Repository: cvjena/semantic-embeddings Branch: master Commit: 0d4177422baf Files: 93 Total size: 68.1 MB Directory structure: gitextract_gysiak_5/ ├── .gitignore ├── CUB-Hierarchy/ │ ├── README.md │ ├── classes_balanced.txt │ ├── classes_flat.txt │ ├── classes_wikispecies-hierarchy.txt │ ├── classes_wikispecies.txt │ ├── cub_balanced.parent-child.txt │ ├── cub_flat.parent-child.txt │ ├── cub_wikispecies.parent-child.txt │ ├── encode_hierarchy.py │ ├── hierarchy_balanced.txt │ ├── hierarchy_flat.txt │ └── hierarchy_wikispecies.txt ├── Cifar-Hierarchy/ │ ├── cifar.parent-child.txt │ ├── class_names.txt │ ├── encode_hierarchy.py │ └── hierarchy.txt ├── CosineLoss.md ├── ILSVRC/ │ ├── imagenet_class_index.json │ ├── imagenet_class_index.unitsphere.json │ ├── wordnet.parent-child.mintree.txt │ ├── wordnet.parent-child.pruned.txt │ └── wordnet.parent-child.txt ├── LICENSE ├── NAB-Hierarchy/ │ ├── classes.txt │ ├── hierarchy.txt │ └── nab_class_index.unitsphere.json ├── README.md ├── class_hierarchy.py ├── clr_callback.py ├── compute_class_embedding.py ├── datasets/ │ ├── __init__.py │ ├── cars.py │ ├── cifar.py │ ├── common.py │ ├── flowers.py │ ├── ilsvrc.py │ ├── inat.py │ ├── nab.py │ └── subdirectory.py ├── embeddings/ │ ├── cifar100.glove.pickle │ ├── cifar100.unitsphere.pickle │ ├── cub_balanced.unitsphere.pickle │ ├── cub_flat.unitsphere.pickle │ ├── cub_wikispecies.unitsphere.pickle │ ├── imagenet_mintree.unitsphere.pickle │ ├── inat.sim1024.pickle │ ├── inat2019.pickle │ ├── nab.sim.pickle │ ├── nab.sim128.pickle │ ├── nab.sim128_unnormed.pickle │ ├── nab.sim16.pickle │ ├── nab.sim16_unnormed.pickle │ ├── nab.sim256.pickle │ ├── nab.sim256_unnormed.pickle │ ├── nab.sim32.pickle │ ├── nab.sim32_unnormed.pickle │ ├── nab.sim64.pickle │ ├── nab.sim64_unnormed.pickle │ ├── nab.sim8.pickle │ ├── nab.sim8_unnormed.pickle │ └── nab.unitsphere.pickle ├── evaluate_classification_accuracy.py ├── evaluate_retrieval.py ├── iNaturalist-Hierarchy/ │ ├── hierarchy_inat.txt │ ├── hierarchy_inat2019.txt │ ├── hierarchy_inat_insecta.txt │ ├── iNaturalist_hierarchies.py │ ├── inat_class_index.json │ └── inat_class_index.unitsphere.json ├── learn_center_loss.py ├── learn_classifier.py ├── learn_devise.py ├── learn_image_embeddings.py ├── learn_labelembedding.py ├── models/ │ ├── DenseNet/ │ │ ├── LICENSE │ │ ├── README.md │ │ ├── cifar10.py │ │ ├── cifar100.py │ │ ├── densenet.py │ │ ├── densenet_fast.py │ │ ├── imagenet_inference.py │ │ ├── subpixel.py │ │ ├── tensorflow_backend.py │ │ └── theano_backend.py │ ├── cifar_pyramidnet.py │ ├── cifar_resnet.py │ ├── plainnet.py │ └── wide_residual_network.py ├── plot_hierarchy.py ├── plot_recall_precision.py ├── sgdr_callback.py └── utils.py ================================================ FILE CONTENTS ================================================ ================================================ FILE: .gitignore ================================================ # ---> Python # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] *$py.class # C extensions *.so # Distribution / packaging .Python env/ build/ develop-eggs/ dist/ downloads/ eggs/ .eggs/ lib/ lib64/ parts/ sdist/ var/ *.egg-info/ .installed.cfg *.egg # PyInstaller # Usually these files are written by a python script from a template # before PyInstaller builds the exe, so as to inject date/other infos into it. *.manifest *.spec # Installer logs pip-log.txt pip-delete-this-directory.txt # Unit test / coverage reports htmlcov/ .tox/ .coverage .coverage.* .cache nosetests.xml coverage.xml *,cover # Translations *.mo *.pot # Django stuff: *.log # Sphinx documentation docs/_build/ # PyBuilder target/ ================================================ FILE: CUB-Hierarchy/README.md ================================================ Class Hierarchy for CUB-200-2011 ================================ This directory contains hierarchical information about the 200 bird classes in the [Caltech-UCSD Birds-200-2011][1] dataset. [**classes_wikispecies.txt**](classes_wikispecies.txt) maps the numerical class labels (ranging from 1 to 200) to the scientific names of the birds. For determining these, we searched [Wikispecies][2] for the respective English name of the bird and used [Wikidata][3] as a fall-back if the bird could not be found in Wikispecies. [**hierarchy_wikispecies.txt**](hierarchy_wikispecies.txt) defines the class taxonomy in a human-readable tree format. This taxonomy corresponds to the one provided by [Wikispecies][2], where we used the following taxonomy levels: - ***ordo*** (ending on *-formes*) - ***subordo*** - ***superfamilia*** (ending on *-oidea*) - ***familia*** (ending on *-idae*) - ***subfamilia*** (ending on *-inae*) - ***genus*** - ***species*** (consisting of two words, the first one being the *genus*) Note that *subordo*, *superfamilia*, and *subfamilia* only exist in some branches of the hierarchy and are denoted by comments in parentheses. The root node of the hierarchy is the class *Aves* (birds). [**hierarchy_balanced.txt**](hierarchy_balanced.txt) is a derivation of the Wikispecies-based taxonomy, where we added some *subordines*, *superfimiliae*, *subfamiliae*, and *tribes*, so that all species have the same depth in the resulting hierarchy. We grounded this extension on systematic information found in the English [Wikipedia][4] or, as a fall-back, the [Open Tree of Life][5]. In some cases, where we could not find sufficient information, we had to make up some intermediate levels. These are indicated by question marks following their names. Moreover, we have introduced an additional first level dividing the *ordines* into 5 groups of *superordines* and *clades* based on information from [Wikipedia][4]: - *Aequorlitornithes* (water birds) - *Telluraves* (land birds) - *Cypselomorphae* (nightjars, nighthawks, swifts, hummingbirds etc.) - *Columbaves* (cuckoos, turacos, bustards, pigeons, mesites, sandgrouses) - *Galloanserae* (fowl) [**hierarchy_flat.txt**](hierarchy_flat.txt), on the other hand, is derived from the Wikispecies-based taxonomy by removing all *subordo*, *superfamilia*, and *subfamilia* levels, hence resulting in a very flat but balanced hierarchy comprising only the levels *ordo*, *familia*, *genus*, and *species*. The script [**encode_hierarchy.py**](encode_hierarchy.py) can be used to translate these human-readable taxonomies into machine-readable pairs of parent-child tuples, where each node is encoded with a numeric class label. The remaining files in this directory are the results of this process for each of the three hierarchies. Known Issues ------------ - Class 130 (**Tree Sparrow**) mixed images of two classes from different *familiae*: There are 34 images of *Spizelloides arborea* (American Tree Sparrow) and 26 images of *Passer montanus* (Tree Sparrow). Though the ratio is quite balanced, we mapped this class to the species with slightly more images, i.e., *Spizelloides arborea*. Ideally, one should split this class into two separate ones, but we wanted to maintain the original class structure of CUB-200-2011 for comparability. - Class 91 (**Mockingbird**) is actually an informal group of species from 3 *genera* of the *familia* *mimidae*, but the images seem to mainly show instances of the *species* *Mimus polyglottos*, which is the only mockingbird commonly found North America. Thus, we map that class to this *species*. - While most classes have a species-level resolution, a handful of them are coarser: - Class 44 (**Frigatebird**) resolves to *Fregata* (*genus* level), which encompasses 5 bird species of quite different appearance. - Class 92 (**Nighthawk**) resolves to *Chordeiles* (*genus* level), which comprises 6 species. - Class 103 (***Sayornis***) is at the *genus* level, comprising 3 species. - Class 110 (***Geococcyx***) is at the *genus* level, but there are only 2 possible species with minor visual differences. Citation -------- If you use this hierarchy for the CUB dataset in your work, please cite the following paper: > [**Deep Learning on Small Datasets without Pre-Training usine Cosine Loss.**][6] > Björn Barz and Joachim Denzler. > IEEE Winter Conference on Applications of Computer Vision (WACV), 2020. [1]: http://www.vision.caltech.edu/visipedia/CUB-200-2011.html [2]: https://species.wikimedia.org/ [3]: https://www.wikidata.org/ [4]: https://en.wikipedia.org/ [5]: https://tree.opentreeoflife.org/ [6]: https://arxiv.org/pdf/1901.09054 ================================================ FILE: CUB-Hierarchy/classes_balanced.txt ================================================ 1 Phoebastria nigripes 2 Phoebastria immutabilis 3 Phoebetria fusca 4 Crotophaga sulcirostris 5 Aethia cristatella 6 Aethia pusilla 7 Aethia psittacula 8 Cerorhinca monocerata 9 Euphagus cyanocephalus 10 Agelaius phoeniceus 11 Euphagus carolinus 12 Xanthocephalus xanthocephalus 13 Dolichonyx oryzivorus 14 Passerina cyanea 15 Passerina amoena 16 Passerina ciris 17 Cardinalis cardinalis 18 Ailuroedus melanotis 19 Dumetella carolinensis 20 Icteria virens 21 Pipilo erythrophthalmus 22 Caprimulgus carolinensis 23 Phalacrocorax penicillatus 24 Phalacrocorax urile 25 Phalacrocorax pelagicus 26 Molothrus aeneus 27 Molothrus bonariensis 28 Certhia americana 29 Corvus brachyrhynchos 30 Corvus ossifragus 31 Coccyzus erythropthalmus 32 Coccyzus minor 33 Coccyzus americanus 34 Leucosticte tephrocotis 35 Haemorhous purpureus 36 Colaptes auratus 37 Empidonax virescens 38 Myiarchus crinitus 39 Empidonax minimus 40 Contopus cooperi 41 Tyrannus forficatus 42 Pyrocephalus obscurus 43 Empidonax flaviventris 44 Fregata 45 Fulmarus glacialis 46 Anas strepera 47 Spinus tristis 48 Carduelis carduelis 49 Quiscalus major 50 Podiceps nigricollis 51 Podiceps auritus 52 Podilymbus podiceps 53 Aechmophorus occidentalis 54 Passerina caerulea 55 Hesperiphona vespertina 56 Pinicola enucleator 57 Pheucticus ludovicianus 58 Cepphus columba 59 Larus californicus 60 Larus glaucescens 61 Larus heermanni 62 Larus argentatus 63 Pagophila eburnea 64 Larus delawarensis 65 Larus schistisagus 66 Larus occidentalis 67 Calypte anna 68 Archilochus colubris 69 Selasphorus rufus 70 Colibri thalassinus 71 Stercorarius longicaudus 72 Stercorarius pomarinus 73 Cyanocitta cristata 74 Aphelocoma coerulescens 75 Cyanocorax luxuosus 76 Junco hyemalis 77 Tyrannus melancholicus 78 Tyrannus dominicensis 79 Megaceryle alcyon 80 Chloroceryle americana 81 Ceryle rudis 82 Megaceryle torquata 83 Halcyon smyrnensis 84 Rissa brevirostris 85 Eremophila alpestris 86 Gavia pacifica 87 Anas platyrhynchos 88 Sturnella neglecta 89 Lophodytes cucullatus 90 Mergus serrator 91 Mimus polyglottos 92 Chordeiles 93 Nucifraga columbiana 94 Sitta carolinensis 95 Icterus galbula 96 Icterus cucullatus 97 Icterus spurius 98 Icterus parisorum 99 Seiurus aurocapilla 100 Pelecanus occidentalis 101 Pelecanus onocrotalus 102 Contopus sordidulus 103 Sayornis 104 Anthus rubescens 105 Caprimulgus vociferus 106 Fratercula corniculata 107 Corvus corax 108 Corvus albicollis 109 Setophaga ruticilla 110 Geococcyx 111 Lanius ludovicianus 112 Lanius excubitor 113 Ammodramus bairdii 114 Amphispiza bilineata 115 Spizella breweri 116 Spizella passerina 117 Spizella pallida 118 Passer domesticus 119 Spizella pusilla 120 Passerella iliaca 121 Ammodramus savannarum 122 Zonotrichia querula 123 Ammodramus henslowii 124 Ammodramus leconteii 125 Melospiza lincolnii 126 Ammodramus nelsoni 127 Passerculus sandwichensis 128 Ammodramus maritimus 129 Melospiza melodia 130 Spizelloides arborea 131 Pooecetes gramineus 132 Zonotrichia leucophrys 133 Zonotrichia albicollis 134 Lamprotornis nitens 135 Riparia riparia 136 Hirundo rustica 137 Petrochelidon pyrrhonota 138 Tachycineta bicolor 139 Piranga olivacea 140 Piranga rubra 141 Sterna paradisaea 142 Chlidonias niger 143 Hydroprogne caspia 144 Sterna hirundo 145 Thalasseus elegans 146 Sterna forsteri 147 Sternula antillarum 148 Pipilo chlorurus 149 Toxostoma rufum 150 Oreoscoptes montanus 151 Vireo atricapilla 152 Vireo solitarius 153 Vireo philadelphicus 154 Vireo olivaceus 155 Vireo gilvus 156 Vireo griseus 157 Vireo flavifrons 158 Setophaga castanea 159 Mniotilta varia 160 Setophaga caerulescens 161 Vermivora cyanoptera 162 Cardellina canadensis 163 Setophaga tigrina 164 Setophaga cerulea 165 Setophaga pensylvanica 166 Vermivora chrysoptera 167 Setophaga citrina 168 Geothlypis formosa 169 Setophaga magnolia 170 Geothlypis philadelphia 171 Setophaga coronata 172 Leiothlypis ruficapilla 173 Leiothlypis celata 174 Setophaga palmarum 175 Setophaga pinus 176 Setophaga discolor 177 Protonotaria citrea 178 Limnothlypis swainsonii 179 Leiothlypis peregrina 180 Cardellina pusilla 181 Helmitheros vermivorum 182 Setophaga aestiva 183 Parkesia noveboracensis 184 Parkesia motacilla 185 Bombycilla garrulus 186 Bombycilla cedrorum 187 Picoides dorsalis 188 Dryocopus pileatus 189 Melanerpes carolinus 190 Leuconotopicus borealis 191 Melanerpes erythrocephalus 192 Dryobates pubescens 193 Thryomanes bewickii 194 Campylorhynchus brunneicapillus 195 Thryothorus ludovicianus 196 Troglodytes aedon 197 Cistothorus palustris 198 Salpinctes obsoletus 199 Troglodytes hiemalis 200 Geothlypis trichas 201 Vermivora 202 Oceanites + Diomedeidae 203 Diomedeidae 204 Procellariidae 205 Laniidae 206 Lanius 207 Spizella 208 Podicipedoidea 209 Podicipedidae 210 Dendropicini 211 Melanerpes 212 Leuconotopicus 213 Picoides 214 Dryobates 215 Phalacrocoracinae 216 Phalacrocorax 217 Ceryle 218 Helmitheros 219 Gaviinae 220 Gavia 221 Salpinctes 222 Vireo 223 Stercorariidae 224 Stercorariinae 225 Aethia 226 Pelecaninae 227 Pelecanus 228 Myiarchus 229 Colibri 230 Passeriformes 231 Tyranni 232 Passeri 233 Coccyzinae 234 Coccyzus 235 Alcedinidae 236 Halcyoninae 237 Cerylinae 238 Tyrannoidea 239 Merginus 240 Alcidae 241 Alcinae 242 Fraterculinae 243 Procellariinae 244 Cardinalidae 245 Passerina 246 Cardinalis 247 Pheucticus 248 Piranga 249 Pipilo 250 Corvidae 251 Corvus 252 Aphelocoma 253 Cyanocorax 254 Cyanocitta 255 Nucifraga 256 Pici 257 Picidae 258 Suliformes 259 Fregatoidea 260 Suloidea 261 Thalassarche eremita + Phoebetria 262 Phoebetria 263 Sternula 264 Amphispiza 265 Tyrannus 266 Galloanserae 267 Anseriformes 268 Fulmarus 269 Archilochus 270 Carduelis 271 Alaudidae 272 Eremophila 273 Haemorhous 274 Laridae 275 Sterninae 276 Larinae 277 Fregatidae 278 Sturnella 279 Lari 280 Diomedea exulans + Phoebastria 281 Pelecaniformes 282 Pelecanidae + Balaenicipitidae 283 Hirundinidae 284 Riparia 285 Petrochelidon 286 Hirundo 287 Tachycineta 288 Megaceryle 289 Sterna 290 Trochiliformes 291 Trochili 292 Anas 293 Lophodytes 294 Phoebastria 295 Muscicapoidea 296 Bombycillidae 297 Sturnidae 298 Mimidae 299 Icteria 300 Limnothlypis 301 Campylorhynchus 302 Caprimulgiformes 303 Caprimulgi 304 Fratercula 305 Cuculi 306 Cuculidae 307 Anthus 308 Bombycilla 309 Caprimulgidae 310 Xanthocephalus 311 Cerorhinca 312 Neomorphinae 313 Troglodytidae 314 Cistothorus 315 Troglodytes 316 Thryomanes 317 Thryothorus 318 Fregatinae 319 Cepphus 320 Ailuroedus 321 Picini 322 Colaptes 323 Dryocopus 324 Passeroidea 325 Icteridae 326 Fringillidae 327 Sittidae 328 Passeridae 329 Motacillidae 330 Icteriidae 331 Passerellidae 332 Parulidae 333 Menuroidea 334 Ptilonorhynchidae 335 Lamprotornis 336 Dumetella 337 Sitta 338 Crotophaga 339 Zonotrichia 340 Quiscalus 341 Cardellina 342 Oreoscoptes 343 Mimus 344 Toxostoma 345 Halcyon 346 Trochilidae 347 Trochilinae 348 Telluraves 349 Coraciiformes 350 Piciformes 351 Icterus 352 Hydroprogne 353 Cuculiformes 354 Pyrocephalus 355 Leucosticte 356 Euphagus 357 Seiurus 358 Certhiidae 359 Certhia 360 Corvoidea 361 Certhioidea 362 Sylvioidea 363 Podicipediformes 364 Gaviidae 365 Mniotilta 366 Charadriiformes 367 Alcae 368 Molothrus 369 Junco 370 Chlidonias 371 Anatoidea 372 Crotophaginae 373 Hesperiphona 374 Alcedines 375 Podilymbinae 376 Podiceps cristatus + Aechmophorus 377 Anatinae 378 Pinicola 379 Gavii 380 Procellariiformes 381 Empidonax 382 Pooecetes 383 Passerculus 384 Ammodramus 385 Melospiza 386 Spizelloides 387 Passerella 388 Larus 389 Pagophila 390 Rissa 391 Protonotaria 392 Stercorarius 393 Pelecanidae 394 Selasphorus 395 Calypte 396 Phalacrocoracidae 397 Leiothlypis 398 Tyrannidae 399 Caprimulgus 400 Anatidae 401 Merginae 402 Aechmophorus 403 Podiceps 404 Cypselomorphae 405 Setophaga 406 Agelaius 407 Contopus 408 Geothlypis 409 Thalasseus 410 Passer 411 Chloroceryle 412 Caprimulginae 413 Vireonidae 414 Spinus 415 Aequorlitornithes 416 Gaviiformes 417 Podilymbus 418 Parkesia 419 Dolichonyx 420 Aves 421 Columbaves ================================================ FILE: CUB-Hierarchy/classes_flat.txt ================================================ 1 Phoebastria nigripes 2 Phoebastria immutabilis 3 Phoebetria fusca 4 Crotophaga sulcirostris 5 Aethia cristatella 6 Aethia pusilla 7 Aethia psittacula 8 Cerorhinca monocerata 9 Euphagus cyanocephalus 10 Agelaius phoeniceus 11 Euphagus carolinus 12 Xanthocephalus xanthocephalus 13 Dolichonyx oryzivorus 14 Passerina cyanea 15 Passerina amoena 16 Passerina ciris 17 Cardinalis cardinalis 18 Ailuroedus melanotis 19 Dumetella carolinensis 20 Icteria virens 21 Pipilo erythrophthalmus 22 Caprimulgus carolinensis 23 Phalacrocorax penicillatus 24 Phalacrocorax urile 25 Phalacrocorax pelagicus 26 Molothrus aeneus 27 Molothrus bonariensis 28 Certhia americana 29 Corvus brachyrhynchos 30 Corvus ossifragus 31 Coccyzus erythropthalmus 32 Coccyzus minor 33 Coccyzus americanus 34 Leucosticte tephrocotis 35 Haemorhous purpureus 36 Colaptes auratus 37 Empidonax virescens 38 Myiarchus crinitus 39 Empidonax minimus 40 Contopus cooperi 41 Tyrannus forficatus 42 Pyrocephalus obscurus 43 Empidonax flaviventris 44 Fregata 45 Fulmarus glacialis 46 Anas strepera 47 Spinus tristis 48 Carduelis carduelis 49 Quiscalus major 50 Podiceps nigricollis 51 Podiceps auritus 52 Podilymbus podiceps 53 Aechmophorus occidentalis 54 Passerina caerulea 55 Hesperiphona vespertina 56 Pinicola enucleator 57 Pheucticus ludovicianus 58 Cepphus columba 59 Larus californicus 60 Larus glaucescens 61 Larus heermanni 62 Larus argentatus 63 Pagophila eburnea 64 Larus delawarensis 65 Larus schistisagus 66 Larus occidentalis 67 Calypte anna 68 Archilochus colubris 69 Selasphorus rufus 70 Colibri thalassinus 71 Stercorarius longicaudus 72 Stercorarius pomarinus 73 Cyanocitta cristata 74 Aphelocoma coerulescens 75 Cyanocorax luxuosus 76 Junco hyemalis 77 Tyrannus melancholicus 78 Tyrannus dominicensis 79 Megaceryle alcyon 80 Chloroceryle americana 81 Ceryle rudis 82 Megaceryle torquata 83 Halcyon smyrnensis 84 Rissa brevirostris 85 Eremophila alpestris 86 Gavia pacifica 87 Anas platyrhynchos 88 Sturnella neglecta 89 Lophodytes cucullatus 90 Mergus serrator 91 Mimus polyglottos 92 Chordeiles 93 Nucifraga columbiana 94 Sitta carolinensis 95 Icterus galbula 96 Icterus cucullatus 97 Icterus spurius 98 Icterus parisorum 99 Seiurus aurocapilla 100 Pelecanus occidentalis 101 Pelecanus onocrotalus 102 Contopus sordidulus 103 Sayornis 104 Anthus rubescens 105 Caprimulgus vociferus 106 Fratercula corniculata 107 Corvus corax 108 Corvus albicollis 109 Setophaga ruticilla 110 Geococcyx 111 Lanius ludovicianus 112 Lanius excubitor 113 Ammodramus bairdii 114 Amphispiza bilineata 115 Spizella breweri 116 Spizella passerina 117 Spizella pallida 118 Passer domesticus 119 Spizella pusilla 120 Passerella iliaca 121 Ammodramus savannarum 122 Zonotrichia querula 123 Ammodramus henslowii 124 Ammodramus leconteii 125 Melospiza lincolnii 126 Ammodramus nelsoni 127 Passerculus sandwichensis 128 Ammodramus maritimus 129 Melospiza melodia 130 Spizelloides arborea 131 Pooecetes gramineus 132 Zonotrichia leucophrys 133 Zonotrichia albicollis 134 Lamprotornis nitens 135 Riparia riparia 136 Hirundo rustica 137 Petrochelidon pyrrhonota 138 Tachycineta bicolor 139 Piranga olivacea 140 Piranga rubra 141 Sterna paradisaea 142 Chlidonias niger 143 Hydroprogne caspia 144 Sterna hirundo 145 Thalasseus elegans 146 Sterna forsteri 147 Sternula antillarum 148 Pipilo chlorurus 149 Toxostoma rufum 150 Oreoscoptes montanus 151 Vireo atricapilla 152 Vireo solitarius 153 Vireo philadelphicus 154 Vireo olivaceus 155 Vireo gilvus 156 Vireo griseus 157 Vireo flavifrons 158 Setophaga castanea 159 Mniotilta varia 160 Setophaga caerulescens 161 Vermivora cyanoptera 162 Cardellina canadensis 163 Setophaga tigrina 164 Setophaga cerulea 165 Setophaga pensylvanica 166 Vermivora chrysoptera 167 Setophaga citrina 168 Geothlypis formosa 169 Setophaga magnolia 170 Geothlypis philadelphia 171 Setophaga coronata 172 Leiothlypis ruficapilla 173 Leiothlypis celata 174 Setophaga palmarum 175 Setophaga pinus 176 Setophaga discolor 177 Protonotaria citrea 178 Limnothlypis swainsonii 179 Leiothlypis peregrina 180 Cardellina pusilla 181 Helmitheros vermivorum 182 Setophaga aestiva 183 Parkesia noveboracensis 184 Parkesia motacilla 185 Bombycilla garrulus 186 Bombycilla cedrorum 187 Picoides dorsalis 188 Dryocopus pileatus 189 Melanerpes carolinus 190 Leuconotopicus borealis 191 Melanerpes erythrocephalus 192 Dryobates pubescens 193 Thryomanes bewickii 194 Campylorhynchus brunneicapillus 195 Thryothorus ludovicianus 196 Troglodytes aedon 197 Cistothorus palustris 198 Salpinctes obsoletus 199 Troglodytes hiemalis 200 Geothlypis trichas 201 Amphispiza 202 Cyanocorax 203 Mimus 204 Selasphorus 205 Caprimulgus 206 Laridae 207 Pagophila 208 Thalasseus 209 Chlidonias 210 Rissa 211 Sternula 212 Hydroprogne 213 Larus 214 Sterna 215 Podicipedidae 216 Aechmophorus 217 Podilymbus 218 Podiceps 219 Picoides 220 Mniotilta 221 Cerorhinca 222 Oreoscoptes 223 Phoebastria 224 Anseriformes 225 Anatidae 226 Caprimulgiformes 227 Caprimulgidae 228 Archilochus 229 Phoebetria 230 Molothrus 231 Passer 232 Piranga 233 Passerculus 234 Riparia 235 Melospiza 236 