get_metadata retrieves information about the BirdFlow model: when it was
created, what version of eBird Status & Trends data was used, whether it has
been sparsified, etc.
Details
what may be used with these options:
all | Return the complete list, this is the default |
has_marginals | Logical, indicates whether the model has marginals. Marginals encode forward and backward transitions, and distributions in an n by n matrix for each pair of adjacent timesteps. |
has_transitions | Logical, indicates whether the model has stored transitions (separate from marginal) |
has_distr | Logical, indicates whether the model has stored distributions (separate from marginals); if it does they are from ebirdst and are the distributions the model was trained on |
n_transitions | Number of transitions in the model. |
n_active | The number of active states in the model. This defines the dimensions of the marginals and transitions matrices and the number of columns in flattened distributions. In a full (not sparse) model all active states could be visited. |
n_timesteps | The number of timesteps in the model. |
ebird_version_year | The version year for the eBird Status and Trends Data the model was trained on see ebirdst_version() |
ebird_release_year | The year the eBird S & T data was released ebirdst_version() |
ebird_access_end_date | The date at which the training eBirds S & T data will no longer be available. This does not prevent continued use of the BirdFlow model. |
birdflow_preprocess_date | The date the data was downloaded with ebirdst and formatted for BirdFlow model fitting (see preprocess_species() |
birdflow_model_date | The date the model was fitted and/or exported to hdf5 from Python. |
is_sparse | Logical, if TRUE the model is sparse. See sparsify() |
sparse_stats | If the model is sparse this contains sparsification statistics (a list). |
See also
has_transitions(), has_marginals(), has_distr(), n_active(),
n_transitions(), n_timesteps() all return metadata components directly.
species_info() is similar but for information about the species
represented in the model.
ebirdst::ebirdst_version() is called while assembling the model to set
ebird_version_year, ebird_release_year and ebird_access_end_date.
Dimensions documents getting various attributes of a BirdFlow
model, some of which overlap get_metadata().
Examples
library(BirdFlowModels)
get_metadata(amewoo)
#> $has_marginals
#> [1] TRUE
#>
#> $has_transitions
#> [1] FALSE
#>
#> $has_distr
#> [1] TRUE
#>
#> $n_transitions
#> [1] 52
#>
#> $n_active
#> [1] 342
#>
#> $n_timesteps
#> [1] 52
#>
#> $timestep_padding
#> [1] 2
#>
#> $ebird_version_year
#> [1] 2021
#>
#> $ebird_release_year
#> [1] 2022
#>
#> $ebird_access_end_date
#> [1] "2023-11-30"
#>
#> $birdflow_preprocess_date
#> [1] "2023-11-21"
#>
#> $birdflow_model_date
#> [1] "2023-11-21 17:19:27.009766"
#>
#> $birdflow_version
#> [1] 3
#>
#> $birdflowr_version
#> [1] "0.1.0.9038"
#>
#> $is_sparse
#> [1] FALSE
#>
#> $sparse
#> [1] NA
#>
#> $hyperparameters
#> $hyperparameters$dist_pow
#> [1] 0.6
#>
#> $hyperparameters$dist_weight
#> [1] 0.008658
#>
#> $hyperparameters$ent_weight
#> [1] 0.001443
#>
#> $hyperparameters$learning_rate
#> [1] 0.1
#>
#> $hyperparameters$normalized
#> [1] TRUE
#>
#> $hyperparameters$obs_weight
#> [1] 1
#>
#> $hyperparameters$rng_seed
#> [1] 17
#>
#> $hyperparameters$training_steps
#> [1] 600
#>
#>
#> $loss_values
#> dist ent obs total
#> 1 215.15869 236.17322 0.57939780 2.1014438
#> 2 210.01872 236.22165 0.52866054 2.0061350
#> 3 204.95619 235.81674 0.48049927 1.9147265
#> 4 200.01207 234.99609 0.43503928 1.8276443
#> 5 195.21609 233.80389 0.39228603 1.7450881
#> 6 190.58633 232.28596 0.35218555 1.6670935
#> 7 186.13089 230.49072 0.31466532 1.5935885
#> 8 181.84903 228.46327 0.27965516 1.5244315
#> 9 177.73326 226.24446 0.24709456 1.4594384
#> 10 173.77129 223.86955 0.21693729 1.3984053
