43.56332 66.51982 #> 545 168 95 123.3512397 31.3445378 44.64876 63.65546 #> 546 24 80 -20.6487603 16.3445378 44.64876 63.65546 #> 547 25 65 -19.6487603 1.3445378 44.64876 63.65546 #> 548 40 25 -2.3362832 -38.4953704 42.33628 63.49537 #> 549 18 75 -25.5633188 8.4801762 43.56332 66.51982 #> 550 20 75 -22.3362832 11.5046296 42.33628 63.49537 #> 551 40 55 -3.5633188 -11.5198238 43.56332 66.51982 #> 552 6 100 -38.6487603 36.3445378 44.64876 63.65546 #> 553 5 100 -38.5633188 33.4801762 43.56332 66.51982 #> 554 30 100 -12.3362832 36.5046296 42.33628 63.49537 #> 555 14 90 -28.3362832 26.5046296 42.33628 63.49537 #> 556 8 100 -35.5633188 33.4801762 43.56332 66.51982 #> 557 28 15 -15.5633188 -51.5198238 43.56332 66.51982 #> 558 45 0 1.4366812 -66.5198238 43.56332 66.51982 #> 559 40 15 -2.3362832 -48.4953704 42.33628 63.49537 #> 560 30 55 -13.5633188 -11.5198238 43.56332 66.51982 #> 561 28 35 -16.6487603 -28.6554622 44.64876 63.65546 #> 562 50 60 7.6637168 -3.4953704 42.33628 63.49537 #> 563 84 35 39.3512397 -28.6554622 44.64876 63.65546 #> 564 12 75 -26.5121951 10.4950495 38.51220 64.50495 #> 565 40 50 -3.5633188 -16.5198238 43.56332 66.51982 #> 566 10 90 -34.6487603 26.3445378 44.64876 63.65546 #> 567 15 100 -23.5121951 35.4950495 38.51220 64.50495 #> 568 40 65 -3.5633188 -1.5198238 43.56332 66.51982 #> 569 24 50 -20.6487603 -13.6554622 44.64876 63.65546 #> 570 168 5 123.3512397 -58.6554622 44.64876 63.65546 #> 571 160 50 116.4366812 -16.5198238 43.56332 66.51982 #> 572 162 5 118.4366812 -61.5198238 43.56332 66.51982 #> 573 100 0 55.3512397 -63.6554622 44.64876 63.65546 #> 574 110 45 71.4878049 -19.5049505 38.51220 64.50495 #> 575 140 10 95.3512397 -53.6554622 44.64876 63.65546 #> 576 25 65 -19.6487603 1.3445378 44.64876 63.65546 #> 577 15 45 -28.5633188 -21.5198238 43.56332 66.51982 #> 578 35 95 -7.3362832 31.5046296 42.33628 63.49537 #> 579 30 45 -8.5121951 -19.5049505 38.51220 64.50495 #> 580 40 65 1.4878049 0.4950495 38.51220 64.50495 #> 581 10 0 -28.5121951 -64.5049505 38.51220 64.50495 #> 582 25 95 -18.5633188 28.4801762 43.56332 66.51982 #> 583 12 80 -32.6487603 16.3445378 44.64876 63.65546 #> 584 35 65 -3.5121951 0.4950495 38.51220 64.50495 #> 585 10 100 -34.6487603 36.3445378 44.64876 63.65546 #> 586 30 100 -8.5121951 35.4950495 38.51220 64.50495 #> 587 10 95 -28.5121951 30.4950495 38.51220 64.50495 #> 588 100 0 61.4878049 -64.5049505 38.51220 64.50495 #> 589 12 50 -32.6487603 -13.6554622 44.64876 63.65546 #> 590 56 40 11.3512397 -23.6554622 44.64876 63.65546 #> 591 40 80 -4.6487603 16.3445378 44.64876 63.65546 #> 592 30 0 -8.5121951 -64.5049505 38.51220 64.50495 #> 593 60 30 16.4366812 -36.5198238 43.56332 66.51982 #> 594 100 45 56.4366812 -21.5198238 43.56332 66.51982 #> 595 20 35 -18.5121951 -29.5049505 38.51220 64.50495 #> 596 