Tyrannus 237 Parulidae 238 Helmitheros 239 Leiothlypis 240 Geothlypis 241 Seiurus 242 Setophaga 243 Vermivora 244 Protonotaria 245 Cardellina 246 Limnothlypis 247 Parkesia 248 Lanius 249 Calypte 250 Phalacrocorax 251 Megaceryle 252 Ailuroedus 253 Trochilidae 254 Colibri 255 Certhiidae 256 Certhia 257 Icteridae 258 Sturnella 259 Dolichonyx 260 Xanthocephalus 261 Icterus 262 Agelaius 263 Quiscalus 264 Euphagus 265 Trochiliformes 266 Cardinalidae 267 Pheucticus 268 Passerina 269 Cardinalis 270 Sittidae 271 Sitta 272 Coraciiformes 273 Alcedinidae 274 Hirundinidae 275 Tachycineta 276 Hirundo 277 Petrochelidon 278 Hesperiphona 279 Carduelis 280 Passerellidae 281 Spizelloides 282 Spizella 283 Junco 284 Pipilo 285 Ammodramus 286 Pooecetes 287 Passerella 288 Zonotrichia 289 Gaviiformes 290 Gaviidae 291 Aphelocoma 292 Empidonax 293 Merginae 294 Fulmarus 295 Vireo 296 Passeriformes 297 Motacillidae 298 Corvidae 299 Alaudidae 300 Tyrannidae 301 Fringillidae 302 Ptilonorhynchidae 303 Bombycillidae 304 Icteriidae 305 Troglodytidae 306 Laniidae 307 Vireonidae 308 Passeridae 309 Mimidae 310 Sturnidae 311 Salpinctes 312 Pyrocephalus 313 Suliformes 314 Fregatidae 315 Phalacrocoracidae 316 Dryocopus 317 Fratercula 318 Dryobates 319 Eremophila 320 Toxostoma 321 Dumetella 322 Procellariiformes 323 Procellariidae 324 Diomedeidae 325 Icteria 326 Troglodytes 327 Thryomanes 328 Anthus 329 Crotophaga 330 Haemorhous 331 Bombycilla 332 Pinicola 333 Corvus 334 Lophodytes 335 Halcyon 336 Spinus 337 Leucosticte 338 Pelecanus 339 Anas 340 Lamprotornis 341 Cistothorus 342 Alcidae 343 Cepphus 344 Aethia 345 Pelecanidae 346 Podicipediformes 347 Picidae 348 Colaptes 349 Melanerpes 350 Leuconotopicus 351 Chloroceryle 352 Ceryle 353 Piciformes 354 Contopus 355 Myiarchus 356 Pelecaniformes 357 Campylorhynchus 358 Stercorariidae 359 Stercorarius 360 Thryothorus 361 Coccyzus 362 Cyanocitta 363 Nucifraga 364 Gavia 365 Cuculidae 366 Charadriiformes 367 Aves 368 Cuculiformes ================================================ FILE: CUB-Hierarchy/classes_wikispecies-hierarchy.txt ================================================ 1 Phoebastria nigripes 2 Phoebastria immutabilis 3 Phoebetria fusca 4 Crotophaga sulcirostris 5 Aethia cristatella 6 Aethia pusilla 7 Aethia psittacula 8 Cerorhinca monocerata 9 Euphagus cyanocephalus 10 Agelaius phoeniceus 11 Euphagus carolinus 12 Xanthocephalus xanthocephalus 13 Dolichonyx oryzivorus 14 Passerina cyanea 15 Passerina amoena 16 Passerina ciris 17 Cardinalis cardinalis 18 Ailuroedus melanotis 19 Dumetella carolinensis 20 Icteria virens 21 Pipilo erythrophthalmus 22 Caprimulgus carolinensis 23 Phalacrocorax penicillatus 24 Phalacrocorax urile 25 Phalacrocorax pelagicus 26 Molothrus aeneus 27 Molothrus bonariensis 28 Certhia americana 29 Corvus brachyrhynchos 30 Corvus ossifragus 31 Coccyzus erythropthalmus 32 Coccyzus minor 33 Coccyzus americanus 34 Leucosticte tephrocotis 35 Haemorhous purpureus 36 Colaptes auratus 37 Empidonax virescens 38 Myiarchus crinitus 39 Empidonax minimus 40 Contopus cooperi 41 Tyrannus forficatus 42 Pyrocephalus obscurus 43 Empidonax flaviventris 44 Fregata 45 Fulmarus glacialis 46 Anas strepera 47 Spinus tristis 48 Carduelis carduelis 49 Quiscalus major 50 Podiceps nigricollis 51 Podiceps auritus 52 Podilymbus podiceps 53 Aechmophorus occidentalis 54 Passerina caerulea 55 Hesperiphona vespertina 56 Pinicola enucleator 57 Pheucticus ludovicianus 58 Cepphus columba 59 Larus californicus 60 Larus glaucescens 61 Larus heermanni 62 Larus argentatus 63 Pagophila eburnea 64 Larus delawarensis 65 Larus schistisagus 66 Larus occidentalis 67 Calypte anna 68 Archilochus colubris 69 Selasphorus rufus 70 Colibri thalassinus 71 Stercorarius longicaudus 72 Stercorarius pomarinus 73 Cyanocitta cristata 74 Aphelocoma coerulescens 75 Cyanocorax luxuosus 76 Junco hyemalis 77 Tyrannus melancholicus 78 Tyrannus dominicensis 79 Megaceryle alcyon 80 Chloroceryle americana 81 Ceryle rudis 82 Megaceryle torquata 83 Halcyon smyrnensis 84 Rissa brevirostris 85 Eremophila alpestris 86 Gavia pacifica 87 Anas platyrhynchos 88 Sturnella neglecta 89 Lophodytes cucullatus 90 Mergus serrator 91 Mimus polyglottos 92 Chordeiles 93 Nucifraga columbiana 94 Sitta carolinensis 95 Icterus galbula 96 Icterus cucullatus 97 Icterus spurius 98 Icterus parisorum 99 Seiurus aurocapilla 100 Pelecanus occidentalis 101 Pelecanus onocrotalus 102 Contopus sordidulus 103 Sayornis 104 Anthus rubescens 105 Caprimulgus vociferus 106 Fratercula corniculata 107 Corvus corax 108 Corvus albicollis 109 Setophaga ruticilla 110 Geococcyx 111 Lanius ludovicianus 112 Lanius excubitor 113 Ammodramus bairdii 114 Amphispiza bilineata 115 Spizella breweri 116 Spizella passerina 117 Spizella pallida 118 Passer domesticus 119 Spizella pusilla 120 Passerella iliaca 121 Ammodramus savannarum 122 Zonotrichia querula 123 Ammodramus henslowii 124 Ammodramus leconteii 125 Melospiza lincolnii 126 Ammodramus nelsoni 127 Passerculus sandwichensis 128 Ammodramus maritimus 129 Melospiza melodia 130 Spizelloides arborea 131 Pooecetes gramineus 132 Zonotrichia leucophrys 133 Zonotrichia albicollis 134 Lamprotornis nitens 135 Riparia riparia 136 Hirundo rustica 137 Petrochelidon pyrrhonota 138 Tachycineta bicolor 139 Piranga olivacea 140 Piranga rubra 141 Sterna paradisaea 142 Chlidonias niger 143 Hydroprogne caspia 144 Sterna hirundo 145 Thalasseus elegans 146 Sterna forsteri 147 Sternula antillarum 148 Pipilo chlorurus 149 Toxostoma rufum 150 Oreoscoptes montanus 151 Vireo atricapilla 152 Vireo solitarius 153 Vireo philadelphicus 154 Vireo olivaceus 155 Vireo gilvus 156 Vireo griseus 157 Vireo flavifrons 158 Setophaga castanea 159 Mniotilta varia 160 Setophaga caerulescens 161 Vermivora cyanoptera 162 Cardellina canadensis 163 Setophaga tigrina 164 Setophaga cerulea 165 Setophaga pensylvanica 166 Vermivora chrysoptera 167 Setophaga citrina 168 Geothlypis formosa 169 Setophaga magnolia 170 Geothlypis philadelphia 171 Setophaga coronata 172 Leiothlypis ruficapilla 173 Leiothlypis celata 174 Setophaga palmarum 175 Setophaga pinus 176 Setophaga discolor 177 Protonotaria citrea 178 Limnothlypis swainsonii 179 Leiothlypis peregrina 180 Cardellina pusilla 181 Helmitheros vermivorum 182 Setophaga aestiva 183 Parkesia noveboracensis 184 Parkesia motacilla 185 Bombycilla garrulus 186 Bombycilla cedrorum 187 Picoides dorsalis 188 Dryocopus pileatus 189 Melanerpes carolinus 190 Leuconotopicus borealis 191 Melanerpes erythrocephalus 192 Dryobates pubescens 193 Thryomanes bewickii 194 Campylorhynchus brunneicapillus 195 Thryothorus ludovicianus 196 Troglodytes aedon 197 Cistothorus palustris 198 Salpinctes obsoletus 199 Troglodytes hiemalis 200 Geothlypis trichas 201 Cuculiformes 202 Cuculidae 203 Tyrannidae 204 Pyrocephalus 205 Tyrannus 206 Empidonax 207 Contopus 208 Myiarchus 209 Campylorhynchus 210 Gaviidae 211 Gavia 212 Colibri 213 Dolichonyx 214 Cardellina 215 Sturnella 216 Picoides 217 Certhia 218 Vermivora 219 Diomedeidae 220 Phoebastria 221 Phoebetria 222 Ptilonorhynchidae 223 Ailuroedus 224 Podicipediformes 225 Podicipedidae 226 Vireonidae 227 Vireo 228 Coraciiformes 229 Alcedinidae 230 Halcyon 231 Pelecanidae 232 Pelecanus 233 Motacillidae 234 Anthus 235 Sittidae 236 Sitta 237 Corvoidea 238 Laniidae 239 Corvidae 240 Molothrus 241 Passerina 242 Fratercula 243 Aves 244 Procellariiformes 245 Passeriformes 246 Anseriformes 247 Caprimulgiformes 248 Charadriiformes 249 Trochiliformes 250 Piciformes 251 Gaviiformes 252 Suliformes 253 Pelecaniformes 254 Passeroidea 255 Cardinalidae 256 Alaudidae 257 Parulidae 258 Passeridae 259 Icteridae 260 Fringillidae 261 Icteriidae 262 Passerellidae 263 Carduelis 264 Rissa 265 Riparia 266 Coccyzus 267 Calypte 268 Trochilidae 269 Fregatidae 270 Phalacrocoracidae 271 Thalasseus 272 Cepphus 273 Picidae 274 Euphagus 275 Troglodytes 276 Salpinctes 277 Corvus 278 Nucifraga 279 Cyanocorax 280 Cyanocitta 281 Aphelocoma 282 Podiceps 283 Pagophila 284 Amphispiza 285 Ceryle 286 Hesperiphona 287 Chloroceryle 288 Cistothorus 289 Caprimulginae 290 Caprimulgus 291 Crotophaga 292 Passer 293 Icteria 294 Hydroprogne 295 Pinicola 296 Megaceryle 297 Spizelloides 298 Melospiza 299 Passerella 300 Ammodramus 301 Junco 302 Passerculus 303 Spizella 304 Pooecetes 305 Pipilo 306 Zonotrichia 307 Setophaga 308 Menuroidea 309 Passeri 310 Sylvioidea 311 Certhioidea 312 Muscicapoidea 313 Laridae 314 Larinae 315 Sterninae 316 Helmitheros 317 Seiurus 318 Aethia 319 Hirundinidae 320 Alcae 321 Alcidae 322 Troglodytidae 323 Thryothorus 324 Thryomanes 325 Petrochelidon 326 Podilymbus 327 Dryocopus 328 Sterna 329 Anatidae 330 Protonotaria 331 Xanthocephalus 332 Certhiidae 333 Colaptes 334 Tyranni 335 Halcyoninae 336 Eremophila 337 Piranga 338 Cardinalis 339 Pheucticus 340 Mniotilta 341 Bombycillidae 342 Bombycilla 343 Larus 344 Toxostoma 345 Procellariidae 346 Fulmarus 347 Lamprotornis 348 Stercorariidae 349 Stercorarius 350 Tachycineta 351 Chlidonias 352 Sternula 353 Cerylinae 354 Sturnidae 355 Limnothlypis 356 Geothlypis 357 Parkesia 358 Leiothlypis 359 Agelaius 360 Icterus 361 Quiscalus 362 Leucosticte 363 Lanius 364 Spinus 365 Caprimulgidae 366 Phalacrocorax 367 Anas 368 Dumetella 369 Oreoscoptes 370 Cerorhinca 371 Lari 372 Melanerpes 373 Dryobates 374 Leuconotopicus 375 Archilochus 376 Selasphorus 377 Hirundo 378 Merginae 379 Lophodytes 380 Aechmophorus 381 Mimus 382 Haemorhous 383 Mimidae ================================================ FILE: CUB-Hierarchy/classes_wikispecies.txt ================================================ 1 Phoebastria nigripes 2 Phoebastria immutabilis 3 Phoebetria fusca 4 Crotophaga sulcirostris 5 Aethia cristatella 6 Aethia pusilla 7 Aethia psittacula 8 Cerorhinca monocerata 9 Euphagus cyanocephalus 10 Agelaius phoeniceus 11 Euphagus carolinus 12 Xanthocephalus xanthocephalus 13 Dolichonyx oryzivorus 14 Passerina cyanea 15 Passerina amoena 16 Passerina ciris 17 Cardinalis cardinalis 18 Ailuroedus melanotis 19 Dumetella carolinensis 20 Icteria virens 21 Pipilo erythrophthalmus 22 Caprimulgus carolinensis 23 Phalacrocorax penicillatus 24 Phalacrocorax urile 25 Phalacrocorax pelagicus 26 Molothrus aeneus 27 Molothrus bonariensis 28 Certhia americana 29 Corvus brachyrhynchos 30 Corvus ossifragus 31 Coccyzus erythropthalmus 32 Coccyzus minor 33 Coccyzus americanus 34 Leucosticte tephrocotis 35 Haemorhous purpureus 36 Colaptes auratus 37 Empidonax virescens 38 Myiarchus crinitus 39 Empidonax minimus 40 Contopus cooperi 41 Tyrannus forficatus 42 Pyrocephalus obscurus 43 Empidonax flaviventris 44 Fregata 45 Fulmarus glacialis 46 Anas strepera 47 Spinus tristis 48 Carduelis carduelis 49 Quiscalus major 50 Podiceps nigricollis 51 Podiceps auritus 52 Podilymbus podiceps 53 Aechmophorus occidentalis 54 Passerina caerulea 55 Hesperiphona vespertina 56 Pinicola enucleator 57 Pheucticus ludovicianus 58 Cepphus columba 59 Larus californicus 60 Larus glaucescens 61 Larus heermanni 62 Larus argentatus 63 Pagophila eburnea 64 Larus delawarensis 65 Larus schistisagus 66 Larus occidentalis 67 Calypte anna 68 Archilochus colubris 69 Selasphorus rufus 70 Colibri thalassinus 71 Stercorarius longicaudus 72 Stercorarius pomarinus 73 Cyanocitta cristata 74 Aphelocoma coerulescens 75 Cyanocorax luxuosus 76 Junco hyemalis 77 Tyrannus melancholicus 78 Tyrannus dominicensis 79 Megaceryle alcyon 80 Chloroceryle americana 81 Ceryle rudis 82 Megaceryle torquata 83 Halcyon smyrnensis 84 Rissa brevirostris 85 Eremophila alpestris 86 Gavia pacifica 87 Anas platyrhynchos 88 Sturnella neglecta 89 Lophodytes cucullatus 90 Mergus serrator 91 Mimus polyglottos 92 Chordeiles 93 Nucifraga columbiana 94 Sitta carolinensis 95 Icterus galbula 96 Icterus cucullatus 97 Icterus spurius 98 Icterus parisorum 99 Seiurus aurocapilla 100 Pelecanus occidentalis 101 Pelecanus onocrotalus 102 Contopus sordidulus 103 Sayornis 104 Anthus rubescens 105 Caprimulgus vociferus 106 Fratercula corniculata 107 Corvus corax 108 Corvus albicollis 109 Setophaga ruticilla 110 Geococcyx 111 Lanius ludovicianus 112 Lanius excubitor 113 Ammodramus bairdii 114 Amphispiza bilineata 115 Spizella breweri 116 Spizella passerina 117 Spizella pallida 118 Passer domesticus 119 Spizella pusilla 120 Passerella iliaca 121 Ammodramus savannarum 122 Zonotrichia querula 123 Ammodramus henslowii 124 Ammodramus leconteii 125 Melospiza lincolnii 126 Ammodramus nelsoni 127 Passerculus sandwichensis 128 Ammodramus maritimus 129 Melospiza melodia 130 Spizelloides arborea 131 Pooecetes gramineus 132 Zonotrichia leucophrys 133 Zonotrichia albicollis 134 Lamprotornis nitens 135 Riparia riparia 136 Hirundo rustica 137 Petrochelidon pyrrhonota 138 Tachycineta bicolor 139 Piranga olivacea 140 Piranga rubra 141 Sterna paradisaea 142 Chlidonias niger 143 Hydroprogne caspia 144 Sterna hirundo 145 Thalasseus elegans 146 Sterna forsteri 147 Sternula antillarum 148 Pipilo chlorurus 149 Toxostoma rufum 150 Oreoscoptes montanus 151 Vireo atricapilla 152 Vireo solitarius 153 Vireo philadelphicus 154 Vireo olivaceus 155 Vireo gilvus 156 Vireo griseus 157 Vireo flavifrons 158 Setophaga castanea 159 Mniotilta varia 160 Setophaga caerulescens 161 Vermivora cyanoptera 162 Cardellina canadensis 163 Setophaga tigrina 164 Setophaga cerulea 165 Setophaga pensylvanica 166 Vermivora chrysoptera 167 Setophaga citrina 168 Geothlypis formosa 169 Setophaga magnolia 170 Geothlypis philadelphia 171 Setophaga coronata 172 Leiothlypis ruficapilla 173 Leiothlypis celata 174 Setophaga palmarum 175 Setophaga pinus 176 Setophaga discolor 177 Protonotaria citrea 178 Limnothlypis swainsonii 179 Leiothlypis peregrina 180 Cardellina pusilla 181 Helmitheros vermivorum 182 Setophaga aestiva 183 Parkesia noveboracensis 184 Parkesia motacilla 185 Bombycilla garrulus 186 Bombycilla cedrorum 187 Picoides dorsalis 188 Dryocopus pileatus 189 Melanerpes carolinus 190 Leuconotopicus borealis 191 Melanerpes erythrocephalus 192 Dryobates pubescens 193 Thryomanes bewickii 194 Campylorhynchus brunneicapillus 195 Thryothorus ludovicianus 196 Troglodytes aedon 197 Cistothorus palustris 198 Salpinctes obsoletus 199 Troglodytes hiemalis 200 Geothlypis trichas ================================================ FILE: CUB-Hierarchy/cub_balanced.parent-child.txt ================================================ 201 161 201 166 202 203 202 204 203 261 203 280 204 243 205 206 206 111 206 112 207 115 207 116 207 117 207 119 208 209 209 375 209 376 210 211 210 212 210 213 210 214 211 189 211 191 212 190 213 187 214 192 215 216 216 25 216 23 216 24 217 81 218 181 219 220 220 86 221 198 222 151 222 152 222 153 222 154 222 155 222 156 222 157 223 224 224 392 225 5 225 6 225 7 226 227 227 100 227 101 228 38 229 70 230 231 230 232 231 238 232 324 232 295 232 360 232 361 232 362 232 333 233 234 234 33 234 31 234 32 235 236 235 237 236 345 237 217 237 411 237 288 238 398 239 90 240 241 240 242 241 319 242 225 242 311 242 304 243 268 244 245 244 246 244 247 244 248 245 54 245 14 245 15 245 16 246 17 247 57 248 139 248 140 249 148 249 21 250 251 250 252 250 253 250 254 250 255 251 107 251 108 251 29 251 30 252 74 253 75 254 73 255 93 256 257 257 321 257 210 258 259 258 260 259 277 260 396 261 262 262 3 263 147 264 114 265 41 265 77 265 78 266 267 267 371 268 45 269 68 270 48 271 272 272 85 273 35 274 275 274 276 275 289 275 370 275 409 275 263 275 352 276 388 276 389 276 390 277 318 278 88 279 274 279 223 280 294 281 282 282 393 283 284 283 285 283 286 283 287 284 135 285 137 286 136 287 138 288 82 288 79 289 146 289 141 289 144 290 291 291 346 292 46 292 87 293 89 294 1 294 2 295 297 295 298 295 296 296 308 297 335 298 344 298 342 298 343 298 336 299 20 300 178 301 194 302 303 303 309 304 106 305 306 306 233 306 372 306 312 307 104 308 185 308 186 309 412 310 12 311 8 312 110 313 301 313 317 313 314 313 315 313 316 313 221 314 197 315 196 315 199 316 193 317 195 318 44 319 58 320 18 321 322 321 323 322 36 323 188 324 325 324 326 324 327 324 328 324 329 324 330 324 331 324 332 324 271 324 244 325 419 325 356 325 368 325 340 325 278 325 406 325 310 325 351 326 355 326 270 326 273 326 373 326 378 326 414 327 337 328 410 329 307 330 299 331 385 331 386 331 387 331 264 331 207 331 369 331 339 331 249 331 382 331 383 331 384 332 418 332 357 332 391 332 201 332 300 332 397 332 365 332 405 332 341 332 408 332 218 333 334 334 320 335 134 336 19 337 94 338 4 339 122 339 132 339 133 340 49 341 162 341 180 342 150 343 91 344 149 345 83 346 347 347 394 347 395 347 269 347 229 348 350 348 349 348 230 349 374 350 256 351 97 351 98 351 95 351 96 352 143 353 305 354 42 355 34 356 9 356 11 357 99 358 359 359 28 360 250 360 205 360 413 361 313 361 358 362 283 363 208 364 219 365 159 366 367 366 279 367 240 368 26 368 27 369 76 370 142 371 400 372 338 373 55 374 235 375 417 376 402 376 403 377 292 378 56 379 364 380 202 381 43 381 37 381 39 382 131 383 127 384 113 384 121 384 123 384 124 384 126 384 128 385 129 385 125 386 130 387 120 388 65 388 66 388 59 388 60 388 61 388 62 388 64 389 63 390 84 391 177 392 71 392 72 393 226 394 69 395 67 396 215 397 179 397 172 397 173 398 354 398 228 398 103 398 265 398 407 398 381 399 105 399 22 400 377 400 401 401 293 401 239 402 53 403 50 403 51 404 290 404 302 405 163 405 164 405 165 405 167 405 169 405 171 405 109 405 174 405 175 405 176 405 182 405 158 405 160 406 10 407 102 407 40 408 170 408 168 408 200 409 145 410 118 411 80 412 92 412 399 413 222 414 47 415 258 415 363 415 366 415 281 415 380 415 416 416 379 417 52 418 183 418 184 419 13 420 266 420 348 420 404 420 421 420 415 421 353 ================================================ FILE: CUB-Hierarchy/cub_flat.parent-child.txt ================================================ 352 81 244 177 245 162 245 180 202 75 203 91 205 105 205 22 207 63 206 207 206 208 206 209 206 210 206 211 206 212 206 213 206 214 209 142 210 84 211 147 213 65 213 66 213 59 213 60 213 61 213 62 213 64 214 146 214 141 214 144 216 53 217 52 218 50 218 51 208 145 221 8 224 225 225 339 225 293 225 334 226 227 227 92 227 205 228 68 229 3 231 118 233 127 235 129 235 125 236 41 236 77 236 78 237 238 237 239 237 240 237 241 237 242 237 243 237 244 237 245 237 246 237 247 237 220 238 181 239 179 239 172 239 173 240 170 240 200 240 168 241 99 242 163 242 164 242 165 242 167 242 169 242 171 242 109 242 174 242 175 242 176 242 182 242 158 242 160 243 161 243 166 246 178 247 183 247 184 249 67 250 25 250 23 250 24 252 18 253 249 253 204 253 254 253 228 255 256 256 28 258 88 259 13 260 12 215 217 215 218 215 216 263 49 264 9 264 11 265 253 266 267 266 268 266 269 266 232 267 57 268 54 268 14 268 15 268 16 269 17 271 94 272 273 273 335 273 251 273 351 273 352 275 138 276 136 277 137 280 233 280 201 280 235 280 281 280 282 280 283 280 284 280 285 280 286 280 287 280 288 281 130 282 115 282 116 282 117 282 119 283 76 284 148 284 21 285 113 285 121 285 123 285 124 285 126 285 128 286 131 287 120 288 122 288 132 288 133 290 364 291 74 220 159 295 151 295 152 295 153 295 154 295 155 295 156 295 157 296 257 296 297 296 266 296 298 296 299 296 300 296 270 296 301 296 302 296 303 296 237 296 304 296 305 296 306 296 307 296 308 296 280 296 274 296 309 296 310 296 255 297 328 298 202 298 291 298 333 298 362 298 363 299 319 300 354 300 355 300 292 300 103 300 236 300 312 301 330 301 332 301 336 301 337 301 278 301 279 302 252 303 331 304 325 305 357 305 326 305 327 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264 274 234 274 275 274 276 274 277 251 82 251 79 254 70 279 48 364 86 289 290 292 43 292 37 292 39 293 90 294 45 278 55 201 114 204 69 212 143 234 135 219 187 ================================================ FILE: CUB-Hierarchy/cub_wikispecies.parent-child.txt ================================================ 274 9 274 11 376 69 233 234 364 47 267 67 202 266 202 291 202 110 203 103 203 204 203 205 203 206 203 207 203 208 204 42 205 41 205 77 205 78 206 43 206 37 206 39 207 102 207 40 208 38 209 194 210 211 211 86 212 70 213 13 216 187 217 28 218 161 218 166 220 1 220 2 221 3 222 223 223 18 225 282 225 380 225 326 226 227 227 151 227 152 227 153 227 154 227 155 227 156 227 157 229 353 229 335 230 83 234 104 236 94 237 226 237 238 237 239 238 363 239 281 239 277 239 278 239 279 239 280 382 35 241 54 241 14 241 15 241 16 242 106 243 228 243 201 243 244 243 245 243 246 243 247 243 248 243 249 243 250 243 251 243 252 243 253 243 224 244 345 244 219 245 309 245 334 246 329 247 365 248 371 248 320 316 181 251 210 253 231 254 257 254 258 254 259 254 260 254 261 254 262 254 233 254 235 254 255 254 256 255 337 255 338 255 339 255 241 214 162 214 180 257 355 257 356 257 357 257 358 257 330 257 307 257 340 257 214 257 218 257 316 257 317 258 292 259 359 259 360 259 361 259 331 259 240 259 274 259 213 259 215 260 295 260 263 260 362 260 364 260 286 260 382 261 293 215 88 263 48 264 84 266 33 266 31 266 32 268 267 268 212 268 375 268 376 269 44 270 366 271 145 272 58 273 327 273 333 273 372 273 373 273 374 273 216 275 196 275 199 276 198 277 107 277 108 277 29 277 30 278 93 279 75 280 73 281 74 283 63 285 81 287 80 289 290 289 92 290 105 290 22 291 4 292 118 293 20 294 143 295 56 296 82 296 79 297 130 298 129 298 125 299 120 300 113 300 121 300 123 300 124 300 126 300 128 301 76 302 127 303 115 303 116 303 117 303 119 304 131 305 148 305 21 306 122 306 132 306 133 307 163 307 164 307 165 307 167 307 169 307 171 307 109 307 174 307 175 307 176 307 182 307 158 307 160 308 222 309 237 309 308 309 310 309 311 309 312 309 254 310 319 311 322 311 332 312 354 312 341 312 383 284 114 314 283 314 343 314 264 315 352 315 271 315 294 315 351 315 328 224 225 317 99 318 5 318 6 318 7 319 377 319 265 319 325 319 350 320 321 321 370 321 318 321 242 321 272 322 323 322 324 322 209 322 275 322 276 322 288 323 195 324 193 326 52 327 188 328 146 328 141 328 144 329 378 329 379 