#> 11 169.94862 221.36865 0.18916348 1.3411437
#> 12 166.25012 218.76643 0.16378160 1.2874954
#> 13 162.66167 216.08530 0.14081964 1.2373333
#> 14 159.17067 213.34410 0.12031531 1.1905594
#> 15 155.76617 210.56020 0.10230915 1.1470944
#> 16 152.43875 207.75093 0.08682334 1.1068535
#> 17 149.17995 204.93588 0.07382077 1.0696983
#> 18 145.98276 202.13470 0.06316140 1.0353997
#> 19 142.84262 199.36826 0.05458094 1.0036240
#> 20 139.75818 196.65489 0.04771935 0.9739727
#> 21 136.73073 194.00783 0.04219241 0.9460538
#> 22 133.76320 191.43358 0.03766023 0.9195434
#> 23 130.85825 188.93268 0.03386035 0.8942012
#> 24 128.01682 186.50026 0.03061645 0.8698661
#> 25 125.23743 184.12532 0.02783360 0.8464464
#> 26 122.51659 181.79424 0.02547722 0.8238968
#> 27 119.84933 179.49156 0.02354145 0.8021907
#> 28 117.23013 177.20245 0.02201207 0.7812875
#> 29 114.65356 174.91286 0.02084434 0.7611157
#> 30 112.11458 172.61061 0.01996790 0.7415788
#> 31 109.60916 170.28621 0.01930417 0.7225773
#> 32 107.13448 167.93297 0.01878082 0.7040239
#> 33 104.68911 165.54652 0.01833465 0.6858493
#> 34 102.27284 163.12595 0.01790984 0.6679974
#> 35 99.88613 160.67148 0.01746781 0.6504330
#> 36 97.52901 158.18375 0.01700313 0.6331502
#> 37 95.20029 155.66302 0.01654312 0.6161655
#> 38 92.89687 153.10956 0.01612644 0.5994905
#> 39 90.61395 150.52261 0.01578162 0.5831131
#> 40 88.34538 147.89935 0.01552618 0.5670018
#> 41 86.08443 145.23489 0.01537028 0.5511154
#> 42 83.82442 142.52255 0.01530915 0.5354009
#> 43 81.55951 139.75478 0.01533122 0.5198073
#> 44 79.28568 136.92514 0.01544342 0.5043159
#> 45 77.00089 134.02835 0.01565972 0.4889304
#> 46 74.70551 131.06082 0.01595673 0.4736363
#> 47 72.40195 128.02028 0.01627936 0.4584022
#> 48 70.09305 124.90343 0.01659533 0.4432253
#> 49 67.78003 121.70702 0.01690826 0.4281245
#> 50 65.46175 118.42944 0.01723262 0.4131068
#> 51 63.13724 115.07220 0.01758363 0.3981767
#> 52 60.80972 111.64002 0.01797476 0.3833687
#> 53 58.48853 108.14057 0.01839230 0.3687391
#> 54 56.18575 104.58351 0.01877982 0.3543221
#> 55 53.90903 100.97726 0.01912162 0.3401558
#> 56 51.65814 97.32857 0.01948931 0.3263004
#> 57 49.43314 93.64602 0.01993422 0.3127952
#> 58 47.24622 89.94505 0.02043025 0.2996973
#> 59 45.11935 86.25188 0.02088596 0.2870678
#> 60 43.06939 82.59638 0.02124022 0.2749484
#> 61 41.09838 78.99474 0.02156441 0.2634048
#> 62 39.20367 75.45681 0.02193111 0.2524723
#> 63 37.39429 71.99626 0.02231174 0.2421809
#> 64 35.68283 68.63718 0.02265259 0.2325511
#> 65 34.07260 65.39851 0.02296549 0.2235960
#> 66 32.56284 62.28904 0.02327248 0.2153185
#> 67 31.15820 59.31972 0.02353251 0.2077019
#> 68 29.86086 56.50695 0.02373124 0.2007270
#> 69 28.66398 53.85399 0.02391851 0.1943800
#> 70 27.56353 51.35767 0.02409757 0.1886335
#> 71 26.55832 49.02469 0.02425246 0.1834518
#> 72 25.64515 46.85950 0.02438642 0.1788039
#> 73 24.82282 44.85614 0.02447482 0.1746634
#> 74 24.08561 43.01480 0.02451892 0.1709818
#> 75 23.42373 41.33087 0.02453936 0.1677016
#> 76 22.83664 39.79052 0.02448357 0.1647855
#> 77 22.31847 38.39343 0.02437053 0.1622021
#> 78 21.85636 37.12669 0.02425627 0.1599148
#> 79 21.45346 35.97917 0.02405668 0.1578828
#> 80 21.08941 34.93098 0.02389091 0.1560776
#> 81 20.77568 33.99057 0.02364965 0.1544771
#> 82 20.48409 33.12300 0.02350583 0.1530606
#> 83 20.24711 32.37160 0.02325953 0.1518468
#> 84 19.99974 31.65578 0.02329766 0.1507761
#> 85 19.82391 31.06334 0.02288498 0.1496960
#> 86 19.63743 30.50491 0.02269227 0.1486946
#> 87 19.47584 29.99916 0.02260628 0.1479394
#> 88 19.35129 29.56940 0.02230296 0.1471778
#> 89 19.21871 29.15513 0.02208602 0.1464108
#> 90 19.10439 28.77748 0.02194645 0.1458264
#> 91 19.01208 28.44985 0.02167320 0.1452267
#> 92 18.91162 28.12768 0.02146711 0.1446157
#> 93 18.81471 27.82571 0.02140362 0.1441489
#> 94 18.73859 27.56047 0.02117302 0.1436420
#> 95 18.66191 27.30120 0.02096670 0.1431458