35 5 -7.3362832 -58.4953704 42.33628 63.49537 #> 597 168 50 124.4366812 -16.5198238 43.56332 66.51982 #> 598 22 90 -16.5121951 25.4950495 38.51220 64.50495 #> 599 60 0 21.4878049 -64.5049505 38.51220 64.50495 #> 600 24 10 -20.6487603 -53.6554622 44.64876 63.65546 #> 601 20 50 -22.3362832 -13.4953704 42.33628 63.49537 #> 602 70 10 31.4878049 -54.5049505 38.51220 64.50495 #> 603 25 65 -18.5633188 -1.5198238 43.56332 66.51982 #> 604 6 100 -38.6487603 36.3445378 44.64876 63.65546 #> 605 18 95 -24.3362832 31.5046296 42.33628 63.49537 #> 606 10 95 -28.5121951 30.4950495 38.51220 64.50495 #> 607 15 100 -27.3362832 36.5046296 42.33628 63.49537 #> 608 20 95 -18.5121951 30.4950495 38.51220 64.50495 #> 609 20 90 -18.5121951 25.4950495 38.51220 64.50495 #> 610 10 90 -33.5633188 23.4801762 43.56332 66.51982 #> 611 22 75 -16.5121951 10.4950495 38.51220 64.50495 #> 612 15 50 -28.5633188 -16.5198238 43.56332 66.51982 #> 613 48 45 4.4366812 -21.5198238 43.56332 66.51982 #> 614 80 30 37.6637168 -33.4953704 42.33628 63.49537 #> 615 77 85 34.6637168 21.5046296 42.33628 63.49537 #> 616 6 85 -36.3362832 21.5046296 42.33628 63.49537 #> 617 6 65 -37.5633188 -1.5198238 43.56332 66.51982 #> 618 8 85 -30.5121951 20.4950495 38.51220 64.50495 #> 619 20 80 -24.6487603 16.3445378 44.64876 63.65546 #> 620 20 40 -22.3362832 -23.4953704 42.33628 63.49537 #> 621 8 85 -30.5121951 20.4950495 38.51220 64.50495 #> 622 6 95 -36.3362832 31.5046296 42.33628 63.49537 #> 623 8 85 -36.6487603 21.3445378 44.64876 63.65546 #> 624 15 45 -27.3362832 -18.4953704 42.33628 63.49537 #> 625 10 60 -28.5121951 -4.5049505 38.51220 64.50495 #> 626 10 85 -28.5121951 20.4950495 38.51220 64.50495 #> 627 15 30 -29.6487603 -33.6554622 44.64876 63.65546 #> 628 8 25 -34.3362832 -38.4953704 42.33628 63.49537 #> 629 6 80 -32.5121951 15.4950495 38.51220 64.50495 #> 630 56 85 17.4878049 20.4950495 38.51220 64.50495 #> 631 6 85 -32.5121951 20.4950495 38.51220 64.50495 #> 632 8 25 -34.3362832 -38.4953704 42.33628 63.49537 #> 633 28 90 -14.3362832 26.5046296 42.33628 63.49537 #> 634 20 90 -24.6487603 26.3445378 44.64876 63.65546 #> 635 70 55 27.6637168 -8.4953704 42.33628 63.49537 #> 636 8 100 -35.5633188 33.4801762 43.56332 66.51982 #> 637 7 75 -35.3362832 11.5046296 42.33628 63.49537 #> 638 10 85 -33.5633188 18.4801762 43.56332 66.51982 #> 639 10 80 -32.3362832 16.5046296 42.33628 63.49537 #> 640 10 55 -32.3362832 -8.4953704 42.33628 63.49537 #> 641 168 85 129.4878049 20.4950495 38.51220 64.50495 #> 642 40 60 -4.6487603 -3.6554622 44.64876 63.65546 #> 643 40 65 -4.6487603 1.3445378 44.64876 63.65546 #> 644 30 60 -14.6487603 -3.6554622 44.64876 63.65546 #> 645 30 75 -13.5633188 8.4801762 43.56332 66.51982 #> 646 28 70 -10.5121951 5.4950495 38.51220 64.50495 #> 647 14 NA -28.3362832 NA 42.33628 63.49537 #> 648 40 40 -3.5633188 -26.5198238 43.56332 66.51982 #> 649 10 80 -33.5633188 13.4801762 43.56332 66.51982 #> 650 4 90 -40.6487603 26.3445378 44.64876 63.65546 #> 651 14 90 -28.3362832 26.5046296 42.33628 63.49537 #> 652 42 60 3.4878049 -4.5049505 38.51220 64.50495 #> 653 42 45 -0.3362832 -18.4953704 42.33628 63.49537 #> 654 65 20 26.4878049 -44.5049505 38.51220 64.50495 #> 655 5 100 -39.6487603 36.3445378 44.64876 63.65546 #> 656 10 95 -32.3362832 31.5046296 42.33628 63.49537 #> 657 45 65 2.6637168 1.5046296 42.33628 63.49537 #> 658 55 75 12.6637168 11.5046296 42.33628 63.49537 #> 659 50 75 11.4878049 10.4950495 38.51220 64.50495 #> 660 35 45 -3.5121951 -19.5049505 38.51220 64.50495 #> 661 40 80 -4.6487603 16.3445378 44.64876 63.65546 #> 662 15 90 -29.6487603 26.3445378 44.64876 63.65546 #> 663 8 95 -36.6487603 31.3445378 44.64876 63.65546 #> 664 25 60 -17.3362832 -3.4953704 42.33628 63.49537 #> 665 5 95 -39.6487603 31.3445378 44.64876 63.65546 #> 666 5 95 -39.6487603 31.3445378 44.64876 63.65546 #> 667 4 95 -38.3362832 31.5046296 42.33628 63.49537 #> 668 14 95 -24.5121951 30.4950495 38.51220 64.50495 #> 669 20 100 -23.5633188 33.4801762 43.56332 66.51982 #> 670 10 80 -34.6487603 16.3445378 44.64876 63.65546 #> 671 50 80 6.4366812 13.4801762 43.56332 66.51982 #> 672 16 75 -26.3362832 11.5046296 42.33628 63.49537 #> 673 22 70 -21.5633188 3.4801762 43.56332 66.51982 #> 674 100 NA 56.4366812 NA 43.56332 66.51982 #> 675 100 30 61.4878049 -34.5049505 38.51220 64.50495 #> 676 30 95 -14.6487603 31.3445378 44.64876 63.65546 #> 677 120 30 75.3512397 -33.6554622 44.64876 63.65546 #> 678 100 55 55.3512397 -8.6554622 44.64876 63.65546 #> 679 10 95 -32.3362832 31.5046296 42.33628 63.49537 #> 680 120 75 75.3512397 11.3445378 44.64876 63.65546 #> 681 6 100 -38.6487603 36.3445378 44.64876 63.65546 #> 682 6 95 -37.5633188 28.4801762 43.56332 66.51982 #> 683 5 90 -39.6487603 26.3445378 44.64876 63.65546 #> 684 10 65 -32.3362832 1.5046296 42.33628 63.49537 #> 685 9 90 -29.5121951 25.4950495 38.51220 64.50495 #> 686 9 95 -35.6487603 31.3445378 44.64876 63.65546 #> 687 12 95 -32.6487603 31.3445378 44.64876 63.65546 #> 688 20 90 -23.5633188 23.4801762 43.56332 66.51982 #> 689 10 95 -34.6487603 31.3445378 44.64876 63.65546 #> 690 160 70 117.6637168 6.5046296 42.33628 63.49537 #> 691 100 65 55.3512397 1.3445378 44.64876 63.65546 #> 692 20 45 -24.6487603 -18.6554622 44.64876 63.65546 #> 693 56 50 11.3512397 -13.6554622 44.64876 63.65546 #> 694 7 95 -37.6487603 31.3445378 44.64876 63.65546 #> 695 35 10 -9.6487603 -53.6554622 44.64876 63.65546 #> 696 120 40 75.3512397 -23.6554622 44.64876 63.65546 #> 697 60 85 15.3512397 21.3445378 44.64876 63.65546 #> 698 10 5 -34.6487603 -58.6554622 44.64876 63.65546 #> 699 14 65 -29.5633188 -1.5198238 43.56332 66.51982 #> 700 21 10 -23.6487603 -53.6554622 44.64876 63.65546 #> 701 10 75 -34.6487603 11.3445378 44.64876 63.65546 #> 702 7 100 -35.3362832 36.5046296 42.33628 63.49537 #> 703 18 40 -20.5121951 -24.5049505 38.51220 64.50495 #> 704 4 100 -34.5121951 35.4950495 38.51220 64.50495 #> 705 8 90 -35.5633188 23.4801762 43.56332 66.51982 #> 706 10 45 -33.5633188 -21.5198238 43.56332 66.51982 #> 707 6 80 -38.6487603 16.3445378 44.64876 63.65546 #> 708 10 90 -33.5633188 23.4801762 43.56332 66.51982 #> 709 30 55 -14.6487603 -8.6554622 44.64876 63.65546 #> 710 10 95 -32.3362832 31.5046296 42.33628 63.49537 #> 711 9 100 -35.6487603 36.3445378 44.64876 63.65546 #> 712 36 0 -6.3362832 -63.4953704 42.33628 63.49537 #> 713 15 60 -28.5633188 -6.5198238 43.56332 66.51982 #> 714 35 NA -7.3362832 NA 42.33628 63.49537 #> 715 21 65 -23.6487603 1.3445378 44.64876 63.65546 #> 716 168 45 124.4366812 -21.5198238 43.56332 66.51982 #> 717 168 40 125.6637168 -23.4953704 42.33628 63.49537 #> 718 10 85 -32.3362832 21.5046296 42.33628 63.49537 #> 719 6 100 -37.5633188 33.4801762 43.56332 66.51982 #> 720 20 55 -18.5121951 -9.5049505 38.51220 64.50495 #> 721 6 95 -37.5633188 28.4801762 43.56332 66.51982 #> 722 8 100 -30.5121951 35.4950495 38.51220 64.50495 #> 723 15 90 -27.3362832 26.5046296 42.33628 63.49537 #> 724 84 5 39.3512397 -58.6554622 44.64876 63.65546 #> 725 45 75 1.4366812 8.4801762 43.56332 66.51982 #> 726 40 70 -4.6487603 6.3445378 44.64876 63.65546 #> 727 90 0 46.4366812 -66.5198238 43.56332 66.51982 #> 728 35 90 -9.6487603 26.3445378 44.64876 63.65546 #> 729 70 65 27.6637168 1.5046296 42.33628 63.49537 #> 730 5 80 -38.5633188 13.4801762 43.56332 66.51982 #> 731 20 65 -18.5121951 0.4950495 38.51220 64.50495 #> 732 35 60 -9.6487603 -3.6554622 44.64876 63.65546 #> 733 8 90 -36.6487603 26.3445378 44.64876 63.65546 #> 734 30 5 -13.5633188 -61.5198238 43.56332 66.51982 #> 735 4 90 -34.5121951 25.4950495 38.51220 64.50495 #> 736 84 75 40.4366812 8.4801762 43.56332 66.51982 #> 737 10 90 -28.5121951 25.4950495 38.51220 64.50495 #> 738 25 75 -17.3362832 11.5046296 42.33628 63.49537 #> 739 60 95 15.3512397 31.3445378 44.64876 63.65546 #> 740 6 100 -37.5633188 33.4801762 43.56332 66.51982 #> 741 26 0 -18.6487603 -63.6554622 44.64876 63.65546 #> 742 12 90 -32.6487603 26.3445378 44.64876 63.65546 #> 743 25 70 -17.3362832 6.5046296 42.33628 63.49537 #> 744 15 100 -23.5121951 35.4950495 38.51220 64.50495 #> 745 50 25 5.3512397 -38.6554622 44.64876 63.65546 #> 746 18 85 -24.3362832 21.5046296 42.33628 63.49537 #> 747 12 75 -30.3362832 11.5046296 42.33628 63.49537 #> 748 22 75 -21.5633188 8.4801762 43.56332 66.51982 #> 749 21 55 -21.3362832 -8.4953704 42.33628 63.49537 #> 750 70 70 27.6637168 6.5046296 42.33628 63.49537 #> 751 168 30 125.6637168 -33.4953704 42.33628 