Classification approaches to estimating SM50
Usage
cluster_mods(
dat,
xvar,
yvar,
log = FALSE,
method = c("mclust", "Somerton", "kmeans", "hclust", "infl_pt", "all"),
plot = FALSE
)Arguments
- dat
data frame or matrix containing the data
- xvar
Name of column (integer or double) of measurements for the x-axis variable (e.g., carapace width).
- yvar
Name of column (integer or double) of measurements for the y-axis variable (e.g., claw height).
- log
Boolean; should both variables be log-transformed before performing the regression? Defaults to FALSE.
- method
Classification method to use. A single string or vector containing one or more of c("mclust", "Somerton", "kmeans", "hclust", "infl_pt"), or "all" to return the results of all methods for comparison.
- plot
Boolean; optionally display a plot of the input data shaded according to the maturity classifications from the specified method(s). Defaults to FALSE.
Examples
set.seed(12)
fc <- fake_crustaceans(n = 100, L50 = 100, allo_params = c(1, 0.2, 1.1, 0.2))
cluster_mods(fc, xvar = "x", yvar = "y", method = c("kmeans"))
#> xvar yvar pred_mat method
#> 1 75.38865 15.23920 0 kmeans
#> 2 136.54339 45.87786 1 kmeans
#> 3 85.86511 16.92335 0 kmeans
#> 4 86.59990 16.94732 0 kmeans
#> 5 65.04716 13.22994 0 kmeans
#> 6 99.55408 32.83798 0 kmeans
#> 7 98.69303 19.95659 0 kmeans
#> 8 92.43490 16.95435 0 kmeans
#> 9 102.87072 33.10017 0 kmeans
#> 10 113.56030 37.01815 1 kmeans
#> 11 89.44561 16.65966 0 kmeans
#> 12 79.12235 16.67990 0 kmeans
#> 13 89.40867 16.59422 0 kmeans
#> 14 105.23904 33.84619 1 kmeans
#> 15 101.95168 19.91354 0 kmeans
#> 16 90.93071 17.80021 0 kmeans
#> 17 128.77758 40.23859 1 kmeans
#> 18 111.81025 38.40130 1 kmeans
#> 19 115.13936 36.00876 1 kmeans
#> 20 99.13390 20.54175 0 kmeans
#> 21 109.47283 34.12359 1 kmeans
#> 22 145.14403 47.01046 1 kmeans
#> 23 125.23958 39.72831 1 kmeans
#> 24 98.95082 30.88344 0 kmeans
#> 25 84.49510 17.39401 0 kmeans
#> 26 99.65230 20.61357 0 kmeans
#> 27 101.01789 19.53285 0 kmeans
#> 28 107.62245 34.70028 1 kmeans
#> 29 107.91600 37.02303 1 kmeans
#> 30 112.24129 34.84253 1 kmeans
#> 31 118.47962 35.78884 1 kmeans
#> 32 146.44072 45.60869 1 kmeans
#> 33 94.17943 18.30612 0 kmeans
#> 34 83.59016 16.46103 0 kmeans
#> 35 97.55087 19.09151 0 kmeans
#> 36 95.29717 18.30308 0 kmeans
#> 37 110.49568 35.19487 1 kmeans
#> 38 95.40975 19.62598 0 kmeans
#> 39 120.96211 41.17689 1 kmeans
#> 40 84.91098 17.85249 0 kmeans
#> 41 107.09968 36.41382 1 kmeans
#> 42 81.88014 16.17739 0 kmeans
#> 43 116.56269 40.69230 1 kmeans
#> 44 73.08749 14.94097 0 kmeans
#> 45 98.82993 31.92601 0 kmeans
#> 46 113.98932 37.07901 1 kmeans
#> 47 85.45893 17.69469 0 kmeans
#> 48 108.79996 22.12360 0 kmeans
#> 49 119.62907 36.32811 1 kmeans