#> 96 18.57918 27.05175 0.02091661 0.1427395
#> 97 18.52125 26.83230 0.02067105 0.1423090
#> 98 18.45988 26.62218 0.02049173 0.1419016
#> 99 18.38980 26.41711 0.02044983 0.1415489
#> 100 18.34637 26.23856 0.02020362 0.1411843
#> 101 18.29744 26.06705 0.02004214 0.1408466
#> 102 18.23352 25.89383 0.02003081 0.1405318
#> 103 18.19164 25.74530 0.01987303 0.1402258
#> 104 18.16162 25.60646 0.01965370 0.1399469
#> 105 18.09734 25.45772 0.01971973 0.1396710
#> 106 18.07183 25.33311 0.01949974 0.1394099
#> 107 18.03215 25.21040 0.01943330 0.1391770
#> 108 17.98865 25.08531 0.01940238 0.1389500
#> 109 17.95098 24.98006 0.01934366 0.1387170
#> 110 17.93885 24.88687 0.01910933 0.1385121
#> 111 17.88954 24.78293 0.01917116 0.1382970
#> 112 17.86962 24.70027 0.01902344 0.1380961
#> 113 17.84707 24.62154 0.01892032 0.1379114
#> 114 17.81101 24.53426 0.01891677 0.1377216
#> 115 17.79047 24.46457 0.01881874 0.1375462
#> 116 17.76850 24.39696 0.01874305 0.1373779
#> 117 17.74545 24.32319 0.01867010 0.1372119
#> 118 17.71063 24.25842 0.01871888 0.1370527
#> 119 17.71116 24.20341 0.01848524 0.1369029
#> 120 17.66461 24.12589 0.01862474 0.1367512
#> 121 17.66088 24.07239 0.01842345 0.1365949
#> 122 17.63447 24.01230 0.01841966 0.1364492
#> 123 17.61185 23.94631 0.01838547 0.1363143
#> 124 17.59656 23.89375 0.01831144 0.1361838
#> 125 17.57432 23.84183 0.01830724 0.1360619
#> 126 17.55869 23.78236 0.01822589 0.1359311
#> 127 17.54073 23.73050 0.01817656 0.1358011
#> 128 17.52838 23.68481 0.01810650 0.1356900
#> 129 17.50441 23.62617 0.01812241 0.1355830
#> 130 17.49388 23.57967 0.01803668 0.1354733
#> 131 17.47589 23.53364 0.01800993 0.1353572
#> 132 17.45754 23.48322 0.01797747 0.1352385
#> 133 17.44602 23.43928 0.01790741 0.1351322
#> 134 17.43336 23.39745 0.01786024 0.1350357
#> 135 17.41234 23.34965 0.01786687 0.1349294
#> 136 17.40497 23.30858 0.01776393 0.1348219
#> 137 17.38550 23.26701 0.01777706 0.1347264
#> 138 17.37332 23.22565 0.01772797 0.1346315
#> 139 17.36081 23.18967 0.01769353 0.1345407
#> 140 17.34868 23.15325 0.01766283 0.1344576
#> 141 17.33361 23.11499 0.01766050 0.1343800
#> 142 17.33155 23.09148 0.01757074 0.1343063
#> 143 17.31046 23.05419 0.01763810 0.1342448
#> 144 17.31555 23.03251 0.01751948 0.1342016
#> 145 17.28115 22.99633 0.01772503 0.1341615
#> 146 17.30247 22.98747 0.01745017 0.1340841
#> 147 17.26515 22.94857 0.01759075 0.1339576
#> 148 17.26840 22.93759 0.01744519 0.1338560
#> 149 17.26815 22.92123 0.01737379 0.1338061
#> 150 17.23917 22.88730 0.01753343 0.1337638
#> 151 17.25380 22.88193 0.01731527 0.1336800
#> 152 17.23484 22.85383 0.01733632 0.1335775
#> 153 17.22331 22.82814 0.01733726 0.1335157
#> 154 17.23231 22.81803 0.01720790 0.1334788
#> 155 17.20709 22.78728 0.01731037 0.1334073
#> 156 17.20583 22.76919 0.01720963 0.1333218
#> 157 17.20079 22.75128 0.01716987 0.1332642
#> 158 17.18292 22.72430 0.01724168 0.1332203
#> 159 17.18347 22.70880 0.01715875 0.1331644
#> 160 17.16820 22.68656 0.01718856 0.1330941
#> 161 17.16698 22.67139 0.01711558 0.1330325
#> 162 17.16062 22.65629 0.01709819 0.1329818
#> 163 17.14534 22.63556 0.01714992 0.1329312
#> 164 17.15091 22.62564 0.01702911 0.1328728
#> 165 17.13435 22.60651 0.01708022 0.1328082
#> 166 17.12914 22.58965 0.01704250 0.1327498
#> 167 17.12807 22.57579 0.01698223 0.1327002
#> 168 17.11175 22.55549 0.01704234 0.1326483
#> 169 17.11417 22.54078 0.01694166 0.1325898
#> 170 17.09871 22.52135 0.01698649 0.1325288
#> 171 17.09552 22.50710 0.01693641 0.1324717
#> 172 17.09214 22.49036 0.01688941 0.1324196
#> 173 17.07745 22.47151 0.01693996 0.1323702
#> 174 17.07973 22.46056 0.01686089 0.1323266
#> 175 17.06517 22.43611 0.01691041 0.1322854
#> 176 17.06181 22.42456 0.01687788 0.1322404
#> 177 17.05326 22.40639 0.01687718 0.1321918
#> 178 17.04973 22.39306 0.01684198 0.1321454
#> 179 17.04434 22.37966 0.01682299 0.1320990