329 367 330 177 331 12 332 217 333 36 334 203 335 230 336 85 337 139 337 140 338 17 339 57 340 159 341 342 342 185 342 186 343 65 343 66 343 59 343 60 343 61 343 62 343 64 344 149 345 346 346 45 347 134 348 349 349 71 349 72 350 138 351 142 352 147 353 285 353 287 353 296 354 347 355 178 356 170 356 200 356 168 357 183 357 184 231 232 359 10 360 97 360 98 360 95 360 96 361 49 362 34 363 111 363 112 232 100 232 101 365 289 366 25 366 23 366 24 367 46 367 87 368 19 369 150 370 8 371 313 371 348 372 189 372 191 373 192 374 190 375 68 252 269 252 270 377 136 378 90 379 89 380 53 381 91 235 236 383 369 383 381 383 344 383 368 219 220 219 221 240 26 240 27 249 268 250 273 358 179 358 172 358 173 256 336 262 297 262 298 262 299 262 300 262 301 262 302 262 303 262 304 262 305 262 306 262 284 282 50 282 51 228 229 286 55 265 135 288 197 313 314 313 315 201 202 325 137 ================================================ FILE: CUB-Hierarchy/encode_hierarchy.py ================================================ import sys import argparse import pickle def read_hierarchy(filename): hierarchy = {} stack = [] last_node = None with open(filename) as f: for li, l in enumerate(f, start = 1): l = l.strip() if l != '': orig_node_name = l.lstrip('- ') node_name = orig_node_name.rstrip(' ?') parens_pos = node_name.find('(') if parens_pos > 0: node_name = node_name[:parens_pos-1] if node_name in hierarchy: raise RuntimeError('Duplicate node name: {} (at line {})'.format(node_name, li)) node_level = max(0, len(l) - len(orig_node_name) - 1) if node_level % 2 != 0: raise RuntimeError('Incorrect indentation at line {}: {}'.format(li, l)) node_level //= 2 if node_level > len(stack) + 1: raise RuntimeError('Unexpectedly deep indentation at line {}: {}'.format(li, l)) if node_level > len(stack): if last_node is None: raise RuntimeError('First line must not be indented.') stack.append(last_node) elif node_level < len(stack): stack = stack[:node_level] hierarchy[node_name] = set() if len(stack) > 0: hierarchy[stack[-1]].add(node_name) last_node = node_name return hierarchy def encode_class_names(hierarchy, initial_labels): class_names = [lbl for lbl in initial_labels] class_ind = { lbl : i for i, lbl in enumerate(class_names) } hierarchy_names = list(hierarchy.keys()) for name in hierarchy_names: if name in class_ind: ind = class_ind[name] else: ind = len(class_names) class_ind[name] = ind class_names.append(name) encoded_children = set() for child in hierarchy[name]: if child in class_ind: encoded_children.add(class_ind[child]) else: encoded_children.add(len(class_names)) class_ind[child] = len(class_names) class_names.append(child) hierarchy[ind] = encoded_children del hierarchy[name] return hierarchy, class_names def save_hierarchy(hierarchy, filename): with open(filename, 'w') as f: for parent, children in hierarchy.items(): for child in children: f.write('{} {}\n'.format(parent+1, child+1)) def plot_hierarchy(hierarchy, filename): import pydot graph = pydot.Dot(graph_type = 'digraph', rankdir = 'LR') nodes = { name : pydot.Node(name, style = 'filled', fillcolor = '#ffffff' if len(children) == 0 else '#eaeaea') for name, children in hierarchy.items() } for node in nodes.values(): graph.add_node(node) for parent, children in hierarchy.items(): for child in children: graph.add_edge(pydot.Edge(nodes[parent], nodes[child])) graph.write_svg(filename, prog = 'dot') if __name__ == '__main__': parser = argparse.ArgumentParser( description='Translates a hierarchy given in indented tree-form into a list of parent-child tuples.', formatter_class=argparse.ArgumentDefaultsHelpFormatter ) parser.add_argument('hierarchy_file', type=str, help='The input file specifying the hierarchy in indented tree format.') parser.add_argument('class_names', type=str, default=None, help='Path to a text file associating CUB labels (1-200) with the names of their nodes in the hierarchy. These labels will be maintained.') parser.add_argument('--out', type=str, default='cub.parent-child.txt', help='Output file containing parent-child tuples.') parser.add_argument('--out_names', type=str, default='class_names.txt', help='Output file associating numerical class labels with their original names.') parser.add_argument('--plot', type=str, default=None, help='If given, a plot of the hierarchy will be written to the specified file. Requires the pydot package.') args = parser.parse_args() if args.class_names: with open(args.class_names) as f: initial_labels = { int(lbl) : node_name for line in f if line.strip() != '' for lbl, node_name in [line.strip().split(maxsplit=1)] } else: initial_labels = {} hierarchy = read_hierarchy(args.hierarchy_file) if args.plot is not None: plot_hierarchy(hierarchy, args.plot) hierarchy, node_names = encode_class_names(hierarchy, (classname for _, classname in sorted(initial_labels.items()))) save_hierarchy(hierarchy, args.out) with open(args.out_names, 'w') as f: for ind, name in enumerate(node_names, 1): f.write('{} {}\n'.format(ind, name)) ================================================ FILE: CUB-Hierarchy/hierarchy_balanced.txt ================================================ Aves -- Aequorlitornithes ---- Procellariiformes ------ Oceanites + Diomedeidae -------- Procellariidae ---------- Procellariinae ------------ Fulmarus -------------- Fulmarus glacialis -------- Diomedeidae ---------- Diomedea exulans + Phoebastria ------------ Phoebastria -------------- Phoebastria nigripes -------------- Phoebastria immutabilis ---------- Thalassarche eremita + Phoebetria ------------ Phoebetria -------------- Phoebetria fusca ---- Charadriiformes ------ Alcae -------- Alcidae ---------- Alcinae ------------ Cepphus -------------- Cepphus columba ---------- Fraterculinae ------------ Aethia -------------- Aethia cristatella -------------- Aethia pusilla -------------- Aethia psittacula ------------ Cerorhinca -------------- Cerorhinca monocerata ------------ Fratercula -------------- Fratercula corniculata ------ Lari -------- Laridae ---------- Larinae ------------ Larus -------------- Larus californicus -------------- Larus glaucescens -------------- Larus heermanni -------------- Larus argentatus -------------- Larus delawarensis -------------- Larus schistisagus -------------- Larus occidentalis ------------ Pagophila -------------- Pagophila eburnea ------------ Rissa -------------- Rissa brevirostris ---------- Sterninae ------------ Sterna -------------- Sterna paradisaea -------------- Sterna hirundo -------------- Sterna forsteri ------------ Sternula -------------- Sternula antillarum ------------ Chlidonias -------------- Chlidonias niger ------------ Hydroprogne -------------- Hydroprogne caspia ------------ Thalasseus -------------- Thalasseus elegans -------- Stercorariidae ---------- Stercorariinae ? ------------ Stercorarius -------------- Stercorarius longicaudus -------------- Stercorarius pomarinus ---- Suliformes ------ Suloidea -------- Phalacrocoracidae ---------- Phalacrocoracinae ------------ Phalacrocorax -------------- Phalacrocorax penicillatus -------------- Phalacrocorax urile -------------- Phalacrocorax pelagicus ------ Fregatoidea ? -------- Fregatidae ---------- Fregatinae ? ------------ Fregata ---- Podicipediformes ------ Podicipedoidea ? -------- Podicipedidae ---------- Podiceps cristatus + Aechmophorus ------------ Podiceps -------------- Podiceps nigricollis -------------- Podiceps auritus ------------ Aechmophorus -------------- Aechmophorus occidentalis ---------- Podilymbinae ------------ Podilymbus -------------- Podilymbus podiceps ---- Gaviiformes ------ Gavii ? -------- Gaviidae ---------- Gaviinae ? ------------ Gavia -------------- Gavia pacifica ---- Pelecaniformes ------ Pelecanidae + Balaenicipitidae -------- Pelecanidae ---------- Pelecaninae ? ------------ Pelecanus -------------- Pelecanus occidentalis -------------- Pelecanus onocrotalus -- Telluraves ---- Piciformes ------ Pici -------- Picidae ---------- Picini ------------ Colaptes -------------- Colaptes auratus ------------ Dryocopus -------------- Dryocopus pileatus ---------- Dendropicini ------------ Picoides -------------- Picoides dorsalis ------------ Dryobates -------------- Dryobates pubescens ------------ Melanerpes -------------- Melanerpes carolinus -------------- Melanerpes erythrocephalus ------------ Leuconotopicus -------------- Leuconotopicus borealis ---- Coraciiformes ------ Alcedines -------- Alcedinidae ---------- Cerylinae ------------ Megaceryle -------------- Megaceryle alcyon -------------- Megaceryle torquata ------------ Chloroceryle -------------- Chloroceryle americana ------------ Ceryle -------------- Ceryle rudis ---------- Halcyoninae ------------ Halcyon -------------- Halcyon smyrnensis ---- Passeriformes ------ Passeri -------- Passeroidea ---------- Icteridae ------------ Euphagus -------------- Euphagus cyanocephalus -------------- Euphagus carolinus ------------ Agelaius -------------- Agelaius phoeniceus ------------ Xanthocephalus -------------- Xanthocephalus xanthocephalus ------------ Dolichonyx -------------- Dolichonyx oryzivorus ------------ Molothrus -------------- Molothrus aeneus -------------- Molothrus bonariensis ------------ Quiscalus -------------- Quiscalus major ------------ Sturnella -------------- Sturnella neglecta ------------ Icterus -------------- Icterus galbula -------------- Icterus cucullatus -------------- Icterus spurius -------------- Icterus parisorum ---------- Icteriidae ------------ Icteria -------------- Icteria virens ---------- Cardinalidae ------------ Passerina -------------- Passerina cyanea -------------- Passerina amoena -------------- Passerina ciris -------------- Passerina caerulea ------------ Cardinalis -------------- Cardinalis cardinalis ------------ Pheucticus -------------- Pheucticus ludovicianus ------------ Piranga -------------- Piranga olivacea -------------- Piranga rubra ---------- Passerellidae ------------ Passerella -------------- Passerella iliaca ------------ Passerculus -------------- Passerculus sandwichensis ------------ Pipilo -------------- Pipilo erythrophthalmus -------------- Pipilo chlorurus ------------ Junco -------------- Junco hyemalis ------------ Ammodramus -------------- Ammodramus bairdii -------------- Ammodramus savannarum -------------- Ammodramus henslowii -------------- Ammodramus leconteii -------------- Ammodramus nelsoni -------------- Ammodramus maritimus ------------ Amphispiza -------------- Amphispiza bilineata ------------ Spizella -------------- Spizella breweri -------------- Spizella passerina -------------- Spizella pallida -------------- Spizella pusilla ------------ Spizelloides -------------- Spizelloides arborea ------------ Melospiza -------------- Melospiza lincolnii -------------- Melospiza melodia ------------ Zonotrichia -------------- Zonotrichia querula -------------- Zonotrichia leucophrys -------------- Zonotrichia albicollis ------------ Pooecetes -------------- Pooecetes gramineus ---------- Passeridae ------------ Passer -------------- Passer domesticus ---------- Fringillidae ------------ Leucosticte -------------- Leucosticte tephrocotis ------------ Haemorhous -------------- Haemorhous purpureus ------------ Spinus -------------- Spinus tristis ------------ Carduelis -------------- Carduelis carduelis ------------ Hesperiphona -------------- Hesperiphona vespertina ------------ Pinicola -------------- Pinicola enucleator ---------- Alaudidae ------------ Eremophila -------------- Eremophila alpestris ---------- Sittidae ------------ Sitta -------------- Sitta carolinensis ---------- Parulidae ------------ Seiurus -------------- Seiurus aurocapilla ------------ Setophaga -------------- Setophaga ruticilla -------------- Setophaga castanea -------------- Setophaga caerulescens -------------- Setophaga tigrina -------------- Setophaga cerulea -------------- Setophaga pensylvanica -------------- Setophaga citrina -------------- Setophaga magnolia -------------- Setophaga coronata -------------- Setophaga palmarum -------------- Setophaga discolor -------------- Setophaga aestiva -------------- Setophaga pinus ------------ Mniotilta -------------- Mniotilta varia ------------ Vermivora -------------- Vermivora cyanoptera -------------- Vermivora chrysoptera ------------ Cardellina -------------- Cardellina canadensis -------------- Cardellina pusilla ------------ Geothlypis -------------- Geothlypis formosa -------------- Geothlypis philadelphia -------------- Geothlypis trichas ------------ Leiothlypis -------------- Leiothlypis ruficapilla -------------- Leiothlypis celata -------------- Leiothlypis peregrina ------------ Protonotaria -------------- Protonotaria citrea ------------ Limnothlypis -------------- Limnothlypis swainsonii ------------ Helmitheros -------------- Helmitheros vermivorum ------------ Parkesia -------------- Parkesia noveboracensis -------------- Parkesia motacilla ---------- Motacillidae ------------ Anthus -------------- Anthus rubescens -------- Menuroidea ---------- Ptilonorhynchidae ------------ Ailuroedus -------------- Ailuroedus melanotis -------- Muscicapoidea ---------- Mimidae ------------ Mimus -------------- Mimus polyglottos ------------ Dumetella -------------- Dumetella carolinensis ------------ Toxostoma -------------- Toxostoma rufum ------------ Oreoscoptes -------------- Oreoscoptes montanus ---------- Sturnidae ------------ Lamprotornis -------------- Lamprotornis nitens ---------- Bombycillidae ------------ Bombycilla -------------- Bombycilla garrulus -------------- Bombycilla cedrorum -------- Certhioidea ---------- Certhiidae ------------ Certhia -------------- Certhia americana ---------- Troglodytidae ------------ Thryomanes -------------- Thryomanes bewickii ------------ Campylorhynchus -------------- Campylorhynchus brunneicapillus ------------ Thryothorus -------------- Thryothorus ludovicianus ------------ Troglodytes -------------- Troglodytes aedon -------------- Troglodytes hiemalis ------------ Cistothorus -------------- Cistothorus palustris ------------ Salpinctes -------------- Salpinctes obsoletus -------- Corvoidea ---------- Corvidae ------------ Corvus -------------- Corvus brachyrhynchos -------------- Corvus ossifragus -------------- Corvus corax -------------- Corvus albicollis ------------ Cyanocitta -------------- Cyanocitta cristata ------------ Cyanocorax -------------- Cyanocorax luxuosus ------------ Aphelocoma -------------- Aphelocoma coerulescens ------------ Nucifraga -------------- Nucifraga columbiana ---------- Laniidae ------------ Lanius -------------- Lanius ludovicianus -------------- Lanius excubitor ---------- Vireonidae ------------ Vireo -------------- Vireo atricapilla -------------- Vireo solitarius -------------- Vireo philadelphicus -------------- Vireo olivaceus -------------- Vireo gilvus -------------- Vireo griseus -------------- Vireo flavifrons -------- Sylvioidea ---------- Hirundinidae ------------ Hirundo -------------- Hirundo rustica ------------ Riparia -------------- Riparia riparia ------------ Petrochelidon -------------- Petrochelidon pyrrhonota ------------ Tachycineta -------------- Tachycineta bicolor ------ Tyranni -------- Tyrannoidea ---------- Tyrannidae ------------ Empidonax -------------- Empidonax virescens -------------- Empidonax minimus -------------- Empidonax flaviventris ------------ Myiarchus -------------- Myiarchus crinitus ------------ Contopus -------------- Contopus cooperi -------------- Contopus sordidulus ------------ Tyrannus -------------- Tyrannus forficatus -------------- Tyrannus melancholicus -------------- Tyrannus dominicensis ------------ Pyrocephalus -------------- Pyrocephalus obscurus ------------ Sayornis -- Cypselomorphae ---- Trochiliformes ------ Trochili ? -------- Trochilidae ---------- Trochilinae ------------ Calypte -------------- Calypte anna ------------ Archilochus -------------- Archilochus colubris ------------ Selasphorus -------------- Selasphorus rufus ------------ Colibri -------------- Colibri thalassinus ---- Caprimulgiformes ------ Caprimulgi ? -------- Caprimulgidae ---------- Caprimulginae ------------ Caprimulgus -------------- Caprimulgus carolinensis -------------- Caprimulgus vociferus ------------ Chordeiles -- Columbaves ---- Cuculiformes ------ Cuculi ? -------- Cuculidae ---------- Crotophaginae ------------ Crotophaga -------------- Crotophaga sulcirostris ---------- Coccyzinae ------------ Coccyzus -------------- Coccyzus erythropthalmus -------------- Coccyzus minor -------------- Coccyzus americanus ---------- Neomorphinae ------------ Geococcyx -- Galloanserae ---- Anseriformes ------ Anatoidea -------- Anatidae ---------- Anatinae ------------ Anas -------------- Anas strepera -------------- Anas platyrhynchos ---------- Merginae ------------ Lophodytes -------------- Lophodytes cucullatus ------------ Merginus -------------- Mergus serrator ================================================ FILE: CUB-Hierarchy/hierarchy_flat.txt ================================================ Aves -- Procellariiformes ---- Procellariidae ------ Fulmarus -------- Fulmarus glacialis ---- Diomedeidae ------ Phoebastria -------- Phoebastria nigripes -------- Phoebastria immutabilis ------ Phoebetria -------- Phoebetria fusca -- Cuculiformes ---- Cuculidae ------ Crotophaga -------- Crotophaga sulcirostris ------ Coccyzus -------- Coccyzus erythropthalmus -------- Coccyzus minor -------- Coccyzus americanus ------ Geococcyx -- Charadriiformes ---- Alcidae ------ Aethia -------- Aethia cristatella -------- Aethia pusilla -------- Aethia psittacula ------ Cerorhinca -------- Cerorhinca monocerata ------ Cepphus -------- Cepphus columba ------ Fratercula -------- Fratercula corniculata ---- Laridae ------ Larus -------- Larus californicus -------- Larus glaucescens -------- Larus heermanni -------- Larus argentatus -------- Larus delawarensis -------- Larus schistisagus -------- Larus occidentalis ------ Pagophila -------- Pagophila eburnea ------ Rissa -------- Rissa brevirostris ------ Sterna -------- Sterna paradisaea -------- Sterna hirundo -------- Sterna forsteri ------ Sternula -------- Sternula antillarum ------ Chlidonias -------- Chlidonias niger ------ Hydroprogne -------- Hydroprogne caspia ------ Thalasseus -------- Thalasseus elegans ---- Stercorariidae ------ Stercorarius -------- Stercorarius longicaudus -------- Stercorarius pomarinus -- Suliformes ---- Phalacrocoracidae ------ Phalacrocorax -------- Phalacrocorax penicillatus -------- Phalacrocorax urile -------- Phalacrocorax pelagicus ---- Fregatidae ------ Fregata -- Piciformes ---- Picidae ------ Colaptes -------- Colaptes auratus ------ Picoides -------- Picoides dorsalis ------ Dryocopus -------- Dryocopus pileatus ------ Dryobates -------- Dryobates pubescens ------ Melanerpes -------- Melanerpes carolinus -------- Melanerpes erythrocephalus ------ Leuconotopicus -------- Leuconotopicus borealis -- Anseriformes ---- Anatidae ------ Anas -------- Anas strepera -------- Anas platyrhynchos ------ Lophodytes -------- Lophodytes cucullatus ------ Merginae -------- Mergus serrator -- Podicipediformes ---- Podicipedidae ------ Podiceps -------- Podiceps nigricollis -------- Podiceps auritus ------ Podilymbus -------- Podilymbus podiceps ------ Aechmophorus -------- Aechmophorus occidentalis -- Trochiliformes ---- Trochilidae ------ Calypte -------- Calypte anna ------ Archilochus -------- Archilochus colubris ------ Selasphorus -------- Selasphorus rufus ------ Colibri -------- Colibri thalassinus -- Coraciiformes ---- Alcedinidae ------ Megaceryle -------- Megaceryle alcyon -------- Megaceryle torquata ------ Chloroceryle -------- Chloroceryle americana ------ Ceryle -------- Ceryle rudis ------ Halcyon -------- Halcyon smyrnensis -- Gaviiformes ---- Gaviidae ------ Gavia -------- Gavia pacifica -- Pelecaniformes ---- Pelecanidae ------ Pelecanus -------- Pelecanus occidentalis -------- Pelecanus onocrotalus -- Passeriformes ---- Icteridae ------ Euphagus -------- Euphagus cyanocephalus -------- Euphagus carolinus ------ Agelaius -------- Agelaius phoeniceus ------ Xanthocephalus -------- Xanthocephalus xanthocephalus ------ Dolichonyx -------- Dolichonyx oryzivorus ------ Molothrus -------- Molothrus aeneus -------- Molothrus bonariensis ------ Quiscalus -------- Quiscalus major ------ Sturnella -------- Sturnella neglecta ------ Icterus -------- Icterus galbula -------- Icterus cucullatus -------- Icterus spurius -------- Icterus parisorum ---- Icteriidae ------ Icteria -------- Icteria virens ---- Cardinalidae ------ Passerina -------- Passerina cyanea -------- Passerina amoena -------- Passerina ciris -------- Passerina caerulea ------ Cardinalis -------- Cardinalis cardinalis ------ Pheucticus -------- Pheucticus ludovicianus ------ Piranga -------- Piranga olivacea -------- Piranga rubra ---- Passerellidae ------ Passerella -------- Passerella iliaca ------ Passerculus -------- Passerculus sandwichensis ------ Pipilo -------- Pipilo erythrophthalmus -------- Pipilo chlorurus ------ Junco -------- Junco hyemalis ------ Ammodramus -------- Ammodramus bairdii -------- Ammodramus savannarum -------- Ammodramus henslowii -------- Ammodramus leconteii -------- Ammodramus nelsoni -------- Ammodramus maritimus ------ Amphispiza -------- Amphispiza bilineata ------ Spizella -------- Spizella breweri -------- Spizella passerina -------- Spizella pallida -------- Spizella pusilla ------ Spizelloides -------- Spizelloides arborea ------ Melospiza -------- Melospiza lincolnii -------- Melospiza melodia ------ Zonotrichia -------- Zonotrichia querula -------- Zonotrichia leucophrys -------- Zonotrichia albicollis ------ Pooecetes -------- Pooecetes