63.49537 #> 752 5 15 -38.5633188 -51.5198238 43.56332 66.51982 #> 753 30 65 -13.5633188 -1.5198238 43.56332 66.51982 #> 754 70 40 26.4366812 -26.5198238 43.56332 66.51982 #> 755 168 90 123.3512397 26.3445378 44.64876 63.65546 #> 756 9 95 -29.5121951 30.4950495 38.51220 64.50495 #> 757 6 90 -36.3362832 26.5046296 42.33628 63.49537 #> 758 4 35 -39.5633188 -31.5198238 43.56332 66.51982 #> 759 20 45 -18.5121951 -19.5049505 38.51220 64.50495 #> 760 8 85 -30.5121951 20.4950495 38.51220 64.50495 #> 761 14 80 -28.3362832 16.5046296 42.33628 63.49537 #> 762 9 50 -33.3362832 -13.4953704 42.33628 63.49537 #> 763 6 90 -37.5633188 23.4801762 43.56332 66.51982 #> 764 14 95 -30.6487603 31.3445378 44.64876 63.65546 #> 765 7 90 -37.6487603 26.3445378 44.64876 63.65546 #> 766 6 100 -38.6487603 36.3445378 44.64876 63.65546 #> 767 20 70 -22.3362832 6.5046296 42.33628 63.49537 #> 768 20 70 -24.6487603 6.3445378 44.64876 63.65546 #> 769 48 85 9.4878049 20.4950495 38.51220 64.50495 #> 770 10 90 -28.5121951 25.4950495 38.51220 64.50495 #> 771 5 100 -37.3362832 36.5046296 42.33628 63.49537 #> 772 6 85 -32.5121951 20.4950495 38.51220 64.50495 #> 773 8 75 -30.5121951 10.4950495 38.51220 64.50495 #> 774 8 100 -36.6487603 36.3445378 44.64876 63.65546 #> 775 8 65 -34.3362832 1.5046296 42.33628 63.49537 #> 776 8 80 -34.3362832 16.5046296 42.33628 63.49537 #> 777 4 90 -38.3362832 26.5046296 42.33628 63.49537 #> 778 4 80 -39.5633188 13.4801762 43.56332 66.51982 #> 779 8 85 -36.6487603 21.3445378 44.64876 63.65546 #> 780 25 60 -17.3362832 -3.4953704 42.33628 63.49537 #> 781 20 90 -24.6487603 26.3445378 44.64876 63.65546 #> 782 6 85 -38.6487603 21.3445378 44.64876 63.65546 #> 783 21 65 -21.3362832 1.5046296 42.33628 63.49537 #> 784 28 75 -15.5633188 8.4801762 43.56332 66.51982 #> 785 70 45 25.3512397 -18.6554622 44.64876 63.65546 #> 786 8 70 -30.5121951 5.4950495 38.51220 64.50495 #> 787 21 20 -22.5633188 -46.5198238 43.56332 66.51982 #> 788 28 70 -16.6487603 6.3445378 44.64876 63.65546 #> 789 14 20 -28.3362832 -43.4953704 42.33628 63.49537 #> 790 4 100 -39.5633188 33.4801762 43.56332 66.51982 #> 791 5 100 -38.5633188 33.4801762 43.56332 66.51982 #> 792 6 95 -36.3362832 31.5046296 42.33628 63.49537 #> 793 7 90 -36.5633188 23.4801762 43.56332 66.51982 #> 794 140 40 95.3512397 -23.6554622 44.64876 63.65546 #> 795 4 90 -34.5121951 25.4950495 38.51220 64.50495 #> 796 8 90 -34.3362832 26.5046296 42.33628 63.49537 #> 797 7 90 -31.5121951 25.4950495 38.51220 64.50495 #> 798 8 95 -35.5633188 28.4801762 43.56332 66.51982 #> 799 7 100 -36.5633188 33.4801762 43.56332 66.51982 #> 800 30 60 -12.3362832 -3.4953704 42.33628 63.49537 #> 801 40 60 -4.6487603 -3.6554622 44.64876 63.65546 #> 802 50 45 5.3512397 -18.6554622 44.64876 63.65546 #> 803 35 55 -9.6487603 -8.6554622 44.64876 