#> 180 17.03833 22.36742 0.01681275 0.1320544
#> 181 17.03879 22.35432 0.01674982 0.1320143
#> 182 17.02162 22.33428 0.01683128 0.1319761
#> 183 17.02952 22.32810 0.01671239 0.1319346
#> 184 17.01516 22.30757 0.01675859 0.1318860
#> 185 17.01153 22.29440 0.01672478 0.1318398
#> 186 17.00545 22.27884 0.01670907 0.1317939
#> 187 16.99896 22.26471 0.01670023 0.1317493
#> 188 16.99821 22.25034 0.01664553 0.1317088
#> 189 16.98424 22.23098 0.01670326 0.1316735
#> 190 16.98877 22.22224 0.01661739 0.1316395
#> 191 16.97197 22.19886 0.01669724 0.1316076
#> 192 16.98023 22.19510 0.01658640 0.1315737
#> 193 16.96098 22.17628 0.01668637 0.1315342
#> 194 16.97062 22.17128 0.01654852 0.1314870
#> 195 16.95835 22.15936 0.01659032 0.1314397
#> 196 16.95742 22.15170 0.01654929 0.1314017
#> 197 16.95791 22.14238 0.01649891 0.1313690
#> 198 16.94660 22.12874 0.01654701 0.1313389
#> 199 16.95179 22.12420 0.01646564 0.1313090
#> 200 16.93775 22.10438 0.01652597 0.1312764
#> 201 16.94481 22.10275 0.01642388 0.1312378
#> 202 16.93049 22.08532 0.01648117 0.1311963
#> 203 16.93337 22.07756 0.01640686 0.1311581
#> 204 16.92687 22.06677 0.01641270 0.1311232
#> 205 16.92020 22.05248 0.01641692 0.1310903
#> 206 16.92011 22.04379 0.01637454 0.1310597
#> 207 16.91204 22.03129 0.01639866 0.1310320
#> 208 16.91214 22.02149 0.01635873 0.1310070
#> 209 16.89930 22.01009 0.01642817 0.1309817
#> 210 16.90663 22.00468 0.01632975 0.1309546
#> 211 16.89034 21.99017 0.01642132 0.1309261
#> 212 16.89895 21.98959 0.01631496 0.1308951
#> 213 16.88288 21.97270 0.01639443 0.1308598
#> 214 16.88880 21.97260 0.01630564 0.1308224
#> 215 16.88251 21.96353 0.01631340 0.1307888
#> 216 16.87732 21.95284 0.01631655 0.1307625
#> 217 16.88304 21.95287 0.01624608 0.1307415
#> 218 16.86899 21.93585 0.01632453 0.1307228
#> 219 16.87714 21.93240 0.01623304 0.1307068
#> 220 16.85947 21.91680 0.01634695 0.1306903
#> 221 16.86988 21.91494 0.01622834 0.1306645
#> 222 16.85229 21.89596 0.01631272 0.1306240
#> 223 16.85730 21.89618 0.01622939 0.1305837
#> 224 16.85430 21.88583 0.01621110 0.1305543
#> 225 16.84208 21.87434 0.01628146 0.1305355
#> 226 16.85350 21.87514 0.01616985 0.1305216
#> 227 16.83553 21.85907 0.01628710 0.1305065
#> 228 16.84516 21.86051 0.01617789 0.1304785
#> 229 16.83455 21.84846 0.01621572 0.1304419
#> 230 16.83792 21.84616 0.01615122 0.1304099
#> 231 16.83299 21.83891 0.01616018 0.1303867
#> 232 16.82916 21.82931 0.01616184 0.1303690
#> 233 16.83392 21.82792 0.01610274 0.1303531
#> 234 16.82036 21.81409 0.01618327 0.1303362
#> 235 16.82716 21.80908 0.01609654 0.1303156
#> 236 16.81250 21.79788 0.01618094 0.1302892
#> 237 16.81925 21.79479 0.01609167 0.1302629
#> 238 16.80925 21.78427 0.01614055 0.1302403
#> 239 16.80967 21.78138 0.01611381 0.1302214
#> 240 16.80852 21.77526 0.01609932 0.1302058
#> 241 16.80143 21.76492 0.01613048 0.1301904
#> 242 16.80258 21.76468 0.01610328 0.1301736
#> 243 16.79903 21.75423 0.01609475 0.1301494
#> 244 16.79503 21.75133 0.01609648 0.1301206
#> 245 16.79674 21.74868 0.01604964 0.1300925
#> 246 16.79145 21.74013 0.01606167 0.1300711
#> 247 16.79146 21.73843 0.01604202 0.1300539
#> 248 16.78631 21.73178 0.01605991 0.1300369
#> 249 16.78663 21.72808 0.01603318 0.1300182
#> 250 16.77645 21.71863 0.01608490 0.1299954
#> 251 16.78213 21.71862 0.01601093 0.1299706
#> 252 16.77182 21.70655 0.01605967 0.1299476
#> 253 16.77413 21.70441 0.01601765 0.1299286
#> 254 16.77252 21.70133 0.01601220 0.1299137
#> 255 16.77052 21.69327 0.01600377 0.1298995
#> 256 16.76756 21.69035 0.01600979 0.1298842
#> 257 16.77250 21.68781 0.01594688 0.1298677
#> 258 16.75853 21.67697 0.01603410 0.1298496
#> 259 16.76795 21.67728 0.01593725 0.1298339
#> 260 16.75224 21.66353 0.01604327 0.1298237
#> 261 16.76273 21.66734 0.01595336 0.1298191
#> 262 16.74409 21.65052 0.01608374 0.1298124
#> 263 16.76005 21.65949 0.01594011 0.1297940
#> 264 16.74089 21.64371 0.01604921 0.1297600