gramineus ---- Passeridae ------ Passer -------- Passer domesticus ---- Fringillidae ------ Leucosticte -------- Leucosticte tephrocotis ------ Haemorhous -------- Haemorhous purpureus ------ Spinus -------- Spinus tristis ------ Carduelis -------- Carduelis carduelis ------ Hesperiphona -------- Hesperiphona vespertina ------ Pinicola -------- Pinicola enucleator ---- Alaudidae ------ Eremophila -------- Eremophila alpestris ---- Sittidae ------ Sitta -------- Sitta carolinensis ---- Parulidae ------ Seiurus -------- Seiurus aurocapilla ------ Setophaga -------- Setophaga ruticilla -------- Setophaga castanea -------- Setophaga caerulescens -------- Setophaga tigrina -------- Setophaga cerulea -------- Setophaga pensylvanica -------- Setophaga citrina -------- Setophaga magnolia -------- Setophaga coronata -------- Setophaga palmarum -------- Setophaga discolor -------- Setophaga aestiva -------- Setophaga pinus ------ Mniotilta -------- Mniotilta varia ------ Vermivora -------- Vermivora cyanoptera -------- Vermivora chrysoptera ------ Cardellina -------- Cardellina canadensis -------- Cardellina pusilla ------ Geothlypis -------- Geothlypis formosa -------- Geothlypis philadelphia -------- Geothlypis trichas ------ Leiothlypis -------- Leiothlypis ruficapilla -------- Leiothlypis celata -------- Leiothlypis peregrina ------ Protonotaria -------- Protonotaria citrea ------ Limnothlypis -------- Limnothlypis swainsonii ------ Helmitheros -------- Helmitheros vermivorum ------ Parkesia -------- Parkesia noveboracensis -------- Parkesia motacilla ---- Motacillidae ------ Anthus -------- Anthus rubescens ---- Ptilonorhynchidae ------ Ailuroedus -------- Ailuroedus melanotis ---- Mimidae ------ Mimus -------- Mimus polyglottos ------ Dumetella -------- Dumetella carolinensis ------ Toxostoma -------- Toxostoma rufum ------ Oreoscoptes -------- Oreoscoptes montanus ---- Sturnidae ------ Lamprotornis -------- Lamprotornis nitens ---- Bombycillidae ------ Bombycilla -------- Bombycilla garrulus -------- Bombycilla cedrorum ---- Certhiidae ------ Certhia -------- Certhia americana ---- Troglodytidae ------ Thryomanes -------- Thryomanes bewickii ------ Campylorhynchus -------- Campylorhynchus brunneicapillus ------ Thryothorus -------- Thryothorus ludovicianus ------ Troglodytes -------- Troglodytes aedon -------- Troglodytes hiemalis ------ Cistothorus -------- Cistothorus palustris ------ Salpinctes -------- Salpinctes obsoletus ---- Corvidae ------ Corvus -------- Corvus brachyrhynchos -------- Corvus ossifragus -------- Corvus corax -------- Corvus albicollis ------ Cyanocitta -------- Cyanocitta cristata ------ Cyanocorax -------- Cyanocorax luxuosus ------ Aphelocoma -------- Aphelocoma coerulescens ------ Nucifraga -------- Nucifraga columbiana ---- Laniidae ------ Lanius -------- Lanius ludovicianus -------- Lanius excubitor ---- Vireonidae ------ Vireo -------- Vireo atricapilla -------- Vireo solitarius -------- Vireo philadelphicus -------- Vireo olivaceus -------- Vireo gilvus -------- Vireo griseus -------- Vireo flavifrons ---- Hirundinidae ------ Hirundo -------- Hirundo rustica ------ Riparia -------- Riparia riparia ------ Petrochelidon -------- Petrochelidon pyrrhonota ------ Tachycineta -------- Tachycineta bicolor ---- Tyrannidae ------ Empidonax -------- Empidonax virescens -------- Empidonax minimus -------- Empidonax flaviventris ------ Myiarchus -------- Myiarchus crinitus ------ Contopus -------- Contopus cooperi -------- Contopus sordidulus ------ Tyrannus -------- Tyrannus forficatus -------- Tyrannus melancholicus -------- Tyrannus dominicensis ------ Pyrocephalus -------- Pyrocephalus obscurus ------ Sayornis -- Caprimulgiformes ---- Caprimulgidae ------ Caprimulgus -------- Caprimulgus carolinensis -------- Caprimulgus vociferus ------ Chordeiles ================================================ FILE: CUB-Hierarchy/hierarchy_wikispecies.txt ================================================ Aves -- Procellariiformes ---- Procellariidae ------ Fulmarus -------- Fulmarus glacialis ---- Diomedeidae ------ Phoebastria -------- Phoebastria nigripes -------- Phoebastria immutabilis ------ Phoebetria -------- Phoebetria fusca -- Cuculiformes ---- Cuculidae ------ Crotophaga -------- Crotophaga sulcirostris ------ Coccyzus -------- Coccyzus erythropthalmus -------- Coccyzus minor -------- Coccyzus americanus ------ Geococcyx -- Charadriiformes ---- Alcae (subord) ------ Alcidae -------- Aethia ---------- Aethia cristatella ---------- Aethia pusilla ---------- Aethia psittacula -------- Cerorhinca ---------- Cerorhinca monocerata -------- Cepphus ---------- Cepphus columba -------- Fratercula ---------- Fratercula corniculata ---- Lari (subord) ------ Laridae -------- Larinae (subfam) ---------- Larus ------------ Larus californicus ------------ Larus glaucescens ------------ Larus heermanni ------------ Larus argentatus ------------ Larus delawarensis ------------ Larus schistisagus ------------ Larus occidentalis ---------- Pagophila ------------ Pagophila eburnea ---------- Rissa ------------ Rissa brevirostris -------- Sterninae (subfam) ---------- Sterna ------------ Sterna paradisaea ------------ Sterna hirundo ------------ Sterna forsteri ---------- Sternula ------------ Sternula antillarum ---------- Chlidonias ------------ Chlidonias niger ---------- Hydroprogne ------------ Hydroprogne caspia ---------- Thalasseus ------------ Thalasseus elegans ------ Stercorariidae -------- Stercorarius ---------- Stercorarius longicaudus ---------- Stercorarius pomarinus -- Suliformes ---- Phalacrocoracidae ------ Phalacrocorax -------- Phalacrocorax penicillatus -------- Phalacrocorax urile -------- Phalacrocorax pelagicus ---- Fregatidae ------ Fregata -- Piciformes ---- Picidae ------ Colaptes -------- Colaptes auratus ------ Picoides -------- Picoides dorsalis ------ Dryocopus -------- Dryocopus pileatus ------ Dryobates -------- Dryobates pubescens ------ Melanerpes -------- Melanerpes carolinus -------- Melanerpes erythrocephalus ------ Leuconotopicus -------- Leuconotopicus borealis -- Anseriformes ---- Anatidae ------ Anas -------- Anas strepera -------- Anas platyrhynchos ------ Lophodytes -------- Lophodytes cucullatus ------ Merginae -------- Mergus serrator -- Podicipediformes ---- Podicipedidae ------ Podiceps -------- Podiceps nigricollis -------- Podiceps auritus ------ Podilymbus -------- Podilymbus podiceps ------ Aechmophorus -------- Aechmophorus occidentalis -- Trochiliformes ---- Trochilidae ------ Calypte -------- Calypte anna ------ Archilochus -------- Archilochus colubris ------ Selasphorus -------- Selasphorus rufus ------ Colibri -------- Colibri thalassinus -- Coraciiformes ---- Alcedinidae ------ Cerylinae (subfam) -------- Megaceryle ---------- Megaceryle alcyon ---------- Megaceryle torquata -------- Chloroceryle ---------- Chloroceryle americana -------- Ceryle ---------- Ceryle rudis ------ Halcyoninae (subfam) -------- Halcyon ---------- Halcyon smyrnensis -- Gaviiformes ---- Gaviidae ------ Gavia -------- Gavia pacifica -- Pelecaniformes ---- Pelecanidae ------ Pelecanus -------- Pelecanus occidentalis -------- Pelecanus onocrotalus -- Passeriformes ---- Passeri (subord) ------ Passeroidea (superfam) -------- Icteridae ---------- Euphagus ------------ Euphagus cyanocephalus ------------ Euphagus carolinus ---------- Agelaius ------------ Agelaius phoeniceus ---------- Xanthocephalus ------------ Xanthocephalus xanthocephalus ---------- Dolichonyx ------------ Dolichonyx oryzivorus ---------- Molothrus ------------ Molothrus aeneus ------------ Molothrus bonariensis ---------- Quiscalus ------------ Quiscalus major ---------- Sturnella ------------ Sturnella neglecta ---------- Icterus ------------ Icterus galbula ------------ Icterus cucullatus ------------ Icterus spurius ------------ Icterus parisorum -------- Icteriidae ---------- Icteria ------------ Icteria virens -------- Cardinalidae ---------- Passerina ------------ Passerina cyanea ------------ Passerina amoena ------------ Passerina ciris ------------ Passerina caerulea ---------- Cardinalis ------------ Cardinalis cardinalis ---------- Pheucticus ------------ Pheucticus ludovicianus ---------- Piranga ------------ Piranga olivacea ------------ Piranga rubra -------- Passerellidae ---------- Passerella ------------ Passerella iliaca ---------- Passerculus ------------ Passerculus sandwichensis ---------- Pipilo ------------ Pipilo erythrophthalmus ------------ Pipilo chlorurus ---------- Junco ------------ Junco hyemalis ---------- Ammodramus ------------ Ammodramus bairdii ------------ Ammodramus savannarum ------------ Ammodramus henslowii ------------ Ammodramus leconteii ------------ Ammodramus nelsoni ------------ Ammodramus maritimus ---------- Amphispiza ------------ Amphispiza bilineata ---------- Spizella ------------ Spizella breweri ------------ Spizella passerina ------------ Spizella pallida ------------ Spizella pusilla ---------- Spizelloides ------------ Spizelloides arborea ---------- Melospiza ------------ Melospiza lincolnii ------------ Melospiza melodia ---------- Zonotrichia ------------ Zonotrichia querula ------------ Zonotrichia leucophrys ------------ Zonotrichia albicollis ---------- Pooecetes ------------ Pooecetes gramineus -------- Passeridae ---------- Passer ------------ Passer domesticus -------- Fringillidae ---------- Leucosticte ------------ Leucosticte tephrocotis ---------- Haemorhous ------------ Haemorhous purpureus ---------- Spinus ------------ Spinus tristis ---------- Carduelis ------------ Carduelis carduelis ---------- Hesperiphona ------------ Hesperiphona vespertina ---------- Pinicola ------------ Pinicola enucleator -------- Alaudidae ---------- Eremophila ------------ Eremophila alpestris -------- Sittidae ---------- Sitta ------------ Sitta carolinensis -------- Parulidae ---------- Seiurus ------------ Seiurus aurocapilla ---------- Setophaga ------------ Setophaga ruticilla ------------ Setophaga castanea ------------ Setophaga caerulescens ------------ Setophaga tigrina ------------ Setophaga cerulea ------------ Setophaga pensylvanica ------------ Setophaga citrina ------------ Setophaga magnolia ------------ Setophaga coronata ------------ Setophaga palmarum ------------ Setophaga discolor ------------ Setophaga aestiva ------------ Setophaga pinus ---------- Mniotilta ------------ Mniotilta varia ---------- Vermivora ------------ Vermivora cyanoptera ------------ Vermivora chrysoptera ---------- Cardellina ------------ Cardellina canadensis ------------ Cardellina pusilla ---------- Geothlypis ------------ Geothlypis formosa ------------ Geothlypis philadelphia ------------ Geothlypis trichas ---------- Leiothlypis ------------ Leiothlypis ruficapilla ------------ Leiothlypis celata ------------ Leiothlypis peregrina ---------- Protonotaria ------------ Protonotaria citrea ---------- Limnothlypis ------------ Limnothlypis swainsonii ---------- Helmitheros ------------ Helmitheros vermivorum ---------- Parkesia ------------ Parkesia noveboracensis ------------ Parkesia motacilla -------- Motacillidae ---------- Anthus ------------ Anthus rubescens ------ Menuroidea (superfam) -------- Ptilonorhynchidae ---------- Ailuroedus ------------ Ailuroedus melanotis ------ Muscicapoidea (superfam) -------- Mimidae ---------- Mimus ------------ Mimus polyglottos ---------- Dumetella ------------ Dumetella carolinensis ---------- Toxostoma ------------ Toxostoma rufum ---------- Oreoscoptes ------------ Oreoscoptes montanus -------- Sturnidae ---------- Lamprotornis ------------ Lamprotornis nitens -------- Bombycillidae ---------- Bombycilla ------------ Bombycilla garrulus ------------ Bombycilla cedrorum ------ Certhioidea (superfam) -------- Certhiidae ---------- Certhia ------------ Certhia americana -------- Troglodytidae ---------- Thryomanes ------------ Thryomanes bewickii ---------- Campylorhynchus ------------ Campylorhynchus brunneicapillus ---------- Thryothorus ------------ Thryothorus ludovicianus ---------- Troglodytes ------------ Troglodytes aedon ------------ Troglodytes hiemalis ---------- Cistothorus ------------ Cistothorus palustris ---------- Salpinctes ------------ Salpinctes obsoletus ------ Corvoidea (superfam) -------- Corvidae ---------- Corvus ------------ Corvus brachyrhynchos ------------ Corvus ossifragus ------------ Corvus corax ------------ Corvus albicollis ---------- Cyanocitta ------------ Cyanocitta cristata ---------- Cyanocorax ------------ Cyanocorax luxuosus ---------- Aphelocoma ------------ Aphelocoma coerulescens ---------- Nucifraga ------------ Nucifraga columbiana -------- Laniidae ---------- Lanius ------------ Lanius ludovicianus ------------ Lanius excubitor -------- Vireonidae ---------- Vireo ------------ Vireo atricapilla ------------ Vireo solitarius ------------ Vireo philadelphicus ------------ Vireo olivaceus ------------ Vireo gilvus ------------ Vireo griseus ------------ Vireo flavifrons ------ Sylvioidea (superfam) -------- Hirundinidae ---------- Hirundo ------------ Hirundo rustica ---------- Riparia ------------ Riparia riparia ---------- Petrochelidon ------------ Petrochelidon pyrrhonota ---------- Tachycineta ------------ Tachycineta bicolor ---- Tyranni (subord) ------ Tyrannidae -------- Empidonax ---------- Empidonax virescens ---------- Empidonax minimus ---------- Empidonax flaviventris -------- Myiarchus ---------- Myiarchus crinitus -------- Contopus ---------- Contopus cooperi ---------- Contopus sordidulus -------- Tyrannus ---------- Tyrannus forficatus ---------- Tyrannus melancholicus ---------- Tyrannus dominicensis -------- Pyrocephalus ---------- Pyrocephalus obscurus -------- Sayornis -- Caprimulgiformes ---- Caprimulgidae ------ Caprimulginae (subfam) -------- Caprimulgus ---------- Caprimulgus carolinensis ---------- Caprimulgus vociferus -------- Chordeiles ================================================ FILE: Cifar-Hierarchy/cifar.parent-child.txt ================================================ 100 53 101 83 103 0 103 57 104 105 104 106 105 154 105 139 106 72 106 117 107 80 107 50 107 4 107 36 107 63 108 112 108 109 108 110 108 111 110 129 110 130 111 49 111 60 111 71 111 23 112 51 112 101 112 102 114 75 114 55 115 116 115 84 115 5 115 94 118 35 118 11 119 68 120 17 120 12 120 159 121 41 122 40 122 22 122 87 122 86 122 39 123 69 123 135 124 16 124 28 124 61 124 151 125 88 125 42 125 43 126 31 127 1 127 91 130 141 130 150 131 62 131 82 131 54 132 136 132 33 133 131 133 92 133 70 134 98 134 46 135 8 135 161 135 156 135 113 136 96 136 56 136 59 136 52 136 47 137 19 137 15 139 73 139 67 140 97 140 34 141 104 141 145 141 144 141 142 141 143 142 160 142 99 142 77 109 115 109 119 109 120 109 121 109 122 109 123 109 124 144 128 144 137 144 107 144 147 144 149 144 158 144 126 145 152 145 138 146 18 146 14 147 148 147 114 147 3 147 140 147 125 148 66 149 21 150 2 150 118 150 134 151 9 151 10 152 27 152 44 152 29 152 78 153 32 154 153 154 127 155 64 155 38 156 48 156 89 156 58 157 24 157 146 157 6 157 7 158 74 159 76 159 37 160 162 160 157 160 79 161 81 161 90 161 13 162 26 162 45 113 85 116 25 116 20 117 30 117 95 128 65 129 132 129 133 138 93 143 155 102 100 102 103 ================================================ FILE: Cifar-Hierarchy/class_names.txt ================================================ 0 apple 1 aquarium_fish 2 baby 3 bear 4 beaver 5 bed 6 bee 7 beetle 8 bicycle 9 bottle 10 bowl 11 boy 12 bridge 13 bus 14 butterfly 15 camel 16 can 17 castle 18 caterpillar 19 cattle 20 chair 21 chimpanzee 22 clock 23 cloud 24 cockroach 25 couch 26 crab 27 crocodile 28 cup 29 dinosaur 30 dolphin 31 elephant 32 flatfish 33 forest 34 fox 35 girl 36 hamster 37 house 38 kangaroo 39 keyboard 40 lamp 41 lawn_mower 42 leopard 43 lion 44 lizard 45 lobster 46 man 47 maple_tree 48 motorcycle 49 mountain 50 mouse 51 mushroom 52 oak_tree 53 orange 54 orchid 55 otter 56 palm_tree 57 pear 58 pickup_truck 59 pine_tree 60 plain 61 plate 62 poppy 63 porcupine 64 possum 65 rabbit 66 raccoon 67 ray 68 road 69 rocket 70 rose 71 sea 72 seal 73 shark 74 shrew 75 skunk 76 skyscraper 77 snail 78 snake 79 spider 80 squirrel 81 streetcar 82 sunflower 83 sweet_pepper 84 table 85 tank 86 telephone 87 television 88 tiger 89 tractor 90 train 91 trout 92 tulip 93 turtle 94 wardrobe 95 whale 96 willow_tree 97 wolf 98 woman 99 worm 100 citrus 101 vegetable 102 fruit 103 pome 104 aquatic_animal 105 fish 106 aquatic_mammal 107 rodent 108 entity 109 artifact 110 organism 111 natural_scenes 112 food 113 military_vehicle 114 musteline_mammal 115 furniture 116 seat 117 cetacean 118 child 119 way 120 structure 121 tool 122 device 123 vehicle 124 container 125 feline 126 pachyderm 127 soft-finned_fish 128 lagomorph 129 vegetation 130 living 131 flower 132 wooden 133 blooming 134 adult 135 wheeled_vehicle 136 tree 137 ungulate 138 anapsid 139 cartilaginous_fish 140 canine 141 animal 142 invertebrate 143 metatherian 144 placental 145 reptile 146 lepidopterous 147 carnivore 148 procyonid 149 primate 150 people 151 vessel 152 diapsid 153 spiny-finned_fish 154 bony_fish 155 marsupial 156 motor_vehicle 157 insect 158 insectivore 159 building 160 anthropod 161 public_transport 162 crustacean ================================================ FILE: Cifar-Hierarchy/encode_hierarchy.py ================================================ import sys import argparse import pickle def read_hierarchy(filename): hierarchy = {} stack = [] last_node = None with open(filename) as f: for li, l in enumerate(f, start = 1): l = l.strip() if l != '': node_name = l.lstrip('- ') if node_name in hierarchy: raise RuntimeError('Duplicate node name: {} (at line {})'.format(node_name, li)) node_level = max(0, len(l) - len(node_name) - 1) if node_level % 2 != 0: raise RuntimeError('Incorrect indentation at line {}: {}'.format(li, l)) node_level //= 2 if node_level > len(stack) + 1: raise RuntimeError('Unexpectedly deep indentation at line {}: {}'.format(li, l)) if node_level > len(stack): if last_node is None: raise RuntimeError('First line must not be indented.') stack.append(last_node) elif node_level < len(stack): stack = stack[:node_level] hierarchy[node_name] = set() if len(stack) > 0: hierarchy[stack[-1]].add(node_name) last_node = node_name return hierarchy def encode_class_names(hierarchy, initial_labels): class_names = [lbl for lbl in initial_labels] class_ind = { lbl : i for i, lbl in enumerate(class_names) } hierarchy_names = list(hierarchy.keys()) for name in hierarchy_names: if name in class_ind: ind = class_ind[name] else: ind = len(class_names) class_ind[name] = ind class_names.append(name) encoded_children = set() for child in hierarchy[name]: if child in class_ind: encoded_children.add(class_ind[child]) else: encoded_children.add(len(class_names)) class_ind[child] = len(class_names) class_names.append(child) hierarchy[ind] = encoded_children del hierarchy[name] return hierarchy, class_names def save_hierarchy(hierarchy, filename): with open(filename, 'w') as f: for parent, children in hierarchy.items(): for child in children: f.write('{} {}\n'.format(parent, child)) def plot_hierarchy(hierarchy, filename): import pydot graph = pydot.Dot(graph_type = 'digraph', rankdir = 'LR') nodes = { name : pydot.Node(name, style = 'filled', fillcolor = '#ffffff' if len(children) == 0 else '#eaeaea') for name, children in hierarchy.items() } for node in nodes.values(): graph.add_node(node) for parent, children in hierarchy.items(): for child in children: graph.add_edge(pydot.Edge(nodes[parent], nodes[child])) graph.write_svg(filename, prog = 'dot') if __name__ == '__main__': parser = argparse.ArgumentParser( description='Translates a hierarchy given in indented tree-form into a list of parent-child tuples.', formatter_class=argparse.ArgumentDefaultsHelpFormatter ) parser.add_argument('hierarchy_file', type=str, help='The input file specifying the hierarchy in indented tree format.') parser.add_argument('meta_file', type=str, help='Path to the meta pickle file from CIFAR-100.') parser.add_argument('--out', type=str, default='cifar.parent-child.txt', help='Output file containing parent-child tuples.') parser.add_argument('--out_names', type=str, default='class_names.txt', help='Output file associating numerical class labels with their original names.') parser.add_argument('--plot', type=str, default=None, help='If given, a plot of the hierarchy will be written to the specified file. Requires the pydot package.') args = parser.parse_args() with open(args.meta_file, 'rb') as meta_pickle: meta = pickle.load(meta_pickle, encoding = 'bytes') hierarchy = read_hierarchy(args.hierarchy_file) if args.plot is not None: plot_hierarchy(hierarchy, args.plot) hierarchy, node_names = encode_class_names(hierarchy, [lbl.decode() for lbl in meta[b'fine_label_names']]) save_hierarchy(hierarchy, args.out) with open(args.out_names, 'w') as f: for ind, name in enumerate(node_names): f.write('{} {}\n'.format(ind, name)) ================================================ FILE: Cifar-Hierarchy/hierarchy.txt ================================================ entity -- natural_scenes ---- mountain ---- plain ---- sea ---- cloud -- organism ---- living ------ animal -------- placental ---------- carnivore ------------ bear ------------ musteline_mammal -------------- otter -------------- skunk ------------ procyonid -------------- raccoon ------------ canine -------------- wolf -------------- fox ------------ feline -------------- leopard -------------- tiger -------------- lion ---------- rodent ------------ beaver ------------ squirrel ------------ hamster ------------ mouse ------------ porcupine ---------- lagomorph ------------ rabbit ---------- insectivore ------------ shrew ---------- pachyderm ------------ elephant ---------- ungulate ------------ camel ------------ cattle ---------- primate ------------ chimpanzee -------- metatherian ---------- marsupial ------------ possum ------------ kangaroo -------- aquatic_animal ---------- aquatic_mammal ------------ seal ------------ cetacean -------------- whale -------------- dolphin ---------- fish ------------ bony_fish -------------- soft-finned_fish ---------------- trout ---------------- aquarium_fish -------------- spiny-finned_fish ---------------- flatfish ------------ cartilaginous_fish -------------- shark -------------- ray -------- reptile ---------- anapsid ------------ turtle ---------- diapsid ------------ dinosaur ------------ snake ------------ crocodile ------------ lizard -------- invertebrate ---------- snail ---------- worm ---------- anthropod ------------ spider ------------ insect -------------- beetle -------------- bee -------------- cockroach -------------- lepidopterous ---------------- butterfly ---------------- caterpillar ------------ crustacean -------------- crab -------------- lobster ------ people -------- baby -------- child ---------- girl ---------- boy -------- adult ---------- woman ---------- man ---- vegetation ------ blooming -------- flower ---------- poppy ---------- sunflower ---------- orchid -------- tulip -------- rose ------ wooden -------- forest -------- tree ---------- palm_tree ---------- oak_tree ---------- maple_tree ---------- pine_tree ---------- willow_tree -- food ---- mushroom ---- vegetable ------ sweet_pepper ---- fruit ------ citrus -------- orange ------ pome -------- apple -------- pear -- artifact ---- way ------ road ---- structure ------ bridge ------ castle ------ building -------- house -------- skyscraper ---- furniture ------ bed ------ table ------ wardrobe ------ seat -------- chair -------- couch ---- device ------ lamp ------ clock ------ television ------ telephone ------ keyboard ---- tool ------ lawn_mower ---- container ------ can ------ cup ------ plate ------ vessel -------- bottle -------- bowl ---- vehicle ------ rocket ------ wheeled_vehicle -------- bicycle -------- military_vehicle ---------- tank -------- public_transport ---------- bus ---------- streetcar ---------- train -------- motor_vehicle ---------- motorcycle ---------- pickup_truck ---------- tractor ================================================ FILE: CosineLoss.md ================================================ # Deep Learning on Small Datasets without Pre-Training using Cosine Loss This document explains how the code in this repository can be used to produce the results reported in the following paper: > [**Deep Learning on Small Datasets without Pre-Training using Cosine Loss.