#> 50 95.14802 18.34427 0 kmeans
#> 51 104.14630 18.36215 0 kmeans
#> 52 102.74659 32.58723 0 kmeans
#> 53 114.13654 38.72763 1 kmeans
#> 54 145.40670 45.19577 1 kmeans
#> 55 83.98220 25.13179 0 kmeans
#> 56 119.69304 41.47791 1 kmeans
#> 57 115.78499 37.62930 1 kmeans
#> 58 78.71454 22.97434 0 kmeans
#> 59 99.99923 20.76300 0 kmeans
#> 60 111.28409 35.69627 1 kmeans
#> 61 113.13093 36.73550 1 kmeans
#> 62 124.88841 40.34772 1 kmeans
#> 63 122.11537 39.69475 1 kmeans
#> 64 108.94258 33.34561 1 kmeans
#> 65 121.68650 39.48582 1 kmeans
#> 66 121.93580 41.68790 1 kmeans
#> 67 144.08211 46.75849 1 kmeans
#> 68 62.01480 13.20176 0 kmeans
#> 69 124.42241 39.51942 1 kmeans
#> 70 127.90123 40.06073 1 kmeans
#> 71 94.49199 31.06592 0 kmeans
#> 72 110.00640 33.61806 1 kmeans
#> 73 96.41187 19.98987 0 kmeans
#> 74 101.34961 19.74040 0 kmeans
#> 75 102.93379 20.95561 0 kmeans
#> 76 92.32324 18.15865 0 kmeans
#> 77 79.57892 15.65607 0 kmeans
#> 78 97.32099 19.78192 0 kmeans
#> 79 115.33512 39.78074 1 kmeans
#> 80 101.44063 30.70302 0 kmeans
#> 81 105.08516 20.90106 0 kmeans
#> 82 79.51881 15.62635 0 kmeans
#> 83 100.95779 32.92634 0 kmeans
#> 84 128.28932 38.88932 1 kmeans
#> 85 104.53241 20.31787 0 kmeans
#> 86 122.94313 37.65059 1 kmeans
#> 87 101.46551 19.94880 0 kmeans
#> 88 127.27418 43.76838 1 kmeans
#> 89 94.16222 18.31404 0 kmeans
#> 90 85.73203 16.49705 0 kmeans
#> 91 112.52897 36.28876 1 kmeans
#> 92 85.30652 16.89971 0 kmeans
#> 93 122.95119 40.92803 1 kmeans
#> 94 107.58525 35.14126 1 kmeans
#> 95 125.67406 40.66184 1 kmeans
#> 96 98.15421 20.05136 0 kmeans
#> 97 114.04563 35.65158 1 kmeans
#> 98 91.10524 19.66188 0 kmeans
#> 99 100.21973 33.14270 0 kmeans
#> 100 84.85402 17.61139 0 kmeans
cluster_mods(fc, xvar = "x", yvar = "y", method = c("all"), plot = TRUE)
#> xvar yvar pred_mat method
#> 1 75.38865 15.23920 0 infl_pt
#> 2 136.54339 45.87786 1 infl_pt
#> 3 85.86511 16.92335 0 infl_pt
#> 4 86.59990 16.94732 0 infl_pt
#> 5 65.04716 13.22994 0 infl_pt
#> 6 99.55408 32.83798 1 infl_pt
#> 7 98.69303 19.95659 0 infl_pt
#> 8 92.43490 16.95435 0 infl_pt
#> 9 102.87072 33.10017 1 infl_pt
#> 10 113.56030 37.01815 1 infl_pt
#> 11 89.44561 16.65966 0 infl_pt
#> 12 79.12235 16.67990 0 infl_pt
#> 13 89.40867 16.59422 0 infl_pt
#> 14 105.23904 33.84619 1 infl_pt
#> 15 101.95168 19.91354 0 infl_pt
#> 16 90.93071 17.80021 0 infl_pt
#> 17 128.77758 40.23859 1 infl_pt
#> 18 111.81025 38.40130 1 infl_pt
#> 19 115.13936 36.00876 1 infl_pt
#> 20 99.13390 20.54175 0 infl_pt
#> 21 109.47283 34.12359 1 infl_pt
#> 22 145.14403 47.01046 1 infl_pt
#> 23 125.23958 39.72831 1 infl_pt
#> 24 98.95082 30.88344 1 infl_pt
#> 25 84.49510 17.39401 0 infl_pt
#> 26 99.65230 20.61357 0 infl_pt
#> 27 101.01789 19.53285 0 infl_pt
#> 28 107.62245 34.70028 1 infl_pt