#> 265 16.75217 21.64893 0.01592282 0.1297237
#> 266 16.74335 21.64136 0.01596323 0.1296987
#> 267 16.74063 21.63709 0.01596956 0.1296876
#> 268 16.74634 21.64055 0.01591945 0.1296820
#> 269 16.73415 21.63003 0.01599761 0.1296697
#> 270 16.74417 21.63561 0.01589780 0.1296486
#> 271 16.73157 21.62630 0.01597012 0.1296253
#> 272 16.73825 21.62832 0.01589629 0.1296064
#> 273 16.73118 21.62293 0.01593526 0.1295919
#> 274 16.73277 21.62078 0.01590365 0.1295772
#> 275 16.72900 21.61789 0.01591292 0.1295580
#> 276 16.72684 21.61219 0.01590157 0.1295362
#> 277 16.72807 21.61094 0.01586993 0.1295170
#> 278 16.72005 21.60370 0.01591609 0.1295041
#> 279 16.72536 21.60117 0.01585618 0.1294939
#> 280 16.71494 21.59375 0.01592314 0.1294814
#> 281 16.72028 21.59209 0.01585807 0.1294649
#> 282 16.71193 21.58495 0.01590064 0.1294454
#> 283 16.71602 21.58465 0.01584640 0.1294271
#> 284 16.70961 21.57806 0.01587757 0.1294122
#> 285 16.71255 21.57806 0.01584084 0.1294009
#> 286 16.70636 21.57059 0.01587228 0.1293895
#> 287 16.70914 21.57027 0.01583366 0.1293755
#> 288 16.70313 21.56313 0.01585849 0.1293586
#> 289 16.70409 21.56218 0.01583145 0.1293413
#> 290 16.70119 21.55728 0.01583365 0.1293254
#> 291 16.70082 21.55481 0.01581962 0.1293118
#> 292 16.69995 21.55188 0.01581125 0.1293001
#> 293 16.69917 21.54791 0.01580149 0.1292892
#> 294 16.69536 21.54483 0.01581893 0.1292782
#> 295 16.69801 21.54269 0.01578064 0.1292659
#> 296 16.69113 21.53888 0.01582064 0.1292518
#> 297 16.69634 21.53870 0.01576094 0.1292375
#> 298 16.68667 21.53197 0.01582325 0.1292258
#> 299 16.69482 21.53525 0.01575188 0.1292203
#> 300 16.67891 21.52321 0.01587478 0.1292228
#> 301 16.69631 21.53326 0.01574766 0.1292318
#> 302 16.66982 21.51483 0.01595849 0.1292399
#> 303 16.69653 21.53139 0.01574208 0.1292309
#> 304 16.66680 21.51040 0.01593725 0.1291989
#> 305 16.68634 21.52216 0.01574137 0.1291553
#> 306 16.67380 21.51309 0.01580442 0.1291228
#> 307 16.67306 21.51070 0.01579618 0.1291116
#> 308 16.67952 21.51462 0.01574691 0.1291126
#> 309 16.66536 21.50353 0.01584991 0.1291090
#> 310 16.67986 21.51245 0.01572169 0.1290935
#> 311 16.66367 21.50007 0.01582176 0.1290712
#> 312 16.67492 21.50555 0.01571314 0.1290521
#> 313 16.66874 21.50148 0.01574676 0.1290381
#> 314 16.66508 21.49672 0.01576149 0.1290280
#> 315 16.67348 21.50196 0.01568471 0.1290164
#> 316 16.65822 21.49040 0.01578822 0.1290045
#> 317 16.67017 21.49629 0.01568068 0.1289919
#> 318 16.65798 21.48734 0.01576104 0.1289796
#> 319 16.66170 21.48703 0.01571462 0.1289658
#> 320 16.65843 21.48438 0.01572138 0.1289481
#> 321 16.65466 21.47960 0.01572897 0.1289299
#> 322 16.65840 21.48081 0.01568448 0.1289161
#> 323 16.65056 21.47425 0.01573493 0.1289081
#> 324 16.65534 21.47464 0.01568674 0.1289008
#> 325 16.64701 21.46868 0.01573935 0.1288899
#> 326 16.65335 21.47101 0.01567262 0.1288747
#> 327 16.64206 21.46199 0.01574002 0.1288573
#> 328 16.64783 21.46452 0.01567954 0.1288431
#> 329 16.64360 21.46009 0.01569919 0.1288326
#> 330 16.64211 21.45774 0.01570014 0.1288240
#> 331 16.64355 21.45835 0.01567904 0.1288145
#> 332 16.63982 21.45521 0.01569495 0.1288027
#> 333 16.64235 21.45503 0.01565941 0.1287892
#> 334 16.63905 21.45423 0.01567458 0.1287770
#> 335 16.64141 21.45562 0.01564587 0.1287667
#> 336 16.63815 21.45375 0.01566310 0.1287584
#> 337 16.64194 21.45838 0.01563008 0.1287515
#> 338 16.63461 21.45243 0.01567840 0.1287450
#> 339 16.64147 21.45868 0.01562083 0.1287378
#> 340 16.63105 21.45050 0.01569114 0.1287297
#> 341 16.64024 21.45712 0.01561434 0.1287229
#> 342 16.62627 21.44767 0.01571670 0.1287180
#> 343 16.63982 21.45624 0.01561014 0.1287163
#> 344 16.62113 21.44417 0.01575197 0.1287138
#> 345 16.63942 21.45569 0.01560269 0.1287062
#> 346 16.61917 21.44172 0.01574150 0.1286899
#> 347 16.63294 21.45110 0.01561236 0.1286664
#> 348 16.62129 21.44219 0.01567744 0.1286435