**][1] > Björn Barz and Joachim Denzler. > IEEE Winter Conference on Applications of Computer Vision (WACV), 2020. ## 1. Results According to Table 2 in the paper: | Loss Function | CUB | NAB | Cars | Flowers | MIT 67 Scenes | CIFAR-100 | |---------------------------------|----------:|----------:|----------:|----------:|--------------:|----------:| | cross entropy | 51.9% | 59.4% | 78.2% | 67.3% | 44.3% | 77.0% | | cross entropy + label smoothing | 55.9% | 68.3% | 78.1% | 66.8% | 38.7% | **77.5%** | | cosine loss | 67.6% | 71.7% | 84.3% | **71.1%** | 51.5% | 75.3% | | cosine loss + cross entropy | **68.0%** | **71.9%** | **85.0%** | 70.6% | **52.7%** | 76.4% | ## 2. Requirements - Python >= 3.5 - numpy - numexpr - keras >= 2.2.0 - tensorflow (we used v1.8) - sklearn - scipy - pillow ## 3. Datasets The following datasets have been used in the paper: - [Caltech UCSD Birds-200-2011][4] (CUB) - [North American Birds][3] (NAB-large) - [Stanford Cars][5] (Cars) - [Oxford Flowers-102][6] (Flowers) - [MIT 67 Indoor Scenes][7] (MIT67Scenes) - [CIFAR-100][2] (CIFAR-100) The names in parentheses specify the dataset names that can be passed to the scripts mentioned below. ## 4. Training with different loss functions In the following exemplary python script calls, replace `$DS` with the name of the dataset (see above), `$DSROOT` with the path to that dataset, and `$LR` with the maximum learning rate for SGDR. To save the model after training has completed, add `--model_dump` followed by the filename where the model definition and weights should be written to. ### 4.1 Softmax + Cross Entropy ```shell python learn_classifier.py \ --dataset $DS --data_root $DSROOT --sgdr_max_lr $LR \ --architecture resnet-50 --batch_size 96 \ --gpus 4 --read_workers 16 --queue_size 32 --gpu_merge ``` For label smoothing, add `--label_smoothing 0.1`. ### 4.2 Cosine Loss ```shell python learn_image_embeddings.py \ --dataset $DS --data_root $DSROOT --sgdr_max_lr $LR \ --embedding onehot --architecture resnet-50 --batch_size 96 \ --gpus 4 --read_workers 16 --queue_size 32 --gpu_merge ``` For the combined cosine + cross-entropy loss, add `--cls_weight 0.1`. To use semantic embeddings instead of one-hot vectors, pass a path to one of the embedding files in the [`embeddings`](embeddings/) directory to `--embedding` instead of `onehot`. ### 4.3 CIFAR-100 For the CIFAR-100 dataset, use the following parameters: ```shell python learn_classifier.py \ --dataset CIFAR-100 --data_root $DSROOT --sgdr_max_lr $LR \ --architecture resnet-110-wfc --batch_size 100 python learn_image_embeddings.py \ --dataset CIFAR-100 --data_root $DSROOT --sgdr_max_lr $LR \ --embedding onehot --architecture resnet-110-wfc --batch_size 100 ``` ### 4.4 Determining the best performance across different learning rates For each dataset and loss function, we fine-tuned the learning rate individually by wrapping the training script calls into a bash loop like the following (here shown for training with the cosine loss on CIFAR-100 as an example): ```shell for LR in 2.5 1.0 0.5 0.1 0.05 0.01 0.005 0.001; do echo $LR python learn_image_embeddings.py \ --dataset CIFAR-100 --data_root $DSROOT --sgdr_max_lr $LR \ --embedding onehot --architecture resnet-110-wfc --batch_size 100 \ 2>/dev/null | grep -oP "val_(prob_)?acc: \K([0-9.]+)" | sort -n | tail -n 1 done ``` The following table lists the values for `--sgdr_max_lr` that led to the best results. | Loss | CUB | NAB | Cars | Flowers | MIT 67 Scenes | CIFAR-100 | |----------------------------------------|------:|------:|-----:|--------:|--------------:|----------:| | cross entropy | 0.05 | 0.05 | 1.0 | 1.0 | 0.05 | 0.1 | | cross entropy + label smoothing | 0.05 | 0.1 | 1.0 | 0.1 | 1.0 | 0.1 | | cosine loss (one-hot) | 0.5 | 0.5 | 1.0 | 0.5 | 2.5 | 0.05 | | cosine loss + cross entropy (one-hot) | 0.5 | 0.5 | 0.5 | 0.5 | 2.5 | 0.1 | ## 5. Sub-sampling CUB To experiment with differently sized variants of the CUB dataset, download the [modified image list files][8] and unzip the obtained archive into the root directory of your CUB dataset. For training, specify the dataset name as `CUB-subX`, where `X` is the number of samples per class. ![Performance comparison for differently sub-sampled variants of the CUB dataset](https://user-images.githubusercontent.com/7915048/51765373-d67bb600-20d7-11e9-85a9-ec6f28cef39b.png) [1]: https://arxiv.org/pdf/1901.09054 [2]: https://www.cs.toronto.edu/~kriz/cifar.html [3]: http://dl.allaboutbirds.org/nabirds [4]: http://www.vision.caltech.edu/visipedia/CUB-200-2011.html [5]: https://ai.stanford.edu/~jkrause/cars/car_dataset.html [6]: http://www.robots.ox.ac.uk/~vgg/data/flowers/102/index.html [7]: http://web.mit.edu/torralba/www/indoor.html [8]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.2.0/cub-subsampled-splits.zip ================================================ FILE: ILSVRC/imagenet_class_index.json ================================================ {"0": ["n01440764", "tench"], "1": ["n01443537", "goldfish"], "10": ["n01530575", "brambling"], "100": ["n01860187", "black swan"], "101": ["n01871265", "tusker"], "102": ["n01872401", "echidna"], "103": ["n01873310", "platypus"], "104": ["n01877812", "wallaby"], "105": ["n01882714", "koala"], "106": ["n01883070", "wombat"], "107": ["n01910747", "jellyfish"], "108": ["n01914609", "sea anemone"], "109": ["n01917289", "brain coral"], "11": ["n01531178", "goldfinch"], "110": ["n01924916", "flatworm"], "111": ["n01930112", "nematode"], "112": ["n01943899", "conch"], "113": ["n01944390", "snail"], "114": ["n01945685", "slug"], "115": ["n01950731", "sea slug"], "116": ["n01955084", "chiton"], "117": ["n01968897", "chambered nautilus"], "118": ["n01978287", "dungeness crab"], "119": ["n01978455", "rock crab"], "12": ["n01532829", "house finch"], "120": ["n01980166", "fiddler crab"], "121": ["n01981276", "king crab"], "122": ["n01983481", "american lobster"], "123": ["n01984695", "spiny lobster"], "124": ["n01985128", "crayfish"], "125": ["n01986214", "hermit crab"], "126": ["n01990800", "isopod"], "127": ["n02002556", "white stork"], "128": ["n02002724", "black stork"], "129": ["n02006656", "spoonbill"], "13": ["n01534433", "junco"], "130": ["n02007558", "flamingo"], "131": ["n02009229", "little blue heron"], "132": ["n02009912", "american egret"], "133": ["n02011460", "bittern"], "134": ["n02012849", "crane"], "135": ["n02013706", "limpkin"], "136": ["n02017213", "european gallinule"], "137": ["n02018207", "american coot"], "138": ["n02018795", "bustard"], "139": ["n02025239", "ruddy turnstone"], "14": ["n01537544", "indigo bunting"], "140": ["n02027492", "red-backed sandpiper"], "141": ["n02028035", "redshank"], "142": ["n02033041", "dowitcher"], "143": ["n02037110", "oystercatcher"], "144": ["n02051845", "pelican"], "145": ["n02056570", "king penguin"], "146": ["n02058221", "albatross"], "147": ["n02066245", "grey whale"], "148": ["n02071294", "killer whale"], "149": ["n02074367", "dugong"], "15": ["n01558993", "robin"], "150": ["n02077923", "sea lion"], "151": ["n02085620", "chihuahua"], "152": ["n02085782", "japanese spaniel"], "153": ["n02085936", "maltese dog"], "154": ["n02086079", "pekinese"], "155": ["n02086240", "shih-tzu"], "156": ["n02086646", "blenheim spaniel"], "157": ["n02086910", "papillon"], "158": ["n02087046", "toy terrier"], "159": ["n02087394", "rhodesian ridgeback"], "16": ["n01560419", "bulbul"], "160": ["n02088094", "afghan hound"], "161": ["n02088238", "basset"], "162": ["n02088364", "beagle"], "163": ["n02088466", "bloodhound"], "164": ["n02088632", "bluetick"], "165": ["n02089078", "black-and-tan coonhound"], "166": ["n02089867", "walker hound"], "167": ["n02089973", "english foxhound"], "168": ["n02090379", "redbone"], "169": ["n02090622", "borzoi"], "17": ["n01580077", "jay"], "170": ["n02090721", "irish wolfhound"], "171": ["n02091032", "italian greyhound"], "172": ["n02091134", "whippet"], "173": ["n02091244", "ibizan hound"], "174": ["n02091467", "norwegian elkhound"], "175": ["n02091635", "otterhound"], "176": ["n02091831", "saluki"], "177": ["n02092002", "scottish deerhound"], "178": ["n02092339", "weimaraner"], "179": ["n02093256", "staffordshire bullterrier"], "18": ["n01582220", "magpie"], "180": ["n02093428", "american staffordshire terrier"], "181": ["n02093647", "bedlington terrier"], "182": ["n02093754", "border terrier"], "183": ["n02093859", "kerry blue terrier"], "184": ["n02093991", "irish terrier"], "185": ["n02094114", "norfolk terrier"], "186": ["n02094258", "norwich terrier"], "187": ["n02094433", "yorkshire terrier"], "188": ["n02095314", "wire-haired fox terrier"], "189": ["n02095570", "lakeland terrier"], "19": ["n01592084", "chickadee"], "190": ["n02095889", "sealyham terrier"], "191": ["n02096051", "airedale"], "192": ["n02096177", "cairn"], "193": ["n02096294", "australian terrier"], "194": ["n02096437", "dandie dinmont"], "195": ["n02096585", "boston bull"], "196": ["n02097047", "miniature schnauzer"], "197": ["n02097130", "giant schnauzer"], "198": ["n02097209", "standard schnauzer"], "199": ["n02097298", "scotch terrier"], "2": ["n01484850", "great white shark"], "20": ["n01601694", "water ouzel"], "200": ["n02097474", "tibetan terrier"], "201": ["n02097658", "silky terrier"], "202": ["n02098105", "soft-coated wheaten terrier"], "203": ["n02098286", "west highland white terrier"], "204": ["n02098413", "lhasa"], "205": ["n02099267", "flat-coated retriever"], "206": ["n02099429", "curly-coated retriever"], "207": ["n02099601", "golden retriever"], "208": ["n02099712", "labrador retriever"], "209": ["n02099849", "chesapeake bay retriever"], "21": ["n01608432", "kite"], "210": ["n02100236", "german short-haired pointer"], "211": ["n02100583", "vizsla"], "212": ["n02100735", "english setter"], "213": ["n02100877", "irish setter"], "214": ["n02101006", "gordon setter"], "215": ["n02101388", "brittany spaniel"], "216": ["n02101556", "clumber"], "217": ["n02102040", "english springer"], "218": ["n02102177", "welsh springer spaniel"], "219": ["n02102318", "cocker spaniel"], "22": ["n01614925", "bald eagle"], "220": ["n02102480", "sussex spaniel"], "221": ["n02102973", "irish water spaniel"], "222": ["n02104029", "kuvasz"], "223": ["n02104365", "schipperke"], "224": ["n02105056", "groenendael"], "225": ["n02105162", "malinois"], "226": ["n02105251", "briard"], "227": ["n02105412", "kelpie"], "228": ["n02105505", "komondor"], "229": ["n02105641", "old english sheepdog"], "23": ["n01616318", "vulture"], "230": ["n02105855", "shetland sheepdog"], "231": ["n02106030", "collie"], "232": ["n02106166", "border collie"], "233": ["n02106382", "bouvier des flandres"], "234": ["n02106550", "rottweiler"], "235": ["n02106662", "german shepherd"], "236": ["n02107142", "doberman"], "237": ["n02107312", "miniature pinscher"], "238": ["n02107574", "greater swiss mountain dog"], "239": ["n02107683", "bernese mountain dog"], "24": ["n01622779", "great grey owl"], "240": ["n02107908", "appenzeller"], "241": ["n02108000", "entlebucher"], "242": ["n02108089", "boxer"], "243": ["n02108422", "bull mastiff"], "244": ["n02108551", "tibetan mastiff"], "245": ["n02108915", "french bulldog"], "246": ["n02109047", "great dane"], "247": ["n02109525", "saint bernard"], "248": ["n02109961", "eskimo dog"], "249": ["n02110063", "malamute"], "25": ["n01629819", "european fire salamander"], "250": ["n02110185", "siberian husky"], "251": ["n02110341", "dalmatian"], "252": ["n02110627", "affenpinscher"], "253": ["n02110806", "basenji"], "254": ["n02110958", "pug"], "255": ["n02111129", "leonberg"], "256": ["n02111277", "newfoundland"], "257": ["n02111500", "great pyrenees"], "258": ["n02111889", "samoyed"], "259": ["n02112018", "pomeranian"], "26": ["n01630670", "common newt"], "260": ["n02112137", "chow"], "261": ["n02112350", "keeshond"], "262": ["n02112706", "brabancon griffon"], "263": ["n02113023", "pembroke"], "264": ["n02113186", "cardigan"], "265": ["n02113624", "toy poodle"], "266": ["n02113712", "miniature poodle"], "267": ["n02113799", "standard poodle"], "268": ["n02113978", "mexican hairless"], "269": ["n02114367", "timber wolf"], "27": ["n01631663", "eft"], "270": ["n02114548", "white wolf"], "271": ["n02114712", "red wolf"], "272": ["n02114855", "coyote"], "273": ["n02115641", "dingo"], "274": ["n02115913", "dhole"], "275": ["n02116738", "african hunting dog"], "276": ["n02117135", "hyena"], "277": ["n02119022", "red fox"], "278": ["n02119789", "kit fox"], "279": ["n02120079", "arctic fox"], "28": ["n01632458", "spotted salamander"], "280": ["n02120505", "grey fox"], "281": ["n02123045", "tabby"], "282": ["n02123159", "tiger cat"], "283": ["n02123394", "persian cat"], "284": ["n02123597", "siamese cat"], "285": ["n02124075", "egyptian cat"], "286": ["n02125311", "cougar"], "287": ["n02127052", "lynx"], "288": ["n02128385", "leopard"], "289": ["n02128757", "snow leopard"], "29": ["n01632777", "axolotl"], "290": ["n02128925", "jaguar"], "291": ["n02129165", "lion"], "292": ["n02129604", "tiger"], "293": ["n02130308", "cheetah"], "294": ["n02132136", "brown bear"], "295": ["n02133161", "american black bear"], "296": ["n02134084", "ice bear"], "297": ["n02134418", "sloth bear"], "298": ["n02137549", "mongoose"], "299": ["n02138441", "meerkat"], "3": ["n01491361", "tiger shark"], "30": ["n01641577", "bullfrog"], "300": ["n02165105", "tiger beetle"], "301": ["n02165456", "ladybug"], "302": ["n02167151", "ground beetle"], "303": ["n02168699", "long-horned beetle"], "304": ["n02169497", "leaf beetle"], "305": ["n02172182", "dung beetle"], "306": ["n02174001", "rhinoceros beetle"], "307": ["n02177972", "weevil"], "308": ["n02190166", "fly"], "309": ["n02206856", "bee"], "31": ["n01644373", "tree frog"], "310": ["n02219486", "ant"], "311": ["n02226429", "grasshopper"], "312": ["n02229544", "cricket"], "313": ["n02231487", "walking stick"], "314": ["n02233338", "cockroach"], "315": ["n02236044", "mantis"], "316": ["n02256656", "cicada"], "317": ["n02259212", "leafhopper"], "318": ["n02264363", "lacewing"], "319": ["n02268443", "dragonfly"], "32": ["n01644900", "tailed frog"], "320": ["n02268853", "damselfly"], "321": ["n02276258", "admiral"], "322": ["n02277742", "ringlet"], "323": ["n02279972", "monarch"], "324": ["n02280649", "cabbage butterfly"], "325": ["n02281406", "sulphur butterfly"], "326": ["n02281787", "lycaenid"], "327": ["n02317335", "starfish"], "328": ["n02319095", "sea urchin"], "329": ["n02321529", "sea cucumber"], "33": ["n01664065", "loggerhead"], "330": ["n02325366", "wood rabbit"], "331": ["n02326432", "hare"], "332": ["n02328150", "angora"], "333": ["n02342885", "hamster"], "334": ["n02346627", "porcupine"], "335": ["n02356798", "fox squirrel"], "336": ["n02361337", "marmot"], "337": ["n02363005", "beaver"], "338": ["n02364673", "guinea pig"], "339": ["n02389026", "sorrel"], "34": ["n01665541", "leatherback turtle"], "340": ["n02391049", "zebra"], "341": ["n02395406", "hog"], "342": ["n02396427", "wild boar"], "343": ["n02397096", "warthog"], "344": ["n02398521", "hippopotamus"], "345": ["n02403003", "ox"], "346": ["n02408429", "water buffalo"], "347": ["n02410509", "bison"], "348": ["n02412080", "ram"], "349": ["n02415577", "bighorn"], "35": ["n01667114", "mud turtle"], "350": ["n02417914", "ibex"], "351": ["n02422106", "hartebeest"], "352": ["n02422699", "impala"], "353": ["n02423022", "gazelle"], "354": ["n02437312", "arabian camel"], "355": ["n02437616", "llama"], "356": ["n02441942", "weasel"], "357": ["n02442845", "mink"], "358": ["n02443114", "polecat"], "359": ["n02443484", "black-footed ferret"], "36": ["n01667778", "terrapin"], "360": ["n02444819", "otter"], "361": ["n02445715", "skunk"], "362": ["n02447366", "badger"], "363": ["n02454379", "armadillo"], "364": ["n02457408", "three-toed sloth"], "365": ["n02480495", "orangutan"], "366": ["n02480855", "gorilla"], "367": ["n02481823", "chimpanzee"], "368": ["n02483362", "gibbon"], "369": ["n02483708", "siamang"], "37": ["n01669191", "box turtle"], "370": ["n02484975", "guenon"], "371": ["n02486261", "patas"], "372": ["n02486410", "baboon"], "373": ["n02487347", "macaque"], "374": ["n02488291", "langur"], "375": ["n02488702", "colobus"], "376": ["n02489166", "proboscis monkey"], "377": ["n02490219", "marmoset"], "378": ["n02492035", "capuchin"], "379": ["n02492660", "howler monkey"], "38": ["n01675722", "banded gecko"], "380": ["n02493509", "titi"], "381": ["n02493793", "spider monkey"], "382": ["n02494079", "squirrel monkey"], "383": ["n02497673", "madagascar cat"], "384": ["n02500267", "indri"], "385": ["n02504013", "indian elephant"], "386": ["n02504458", "african elephant"], "387": ["n02509815", "lesser panda"], "388": ["n02510455", "giant panda"], "389": ["n02514041", "barracouta"], "39": ["n01677366", "common iguana"], "390": ["n02526121", "eel"], "391": ["n02536864", "coho"], "392": ["n02606052", "rock beauty"], "393": ["n02607072", "anemone fish"], "394": ["n02640242", "sturgeon"], "395": ["n02641379", "gar"], "396": ["n02643566", "lionfish"], "397": ["n02655020", "puffer"], "398": ["n02666196", "abacus"], "399": ["n02667093", "abaya"], "4": ["n01494475", "hammerhead"], "40": ["n01682714", "american chameleon"], "400": ["n02669723", "academic gown"], "401": ["n02672831", "accordion"], "402": ["n02676566", "acoustic guitar"], "403": ["n02687172", "aircraft carrier"], "404": ["n02690373", "airliner"], "405": ["n02692877", "airship"], "406": ["n02699494", "altar"], "407": ["n02701002", "ambulance"], "408": ["n02704792", "amphibian"], "409": ["n02708093", "analog clock"], "41": ["n01685808", "whiptail"], "410": ["n02727426", "apiary"], "411": ["n02730930", "apron"], "412": ["n02747177", "ashcan"], "413": ["n02749479", "assault rifle"], "414": ["n02769748", "backpack"], "415": ["n02776631", "bakery"], "416": ["n02777292", "balance beam"], "417": ["n02782093", "balloon"], "418": ["n02783161", "ballpoint"], "419": ["n02786058", "band aid"], "42": ["n01687978", "agama"], "420": ["n02787622", "banjo"], "421": ["n02788148", "bannister"], "422": ["n02790996", "barbell"], "423": ["n02791124", "barber chair"], "424": ["n02791270", "barbershop"], "425": ["n02793495", "barn"], "426": ["n02794156", "barometer"], "427": ["n02795169", "barrel"], "428": ["n02797295", "barrow"], "429": ["n02799071", "baseball"], "43": ["n01688243", "frilled lizard"], "430": ["n02802426", "basketball"], "431": ["n02804414", "bassinet"], "432": ["n02804610", "bassoon"], "433": ["n02807133", "bathing cap"], "434": ["n02808304", "bath towel"], "435": ["n02808440", "bathtub"], "436": ["n02814533", "beach wagon"], "437": ["n02814860", "beacon"], "438": ["n02815834", "beaker"], "439": ["n02817516", "bearskin"], "44": ["n01689811", "alligator lizard"], "440": ["n02823428", "beer bottle"], "441": ["n02823750", "beer glass"], "442": ["n02825657", "bell cote"], "443": ["n02834397", "bib"], "444": ["n02835271", "bicycle-built-for-two"], "445": ["n02837789", "bikini"], "446": ["n02840245", "binder"], "447": ["n02841315", "binoculars"], "448": ["n02843684", "birdhouse"], "449": ["n02859443", "boathouse"], "45": ["n01692333", "gila