#> 29 107.91600 37.02303 1 infl_pt
#> 30 112.24129 34.84253 1 infl_pt
#> 31 118.47962 35.78884 1 infl_pt
#> 32 146.44072 45.60869 1 infl_pt
#> 33 94.17943 18.30612 0 infl_pt
#> 34 83.59016 16.46103 0 infl_pt
#> 35 97.55087 19.09151 0 infl_pt
#> 36 95.29717 18.30308 0 infl_pt
#> 37 110.49568 35.19487 1 infl_pt
#> 38 95.40975 19.62598 0 infl_pt
#> 39 120.96211 41.17689 1 infl_pt
#> 40 84.91098 17.85249 0 infl_pt
#> 41 107.09968 36.41382 1 infl_pt
#> 42 81.88014 16.17739 0 infl_pt
#> 43 116.56269 40.69230 1 infl_pt
#> 44 73.08749 14.94097 0 infl_pt
#> 45 98.82993 31.92601 1 infl_pt
#> 46 113.98932 37.07901 1 infl_pt
#> 47 85.45893 17.69469 0 infl_pt
#> 48 108.79996 22.12360 0 infl_pt
#> 49 119.62907 36.32811 1 infl_pt
#> 50 95.14802 18.34427 0 infl_pt
#> 51 104.14630 18.36215 0 infl_pt
#> 52 102.74659 32.58723 1 infl_pt
#> 53 114.13654 38.72763 1 infl_pt
#> 54 145.40670 45.19577 1 infl_pt
#> 55 83.98220 25.13179 1 infl_pt
#> 56 119.69304 41.47791 1 infl_pt
#> 57 115.78499 37.62930 1 infl_pt
#> 58 78.71454 22.97434 1 infl_pt
#> 59 99.99923 20.76300 0 infl_pt
#> 60 111.28409 35.69627 1 infl_pt
#> 61 113.13093 36.73550 1 infl_pt
#> 62 124.88841 40.34772 1 infl_pt
#> 63 122.11537 39.69475 1 infl_pt
#> 64 108.94258 33.34561 1 infl_pt
#> 65 121.68650 39.48582 1 infl_pt
#> 66 121.93580 41.68790 1 infl_pt
#> 67 144.08211 46.75849 1 infl_pt
#> 68 62.01480 13.20176 0 infl_pt
#> 69 124.42241 39.51942 1 infl_pt
#> 70 127.90123 40.06073 1 infl_pt
#> 71 94.49199 31.06592 1 infl_pt
#> 72 110.00640 33.61806 1 infl_pt
#> 73 96.41187 19.98987 0 infl_pt
#> 74 101.34961 19.74040 0 infl_pt
#> 75 102.93379 20.95561 0 infl_pt
#> 76 92.32324 18.15865 0 infl_pt
#> 77 79.57892 15.65607 0 infl_pt
#> 78 97.32099 19.78192 0 infl_pt
#> 79 115.33512 39.78074 1 infl_pt
#> 80 101.44063 30.70302 1 infl_pt
#> 81 105.08516 20.90106 0 infl_pt
#> 82 79.51881 15.62635 0 infl_pt
#> 83 100.95779 32.92634 1 infl_pt
#> 84 128.28932 38.88932 1 infl_pt
#> 85 104.53241 20.31787 0 infl_pt
#> 86 122.94313 37.65059 1 infl_pt
#> 87 101.46551 19.94880 0 infl_pt
#> 88 127.27418 43.76838 1 infl_pt
#> 89 94.16222 18.31404 0 infl_pt
#> 90 85.73203 16.49705 0 infl_pt
#> 91 112.52897 36.28876 1 infl_pt
#> 92 85.30652 16.89971 0 infl_pt
#> 93 122.95119 40.92803 1 infl_pt
#> 94 107.58525 35.14126 1 infl_pt
#> 95 125.67406 40.66184 1 infl_pt
#> 96 98.15421 20.05136 0 infl_pt
#> 97 114.04563 35.65158 1 infl_pt
#> 98 91.10524 19.66188 0 infl_pt
#> 99 100.21973 33.14270 1 infl_pt
#> 100 84.85402 17.61139 0 infl_pt
#> 101 75.38865 15.23920 0 kmeans
#> 102 136.54339 45.87786 1 kmeans
#> 103 85.86511 16.92335 0 kmeans
#> 104 86.59990 16.94732 0 kmeans
#> 105 65.04716 13.22994 0 kmeans
#> 106 99.55408 32.83798 0 kmeans
#> 107 98.69303 19.95659 0 kmeans