63.65546 #> 804 42 15 -1.5633188 -51.5198238 43.56332 66.51982 #> 805 40 85 -4.6487603 21.3445378 44.64876 63.65546 #> 806 168 85 129.4878049 20.4950495 38.51220 64.50495 #> 807 150 80 106.4366812 13.4801762 43.56332 66.51982 #> 808 168 60 125.6637168 -3.4953704 42.33628 63.49537 #> 809 168 40 124.4366812 -26.5198238 43.56332 66.51982 #> 810 168 45 125.6637168 -18.4953704 42.33628 63.49537 #> 811 14 60 -28.3362832 -3.4953704 42.33628 63.49537 #> 812 6 85 -32.5121951 20.4950495 38.51220 64.50495 #> 813 8 70 -30.5121951 5.4950495 38.51220 64.50495 #> 814 22 55 -20.3362832 -8.4953704 42.33628 63.49537 #> 815 10 95 -34.6487603 31.3445378 44.64876 63.65546 #> 816 6 90 -36.3362832 26.5046296 42.33628 63.49537 #> 817 30 90 -14.6487603 26.3445378 44.64876 63.65546 #> 818 8 90 -30.5121951 25.4950495 38.51220 64.50495 #> 819 10 100 -28.5121951 35.4950495 38.51220 64.50495 #> 820 10 65 -34.6487603 1.3445378 44.64876 63.65546 #> 821 12 95 -26.5121951 30.4950495 38.51220 64.50495 #> 822 20 95 -23.5633188 28.4801762 43.56332 66.51982 #> 823 15 85 -23.5121951 20.4950495 38.51220 64.50495 #> 824 20 75 -18.5121951 10.4950495 38.51220 64.50495 #> 825 15 80 -28.5633188 13.4801762 43.56332 66.51982 #> 826 20 90 -23.5633188 23.4801762 43.56332 66.51982 #> 827 25 95 -13.5121951 30.4950495 38.51220 64.50495 #> 828 7 65 -31.5121951 0.4950495 38.51220 64.50495 #> 829 4 95 -39.5633188 28.4801762 43.56332 66.51982 #> 830 20 40 -24.6487603 -23.6554622 44.64876 63.65546 #> 831 10 90 -33.5633188 23.4801762 43.56332 66.51982 #> 832 50 40 11.4878049 -24.5049505 38.51220 64.50495 #> 833 20 85 -23.5633188 18.4801762 43.56332 66.51982 #> 834 25 90 -19.6487603 26.3445378 44.64876 63.65546 #> 835 5 95 -39.6487603 31.3445378 44.64876 63.65546 #> 836 7 90 -36.5633188 23.4801762 43.56332 66.51982 #> 837 5 95 -39.6487603 31.3445378 44.64876 63.65546 #> 838 12 95 -31.5633188 28.4801762 43.56332 66.51982 #> 839 35 80 -8.5633188 13.4801762 43.56332 66.51982 #> 840 35 65 -7.3362832 1.5046296 42.33628 63.49537 #> 841 30 10 -12.3362832 -53.4953704 42.33628 63.49537 #> 842 40 70 -3.5633188 3.4801762 43.56332 66.51982 #> 843 15 90 -27.3362832 26.5046296 42.33628 63.49537 #> 844 10 90 -33.5633188 23.4801762 43.56332 66.51982 #> 845 8 95 -30.5121951 30.4950495 38.51220 64.50495 #> 846 5 80 -38.5633188 13.4801762 43.56332 66.51982 #> 847 14 95 -29.5633188 28.4801762 43.56332 66.51982 #> 848 14 95 -28.3362832 31.5046296 42.33628 63.49537 #> 849 6 95 -36.3362832 31.5046296 42.33628 63.49537 #> 850 14 90 -28.3362832 26.5046296 42.33628 63.49537 #> 851 7 90 -31.5121951 25.4950495 38.51220 64.50495 #> 852 20 55 -18.5121951 -9.5049505 38.51220 64.50495 #> 853 6 95 -37.5633188 28.4801762 43.56332 66.51982 #> 854 10 100 -28.5121951 35.4950495 38.51220 64.50495 #> 855 30 55 -13.5633188 -11.5198238 