monster"], "450": ["n02860847", "bobsled"], "451": ["n02865351", "bolo tie"], "452": ["n02869837", "bonnet"], "453": ["n02870880", "bookcase"], "454": ["n02871525", "bookshop"], "455": ["n02877765", "bottlecap"], "456": ["n02879718", "bow"], "457": ["n02883205", "bow tie"], "458": ["n02892201", "brass"], "459": ["n02892767", "brassiere"], "46": ["n01693334", "green lizard"], "460": ["n02894605", "breakwater"], "461": ["n02895154", "breastplate"], "462": ["n02906734", "broom"], "463": ["n02909870", "bucket"], "464": ["n02910353", "buckle"], "465": ["n02916936", "bulletproof vest"], "466": ["n02917067", "bullet train"], "467": ["n02927161", "butcher shop"], "468": ["n02930766", "cab"], "469": ["n02939185", "caldron"], "47": ["n01694178", "african chameleon"], "470": ["n02948072", "candle"], "471": ["n02950826", "cannon"], "472": ["n02951358", "canoe"], "473": ["n02951585", "can opener"], "474": ["n02963159", "cardigan"], "475": ["n02965783", "car mirror"], "476": ["n02966193", "carousel"], "477": ["n02966687", "carpenter's kit"], "478": ["n02971356", "carton"], "479": ["n02974003", "car wheel"], "48": ["n01695060", "komodo dragon"], "480": ["n02977058", "cash machine"], "481": ["n02978881", "cassette"], "482": ["n02979186", "cassette player"], "483": ["n02980441", "castle"], "484": ["n02981792", "catamaran"], "485": ["n02988304", "cd player"], "486": ["n02992211", "cello"], "487": ["n02992529", "cellular telephone"], "488": ["n02999410", "chain"], "489": ["n03000134", "chainlink fence"], "49": ["n01697457", "african crocodile"], "490": ["n03000247", "chain mail"], "491": ["n03000684", "chain saw"], "492": ["n03014705", "chest"], "493": ["n03016953", "chiffonier"], "494": ["n03017168", "chime"], "495": ["n03018349", "china cabinet"], "496": ["n03026506", "christmas stocking"], "497": ["n03028079", "church"], "498": ["n03032252", "cinema"], "499": ["n03041632", "cleaver"], "5": ["n01496331", "electric ray"], "50": ["n01698640", "american alligator"], "500": ["n03042490", "cliff dwelling"], "501": ["n03045698", "cloak"], "502": ["n03047690", "clog"], "503": ["n03062245", "cocktail shaker"], "504": ["n03063599", "coffee mug"], "505": ["n03063689", "coffeepot"], "506": ["n03065424", "coil"], "507": ["n03075370", "combination lock"], "508": ["n03085013", "computer keyboard"], "509": ["n03089624", "confectionery"], "51": ["n01704323", "triceratops"], "510": ["n03095699", "container ship"], "511": ["n03100240", "convertible"], "512": ["n03109150", "corkscrew"], "513": ["n03110669", "cornet"], "514": ["n03124043", "cowboy boot"], "515": ["n03124170", "cowboy hat"], "516": ["n03125729", "cradle"], "517": ["n03126707", "crane"], "518": ["n03127747", "crash helmet"], "519": ["n03127925", "crate"], "52": ["n01728572", "thunder snake"], "520": ["n03131574", "crib"], "521": ["n03133878", "crock pot"], "522": ["n03134739", "croquet ball"], "523": ["n03141823", "crutch"], "524": ["n03146219", "cuirass"], "525": ["n03160309", "dam"], "526": ["n03179701", "desk"], "527": ["n03180011", "desktop computer"], "528": ["n03187595", "dial telephone"], "529": ["n03188531", "diaper"], "53": ["n01728920", "ringneck snake"], "530": ["n03196217", "digital clock"], "531": ["n03197337", "digital watch"], "532": ["n03201208", "dining table"], "533": ["n03207743", "dishrag"], "534": ["n03207941", "dishwasher"], "535": ["n03208938", "disk brake"], "536": ["n03216828", "dock"], "537": ["n03218198", "dogsled"], "538": ["n03220513", "dome"], "539": ["n03223299", "doormat"], "54": ["n01729322", "hognose snake"], "540": ["n03240683", "drilling platform"], "541": ["n03249569", "drum"], "542": ["n03250847", "drumstick"], "543": ["n03255030", "dumbbell"], "544": ["n03259280", "dutch oven"], "545": ["n03271574", "electric fan"], "546": ["n03272010", "electric guitar"], "547": ["n03272562", "electric locomotive"], "548": ["n03290653", "entertainment center"], "549": ["n03291819", "envelope"], "55": ["n01729977", "green snake"], "550": ["n03297495", "espresso maker"], "551": ["n03314780", "face powder"], "552": ["n03325584", "feather boa"], "553": ["n03337140", "file"], "554": ["n03344393", "fireboat"], "555": ["n03345487", "fire engine"], "556": ["n03347037", "fire screen"], "557": ["n03355925", "flagpole"], "558": ["n03372029", "flute"], "559": ["n03376595", "folding chair"], "56": ["n01734418", "king snake"], "560": ["n03379051", "football helmet"], "561": ["n03384352", "forklift"], "562": ["n03388043", "fountain"], "563": ["n03388183", "fountain pen"], "564": ["n03388549", "four-poster"], "565": ["n03393912", "freight car"], "566": ["n03394916", "french horn"], "567": ["n03400231", "frying pan"], "568": ["n03404251", "fur coat"], "569": ["n03417042", "garbage truck"], "57": ["n01735189", "garter snake"], "570": ["n03424325", "gasmask"], "571": ["n03425413", "gas pump"], "572": ["n03443371", "goblet"], "573": ["n03444034", "go-kart"], "574": ["n03445777", "golf ball"], "575": ["n03445924", "golfcart"], "576": ["n03447447", "gondola"], "577": ["n03447721", "gong"], "578": ["n03450230", "gown"], "579": ["n03452741", "grand piano"], "58": ["n01737021", "water snake"], "580": ["n03457902", "greenhouse"], "581": ["n03459775", "grille"], "582": ["n03461385", "grocery store"], "583": ["n03467068", "guillotine"], "584": ["n03476684", "hair slide"], "585": ["n03476991", "hair spray"], "586": ["n03478589", "half track"], "587": ["n03481172", "hammer"], "588": ["n03482405", "hamper"], "589": ["n03483316", "hand blower"], "59": ["n01739381", "vine snake"], "590": ["n03485407", "hand-held computer"], "591": ["n03485794", "handkerchief"], "592": ["n03492542", "hard disc"], "593": ["n03494278", "harmonica"], "594": ["n03495258", "harp"], "595": ["n03496892", "harvester"], "596": ["n03498962", "hatchet"], "597": ["n03527444", "holster"], "598": ["n03529860", "home theater"], "599": ["n03530642", "honeycomb"], "6": ["n01498041", "stingray"], "60": ["n01740131", "night snake"], "600": ["n03532672", "hook"], "601": ["n03534580", "hoopskirt"], "602": ["n03535780", "horizontal bar"], "603": ["n03538406", "horse cart"], "604": ["n03544143", "hourglass"], "605": ["n03584254", "ipod"], "606": ["n03584829", "iron"], "607": ["n03590841", "jack-o'-lantern"], "608": ["n03594734", "jean"], "609": ["n03594945", "jeep"], "61": ["n01742172", "boa constrictor"], "610": ["n03595614", "jersey"], "611": ["n03598930", "jigsaw puzzle"], "612": ["n03599486", "jinrikisha"], "613": ["n03602883", "joystick"], "614": ["n03617480", "kimono"], "615": ["n03623198", "knee pad"], "616": ["n03627232", "knot"], "617": ["n03630383", "lab coat"], "618": ["n03633091", "ladle"], "619": ["n03637318", "lampshade"], "62": ["n01744401", "rock python"], "620": ["n03642806", "laptop"], "621": ["n03649909", "lawn mower"], "622": ["n03657121", "lens cap"], "623": ["n03658185", "letter opener"], "624": ["n03661043", "library"], "625": ["n03662601", "lifeboat"], "626": ["n03666591", "lighter"], "627": ["n03670208", "limousine"], "628": ["n03673027", "liner"], "629": ["n03676483", "lipstick"], "63": ["n01748264", "indian cobra"], "630": ["n03680355", "loafer"], "631": ["n03690938", "lotion"], "632": ["n03691459", "loudspeaker"], "633": ["n03692522", "loupe"], "634": ["n03697007", "lumbermill"], "635": ["n03706229", "magnetic compass"], "636": ["n03709823", "mailbag"], "637": ["n03710193", "mailbox"], "638": ["n03710637", "maillot"], "639": ["n03710721", "maillot"], "64": ["n01749939", "green mamba"], "640": ["n03717622", "manhole cover"], "641": ["n03720891", "maraca"], "642": ["n03721384", "marimba"], "643": ["n03724870", "mask"], "644": ["n03729826", "matchstick"], "645": ["n03733131", "maypole"], "646": ["n03733281", "maze"], "647": ["n03733805", "measuring cup"], "648": ["n03742115", "medicine chest"], "649": ["n03743016", "megalith"], "65": ["n01751748", "sea snake"], "650": ["n03759954", "microphone"], "651": ["n03761084", "microwave"], "652": ["n03763968", "military uniform"], "653": ["n03764736", "milk can"], "654": ["n03769881", "minibus"], "655": ["n03770439", "miniskirt"], "656": ["n03770679", "minivan"], "657": ["n03773504", "missile"], "658": ["n03775071", "mitten"], "659": ["n03775546", "mixing bowl"], "66": ["n01753488", "horned viper"], "660": ["n03776460", "mobile home"], "661": ["n03777568", "model t"], "662": ["n03777754", "modem"], "663": ["n03781244", "monastery"], "664": ["n03782006", "monitor"], "665": ["n03785016", "moped"], "666": ["n03786901", "mortar"], "667": ["n03787032", "mortarboard"], "668": ["n03788195", "mosque"], "669": ["n03788365", "mosquito net"], "67": ["n01755581", "diamondback"], "670": ["n03791053", "motor scooter"], "671": ["n03792782", "mountain bike"], "672": ["n03792972", "mountain tent"], "673": ["n03793489", "mouse"], "674": ["n03794056", "mousetrap"], "675": ["n03796401", "moving van"], "676": ["n03803284", "muzzle"], "677": ["n03804744", "nail"], "678": ["n03814639", "neck brace"], "679": ["n03814906", "necklace"], "68": ["n01756291", "sidewinder"], "680": ["n03825788", "nipple"], "681": ["n03832673", "notebook"], "682": ["n03837869", "obelisk"], "683": ["n03838899", "oboe"], "684": ["n03840681", "ocarina"], "685": ["n03841143", "odometer"], "686": ["n03843555", "oil filter"], "687": ["n03854065", "organ"], "688": ["n03857828", "oscilloscope"], "689": ["n03866082", "overskirt"], "69": ["n01768244", "trilobite"], "690": ["n03868242", "oxcart"], "691": ["n03868863", "oxygen mask"], "692": ["n03871628", "packet"], "693": ["n03873416", "paddle"], "694": ["n03874293", "paddlewheel"], "695": ["n03874599", "padlock"], "696": ["n03876231", "paintbrush"], "697": ["n03877472", "pajama"], "698": ["n03877845", "palace"], "699": ["n03884397", "panpipe"], "7": ["n01514668", "cock"], "70": ["n01770081", "harvestman"], "700": ["n03887697", "paper towel"], "701": ["n03888257", "parachute"], "702": ["n03888605", "parallel bars"], "703": ["n03891251", "park bench"], "704": ["n03891332", "parking meter"], "705": ["n03895866", "passenger car"], "706": ["n03899768", "patio"], "707": ["n03902125", "pay-phone"], "708": ["n03903868", "pedestal"], "709": ["n03908618", "pencil box"], "71": ["n01770393", "scorpion"], "710": ["n03908714", "pencil sharpener"], "711": ["n03916031", "perfume"], "712": ["n03920288", "petri dish"], "713": ["n03924679", "photocopier"], "714": ["n03929660", "pick"], "715": ["n03929855", "pickelhaube"], "716": ["n03930313", "picket fence"], "717": ["n03930630", "pickup"], "718": ["n03933933", "pier"], "719": ["n03935335", "piggy bank"], "72": ["n01773157", "black and gold garden spider"], "720": ["n03937543", "pill bottle"], "721": ["n03938244", "pillow"], "722": ["n03942813", "ping-pong ball"], "723": ["n03944341", "pinwheel"], "724": ["n03947888", "pirate"], "725": ["n03950228", "pitcher"], "726": ["n03954731", "plane"], "727": ["n03956157", "planetarium"], "728": ["n03958227", "plastic bag"], "729": ["n03961711", "plate rack"], "73": ["n01773549", "barn spider"], "730": ["n03967562", "plow"], "731": ["n03970156", "plunger"], "732": ["n03976467", "polaroid camera"], "733": ["n03976657", "pole"], "734": ["n03977966", "police van"], "735": ["n03980874", "poncho"], "736": ["n03982430", "pool table"], "737": ["n03983396", "pop bottle"], "738": ["n03991062", "pot"], "739": ["n03992509", "potter's wheel"], "74": ["n01773797", "garden spider"], "740": ["n03995372", "power drill"], "741": ["n03998194", "prayer rug"], "742": ["n04004767", "printer"], "743": ["n04005630", "prison"], "744": ["n04008634", "projectile"], "745": ["n04009552", "projector"], "746": ["n04019541", "puck"], "747": ["n04023962", "punching bag"], "748": ["n04026417", "purse"], "749": ["n04033901", "quill"], "75": ["n01774384", "black widow"], "750": ["n04033995", "quilt"], "751": ["n04037443", "racer"], "752": ["n04039381", "racket"], "753": ["n04040759", "radiator"], "754": ["n04041544", "radio"], "755": ["n04044716", "radio telescope"], "756": ["n04049303", "rain barrel"], "757": ["n04065272", "recreational vehicle"], "758": ["n04067472", "reel"], "759": ["n04069434", "reflex camera"], "76": ["n01774750", "tarantula"], "760": ["n04070727", "refrigerator"], "761": ["n04074963", "remote control"], "762": ["n04081281", "restaurant"], "763": ["n04086273", "revolver"], "764": ["n04090263", "rifle"], "765": ["n04099969", "rocking chair"], "766": ["n04111531", "rotisserie"], "767": ["n04116512", "rubber eraser"], "768": ["n04118538", "rugby ball"], "769": ["n04118776", "rule"], "77": ["n01775062", "wolf spider"], "770": ["n04120489", "running shoe"], "771": ["n04125021", "safe"], "772": ["n04127249", "safety pin"], "773": ["n04131690", "saltshaker"], "774": ["n04133789", "sandal"], "775": ["n04136333", "sarong"], "776": ["n04141076", "sax"], "777": ["n04141327", "scabbard"], "778": ["n04141975", "scale"], "779": ["n04146614", "school bus"], "78": ["n01776313", "tick"], "780": ["n04147183", "schooner"], "781": ["n04149813", "scoreboard"], "782": ["n04152593", "screen"], "783": ["n04153751", "screw"], "784": ["n04154565", "screwdriver"], "785": ["n04162706", "seat belt"], "786": ["n04179913", "sewing machine"], "787": ["n04192698", "shield"], "788": ["n04200800", "shoe shop"], "789": ["n04201297", "shoji"], "79": ["n01784675", "centipede"], "790": ["n04204238", "shopping basket"], "791": ["n04204347", "shopping cart"], "792": ["n04208210", "shovel"], "793": ["n04209133", "shower cap"], "794": ["n04209239", "shower curtain"], "795": ["n04228054", "ski"], "796": ["n04229816", "ski mask"], "797": ["n04235860", "sleeping bag"], "798": ["n04238763", "slide rule"], "799": ["n04239074", "sliding door"], "8": ["n01514859", "hen"], "80": ["n01795545", "black grouse"], "800": ["n04243546", "slot"], "801": ["n04251144", "snorkel"], "802": ["n04252077", "snowmobile"], "803": ["n04252225", "snowplow"], "804": ["n04254120", "soap dispenser"], "805": ["n04254680", "soccer ball"], "806": ["n04254777", "sock"], "807": ["n04258138", "solar dish"], "808": ["n04259630", "sombrero"], "809": ["n04263257", "soup bowl"], "81": ["n01796340", "ptarmigan"], "810": ["n04264628", "space bar"], "811": ["n04265275", "space heater"], "812": ["n04266014", "space shuttle"], "813": ["n04270147", "spatula"], "814": ["n04273569", "speedboat"], "815": ["n04275548", "spider web"], "816": ["n04277352", "spindle"], "817": ["n04285008", "sports car"], "818": ["n04286575", "spotlight"], "819": ["n04296562", "stage"], "82": ["n01797886", "ruffed grouse"], "820": ["n04310018", "steam locomotive"], "821": ["n04311004", "steel arch bridge"], "822": ["n04311174", "steel drum"], "823": ["n04317175", "stethoscope"], "824": ["n04325704", "stole"], "825": ["n04326547", "stone wall"], "826": ["n04328186", "stopwatch"], "827": ["n04330267", "stove"], "828": ["n04332243", "strainer"], "829": ["n04335435", "streetcar"], "83": ["n01798484", "prairie chicken"], "830": ["n04336792", "stretcher"], "831": ["n04344873", "studio couch"], "832": ["n04346328", "stupa"], "833": ["n04347754", "submarine"], "834": ["n04350905", "suit"], "835": ["n04355338", "sundial"], "836": ["n04355933", "sunglass"], "837": ["n04356056", "sunglasses"], "838": ["n04357314", "sunscreen"], "839": ["n04366367", "suspension bridge"], "84": ["n01806143", "peacock"], "840": ["n04367480", "swab"], "841": ["n04370456", "sweatshirt"], "842": ["n04371430", "swimming trunks"], "843": ["n04371774", "swing"], "844": ["n04372370", "switch"], "845": ["n04376876", "syringe"], "846": ["n04380533", "table lamp"], "847": ["n04389033", "tank"], "848": ["n04392985", "tape player"], "849": ["n04398044", "teapot"], "85": ["n01806567", "quail"], "850": ["n04399382", "teddy"], "851": ["n04404412", "television"], "852": ["n04409515", "tennis ball"], "853": ["n04417672", "thatch"], "854": ["n04418357", "theater curtain"], "855": ["n04423845", "thimble"], "856": ["n04428191", "thresher"], "857": ["n04429376", "throne"], "858": ["n04435653", "tile roof"], "859": ["n04442312", "toaster"], "86": ["n01807496", "partridge"], "860": ["n04443257", "tobacco shop"], "861": ["n04447861", "toilet seat"], "862": ["n04456115", "torch"], "863": ["n04458633", "totem pole"], "864": ["n04461696", "tow truck"], "865": ["n04462240", "toyshop"], "866": ["n04465501", "tractor"], "867": ["n04467665", "trailer truck"], "868": ["n04476259", "tray"], "869": ["n04479046", "trench coat"], "87": ["n01817953", "african grey"], "870": ["n04482393", "tricycle"], "871": ["n04483307", "trimaran"], "872": ["n04485082", "tripod"], "873": ["n04486054", "triumphal arch"], "874": ["n04487081", "trolleybus"], "875": ["n04487394", "trombone"], "876": ["n04493381", "tub"], "877": ["n04501370", "turnstile"], "878": ["n04505470", "typewriter keyboard"], "879": ["n04507155", "umbrella"], "88": ["n01818515", "macaw"], "880": ["n04509417", "unicycle"], "881": ["n04515003", "upright"], "882": ["n04517823", "vacuum"], "883": ["n04522168", "vase"], "884": ["n04523525", "vault"], "885": ["n04525038", "velvet"], "886": ["n04525305", "vending machine"], "887": ["n04532106", "vestment"], "888": ["n04532670", "viaduct"], "889": ["n04536866", "violin"], "89": ["n01819313", "sulphur-crested cockatoo"], "890": ["n04540053", "volleyball"], "891": ["n04542943", "waffle iron"], "892": ["n04548280", "wall clock"], "893": ["n04548362", "wallet"], "894": ["n04550184", "wardrobe"], "895": ["n04552348", "warplane"], "896": ["n04553703", "washbasin"], "897": ["n04554684", "washer"], "898": ["n04557648", "water bottle"], "899": ["n04560804", "water jug"], "9": ["n01518878", "ostrich"], "90": ["n01820546", "lorikeet"], "900": ["n04562935", "water tower"], "901": ["n04579145", "whiskey jug"], "902": ["n04579432", "whistle"], "903": ["n04584207", "wig"], "904": ["n04589890", "window screen"], "905": ["n04590129", "window shade"], "906": ["n04591157", "windsor tie"], "907": ["n04591713", "wine bottle"], "908": ["n04592741", "wing"], "909": ["n04596742", "wok"], "91": ["n01824575", "coucal"], "910": ["n04597913", "wooden spoon"], "911": ["n04599235", "wool"], "912": ["n04604644", "worm fence"], "913": ["n04606251", "wreck"], "914": ["n04612504", "yawl"], "915": ["n04613696", "yurt"], "916": ["n06359193", "web site"], "917": ["n06596364", "comic book"], "918": ["n06785654", "crossword puzzle"], "919": ["n06794110", "street sign"], "92": ["n01828970", "bee eater"], "920": ["n06874185", "traffic light"], "921": ["n07248320", "book jacket"], "922": ["n07565083", "menu"], "923": ["n07579787", "plate"], "924": ["n07583066", "guacamole"], "925": ["n07584110", "consomme"], "926": ["n07590611", "hot pot"], "927": ["n07613480", "trifle"], "928": ["n07614500", "ice cream"], "929": ["n07615774", "ice lolly"], "93": ["n01829413", "hornbill"], "930": ["n07684084", "french loaf"], "931": ["n07693725", "bagel"], "932": ["n07695742", "pretzel"], "933": ["n07697313", "cheeseburger"], "934": ["n07697537", "hotdog"], "935": ["n07711569", "mashed potato"], "936": ["n07714571", "head cabbage"], "937": ["n07714990", "broccoli"], "938": ["n07715103", "cauliflower"], "939": ["n07716358", "zucchini"], "94": ["n01833805", "hummingbird"], "940": ["n07716906", "spaghetti squash"], "941": ["n07717410", "acorn squash"], "942": ["n07717556", "butternut squash"], "943": ["n07718472", "cucumber"], "944": ["n07718747", "artichoke"], "945": ["n07720875", "bell pepper"], "946": ["n07730033", "cardoon"], "947": ["n07734744", "mushroom"], "948": ["n07742313", "granny smith"], "949": ["n07745940", "strawberry"], "95": ["n01843065", "jacamar"], "950": ["n07747607", "orange"], "951": ["n07749582", "lemon"], "952": ["n07753113", "fig"], "953": ["n07753275", "pineapple"], "954": ["n07753592", "banana"], "955": ["n07754684", "jackfruit"], "956": ["n07760859", "custard apple"], "957": ["n07768694", "pomegranate"], "958": ["n07802026", "hay"], "959": ["n07831146", "carbonara"], "96": ["n01843383", "toucan"], "960": ["n07836838", "chocolate sauce"], "961": ["n07860988", "dough"], "962": ["n07871810", "meat loaf"], "963": ["n07873807", "pizza"], "964": ["n07875152", "potpie"], "965": ["n07880968", "burrito"], "966": ["n07892512", "red wine"], "967": ["n07920052", "espresso"], "968": ["n07930864", "cup"], "969": ["n07932039", "eggnog"], "97": ["n01847000", "drake"], "970": ["n09193705", "alp"], "971": ["n09229709", "bubble"], "972": ["n09246464", "cliff"], "973": ["n09256479", "coral reef"], "974": ["n09288635", "geyser"], "975": ["n09332890", "lakeside"], "976": ["n09399592", "promontory"], "977": ["n09421951", "sandbar"], "978": ["n09428293", "seashore"], "979": ["n09468604", "valley"], "98": ["n01855032", "red-breasted merganser"], "980": ["n09472597", "volcano"], "981": ["n09835506", "ballplayer"], "982": ["n10148035", "groom"], "983": ["n10565667", "scuba diver"], "984": ["n11879895", "rapeseed"], "985": ["n11939491", "daisy"], "986": ["n12057211", "yellow lady's slipper"], "987": ["n12144580", "corn"], "988": ["n12267677", "acorn"], "989": ["n12620546", "hip"], "99": ["n01855672", "goose"], "990": ["n12768682", "buckeye"], "991": ["n12985857", "coral fungus"], "992": ["n12998815", "agaric"], "993": ["n13037406", "gyromitra"], "994": ["n13040303", "stinkhorn"], "995": ["n13044778", "earthstar"], "996": ["n13052670", "hen-of-the-woods"], "997": ["n13054560", "bolete"], "998": ["n13133613", "ear"], "999": ["n15075141", "toilet tissue"]} ================================================ FILE: ILSVRC/imagenet_class_index.unitsphere.json ================================================ {"0": ["n02101556", "clumber"], "1": ["n09468604", "valley"], "2": ["n03854065", "organ"], "3": ["n02114548", "white wolf"], "4": ["n02276258", "admiral"], "5": ["n04008634", "projectile"], "6": ["n02641379", "gar"], "7": ["n04041544", "radio"], "8": ["n07614500", "ice cream"], "9": ["n04040759", "radiator"], "10": ["n04591713", "wine