#> 108 92.43490 16.95435 0 kmeans
#> 109 102.87072 33.10017 0 kmeans
#> 110 113.56030 37.01815 1 kmeans
#> 111 89.44561 16.65966 0 kmeans
#> 112 79.12235 16.67990 0 kmeans
#> 113 89.40867 16.59422 0 kmeans
#> 114 105.23904 33.84619 1 kmeans
#> 115 101.95168 19.91354 0 kmeans
#> 116 90.93071 17.80021 0 kmeans
#> 117 128.77758 40.23859 1 kmeans
#> 118 111.81025 38.40130 1 kmeans
#> 119 115.13936 36.00876 1 kmeans
#> 120 99.13390 20.54175 0 kmeans
#> 121 109.47283 34.12359 1 kmeans
#> 122 145.14403 47.01046 1 kmeans
#> 123 125.23958 39.72831 1 kmeans
#> 124 98.95082 30.88344 0 kmeans
#> 125 84.49510 17.39401 0 kmeans
#> 126 99.65230 20.61357 0 kmeans
#> 127 101.01789 19.53285 0 kmeans
#> 128 107.62245 34.70028 1 kmeans
#> 129 107.91600 37.02303 1 kmeans
#> 130 112.24129 34.84253 1 kmeans
#> 131 118.47962 35.78884 1 kmeans
#> 132 146.44072 45.60869 1 kmeans
#> 133 94.17943 18.30612 0 kmeans
#> 134 83.59016 16.46103 0 kmeans
#> 135 97.55087 19.09151 0 kmeans
#> 136 95.29717 18.30308 0 kmeans
#> 137 110.49568 35.19487 1 kmeans
#> 138 95.40975 19.62598 0 kmeans
#> 139 120.96211 41.17689 1 kmeans
#> 140 84.91098 17.85249 0 kmeans
#> 141 107.09968 36.41382 1 kmeans
#> 142 81.88014 16.17739 0 kmeans
#> 143 116.56269 40.69230 1 kmeans
#> 144 73.08749 14.94097 0 kmeans
#> 145 98.82993 31.92601 0 kmeans
#> 146 113.98932 37.07901 1 kmeans
#> 147 85.45893 17.69469 0 kmeans
#> 148 108.79996 22.12360 0 kmeans
#> 149 119.62907 36.32811 1 kmeans
#> 150 95.14802 18.34427 0 kmeans
#> 151 104.14630 18.36215 0 kmeans
#> 152 102.74659 32.58723 0 kmeans
#> 153 114.13654 38.72763 1 kmeans
#> 154 145.40670 45.19577 1 kmeans
#> 155 83.98220 25.13179 0 kmeans
#> 156 119.69304 41.47791 1 kmeans
#> 157 115.78499 37.62930 1 kmeans
#> 158 78.71454 22.97434 0 kmeans
#> 159 99.99923 20.76300 0 kmeans
#> 160 111.28409 35.69627 1 kmeans
#> 161 113.13093 36.73550 1 kmeans
#> 162 124.88841 40.34772 1 kmeans
#> 163 122.11537 39.69475 1 kmeans
#> 164 108.94258 33.34561 1 kmeans
#> 165 121.68650 39.48582 1 kmeans
#> 166 121.93580 41.68790 1 kmeans
#> 167 144.08211 46.75849 1 kmeans
#> 168 62.01480 13.20176 0 kmeans
#> 169 124.42241 39.51942 1 kmeans
#> 170 127.90123 40.06073 1 kmeans
#> 171 94.49199 31.06592 0 kmeans
#> 172 110.00640 33.61806 1 kmeans
#> 173 96.41187 19.98987 0 kmeans
#> 174 101.34961 19.74040 0 kmeans
#> 175 102.93379 20.95561 0 kmeans
#> 176 92.32324 18.15865 0 kmeans
#> 177 79.57892 15.65607 0 kmeans
#> 178 97.32099 19.78192 0 kmeans
#> 179 115.33512 39.78074 1 kmeans
#> 180 101.44063 30.70302 0 kmeans
#> 181 105.08516 20.90106 0 kmeans
#> 182 79.51881 15.62635 0 kmeans
#> 183 100.95779 32.92634 0 kmeans
#> 184 128.28932 38.88932 1 kmeans
#> 185 104.53241 20.31787 0 kmeans
#> 186 122.94313 37.65059 1 kmeans
#> 187 101.46551 19.94880 0 kmeans