#> 349 16.62366 21.44279 0.01564188 0.1286276
#> 350 16.62465 21.44316 0.01562645 0.1286202
#> 351 16.61837 21.43775 0.01567041 0.1286176
#> 352 16.62505 21.44022 0.01561338 0.1286148
#> 353 16.61437 21.43342 0.01568954 0.1286083
#> 354 16.62521 21.43895 0.01559269 0.1285974
#> 355 16.61172 21.42999 0.01568425 0.1285851
#> 356 16.62317 21.43710 0.01558466 0.1285743
#> 357 16.61234 21.42907 0.01565791 0.1285654
#> 358 16.61884 21.43491 0.01560176 0.1285571
#> 359 16.61424 21.42974 0.01562317 0.1285462
#> 360 16.61404 21.42969 0.01561140 0.1285327
#> 361 16.61351 21.42776 0.01559961 0.1285191
#> 362 16.61222 21.42596 0.01559740 0.1285083
#> 363 16.61158 21.42476 0.01559377 0.1285009
#> 364 16.60978 21.42142 0.01559797 0.1284943
#> 365 16.61171 21.42253 0.01557653 0.1284880
#> 366 16.60471 21.41504 0.01561822 0.1284799
#> 367 16.61180 21.41859 0.01555296 0.1284709
#> 368 16.60028 21.40889 0.01562910 0.1284613
#> 369 16.60995 21.41364 0.01554420 0.1284533
#> 370 16.59702 21.40318 0.01563661 0.1284488
#> 371 16.60814 21.40897 0.01554530 0.1284454
#> 372 16.59511 21.40087 0.01564311 0.1284422
#> 373 16.60829 21.40729 0.01553234 0.1284362
#> 374 16.59067 21.39648 0.01565851 0.1284254
#> 375 16.60818 21.40812 0.01550864 0.1284104
#> 376 16.59160 21.39618 0.01561871 0.1283941
#> 377 16.60196 21.40417 0.01552618 0.1283797
#> 378 16.59461 21.39874 0.01557187 0.1283696
#> 379 16.59673 21.40071 0.01554876 0.1283620
#> 380 16.59442 21.39891 0.01555862 0.1283545
#> 381 16.59325 21.39820 0.01555711 0.1283439
#> 382 16.59148 21.39632 0.01555639 0.1283305
#> 383 16.58906 21.39456 0.01556197 0.1283177
#> 384 16.59095 21.39462 0.01553586 0.1283079
#> 385 16.58611 21.39133 0.01556632 0.1283011
#> 386 16.59039 21.39355 0.01552782 0.1282965
#> 387 16.58337 21.38762 0.01557417 0.1282906
#> 388 16.58910 21.39060 0.01552131 0.1282831
#> 389 16.58182 21.38454 0.01556685 0.1282744
#> 390 16.58892 21.38871 0.01550342 0.1282664
#> 391 16.57888 21.38166 0.01557446 0.1282607
#> 392 16.59014 21.38705 0.01548220 0.1282581
#> 393 16.57149 21.37403 0.01562366 0.1282569
#> 394 16.59005 21.38560 0.01547685 0.1282541
#> 395 16.56693 21.36930 0.01564548 0.1282461
#> 396 16.58619 21.38215 0.01548382 0.1282326
#> 397 16.56862 21.37052 0.01560248 0.1282159
#> 398 16.58043 21.37842 0.01549539 0.1281997
#> 399 16.57110 21.37180 0.01555267 0.1281857
#> 400 16.57625 21.37610 0.01550147 0.1281730
#> 401 16.57203 21.37258 0.01552073 0.1281607
#> 402 16.57175 21.37190 0.01550989 0.1281485
#> 403 16.57137 21.37142 0.01550145 0.1281374
#> 404 16.56595 21.36666 0.01553359 0.1281295
#> 405 16.57333 21.37086 0.01547116 0.1281249
#> 406 16.56111 21.36200 0.01556151 0.1281223
#> 407 16.57269 21.36907 0.01546872 0.1281195
#> 408 16.56050 21.36022 0.01555552 0.1281135
#> 409 16.57163 21.36765 0.01546055 0.1281042
#> 410 16.55990 21.35828 0.01553640 0.1280921
#> 411 16.56901 21.36509 0.01545292 0.1280776
#> 412 16.55847 21.35687 0.01551791 0.1280632
#> 413 16.56842 21.36199 0.01542566 0.1280497
#> 414 16.55624 21.35306 0.01550551 0.1280370
#> 415 16.56375 21.35460 0.01543114 0.1280254
#> 416 16.55563 21.34845 0.01547789 0.1280107
#> 417 16.55600 21.34780 0.01546003 0.1279970
#> 418 16.55618 21.34619 0.01544602 0.1279869
#> 419 16.54952 21.34029 0.01548682 0.1279785
#> 420 16.55443 21.34132 0.01543833 0.1279711
#> 421 16.54759 21.33370 0.01548077 0.1279652
#> 422 16.55237 21.33414 0.01543543 0.1279607
#> 423 16.54285 21.32687 0.01550218 0.1279555
#> 424 16.55155 21.33279 0.01543058 0.1279507
#> 425 16.53672 21.32207 0.01553930 0.1279465
#> 426 16.55205 21.33301 0.01541970 0.1279438
#> 427 16.53034 21.31718 0.01558239 0.1279414
#> 428 16.55143 21.33163 0.01541781 0.1279385
#> 429 16.52690 21.31363 0.01559749 0.1279318
#> 430 16.54760 21.32751 0.01542354 0.1279170
#> 431 16.52779 21.31254 0.01555137 0.1278950
#> 432 16.54060 21.32229 0.01542953 0.1278700