bottle"], "11": ["n02088094", "afghan hound"], "12": ["n04435653", "tile roof"], "13": ["n04277352", "spindle"], "14": ["n02992211", "cello"], "15": ["n03876231", "paintbrush"], "16": ["n03388043", "fountain"], "17": ["n03803284", "muzzle"], "18": ["n03729826", "matchstick"], "19": ["n02106382", "bouvier des flandres"], "20": ["n04285008", "sports car"], "21": ["n07742313", "granny smith"], "22": ["n02174001", "rhinoceros beetle"], "23": ["n03110669", "cornet"], "24": ["n03457902", "greenhouse"], "25": ["n02056570", "king penguin"], "26": ["n01990800", "isopod"], "27": ["n03782006", "monitor"], "28": ["n02443114", "polecat"], "29": ["n02097474", "tibetan terrier"], "30": ["n01697457", "african crocodile"], "31": ["n02027492", "red-backed sandpiper"], "32": ["n07730033", "cardoon"], "33": ["n03623198", "knee pad"], "34": ["n04355338", "sundial"], "35": ["n03018349", "china cabinet"], "36": ["n04069434", "reflex camera"], "37": ["n02807133", "bathing cap"], "38": ["n04153751", "screw"], "39": ["n04515003", "upright"], "40": ["n03476991", "hair spray"], "41": ["n03529860", "home theater"], "42": ["n03047690", "clog"], "43": ["n04366367", "suspension bridge"], "44": ["n01776313", "tick"], "45": ["n02098105", "soft-coated wheaten terrier"], "46": ["n01950731", "sea slug"], "47": ["n13044778", "earthstar"], "48": ["n03888257", "parachute"], "49": ["n02669723", "academic gown"], "50": ["n03649909", "lawn mower"], "51": ["n01770081", "harvestman"], "52": ["n02129165", "lion"], "53": ["n03127747", "crash helmet"], "54": ["n02510455", "giant panda"], "55": ["n03598930", "jigsaw puzzle"], "56": ["n04009552", "projector"], "57": ["n03218198", "dogsled"], "58": ["n03297495", "espresso maker"], "59": ["n03485794", "handkerchief"], "60": ["n02124075", "egyptian cat"], "61": ["n02484975", "guenon"], "62": ["n02123597", "siamese cat"], "63": ["n01773797", "garden spider"], "64": ["n01871265", "tusker"], "65": ["n02917067", "bullet train"], "66": ["n04019541", "puck"], "67": ["n02454379", "armadillo"], "68": ["n02879718", "bow"], "69": ["n02104029", "kuvasz"], "70": ["n03775546", "mixing bowl"], "71": ["n03534580", "hoopskirt"], "72": ["n07930864", "cup"], "73": ["n01847000", "drake"], "74": ["n01833805", "hummingbird"], "75": ["n02107142", "doberman"], "76": ["n02099429", "curly-coated retriever"], "77": ["n01795545", "black grouse"], "78": ["n03874599", "padlock"], "79": ["n02102177", "welsh springer spaniel"], "80": ["n02492660", "howler monkey"], "81": ["n04266014", "space shuttle"], "82": ["n02106166", "border collie"], "83": ["n03937543", "pill bottle"], "84": ["n04507155", "umbrella"], "85": ["n07932039", "eggnog"], "86": ["n01532829", "house finch"], "87": ["n04273569", "speedboat"], "88": ["n07697313", "cheeseburger"], "89": ["n03710637", "maillot"], "90": ["n07711569", "mashed potato"], "91": ["n02437616", "llama"], "92": ["n04162706", "seat belt"], "93": ["n03617480", "kimono"], "94": ["n03743016", "megalith"], "95": ["n04552348", "warplane"], "96": ["n04264628", "space bar"], "97": ["n07615774", "ice lolly"], "98": ["n01734418", "king snake"], "99": ["n02018795", "bustard"], "100": ["n03970156", "plunger"], "101": ["n02606052", "rock beauty"], "102": ["n03776460", "mobile home"], "103": ["n04346328", "stupa"], "104": ["n13040303", "stinkhorn"], "105": ["n01943899", "conch"], "106": ["n03804744", "nail"], "107": ["n04286575", "spotlight"], "108": ["n07715103", "cauliflower"], "109": ["n01751748", "sea snake"], "110": ["n06874185", "traffic light"], "111": ["n02097047", "miniature schnauzer"], "112": ["n02190166", "fly"], "113": ["n02280649", "cabbage butterfly"], "114": ["n04486054", "triumphal arch"], "115": ["n03791053", "motor scooter"], "116": ["n01632458", "spotted salamander"], "117": ["n03452741", "grand piano"], "118": ["n04238763", "slide rule"], "119": ["n04065272", "recreational vehicle"], "120": ["n01798484", "prairie chicken"], "121": ["n01980166", "fiddler crab"], "122": ["n04204347", "shopping cart"], "123": ["n04589890", "window screen"], "124": ["n02747177", "ashcan"], "125": ["n02106030", "collie"], "126": ["n02264363", "lacewing"], "127": ["n03100240", "convertible"], "128": ["n01984695", "spiny lobster"], "129": ["n01773157", "black and gold garden spider"], "130": ["n03661043", "library"], "131": ["n02797295", "barrow"], "132": ["n04554684", "washer"], "133": ["n02096177", "cairn"], "134": ["n02094258", "norwich terrier"], "135": ["n03160309", "dam"], "136": ["n02395406", "hog"], "137": ["n01740131", "night snake"], "138": ["n03891332", "parking meter"], "139": ["n01440764", "tench"], "140": ["n02096585", "boston bull"], "141": ["n02442845", "mink"], "142": ["n03630383", "lab coat"], "143": ["n03666591", "lighter"], "144": ["n04039381", "racket"], "145": ["n02088632", "bluetick"], "146": ["n02795169", "barrel"], "147": ["n02979186", "cassette player"], "148": ["n03089624", "confectionery"], "149": ["n04254680", "soccer ball"], "150": ["n04296562", "stage"], "151": ["n02107908", "appenzeller"], "152": ["n03032252", "cinema"], "153": ["n02804610", "bassoon"], "154": ["n04418357", "theater curtain"], "155": ["n02514041", "barracouta"], "156": ["n01819313", "sulphur-crested cockatoo"], "157": ["n02939185", "caldron"], "158": ["n04141076", "sax"], "159": ["n01496331", "electric ray"], "160": ["n03868242", "oxcart"], "161": ["n07684084", "french loaf"], "162": ["n02093256", "staffordshire bullterrier"], "163": ["n04479046", "trench coat"], "164": ["n01616318", "vulture"], "165": ["n02089078", "black-and-tan coonhound"], "166": ["n02037110", "oystercatcher"], "167": ["n02130308", "cheetah"], "168": ["n01749939", "green mamba"], "169": ["n02883205", "bow tie"], "170": ["n12985857", "coral fungus"], "171": ["n07717556", "butternut squash"], "172": ["n01494475", "hammerhead"], "173": ["n02364673", "guinea pig"], "174": ["n04532106", "vestment"], "175": ["n03710193", "mailbox"], "176": ["n04376876", "syringe"], "177": ["n02091244", "ibizan hound"], "178": ["n03720891", "maraca"], "179": ["n03271574", "electric fan"], "180": ["n04483307", "trimaran"], "181": ["n03627232", "knot"], "182": ["n04239074", "sliding door"], "183": ["n03995372", "power drill"], "184": ["n03792782", "mountain bike"], "185": ["n02389026", "sorrel"], "186": ["n02091134", "whippet"], "187": ["n03131574", "crib"], "188": ["n01729322", "hognose snake"], "189": ["n03982430", "pool table"], "190": ["n02097658", "silky terrier"], "191": ["n02028035", "redshank"], "192": ["n04125021", "safe"], "193": ["n02107683", "bernese mountain dog"], "194": ["n02974003", "car wheel"], "195": ["n09229709", "bubble"], "196": ["n02074367", "dugong"], "197": ["n12057211", "yellow lady's slipper"], "198": ["n03786901", "mortar"], "199": ["n01877812", "wallaby"], "200": ["n03935335", "piggy bank"], "201": ["n02444819", "otter"], "202": ["n02105412", "kelpie"], "203": ["n03179701", "desk"], "204": ["n04146614", "school bus"], "205": ["n02091467", "norwegian elkhound"], "206": ["n02317335", "starfish"], "207": ["n01796340", "ptarmigan"], "208": ["n03530642", "honeycomb"], "209": ["n02125311", "cougar"], "210": ["n02093991", "irish terrier"], "211": ["n02667093", "abaya"], "212": ["n04147183", "schooner"], "213": ["n03877845", "palace"], "214": ["n03425413", "gas pump"], "215": ["n02127052", "lynx"], "216": ["n03680355", "loafer"], "217": ["n01728572", "thunder snake"], "218": ["n07590611", "hot pot"], "219": ["n02268853", "damselfly"], "220": ["n01534433", "junco"], "221": ["n01955084", "chiton"], "222": ["n03538406", "horse cart"], "223": ["n04152593", "screen"], "224": ["n02999410", "chain"], "225": ["n02692877", "airship"], "226": ["n02909870", "bucket"], "227": ["n02105855", "shetland sheepdog"], "228": ["n02087046", "toy terrier"], "229": ["n03899768", "patio"], "230": ["n01968897", "chambered nautilus"], "231": ["n01806567", "quail"], "232": ["n02504458", "african elephant"], "233": ["n04004767", "printer"], "234": ["n02814533", "beach wagon"], "235": ["n01978287", "dungeness crab"], "236": ["n02114855", "coyote"], "237": ["n02342885", "hamster"], "238": ["n02229544", "cricket"], "239": ["n04037443", "racer"], "240": ["n12768682", "buckeye"], "241": ["n02443484", "black-footed ferret"], "242": ["n09193705", "alp"], "243": ["n03075370", "combination lock"], "244": ["n01872401", "echidna"], "245": ["n02169497", "leaf beetle"], "246": ["n02095314", "wire-haired fox terrier"], "247": ["n01843065", "jacamar"], "248": ["n02105251", "briard"], "249": ["n02607072", "anemone fish"], "250": ["n01729977", "green snake"], "251": ["n01843383", "toucan"], "252": ["n02095889", "sealyham terrier"], "253": ["n02086240", "shih-tzu"], "254": ["n04263257", "soup bowl"], "255": ["n03690938", "lotion"], "256": ["n03874293", "paddlewheel"], "257": ["n04428191", "thresher"], "258": ["n04442312", "toaster"], "259": ["n03447721", "gong"], "260": ["n03777754", "modem"], "261": ["n03710721", "maillot"], "262": ["n02422106", "hartebeest"], "263": ["n04458633", "totem pole"], "264": ["n02814860", "beacon"], "265": ["n03388549", "four-poster"], "266": ["n03000247", "chain mail"], "267": ["n11879895", "rapeseed"], "268": ["n02643566", "lionfish"], "269": ["n04131690", "saltshaker"], "270": ["n01622779", "great grey owl"], "271": ["n04429376", "throne"], "272": ["n04548362", "wallet"], "273": ["n02894605", "breakwater"], "274": ["n03196217", "digital clock"], "275": ["n04525038", "velvet"], "276": ["n03379051", "football helmet"], "277": ["n02776631", "bakery"], "278": ["n02112350", "keeshond"], "279": ["n01774750", "tarantula"], "280": ["n02391049", "zebra"], "281": ["n03947888", "pirate"], "282": ["n03961711", "plate rack"], "283": ["n02117135", "hyena"], "284": ["n03908714", "pencil sharpener"], "285": ["n02168699", "long-horned beetle"], "286": ["n12144580", "corn"], "287": ["n03788195", "mosque"], "288": ["n01784675", "centipede"], "289": ["n03983396", "pop bottle"], "290": ["n12620546", "hip"], "291": ["n02319095", "sea urchin"], "292": ["n01748264", "indian cobra"], "293": ["n03249569", "drum"], "294": ["n04033995", "quilt"], "295": ["n02977058", "cash machine"], "296": ["n01828970", "bee eater"], "297": ["n04590129", "window shade"], "298": ["n03950228", "pitcher"], "299": ["n10565667", "scuba diver"], "300": ["n04522168", "vase"], "301": ["n03958227", "plastic bag"], "302": ["n02111500", "great pyrenees"], "303": ["n07695742", "pretzel"], "304": ["n03773504", "missile"], "305": ["n02268443", "dragonfly"], "306": ["n04347754", "submarine"], "307": ["n03478589", "half track"], "308": ["n03404251", "fur coat"], "309": ["n02437312", "arabian camel"], "310": ["n01689811", "alligator lizard"], "311": ["n07753592", "banana"], "312": ["n07768694", "pomegranate"], "313": ["n02092339", "weimaraner"], "314": ["n02094433", "yorkshire terrier"], "315": ["n04389033", "tank"], "316": ["n04542943", "waffle iron"], "317": ["n03706229", "magnetic compass"], "318": ["n04265275", "space heater"], "319": ["n02094114", "norfolk terrier"], "320": ["n02966193", "carousel"], "321": ["n02672831", "accordion"], "322": ["n04252077", "snowmobile"], "323": ["n04409515", "tennis ball"], "324": ["n02123045", "tabby"], "325": ["n02138441", "meerkat"], "326": ["n11939491", "daisy"], "327": ["n02690373", "airliner"], "328": ["n02398521", "hippopotamus"], "329": ["n02708093", "analog clock"], "330": ["n03777568", "model t"], "331": ["n02100583", "vizsla"], "332": ["n04325704", "stole"], "333": ["n02966687", "carpenter's kit"], "334": ["n04133789", "sandal"], "335": ["n02226429", "grasshopper"], "336": ["n03733281", "maze"], "337": ["n04141327", "scabbard"], "338": ["n02165105", "tiger beetle"], "339": ["n03417042", "garbage truck"], "340": ["n07753113", "fig"], "341": ["n02808304", "bath towel"], "342": ["n03476684", "hair slide"], "343": ["n04404412", "television"], "344": ["n03763968", "military uniform"], "345": ["n03188531", "diaper"], "346": ["n03201208", "dining table"], "347": ["n07749582", "lemon"], "348": ["n01614925", "bald eagle"], "349": ["n03866082", "overskirt"], "350": ["n02077923", "sea lion"], "351": ["n02102973", "irish water spaniel"], "352": ["n04330267", "stove"], "353": ["n03393912", "freight car"], "354": ["n03709823", "mailbag"], "355": ["n02097130", "giant schnauzer"], "356": ["n01537544", "indigo bunting"], "357": ["n04579145", "whiskey jug"], "358": ["n03126707", "crane"], "359": ["n03461385", "grocery store"], "360": ["n02092002", "scottish deerhound"], "361": ["n03980874", "poncho"], "362": ["n02009912", "american egret"], "363": ["n01560419", "bulbul"], "364": ["n02113799", "standard poodle"], "365": ["n03670208", "limousine"], "366": ["n01514668", "cock"], "367": ["n01873310", "platypus"], "368": ["n03697007", "lumbermill"], "369": ["n03495258", "harp"], "370": ["n02058221", "albatross"], "371": ["n09472597", "volcano"], "372": ["n02489166", "proboscis monkey"], "373": ["n01630670", "common newt"], "374": ["n04209133", "shower cap"], "375": ["n04326547", "stone wall"], "376": ["n04536866", "violin"], "377": ["n04355933", "sunglass"], "378": ["n01773549", "barn spider"], "379": ["n04380533", "table lamp"], "380": ["n07745940", "strawberry"], "381": ["n02422699", "impala"], "382": ["n01917289", "brain coral"], "383": ["n02113712", "miniature poodle"], "384": ["n07760859", "custard apple"], "385": ["n02233338", "cockroach"], "386": ["n07734744", "mushroom"], "387": ["n03602883", "joystick"], "388": ["n02132136", "brown bear"], "389": ["n02007558", "flamingo"], "390": ["n04370456", "sweatshirt"], "391": ["n03085013", "computer keyboard"], "392": ["n03207743", "dishrag"], "393": ["n03134739", "croquet ball"], "394": ["n02701002", "ambulance"], "395": ["n13054560", "bolete"], "396": ["n04005630", "prison"], "397": ["n02071294", "killer whale"], "398": ["n04467665", "trailer truck"], "399": ["n03938244", "pillow"], "400": ["n01704323", "triceratops"], "401": ["n02397096", "warthog"], "402": ["n02093754", "border terrier"], "403": ["n07754684", "jackfruit"], "404": ["n02804414", "bassinet"], "405": ["n02088238", "basset"], "406": ["n02497673", "madagascar cat"], "407": ["n02837789", "bikini"], "408": ["n03884397", "panpipe"], "409": ["n03691459", "loudspeaker"], "410": ["n07836838", "chocolate sauce"], "411": ["n02870880", "bookcase"], "412": ["n04258138", "solar dish"], "413": ["n01817953", "african grey"], "414": ["n07802026", "hay"], "415": ["n01491361", "tiger shark"], "416": ["n04200800", "shoe shop"], "417": ["n02494079", "squirrel monkey"], "418": ["n03124170", "cowboy hat"], "419": ["n04372370", "switch"], "420": ["n02415577", "bighorn"], "421": ["n02112018", "pomeranian"], "422": ["n03272010", "electric guitar"], "423": ["n01742172", "boa constrictor"], "424": ["n04501370", "turnstile"], "425": ["n02783161", "ballpoint"], "426": ["n02113186", "cardigan"], "427": ["n03345487", "fire engine"], "428": ["n04423845", "thimble"], "429": ["n02096437", "dandie dinmont"], "430": ["n03595614", "jersey"], "431": ["n02090622", "borzoi"], "432": ["n01443537", "goldfish"], "433": ["n02172182", "dung beetle"], "434": ["n03930630", "pickup"], "435": ["n03062245", "cocktail shaker"], "436": ["n02877765", "bottlecap"], "437": ["n02088364", "beagle"], "438": ["n02704792", "amphibian"], "439": ["n01981276", "king crab"], "440": ["n03133878", "crock pot"], "441": ["n02123159", "tiger cat"], "442": ["n04201297", "shoji"], "443": ["n03042490", "cliff dwelling"], "444": ["n06785654", "crossword puzzle"], "445": ["n03325584", "feather boa"], "446": ["n04476259", "tray"], "447": ["n04336792", "stretcher"], "448": ["n04228054", "ski"], "449": ["n03594945", "jeep"], "450": ["n03594734", "jean"], "451": ["n02536864", "coho"], "452": ["n04606251", "wreck"], "453": ["n02457408", "three-toed sloth"], "454": ["n04548280", "wall clock"], "455": ["n02177972", "weevil"], "456": ["n01693334", "green lizard"], "457": ["n01667114", "mud turtle"], "458": ["n04591157", "windsor tie"], "459": ["n07579787", "plate"], "460": ["n02099601", "golden retriever"], "461": ["n02815834", "beaker"], "462": ["n02361337", "marmot"], "463": ["n02099849", "chesapeake bay retriever"], "464": ["n03355925", "flagpole"], "465": ["n03814639", "neck brace"], "466": ["n01744401", "rock python"], "467": ["n03445924", "golfcart"], "468": ["n02859443", "boathouse"], "469": ["n02066245", "grey whale"], "470": ["n03770439", "miniskirt"], "471": ["n03871628", "packet"], "472": ["n07248320", "book jacket"], "473": ["n03841143", "odometer"], "474": ["n03976467", "polaroid camera"], "475": ["n02834397", "bib"], "476": ["n01882714", "koala"], "477": ["n02137549", "mongoose"], "478": ["n02017213", "european gallinule"], "479": ["n03314780", "face powder"], "480": ["n03492542", "hard disc"], "481": ["n02423022", "gazelle"], "482": ["n04204238", "shopping basket"], "483": ["n02793495", "barn"], "484": ["n04254777", "sock"], "485": ["n03388183", "fountain pen"], "486": ["n03954731", "plane"], "487": ["n02097298", "scotch terrier"], "488": ["n01807496", "partridge"], "489": ["n07871810", "meat loaf"], "490": ["n02823750", "beer glass"], "491": ["n02950826", "cannon"], "492": ["n02128925", "jaguar"], "493": ["n02441942", "weasel"], "494": ["n04136333", "sarong"], "495": ["n02002556", "white stork"], "496": ["n02787622", "banjo"], "497": ["n02988304", "cd player"], "498": ["n03742115", "medicine chest"], "499": ["n02808440", "bathtub"], "500": ["n01687978", "agama"], "501": ["n03992509", "potter's wheel"], "502": ["n02093647", "bedlington terrier"], "503": ["n04517823", "vacuum"], "504": ["n02777292", "balance beam"], "505": ["n01737021", "water snake"], "506": ["n02860847", "bobsled"], "507": ["n04461696", "tow truck"], "508": ["n02363005", "beaver"], "509": ["n03787032", "mortarboard"], "510": ["n01985128", "crayfish"], "511": ["n03127925", "crate"], "512": ["n01629819", "european fire salamander"], "513": ["n03544143", "hourglass"], "514": ["n02687172", "aircraft carrier"], "515": ["n03063599", "coffee mug"], "516": ["n02481823", "chimpanzee"], "517": ["n04335435", "streetcar"], "518": ["n02119789", "kit fox"], "519": ["n07892512", "red wine"], "520": ["n02110063", "malamute"], "521": ["n02109525", "saint bernard"], "522": ["n02108000", "entlebucher"], "523": ["n03920288", "petri dish"], "524": ["n02091635", "otterhound"], "525": ["n04026417", "purse"], "526": ["n04311004", "steel arch bridge"], "527": ["n02090721", "irish wolfhound"], "528": ["n01644373", "tree frog"], "529": ["n04149813", "scoreboard"], "530": ["n03796401", "moving van"], "531": ["n04074963", "remote control"], "532": ["n09835506", "ballplayer"], "533": ["n02794156", "barometer"], "534": ["n03376595", "folding chair"], "535": ["n04540053", "volleyball"], "536": ["n02865351", "bolo tie"], "537": ["n02895154", "breastplate"], "538": ["n02087394", "rhodesian ridgeback"], "539": ["n02490219", "marmoset"], "540": ["n03788365", "mosquito net"], "541": ["n03733131", "maypole"], "542": ["n03976657", "pole"], "543": ["n13133613", "ear"], "544": ["n02101006", "gordon setter"], "545": ["n09428293", "seashore"], "546": ["n03240683", "drilling platform"], "547": ["n03832673", "notebook"], "548": ["n03095699", "container ship"], "549": ["n04553703", "washbasin"], "550": ["n01855032", "red-breasted merganser"], "551": ["n03000684", "chain saw"], "552": ["n03924679", "photocopier"], "553": ["n02640242", "sturgeon"], "554": ["n07753275", "pineapple"], "555": ["n02948072", "candle"], "556": ["n01983481", "american lobster"], "557": ["n04399382", "teddy"], "558": ["n03929855", "pickelhaube"], "559": ["n03498962", "hatchet"], "560": ["n04332243", "strainer"], "561": ["n03916031", "perfume"], "562": ["n01910747", "jellyfish"], "563": ["n04557648", "water bottle"], "564": ["n03496892", "harvester"], "565": ["n02107312", "miniature pinscher"], "566": ["n03775071", "mitten"], "567": ["n03956157", "planetarium"], "568": ["n02108915", "french bulldog"], "569": ["n07716358", "zucchini"], "570": ["n02676566", "acoustic guitar"], "571": ["n02346627", "porcupine"], "572": ["n02111129", "leonberg"], "573": ["n07720875", "bell pepper"], "574": ["n04259630", "sombrero"], "575": ["n02086079", "pekinese"], "576": ["n03764736", "milk can"], "577": ["n03527444", "holster"], "578": ["n03220513", "dome"], "579": ["n03532672", "hook"], "580": ["n02396427", "wild boar"], "581": ["n07716906", "spaghetti squash"], "582": ["n02256656", "cicada"], "583": ["n02165456", "ladybug"], "584": ["n04311174", "steel drum"], "585": ["n07697537", "hotdog"], "586": ["n02099712", "labrador retriever"], "587": ["n02930766", "cab"], "588": ["n04493381", "tub"], "589": ["n02105505", "komondor"], "590": ["n01829413", "hornbill"], "591": ["n03662601", "lifeboat"], "592": ["n02120079", "arctic fox"], "593": ["n04592741", "wing"], "594": ["n04111531", "rotisserie"], "595": ["n01986214", "hermit crab"], "596": ["n03424325", "gasmask"], "597": ["n03781244", "monastery"], "598": ["n02965783", "car mirror"], "599": ["n04367480", "swab"], "600": ["n02916936", "bulletproof vest"], "601": ["n02791270", "barbershop"], "602": ["n02980441", "castle"], "603": ["n01728920", "ringneck snake"], "604": ["n01498041", "stingray"], "605": ["n03584254", "ipod"], "606": ["n03908618", "pencil box"], "607": ["n01632777", "axolotl"], "608": ["n04579432", "whistle"], "609": ["n01930112", "nematode"], "610": ["n02108551", "tibetan mastiff"], "611": ["n02112706", "brabancon griffon"], "612": ["n01820546", "lorikeet"], "613": ["n04456115", "torch"], "614": ["n03063689", "coffeepot"], "615": ["n09332890", "lakeside"], "616": ["n02119022", "red fox"], "617": ["n01682714", "american chameleon"], "618": ["n02112137", "chow"], "619": ["n03041632", "cleaver"], "620": ["n03384352", "forklift"], "621": ["n04179913", "sewing machine"], "622": ["n02480855", "gorilla"], "623": ["n02892767", "brassiere"], "624": ["n02002724", "black