#> 188 127.27418 43.76838 1 kmeans
#> 189 94.16222 18.31404 0 kmeans
#> 190 85.73203 16.49705 0 kmeans
#> 191 112.52897 36.28876 1 kmeans
#> 192 85.30652 16.89971 0 kmeans
#> 193 122.95119 40.92803 1 kmeans
#> 194 107.58525 35.14126 1 kmeans
#> 195 125.67406 40.66184 1 kmeans
#> 196 98.15421 20.05136 0 kmeans
#> 197 114.04563 35.65158 1 kmeans
#> 198 91.10524 19.66188 0 kmeans
#> 199 100.21973 33.14270 0 kmeans
#> 200 84.85402 17.61139 0 kmeans
#> 201 75.38865 15.23920 0 hclust
#> 202 136.54339 45.87786 1 hclust
#> 203 85.86511 16.92335 0 hclust
#> 204 86.59990 16.94732 0 hclust
#> 205 65.04716 13.22994 0 hclust
#> 206 99.55408 32.83798 1 hclust
#> 207 98.69303 19.95659 0 hclust
#> 208 92.43490 16.95435 0 hclust
#> 209 102.87072 33.10017 1 hclust
#> 210 113.56030 37.01815 1 hclust
#> 211 89.44561 16.65966 0 hclust
#> 212 79.12235 16.67990 0 hclust
#> 213 89.40867 16.59422 0 hclust
#> 214 105.23904 33.84619 1 hclust
#> 215 101.95168 19.91354 0 hclust
#> 216 90.93071 17.80021 0 hclust
#> 217 128.77758 40.23859 1 hclust
#> 218 111.81025 38.40130 1 hclust
#> 219 115.13936 36.00876 1 hclust
#> 220 99.13390 20.54175 0 hclust
#> 221 109.47283 34.12359 1 hclust
#> 222 145.14403 47.01046 1 hclust
#> 223 125.23958 39.72831 1 hclust
#> 224 98.95082 30.88344 1 hclust
#> 225 84.49510 17.39401 0 hclust
#> 226 99.65230 20.61357 0 hclust
#> 227 101.01789 19.53285 0 hclust
#> 228 107.62245 34.70028 1 hclust
#> 229 107.91600 37.02303 1 hclust
#> 230 112.24129 34.84253 1 hclust
#> 231 118.47962 35.78884 1 hclust
#> 232 146.44072 45.60869 1 hclust
#> 233 94.17943 18.30612 0 hclust
#> 234 83.59016 16.46103 0 hclust
#> 235 97.55087 19.09151 0 hclust
#> 236 95.29717 18.30308 0 hclust
#> 237 110.49568 35.19487 1 hclust
#> 238 95.40975 19.62598 0 hclust
#> 239 120.96211 41.17689 1 hclust
#> 240 84.91098 17.85249 0 hclust
#> 241 107.09968 36.41382 1 hclust
#> 242 81.88014 16.17739 0 hclust
#> 243 116.56269 40.69230 1 hclust
#> 244 73.08749 14.94097 0 hclust
#> 245 98.82993 31.92601 1 hclust
#> 246 113.98932 37.07901 1 hclust
#> 247 85.45893 17.69469 0 hclust
#> 248 108.79996 22.12360 0 hclust
#> 249 119.62907 36.32811 1 hclust
#> 250 95.14802 18.34427 0 hclust
#> 251 104.14630 18.36215 0 hclust
#> 252 102.74659 32.58723 1 hclust
#> 253 114.13654 38.72763 1 hclust
#> 254 145.40670 45.19577 1 hclust
#> 255 83.98220 25.13179 0 hclust
#> 256 119.69304 41.47791 1 hclust
#> 257 115.78499 37.62930 1 hclust
#> 258 78.71454 22.97434 0 hclust
#> 259 99.99923 20.76300 0 hclust
#> 260 111.28409 35.69627 1 hclust
#> 261 113.13093 36.73550 1 hclust
#> 262 124.88841 40.34772 1 hclust
#> 263 122.11537 39.69475 1 hclust
#> 264 108.94258 33.34561 1 hclust
#> 265 121.68650 39.48582 1 hclust
#> 266 121.93580 41.68790 1 hclust
#> 267 144.08211 46.75849 1 hclust