#> 433 16.53126 21.31474 0.01547862 0.1278491
#> 434 16.53434 21.31605 0.01544198 0.1278373
#> 435 16.53523 21.31655 0.01543169 0.1278339
#> 436 16.52789 21.31054 0.01548659 0.1278340
#> 437 16.53800 21.31801 0.01540876 0.1278329
#> 438 16.52430 21.30939 0.01551022 0.1278281
#> 439 16.53903 21.31973 0.01538828 0.1278188
#> 440 16.52283 21.30923 0.01550180 0.1278072
#> 441 16.53519 21.31787 0.01539423 0.1277943
#> 442 16.52344 21.30956 0.01547208 0.1277823
#> 443 16.52864 21.31194 0.01541919 0.1277710
#> 444 16.52383 21.30851 0.01544526 0.1277604
#> 445 16.52382 21.30787 0.01543449 0.1277505
#> 446 16.52531 21.30792 0.01541364 0.1277425
#> 447 16.51946 21.30481 0.01545485 0.1277375
#> 448 16.52632 21.30676 0.01539430 0.1277335
#> 449 16.51519 21.29946 0.01547834 0.1277317
#> 450 16.52623 21.30605 0.01539107 0.1277305
#> 451 16.51100 21.29406 0.01550364 0.1277285
#> 452 16.52715 21.30406 0.01537435 0.1277246
#> 453 16.50895 21.29288 0.01550960 0.1277185
#> 454 16.52398 21.30212 0.01538402 0.1277096
#> 455 16.50893 21.29244 0.01548862 0.1276979
#> 456 16.52225 21.30196 0.01537439 0.1276853
#> 457 16.51033 21.29334 0.01545242 0.1276726
#> 458 16.51760 21.29810 0.01538493 0.1276612
#> 459 16.51385 21.29620 0.01540529 0.1276518
#> 460 16.51378 21.29577 0.01539814 0.1276446
#> 461 16.51579 21.29732 0.01537746 0.1276392
#> 462 16.50999 21.29289 0.01541701 0.1276348
#> 463 16.51674 21.29691 0.01536029 0.1276308
#> 464 16.50673 21.29052 0.01543421 0.1276273
#> 465 16.51700 21.29637 0.01535046 0.1276240
#> 466 16.50276 21.28790 0.01545877 0.1276213
#> 467 16.51628 21.29560 0.01534945 0.1276179
#> 468 16.50310 21.28640 0.01544581 0.1276134
#> 469 16.51325 21.29340 0.01536061 0.1276060
#> 470 16.50319 21.28699 0.01542911 0.1275966
#> 471 16.51015 21.29125 0.01536361 0.1275852
#> 472 16.50438 21.28772 0.01539790 0.1275747
#> 473 16.50822 21.29018 0.01536002 0.1275665
#> 474 16.50358 21.28712 0.01539050 0.1275612
#> 475 16.50478 21.28793 0.01537757 0.1275574
#> 476 16.50515 21.28838 0.01537215 0.1275546
#> 477 16.50229 21.28694 0.01539095 0.1275507
#> 478 16.50578 21.29004 0.01536011 0.1275456
#> 479 16.50021 21.28681 0.01539702 0.1275389
#> 480 16.50527 21.29099 0.01535243 0.1275322
#> 481 16.49924 21.28764 0.01539340 0.1275258
#> 482 16.50461 21.29137 0.01534735 0.1275208
#> 483 16.49669 21.28678 0.01540611 0.1275176
#> 484 16.50528 21.29223 0.01533888 0.1275169
#> 485 16.49228 21.28310 0.01544018 0.1275188
#> 486 16.50616 21.29280 0.01533889 0.1275238
#> 487 16.48832 21.27901 0.01547865 0.1275289
#> 488 16.50752 21.29373 0.01533731 0.1275325
#> 489 16.48536 21.27805 0.01550365 0.1275297
#> 490 16.50743 21.29551 0.01532760 0.1275195
#> 491 16.48504 21.27991 0.01548431 0.1275049
#> 492 16.50360 21.29335 0.01532824 0.1274901
#> 493 16.48942 21.28448 0.01542737 0.1274793
#> 494 16.49914 21.29024 0.01534432 0.1274721
#> 495 16.49288 21.28732 0.01538663 0.1274644
#> 496 16.49365 21.28744 0.01537003 0.1274543
#> 497 16.49705 21.29103 0.01533466 0.1274432
#> 498 16.49000 21.28659 0.01538248 0.1274363
#> 499 16.49851 21.29273 0.01531693 0.1274356
#> 500 16.48853 21.28667 0.01539761 0.1274386
#> 501 16.49861 21.29319 0.01531990 0.1274388
#> 502 16.48734 21.28625 0.01540172 0.1274331
#> 503 16.49592 21.29218 0.01532474 0.1274218
#> 504 16.48801 21.28710 0.01537312 0.1274090
#> 505 16.49416 21.29241 0.01531764 0.1273991
#> 506 16.48907 21.28983 0.01535216 0.1273933
#> 507 16.49275 21.29416 0.01532236 0.1273891
#> 508 16.49070 21.29386 0.01533444 0.1273839
#> 509 16.49112 21.29535 0.01532585 0.1273768
#> 510 16.49280 21.29679 0.01530505 0.1273685
#> 511 16.48841 21.29463 0.01533260 0.1273611
#> 512 16.49328 21.29782 0.01528945 0.1273555
#> 513 16.48634 21.29318 0.01533915 0.1273518
#> 514 16.49351 21.29865 0.01528213 0.1273490
#> 515 16.48398 21.29060 0.01535117 0.1273471
#> 516 16.49246 21.29766 0.01528624 0.1273454
#> 517 16.47903 21.28612 0.01538175 0.1273414