43.56332 66.51982 #> 856 14 70 -28.3362832 6.5046296 42.33628 63.49537 #> 857 10 85 -32.3362832 21.5046296 42.33628 63.49537 #> 858 10 80 -32.3362832 16.5046296 42.33628 63.49537 #> 859 28 85 -16.6487603 21.3445378 44.64876 63.65546 #> 860 8 100 -34.3362832 36.5046296 42.33628 63.49537 #> 861 6 100 -36.3362832 36.5046296 42.33628 63.49537 #> 862 20 100 -22.3362832 36.5046296 42.33628 63.49537 #> 863 5 95 -39.6487603 31.3445378 44.64876 63.65546 #> 864 7 95 -36.5633188 28.4801762 43.56332 66.51982 #> 865 20 90 -22.3362832 26.5046296 42.33628 63.49537 #> 866 18 100 -25.5633188 33.4801762 43.56332 66.51982 #> 867 12 90 -26.5121951 25.4950495 38.51220 64.50495 #> 868 17 90 -25.3362832 26.5046296 42.33628 63.49537 #> 869 14 85 -30.6487603 21.3445378 44.64876 63.65546 #> 870 5 100 -33.5121951 35.4950495 38.51220 64.50495 #> 871 6 100 -32.5121951 35.4950495 38.51220 64.50495 #> 872 4 100 -40.6487603 36.3445378 44.64876 63.65546 #> 873 4 100 -39.5633188 33.4801762 43.56332 66.51982 #> 874 6 100 -38.6487603 36.3445378 44.64876 63.65546 #> 875 10 100 -34.6487603 36.3445378 44.64876 63.65546 #> 876 6 100 -36.3362832 36.5046296 42.33628 63.49537 #> 877 14 10 -28.3362832 -53.4953704 42.33628 63.49537 #> 878 30 65 -14.6487603 1.3445378 44.64876 63.65546 #> 879 35 50 -8.5633188 -16.5198238 43.56332 66.51982 #> 880 10 100 -34.6487603 36.3445378 44.64876 63.65546 #> 881 100 100 55.3512397 36.3445378 44.64876 63.65546 #> 882 8 100 -35.5633188 33.4801762 43.56332 66.51982 #> 883 10 100 -28.5121951 35.4950495 38.51220 64.50495 #> 884 20 35 -24.6487603 -28.6554622 44.64876 63.65546 #> 885 40 55 -4.6487603 -8.6554622 44.64876 63.65546 #> 886 40 65 -4.6487603 1.3445378 44.64876 63.65546 #> 887 40 10 -2.3362832 -53.4953704 42.33628 63.49537 #> 888 6 60 -37.5633188 -6.5198238 43.56332 66.51982 #> 889 30 85 -13.5633188 18.4801762 43.56332 66.51982 #> 890 28 85 -14.3362832 21.5046296 42.33628 63.49537 #> 891 20 85 -24.6487603 21.3445378 44.64876 63.65546 #> 892 25 70 -13.5121951 5.4950495 38.51220 64.50495 #> 893 30 55 -12.3362832 -8.4953704 42.33628 63.49537 #> 894 50 50 7.6637168 -13.4953704 42.33628 63.49537 #> 895 20 70 -24.6487603 6.3445378 44.64876 63.65546 #> 896 15 100 -28.5633188 33.4801762 43.56332 66.51982 #> 897 110 35 71.4878049 -29.5049505 38.51220 64.50495 #> 898 28 80 -16.6487603 16.3445378 44.64876 63.65546 #> 899 85 70 46.4878049 5.4950495 38.51220 64.50495 #> 900 160 25 117.6637168 -38.4953704 42.33628 63.49537 #> 901 10 100 -33.5633188 33.4801762 43.56332 66.51982 #> 902 8 85 -34.3362832 21.5046296 42.33628 63.49537 #> 903 NA NA NA NA 43.56332 66.51982 #> 904 NA NA NA NA 38.51220 64.50495 #> 905 NA NA NA NA 38.51220 64.50495 #> 906 NA NA NA NA 44.64876 63.65546 #> 907 NA NA NA NA 42.33628 63.49537 #> 908 NA NA NA NA 42.33628 63.49537