#> 268 62.01480 13.20176 0 hclust
#> 269 124.42241 39.51942 1 hclust
#> 270 127.90123 40.06073 1 hclust
#> 271 94.49199 31.06592 1 hclust
#> 272 110.00640 33.61806 1 hclust
#> 273 96.41187 19.98987 0 hclust
#> 274 101.34961 19.74040 0 hclust
#> 275 102.93379 20.95561 0 hclust
#> 276 92.32324 18.15865 0 hclust
#> 277 79.57892 15.65607 0 hclust
#> 278 97.32099 19.78192 0 hclust
#> 279 115.33512 39.78074 1 hclust
#> 280 101.44063 30.70302 1 hclust
#> 281 105.08516 20.90106 0 hclust
#> 282 79.51881 15.62635 0 hclust
#> 283 100.95779 32.92634 1 hclust
#> 284 128.28932 38.88932 1 hclust
#> 285 104.53241 20.31787 0 hclust
#> 286 122.94313 37.65059 1 hclust
#> 287 101.46551 19.94880 0 hclust
#> 288 127.27418 43.76838 1 hclust
#> 289 94.16222 18.31404 0 hclust
#> 290 85.73203 16.49705 0 hclust
#> 291 112.52897 36.28876 1 hclust
#> 292 85.30652 16.89971 0 hclust
#> 293 122.95119 40.92803 1 hclust
#> 294 107.58525 35.14126 1 hclust
#> 295 125.67406 40.66184 1 hclust
#> 296 98.15421 20.05136 0 hclust
#> 297 114.04563 35.65158 1 hclust
#> 298 91.10524 19.66188 0 hclust
#> 299 100.21973 33.14270 1 hclust
#> 300 84.85402 17.61139 0 hclust
#> 301 75.38865 15.23920 0 Somerton
#> 302 136.54339 45.87786 1 Somerton
#> 303 85.86511 16.92335 0 Somerton
#> 304 86.59990 16.94732 0 Somerton
#> 305 65.04716 13.22994 0 Somerton
#> 306 99.55408 32.83798 1 Somerton
#> 307 98.69303 19.95659 0 Somerton
#> 308 92.43490 16.95435 0 Somerton
#> 309 102.87072 33.10017 1 Somerton
#> 310 113.56030 37.01815 1 Somerton
#> 311 89.44561 16.65966 0 Somerton
#> 312 79.12235 16.67990 0 Somerton
#> 313 89.40867 16.59422 0 Somerton
#> 314 105.23904 33.84619 1 Somerton
#> 315 101.95168 19.91354 0 Somerton
#> 316 90.93071 17.80021 0 Somerton
#> 317 128.77758 40.23859 1 Somerton
#> 318 111.81025 38.40130 1 Somerton
#> 319 115.13936 36.00876 1 Somerton
#> 320 99.13390 20.54175 0 Somerton
#> 321 109.47283 34.12359 1 Somerton
#> 322 145.14403 47.01046 1 Somerton
#> 323 125.23958 39.72831 1 Somerton
#> 324 98.95082 30.88344 1 Somerton
#> 325 84.49510 17.39401 0 Somerton
#> 326 99.65230 20.61357 0 Somerton
#> 327 101.01789 19.53285 0 Somerton
#> 328 107.62245 34.70028 1 Somerton
#> 329 107.91600 37.02303 1 Somerton
#> 330 112.24129 34.84253 1 Somerton
#> 331 118.47962 35.78884 1 Somerton
#> 332 146.44072 45.60869 1 Somerton
#> 333 94.17943 18.30612 0 Somerton
#> 334 83.59016 16.46103 0 Somerton
#> 335 97.55087 19.09151 0 Somerton
#> 336 95.29717 18.30308 0 Somerton
#> 337 110.49568 35.19487 1 Somerton
#> 338 95.40975 19.62598 0 Somerton
#> 339 120.96211 41.17689 1 Somerton
#> 340 84.91098 17.85249 0 Somerton
#> 341 107.09968 36.41382 1 Somerton
#> 342 81.88014 16.17739 0 Somerton
#> 343 116.56269 40.69230 1 Somerton
#> 344 73.08749 14.94097 0 Somerton