#> 518 16.49216 21.29568 0.01527946 0.1273389
#> 519 16.47648 21.28444 0.01539879 0.1273387
#> 520 16.49235 21.29421 0.01527550 0.1273387
#> 521 16.47440 21.28366 0.01541552 0.1273386
#> 522 16.49476 21.29741 0.01525635 0.1273358
#> 523 16.47399 21.28280 0.01540746 0.1273282
#> 524 16.49250 21.29784 0.01525546 0.1273147
#> 525 16.47759 21.28755 0.01535363 0.1272987
#> 526 16.48835 21.29403 0.01525436 0.1272832
#> 527 16.47863 21.28753 0.01531725 0.1272713
#> 528 16.48443 21.29007 0.01526324 0.1272639
#> 529 16.47910 21.28449 0.01529692 0.1272595
#> 530 16.47761 21.28380 0.01530563 0.1272562
#> 531 16.48239 21.28549 0.01526380 0.1272534
#> 532 16.47178 21.27797 0.01534267 0.1272512
#> 533 16.48346 21.28647 0.01525035 0.1272478
#> 534 16.46889 21.27535 0.01535793 0.1272452
#> 535 16.48254 21.28551 0.01525172 0.1272426
#> 536 16.46880 21.27711 0.01535657 0.1272405
#> 537 16.48128 21.28605 0.01525822 0.1272374
#> 538 16.46794 21.27678 0.01535612 0.1272331
#> 539 16.48164 21.28806 0.01524719 0.1272265
#> 540 16.46675 21.27664 0.01535181 0.1272188
#> 541 16.48072 21.28790 0.01523848 0.1272101
#> 542 16.46795 21.28020 0.01532956 0.1272017
#> 543 16.47819 21.28802 0.01524440 0.1271939
#> 544 16.47098 21.28514 0.01529727 0.1271886
#> 545 16.47524 21.28893 0.01526156 0.1271842
#> 546 16.47198 21.28759 0.01528394 0.1271804
#> 547 16.47313 21.28888 0.01527192 0.1271764
#> 548 16.47178 21.28780 0.01527707 0.1271715
#> 549 16.47125 21.28761 0.01527558 0.1271656
#> 550 16.47191 21.28790 0.01526408 0.1271594
#> 551 16.46992 21.28630 0.01527309 0.1271535
#> 552 16.47166 21.28881 0.01525624 0.1271481
#> 553 16.47013 21.28802 0.01526429 0.1271440
#> 554 16.47247 21.28981 0.01524343 0.1271409
#> 555 16.46819 21.28709 0.01527429 0.1271386
#> 556 16.47217 21.28940 0.01524121 0.1271367
#> 557 16.46590 21.28616 0.01528945 0.1271353
#> 558 16.47271 21.29111 0.01523714 0.1271348
#> 559 16.46308 21.28485 0.01531126 0.1271346
#> 560 16.47455 21.29473 0.01522687 0.1271352
#> 561 16.46019 21.28477 0.01533862 0.1271371
#> 562 16.47735 21.29837 0.01521276 0.1271401
#> 563 16.45513 21.28347 0.01538914 0.1271456
#> 564 16.47968 21.30054 0.01520581 0.1271502
#> 565 16.45029 21.27982 0.01543263 0.1271525
#> 566 16.47778 21.29873 0.01521478 0.1271453
#> 567 16.45030 21.27751 0.01540300 0.1271262
#> 568 16.47055 21.29305 0.01522194 0.1270981
#> 569 16.45647 21.28129 0.01529866 0.1270699
#> 570 16.46226 21.28538 0.01523549 0.1270509
#> 571 16.46283 21.28528 0.01522484 0.1270453
#> 572 16.45542 21.27783 0.01528253 0.1270497
#> 573 16.46651 21.28577 0.01520543 0.1270571
#> 574 16.45082 21.27365 0.01532811 0.1270614
#> 575 16.46790 21.28585 0.01519526 0.1270589
#> 576 16.44947 21.27244 0.01532622 0.1270496
#> 577 16.46559 21.28575 0.01519296 0.1270367
#> 578 16.45225 21.27600 0.01528193 0.1270242
#> 579 16.46040 21.28362 0.01521333 0.1270152
#> 580 16.45779 21.28352 0.01523019 0.1270096
#> 581 16.45602 21.28199 0.01523895 0.1270053
#> 582 16.46035 21.28748 0.01520455 0.1270005
#> 583 16.45395 21.28295 0.01524850 0.1269955
#> 584 16.46063 21.28795 0.01519455 0.1269922
#> 585 16.45252 21.28414 0.01525742 0.1269903
#> 586 16.46149 21.28985 0.01518693 0.1269893
#> 587 16.45139 21.28368 0.01526445 0.1269882
#> 588 16.46184 21.29203 0.01518246 0.1269847
#> 589 16.45088 21.28371 0.01525873 0.1269781
#> 590 16.45849 21.28985 0.01519301 0.1269694
#> 591 16.45404 21.28682 0.01521788 0.1269601
#> 592 16.45515 21.28793 0.01520219 0.1269524
#> 593 16.45534 21.28922 0.01519736 0.1269474
#> 594 16.45396 21.28884 0.01520579 0.1269444
#> 595 16.45567 21.29039 0.01519090 0.1269421
#> 596 16.45217 21.28958 0.01521778 0.1269398
#> 597 16.45597 21.29201 0.01518563 0.1269371
#> 598 16.44944 21.28801 0.01523224 0.1269329
#> 599 16.45535 21.29205 0.01518274 0.1269287
#> 600 16.44843 21.28817 0.01523194 0.1269236
#>
get_metadata(amewoo, "is_sparse")
#> [1] FALSE