#> 345 98.82993 31.92601 1 Somerton
#> 346 113.98932 37.07901 1 Somerton
#> 347 85.45893 17.69469 0 Somerton
#> 348 108.79996 22.12360 0 Somerton
#> 349 119.62907 36.32811 1 Somerton
#> 350 95.14802 18.34427 0 Somerton
#> 351 104.14630 18.36215 0 Somerton
#> 352 102.74659 32.58723 1 Somerton
#> 353 114.13654 38.72763 1 Somerton
#> 354 145.40670 45.19577 1 Somerton
#> 355 83.98220 25.13179 0 Somerton
#> 356 119.69304 41.47791 1 Somerton
#> 357 115.78499 37.62930 1 Somerton
#> 358 78.71454 22.97434 0 Somerton
#> 359 99.99923 20.76300 0 Somerton
#> 360 111.28409 35.69627 1 Somerton
#> 361 113.13093 36.73550 1 Somerton
#> 362 124.88841 40.34772 1 Somerton
#> 363 122.11537 39.69475 1 Somerton
#> 364 108.94258 33.34561 1 Somerton
#> 365 121.68650 39.48582 1 Somerton
#> 366 121.93580 41.68790 1 Somerton
#> 367 144.08211 46.75849 1 Somerton
#> 368 62.01480 13.20176 0 Somerton
#> 369 124.42241 39.51942 1 Somerton
#> 370 127.90123 40.06073 1 Somerton
#> 371 94.49199 31.06592 1 Somerton
#> 372 110.00640 33.61806 1 Somerton
#> 373 96.41187 19.98987 0 Somerton
#> 374 101.34961 19.74040 0 Somerton
#> 375 102.93379 20.95561 0 Somerton
#> 376 92.32324 18.15865 0 Somerton
#> 377 79.57892 15.65607 0 Somerton
#> 378 97.32099 19.78192 0 Somerton
#> 379 115.33512 39.78074 1 Somerton
#> 380 101.44063 30.70302 1 Somerton
#> 381 105.08516 20.90106 0 Somerton
#> 382 79.51881 15.62635 0 Somerton
#> 383 100.95779 32.92634 1 Somerton
#> 384 128.28932 38.88932 1 Somerton
#> 385 104.53241 20.31787 0 Somerton
#> 386 122.94313 37.65059 1 Somerton
#> 387 101.46551 19.94880 0 Somerton
#> 388 127.27418 43.76838 1 Somerton
#> 389 94.16222 18.31404 0 Somerton
#> 390 85.73203 16.49705 0 Somerton
#> 391 112.52897 36.28876 1 Somerton
#> 392 85.30652 16.89971 0 Somerton
#> 393 122.95119 40.92803 1 Somerton
#> 394 107.58525 35.14126 1 Somerton
#> 395 125.67406 40.66184 1 Somerton
#> 396 98.15421 20.05136 0 Somerton
#> 397 114.04563 35.65158 1 Somerton
#> 398 91.10524 19.66188 0 Somerton
#> 399 100.21973 33.14270 1 Somerton
#> 400 84.85402 17.61139 0 Somerton
#> 401 75.38865 15.23920 0 mclust
#> 402 136.54339 45.87786 1 mclust
#> 403 85.86511 16.92335 0 mclust
#> 404 86.59990 16.94732 0 mclust
#> 405 65.04716 13.22994 0 mclust
#> 406 99.55408 32.83798 1 mclust
#> 407 98.69303 19.95659 0 mclust
#> 408 92.43490 16.95435 0 mclust
#> 409 102.87072 33.10017 1 mclust
#> 410 113.56030 37.01815 1 mclust
#> 411 89.44561 16.65966 0 mclust
#> 412 79.12235 16.67990 0 mclust
#> 413 89.40867 16.59422 0 mclust
#> 414 105.23904 33.84619 1 mclust
#> 415 101.95168 19.91354 0 mclust
#> 416 90.93071 17.80021 0 mclust
#> 417 128.77758 40.23859 1 mclust
#> 418 111.81025 38.40130 1 mclust
#> 419 115.13936 36.00876 1 mclust
#> 420 99.13390 20.54175 0 mclust
#> 421 109.47283 34.12359 1 mclust
#> 422 145.14403 47.01046 1 mclust
#> 423 125.23958 39.72831 1 mclust
#> 424 98.95082 30.88344 1 mclust
#> 425 84.49510 17.39401 0 mclust
#> 426 99.65230 20.61357 0 mclust
#> 427 101.01789 19.53285 0 mclust
#> 428 107.62245 34.70028 1 mclust
#> 429 107.91600 37.02303 1 mclust
#> 430 112.24129 34.84253 1 mclust
#> 431 118.47962 35.78884 1 mclust
#> 432 146.44072 45.60869 1 mclust
#> 433 94.17943 18.30612 0 mclust
#> 434 83.59016 16.46103 0 mclust
#> 435 97.55087 19.09151 0 mclust
#> 436 95.29717 18.30308 0 mclust
#> 437 110.49568 35.19487 1 mclust
#> 438 95.40975 19.62598 0 mclust
#> 439 120.96211 41.17689 1 mclust
#> 440 84.91098 17.85249 0 mclust
#> 441 107.09968 36.41382 1 mclust
#> 442 81.88014 16.17739 0 mclust
#> 443 116.56269 40.69230 1 mclust
#> 444 73.08749 14.94097 0 mclust
#> 445 98.82993 31.92601 1 mclust
#> 446 113.98932 37.07901 1 mclust
#> 447 85.45893 17.69469 0 mclust
#> 448 108.79996 22.12360 0 mclust
#> 449 119.62907 36.32811 1 mclust
#> 450 95.14802 18.34427 0 mclust
#> 451 104.14630 18.36215 0 mclust
#> 452 102.74659 32.58723 1 mclust
#> 453 114.13654 38.72763 1 mclust
#> 454 145.40670 45.19577 1 mclust
#> 455 83.98220 25.13179 1 mclust
#> 456 119.69304 41.47791 1 mclust
#> 457 115.78499 37.62930 1 mclust
#> 458 78.71454 22.97434 1 mclust
#> 459 99.99923 20.76300 0 mclust
#> 460 111.28409 35.69627 1 mclust
#> 461 113.13093 36.73550 1 mclust
#> 462 124.88841 40.34772 1 mclust
#> 463 122.11537 39.69475 1 mclust
#> 464 108.94258 33.34561 1 mclust
#> 465 121.68650 39.48582 1 mclust
#> 466 121.93580 41.68790 1 mclust
#> 467 144.08211 46.75849 1 mclust
#> 468 62.01480 13.20176 0 mclust
#> 469 124.42241 39.51942 1 mclust
#> 470 127.90123 40.06073 1 mclust
#> 471 94.49199 31.06592 1 mclust
#> 472 110.00640 33.61806 1 mclust
#> 473 96.41187 19.98987 0 mclust
#> 474 101.34961 19.74040 0 mclust
#> 475 102.93379 20.95561 0 mclust
#> 476 92.32324 18.15865 0 mclust
#> 477 79.57892 15.65607 0 mclust
#> 478 97.32099 19.78192 0 mclust
#> 479 115.33512 39.78074 1 mclust
#> 480 101.44063 30.70302 1 mclust
#> 481 105.08516 20.90106 0 mclust
#> 482 79.51881 15.62635 0 mclust
#> 483 100.95779 32.92634 1 mclust
#> 484 128.28932 38.88932 1 mclust
#> 485 104.53241 20.31787 0 mclust
#> 486 122.94313 37.65059 1 mclust
#> 487 101.46551 19.94880 0 mclust
#> 488 127.27418 43.76838 1 mclust
#> 489 94.16222 18.31404 0 mclust
#> 490 85.73203 16.49705 0 mclust
#> 491 112.52897 36.28876 1 mclust
#> 492 85.30652 16.89971 0 mclust
#> 493 122.95119 40.92803 1 mclust
#> 494 107.58525 35.14126 1 mclust
#> 495 125.67406 40.66184 1 mclust
#> 496 98.15421 20.05136 0 mclust
#> 497 114.04563 35.65158 1 mclust
#> 498 91.10524 19.66188 0 mclust
#> 499 100.21973 33.14270 1 mclust
#> 500 84.85402 17.61139 0 mclust