stork"], "625": ["n02128385", "leopard"], "626": ["n02114367", "timber wolf"], "627": ["n09399592", "promontory"], "628": ["n07583066", "guacamole"], "629": ["n02730930", "apron"], "630": ["n02509815", "lesser panda"], "631": ["n02006656", "spoonbill"], "632": ["n02281787", "lycaenid"], "633": ["n02091032", "italian greyhound"], "634": ["n03837869", "obelisk"], "635": ["n02219486", "ant"], "636": ["n03000134", "chainlink fence"], "637": ["n02102480", "sussex spaniel"], "638": ["n04099969", "rocking chair"], "639": ["n01530575", "brambling"], "640": ["n02009229", "little blue heron"], "641": ["n02835271", "bicycle-built-for-two"], "642": ["n02927161", "butcher shop"], "643": ["n03016953", "chiffonier"], "644": ["n04613696", "yurt"], "645": ["n02100877", "irish setter"], "646": ["n03761084", "microwave"], "647": ["n03888605", "parallel bars"], "648": ["n02326432", "hare"], "649": ["n03873416", "paddle"], "650": ["n02085936", "maltese dog"], "651": ["n03825788", "nipple"], "652": ["n03337140", "file"], "653": ["n03944341", "pinwheel"], "654": ["n04462240", "toyshop"], "655": ["n04604644", "worm fence"], "656": ["n09256479", "coral reef"], "657": ["n03372029", "flute"], "658": ["n03255030", "dumbbell"], "659": ["n02277742", "ringlet"], "660": ["n01631663", "eft"], "661": ["n03481172", "hammer"], "662": ["n04090263", "rifle"], "663": ["n07584110", "consomme"], "664": ["n02093428", "american staffordshire terrier"], "665": ["n04067472", "reel"], "666": ["n01824575", "coucal"], "667": ["n02492035", "capuchin"], "668": ["n02093859", "kerry blue terrier"], "669": ["n02840245", "binder"], "670": ["n04209239", "shower curtain"], "671": ["n02086910", "papillon"], "672": ["n02096294", "australian terrier"], "673": ["n03657121", "lens cap"], "674": ["n03250847", "drumstick"], "675": ["n02231487", "walking stick"], "676": ["n03344393", "fireboat"], "677": ["n02951358", "canoe"], "678": ["n02403003", "ox"], "679": ["n04344873", "studio couch"], "680": ["n02115913", "dhole"], "681": ["n03977966", "police van"], "682": ["n01675722", "banded gecko"], "683": ["n04116512", "rubber eraser"], "684": ["n01518878", "ostrich"], "685": ["n01580077", "jay"], "686": ["n02113624", "toy poodle"], "687": ["n04443257", "tobacco shop"], "688": ["n03026506", "christmas stocking"], "689": ["n04350905", "suit"], "690": ["n02727426", "apiary"], "691": ["n04208210", "shovel"], "692": ["n02279972", "monarch"], "693": ["n04560804", "water jug"], "694": ["n02107574", "greater swiss mountain dog"], "695": ["n07831146", "carbonara"], "696": ["n02786058", "band aid"], "697": ["n02105641", "old english sheepdog"], "698": ["n02417914", "ibex"], "699": ["n01669191", "box turtle"], "700": ["n02106662", "german shepherd"], "701": ["n07747607", "orange"], "702": ["n02115641", "dingo"], "703": ["n03642806", "laptop"], "704": ["n04118776", "rule"], "705": ["n03109150", "corkscrew"], "706": ["n04310018", "steam locomotive"], "707": ["n01739381", "vine snake"], "708": ["n02108089", "boxer"], "709": ["n01914609", "sea anemone"], "710": ["n04251144", "snorkel"], "711": ["n02167151", "ground beetle"], "712": ["n03792972", "mountain tent"], "713": ["n01774384", "black widow"], "714": ["n01806143", "peacock"], "715": ["n04070727", "refrigerator"], "716": ["n01514859", "hen"], "717": ["n02120505", "grey fox"], "718": ["n02025239", "ruddy turnstone"], "719": ["n02109047", "great dane"], "720": ["n02325366", "wood rabbit"], "721": ["n03443371", "goblet"], "722": ["n04229816", "ski mask"], "723": ["n03216828", "dock"], "724": ["n02483708", "siamang"], "725": ["n03673027", "liner"], "726": ["n01695060", "komodo dragon"], "727": ["n02110341", "dalmatian"], "728": ["n04485082", "tripod"], "729": ["n03400231", "frying pan"], "730": ["n02123394", "persian cat"], "731": ["n04033901", "quill"], "732": ["n04550184", "wardrobe"], "733": ["n02129604", "tiger"], "734": ["n03717622", "manhole cover"], "735": ["n02817516", "bearskin"], "736": ["n02018207", "american coot"], "737": ["n02321529", "sea cucumber"], "738": ["n03485407", "hand-held computer"], "739": ["n02504013", "indian elephant"], "740": ["n03814906", "necklace"], "741": ["n04597913", "wooden spoon"], "742": ["n07714990", "broccoli"], "743": ["n03769881", "minibus"], "744": ["n02102040", "english springer"], "745": ["n02051845", "pelican"], "746": ["n03125729", "cradle"], "747": ["n01883070", "wombat"], "748": ["n02841315", "binoculars"], "749": ["n02788148", "bannister"], "750": ["n04023962", "punching bag"], "751": ["n02782093", "balloon"], "752": ["n03770679", "minivan"], "753": ["n04120489", "running shoe"], "754": ["n02099267", "flat-coated retriever"], "755": ["n02749479", "assault rifle"], "756": ["n03843555", "oil filter"], "757": ["n02110627", "affenpinscher"], "758": ["n04509417", "unicycle"], "759": ["n01768244", "trilobite"], "760": ["n10148035", "groom"], "761": ["n02483362", "gibbon"], "762": ["n02105162", "malinois"], "763": ["n04154565", "screwdriver"], "764": ["n03967562", "plow"], "765": ["n01692333", "gila monster"], "766": ["n04371774", "swing"], "767": ["n02488291", "langur"], "768": ["n07565083", "menu"], "769": ["n02480495", "orangutan"], "770": ["n03895866", "passenger car"], "771": ["n04235860", "sleeping bag"], "772": ["n07718472", "cucumber"], "773": ["n04371430", "swimming trunks"], "774": ["n03998194", "prayer rug"], "775": ["n02328150", "angora"], "776": ["n03187595", "dial telephone"], "777": ["n02114712", "red wolf"], "778": ["n04254120", "soap dispenser"], "779": ["n07717410", "acorn squash"], "780": ["n03692522", "loupe"], "781": ["n03676483", "lipstick"], "782": ["n02134418", "sloth bear"], "783": ["n01582220", "magpie"], "784": ["n01945685", "slug"], "785": ["n02666196", "abacus"], "786": ["n02823428", "beer bottle"], "787": ["n02493509", "titi"], "788": ["n01644900", "tailed frog"], "789": ["n03933933", "pier"], "790": ["n03347037", "fire screen"], "791": ["n12998815", "agaric"], "792": ["n03467068", "guillotine"], "793": ["n04417672", "thatch"], "794": ["n02869837", "bonnet"], "795": ["n03197337", "digital watch"], "796": ["n03633091", "ladle"], "797": ["n07693725", "bagel"], "798": ["n01641577", "bullfrog"], "799": ["n02110806", "basenji"], "800": ["n02445715", "skunk"], "801": ["n02088466", "bloodhound"], "802": ["n02447366", "badger"], "803": ["n03929660", "pick"], "804": ["n01667778", "terrapin"], "805": ["n01944390", "snail"], "806": ["n01608432", "kite"], "807": ["n02086646", "blenheim spaniel"], "808": ["n04086273", "revolver"], "809": ["n03065424", "coil"], "810": ["n01775062", "wolf spider"], "811": ["n06596364", "comic book"], "812": ["n02111889", "samoyed"], "813": ["n04525305", "vending machine"], "814": ["n03494278", "harmonica"], "815": ["n02408429", "water buffalo"], "816": ["n02085620", "chihuahua"], "817": ["n03028079", "church"], "818": ["n02871525", "bookshop"], "819": ["n04465501", "tractor"], "820": ["n02699494", "altar"], "821": ["n06794110", "street sign"], "822": ["n03447447", "gondola"], "823": ["n03450230", "gown"], "824": ["n01592084", "chickadee"], "825": ["n03146219", "cuirass"], "826": ["n04447861", "toilet seat"], "827": ["n03259280", "dutch oven"], "828": ["n03857828", "oscilloscope"], "829": ["n09246464", "cliff"], "830": ["n02281406", "sulphur butterfly"], "831": ["n02116738", "african hunting dog"], "832": ["n04482393", "tricycle"], "833": ["n02906734", "broom"], "834": ["n02089867", "walker hound"], "835": ["n01770393", "scorpion"], "836": ["n03445777", "golf ball"], "837": ["n02951585", "can opener"], "838": ["n02133161", "american black bear"], "839": ["n03868863", "oxygen mask"], "840": ["n03891251", "park bench"], "841": ["n02963159", "cardigan"], "842": ["n01484850", "great white shark"], "843": ["n01735189", "garter snake"], "844": ["n02096051", "airedale"], "845": ["n04243546", "slot"], "846": ["n02259212", "leafhopper"], "847": ["n04356056", "sunglasses"], "848": ["n07873807", "pizza"], "849": ["n03272562", "electric locomotive"], "850": ["n01755581", "diamondback"], "851": ["n02802426", "basketball"], "852": ["n03141823", "crutch"], "853": ["n02110958", "pug"], "854": ["n02236044", "mantis"], "855": ["n04044716", "radio telescope"], "856": ["n12267677", "acorn"], "857": ["n03838899", "oboe"], "858": ["n02500267", "indri"], "859": ["n02111277", "newfoundland"], "860": ["n04599235", "wool"], "861": ["n04081281", "restaurant"], "862": ["n02098286", "west highland white terrier"], "863": ["n02493793", "spider monkey"], "864": ["n03459775", "grille"], "865": ["n02488702", "colobus"], "866": ["n02109961", "eskimo dog"], "867": ["n07613480", "trifle"], "868": ["n04398044", "teapot"], "869": ["n03794056", "mousetrap"], "870": ["n03724870", "mask"], "871": ["n02971356", "carton"], "872": ["n01756291", "sidewinder"], "873": ["n01688243", "frilled lizard"], "874": ["n04357314", "sunscreen"], "875": ["n04505470", "typewriter keyboard"], "876": ["n04612504", "yawl"], "877": ["n03584829", "iron"], "878": ["n02095570", "lakeland terrier"], "879": ["n03840681", "ocarina"], "880": ["n01685808", "whiptail"], "881": ["n03599486", "jinrikisha"], "882": ["n02102318", "cocker spaniel"], "883": ["n02012849", "crane"], "884": ["n03785016", "moped"], "885": ["n02486410", "baboon"], "886": ["n03223299", "doormat"], "887": ["n02105056", "groenendael"], "888": ["n02013706", "limpkin"], "889": ["n03291819", "envelope"], "890": ["n03733805", "measuring cup"], "891": ["n09421951", "sandbar"], "892": ["n02356798", "fox squirrel"], "893": ["n04127249", "safety pin"], "894": ["n04118538", "rugby ball"], "895": ["n02098413", "lhasa"], "896": ["n03045698", "cloak"], "897": ["n04275548", "spider web"], "898": ["n03658185", "letter opener"], "899": ["n01558993", "robin"], "900": ["n02128757", "snow leopard"], "901": ["n02089973", "english foxhound"], "902": ["n03017168", "chime"], "903": ["n01818515", "macaw"], "904": ["n02892201", "brass"], "905": ["n06359193", "web site"], "906": ["n01860187", "black swan"], "907": ["n03482405", "hamper"], "908": ["n07875152", "potpie"], "909": ["n04562935", "water tower"], "910": ["n02412080", "ram"], "911": ["n02085782", "japanese spaniel"], "912": ["n07880968", "burrito"], "913": ["n13052670", "hen-of-the-woods"], "914": ["n07714571", "head cabbage"], "915": ["n03887697", "paper towel"], "916": ["n04523525", "vault"], "917": ["n04487081", "trolleybus"], "918": ["n02108422", "bull mastiff"], "919": ["n02981792", "catamaran"], "920": ["n03394916", "french horn"], "921": ["n02410509", "bison"], "922": ["n04392985", "tape player"], "923": ["n02790996", "barbell"], "924": ["n01665541", "leatherback turtle"], "925": ["n02100236", "german short-haired pointer"], "926": ["n02799071", "baseball"], "927": ["n02106550", "rottweiler"], "928": ["n15075141", "toilet tissue"], "929": ["n02655020", "puffer"], "930": ["n02101388", "brittany spaniel"], "931": ["n01797886", "ruffed grouse"], "932": ["n02910353", "buckle"], "933": ["n07860988", "dough"], "934": ["n02113023", "pembroke"], "935": ["n04584207", "wig"], "936": ["n03590841", "jack-o'-lantern"], "937": ["n04328186", "stopwatch"], "938": ["n03793489", "mouse"], "939": ["n04141975", "scale"], "940": ["n03208938", "disk brake"], "941": ["n04049303", "rain barrel"], "942": ["n03637318", "lampshade"], "943": ["n02091831", "saluki"], "944": ["n03180011", "desktop computer"], "945": ["n02033041", "dowitcher"], "946": ["n01677366", "common iguana"], "947": ["n02090379", "redbone"], "948": ["n04192698", "shield"], "949": ["n07920052", "espresso"], "950": ["n04270147", "spatula"], "951": ["n03877472", "pajama"], "952": ["n03991062", "pot"], "953": ["n09288635", "geyser"], "954": ["n03759954", "microphone"], "955": ["n02992529", "cellular telephone"], "956": ["n03290653", "entertainment center"], "957": ["n01753488", "horned viper"], "958": ["n02487347", "macaque"], "959": ["n01855672", "goose"], "960": ["n02100735", "english setter"], "961": ["n02110185", "siberian husky"], "962": ["n03721384", "marimba"], "963": ["n02825657", "bell cote"], "964": ["n02134084", "ice bear"], "965": ["n01531178", "goldfinch"], "966": ["n01694178", "african chameleon"], "967": ["n02769748", "backpack"], "968": ["n07718747", "artichoke"], "969": ["n02097209", "standard schnauzer"], "970": ["n01978455", "rock crab"], "971": ["n03444034", "go-kart"], "972": ["n02791124", "barber chair"], "973": ["n03902125", "pay-phone"], "974": ["n02486261", "patas"], "975": ["n02104365", "schipperke"], "976": ["n01698640", "american alligator"], "977": ["n01601694", "water ouzel"], "978": ["n04596742", "wok"], "979": ["n02526121", "eel"], "980": ["n03903868", "pedestal"], "981": ["n02011460", "bittern"], "982": ["n02843684", "birdhouse"], "983": ["n04487394", "trombone"], "984": ["n04532670", "viaduct"], "985": ["n04252225", "snowplow"], "986": ["n03535780", "horizontal bar"], "987": ["n03930313", "picket fence"], "988": ["n01664065", "loggerhead"], "989": ["n02978881", "cassette"], "990": ["n02113978", "mexican hairless"], "991": ["n03124043", "cowboy boot"], "992": ["n03483316", "hand blower"], "993": ["n03207941", "dishwasher"], "994": ["n03014705", "chest"], "995": ["n04317175", "stethoscope"], "996": ["n03942813", "ping-pong ball"], "997": ["n13037406", "gyromitra"], "998": ["n01924916", "flatworm"], "999": ["n02206856", "bee"]} ================================================ FILE: ILSVRC/wordnet.parent-child.mintree.txt ================================================ n00001740 n00001930 n00001740 n00002137 n00001930 n00002684 n00001930 n00020827 n00002137 n00033020 n00002137 n00024264 n02688443 n04592741 n00002684 n00003553 n00002684 n09287968 n00003553 n00004258 n00003553 n00021939 n00003553 n00019128 n00004258 n00004475 n00004475 n00015388 n00004475 n12992868 n00004475 n00017222 n00004475 n00007846 n07566340 n07809096 n07566340 n07882497 n04411264 n03792972 n03725035 n03314378 n03725035 n03424325 n00007846 n10072708 n00007846 n09626238 n00007846 n09613191 n00015388 n01905661 n00015388 n01466257 n00015388 n02152991 n00017222 n13083586 n02691156 n02690373 n00019128 n13086908 n00019613 n14580897 n00020090 n00021265 n00020827 n00020090 n00020827 n15046900 n00020827 n00019613 n00021265 n07560652 n00021265 n07570720 n00021265 n07566340 n00021265 n07800091 n00021265 n07881800 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n13713003 n07881800 n07933530 n01090446 n01106715 n06162653 n06162847 n05230603 n05234911 n04484160 n02889035 n08270417 n08268636 n04815321 n04818284 n11567411 n12768177 n00427580 n00514041 n09483738 n09484313 n13875970 n11691523 n08357992 n08358165 n14985383 n14754705 n05407119 n05413102 n00024720 n14418395 n05129565 n00307176 n10000787 n09799607 n14191037 n14191442 n08355075 n08355324 n01168369 n01243453 n00007846 n10627349 n11554175 n11599165 n03236735 n04136161 n13388245 n13391118 n07357388 n01047338 n01864707 n02143759 n13526110 n13569774 n02881193 n03602194 n14557415 n14506233 n13582013 n13729135 n03309808 n03703075 n06547059 n06547615 n08539717 n08539893 n06559365 n06563324 n05178394 n13241407 n04916342 n04917292 n05074774 n05078289 n12987056 n12990597 n05943300 n06186301 ================================================ FILE: LICENSE ================================================ MIT License Copyright (c) 2020 Björn Barz Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ================================================ FILE: NAB-Hierarchy/classes.txt ================================================ 0 Birds 1 Ducks, Geese, and Swans 2 Grouse, Quail, and Allies 3 Loons 4 Grebes 5 Storks 6 Frigatebirds, Boobies, Cormorants, Darters, and Allies 7 Pelicans, Herons, Ibises, and Allies 8 Hawks, Kites, Eagles, and Allies 9 Caracaras and Falcons 10 Cranes and Rails 11 Plovers, Sandpipers, and Allies 12 Skuas and Alcids 13 Gulls, Terns, and Allies 14 Pigeons and Doves 15 Parrots 16 Cuckoos 17 Owls 18 Nightjars 19 Swifts and Hummingbirds 20 Kingfishers and Allies 21 Woodpeckers 22 Perching Birds 23 Black-bellied Plover 24 Black-bellied Whistling-Duck 25 Tyrant Flycatchers 26 Semipalmated Plover 27 Greater White-fronted Goose 28 Black Vulture 29 American White Pelican 30 Killdeer 31 Red-headed Woodpecker 32 Shrikes 33 Snow Goose 34 Chimney Swift 35 American Oystercatcher 36 Ross's Goose 37 Barn Owl 38 Vireos 39 Black Oystercatcher 40 Turkey Vulture 41 Brown Pelican 42 Brant 43 Scaled Quail 44 Northern Gannet 45 Rock Pigeon 46 Black-necked Stilt 47 Acorn Woodpecker 48 Jays, Magpies, and Crows 49 Pied-billed Grebe 50 American Avocet 51 Cackling Goose 52 Vaux's Swift 53 Osprey 54 Crested Caracara 55 Larks 56 Spotted Sandpiper 57 Canada Goose 58 Great Blue Heron 59 Solitary Sandpiper 60 Mute Swan 61 Purple Gallinule 62 Western Screech-Owl 63 Gila Woodpecker 64 Swallows 65 Greater Yellowlegs 66 Swallow-tailed Kite 67 Trumpeter Swan 68 White-throated Swift 69 Chickadees and Titmice 70 Willet 71 Great Egret 72 Tundra Swan 73 California Quail 74 Red-throated Loon 75 Brandt's Cormorant 76 Band-tailed Pigeon 77 Yellow-billed Cuckoo 78 Lesser Yellowlegs 79 Golden-fronted Woodpecker 80 Verdin 81 Wood Duck 82 Whimbrel 83 White-tailed Kite 84 Horned Grebe 85 Snowy Egret 86 Long-billed Curlew 87 Gadwall 88 Eastern Screech-Owl 89 Bushtits 90 Broad-billed Hummingbird 91 Marbled Godwit 92 American Wigeon 93 Mississippi Kite 94 American Kestrel 95 Red-bellied Woodpecker 96 Nuthatches 97 Ruddy Turnstone 98 American Black Duck 99 Little Blue Heron 100 Black Turnstone 101 Creepers 102 Mallard 103 Gambel's Quail 104 Neotropic Cormorant 105 Eurasian Collared-Dove 106 Surfbird 107 Ruby-throated Hummingbird 108 Bald Eagle 109 Mottled Duck 110 Common Gallinule 111 Great Horned Owl 112 Yellow-bellied Sapsucker 113 Wrens 114 Sanderling 115 Tricolored Heron 116 Blue-winged Teal 117 Semipalmated Sandpiper 118 Red-necked Grebe 119 Gnatcatchers 120 Northern Harrier 121 Western Sandpiper 122 Cinnamon Teal 123 Black-chinned Hummingbird 124 Red-naped Sapsucker 125 Dippers 126 Least Sandpiper 127 Reddish Egret 128 Northern Shoveler 129 Dunlin 130 Northern Pintail 131 Northern Bobwhite 132 Pacific Loon 133 Wood Stork 134 Double-crested Cormorant 135 Sharp-shinned Hawk 136 Merlin 137 White-winged Dove 138 Monk Parakeet 139 Black-billed Cuckoo 140 Snowy Owl 141 Common Nighthawk 142 Belted Kingfisher 143 Kinglets 144 Black Guillemot 145 Black-legged Kittiwake 146 Short-billed Dowitcher 147 Green-winged Teal 148 Cattle Egret 149 Wilson's Snipe 150 Red-breasted Sapsucker 151 Old World Warblers 152 Anna's Hummingbird 153 Canvasback 154 American Woodcock 155 Cooper's Hawk 156 Thrushes 157 Eared Grebe 158 Wilson's Phalarope 159 Redhead 160 Green Heron 161 Ring-necked Duck 162 American Coot 163 Northern Pygmy-Owl 164 Ladder-backed Woodpecker 165 Mockingbirds, Thrashers, and Allies 166 Harris's Hawk 167 Costa's Hummingbird 168 Greater Scaup 169 Ring-necked Pheasant 170 Great Cormorant 171 Mourning Dove 172 Starlings and Allies 173 Black-crowned Night-Heron 174 Lesser Scaup 175 Red-shouldered Hawk 176 Peregrine Falcon 177 Nuttall's Woodpecker 178 Wagtails and Pipits 179 Common Eider 180 Calliope Hummingbird 181 Harlequin Duck 182 Burrowing Owl 183 Waxwings 184 Yellow-crowned Night-Heron 185 Western Grebe 186 Broad-winged Hawk 187 Surf Scoter 188 Downy Woodpecker 189 Silky-Flycatchers 190 Pigeon Guillemot 191 Bonaparte's Gull 192 White-winged Scoter 193 Ruffed Grouse 194 Common Loon 195 Pelagic Cormorant 196 Inca Dove 197 Greater Roadrunner 198 White Ibis 199 Longspurs and Snow Buntings 200 Broad-tailed Hummingbird 201 Black Scoter 202 Swainson's Hawk 203 Long-tailed Duck 204 Sandhill Crane 205 Barred Owl 206 Hairy Woodpecker 207 Wood-Warblers 208 Glossy Ibis 209 Bufflehead 210 Red-tailed Hawk 211 Prairie Falcon 212 New World Sparrows and Allies 213 Rufous Hummingbird 214 Common Goldeneye 215 Clark's Grebe 216 Northern Flicker 217 Cardinals, Grosbeaks, and Allies 218 Laughing Gull 219 Barrow's Goldeneye 220 Wild Turkey 221 Anhinga 222 Common Ground-Dove 223 White-faced Ibis 224 Rough-legged Hawk 225 Hooded Merganser 226 Northern Saw-whet Owl 227 Blackbirds and Allies 228 Allen's Hummingbird 229 Common Merganser 230 Pileated Woodpecker 231 Finches and Allies 232 Heermann's Gull 233 Roseate Spoonbill 234 Golden Eagle 235 Red-breasted Merganser 236 Old World Sparrows 237 Mew Gull 238 Ruddy Duck 239 Western Gull 240 Ring-billed Gull 241 California Gull 242 Herring Gull 243 Glaucous-winged Gull 244 Great Black-backed Gull 245 Caspian Tern 246 Black Tern 247 Common Tern 248 Forster's Tern 249 Royal Tern 250 Black Skimmer 251 Ovenbird 252 Green-tailed Towhee 253 Louisiana Waterthrush 254 Bobolink 255 Gray-crowned Rosy-Finch 256 Western Wood-Pewee 257 Gray Jay 258 Spotted Towhee 259 Summer Tanager 260 Northern Waterthrush 261 Carolina Chickadee 262 Eastern Bluebird 263 White-eyed Vireo 264 Purple Martin 265 Cactus Wren 266 Blue-winged Warbler 267 Eastern Towhee 268 Red-winged Blackbird 269 Black Rosy-Finch 270 Eastern Wood-Pewee 271 Steller's Jay 272 Black-and-white Warbler 273 Rufous-crowned Sparrow 274 Scarlet Tanager 275 Gray Catbird 276 Prothonotary Warbler 277 Eastern Meadowlark 278 Black-capped Chickadee 279 Western Bluebird 280 Brown-capped Rosy-Finch 281 Least Flycatcher 282 Canyon Towhee 283 Tennessee Warbler 284 Red-breasted Nuthatch 285 Bell's Vireo 286 Blue Jay 287 Tree Swallow 288 Canyon Wren 289 Orange-crowned Warbler 290 California Towhee 291 Western Tanager 292 Western Meadowlark 293 Nashville Warbler 294 Pine Grosbeak 295 Common Eider (Adult male) 296 Long-tailed Duck (Winter male) 297 Ruddy Duck (Breeding male) 298 Swainson's Hawk (Dark morph ) 299 Red-tailed Hawk (Light morph adult) 300 Pacific-slope Flycatcher 301 Florida Scrub-Jay 302 Abert's Towhee 303 Mountain Chickadee 304 Mountain Bluebird 305 MacGillivray's Warbler 306 Yellow-headed Blackbird 307 Yellow-throated Vireo 308 Mourning Warbler 309 American Tree Sparrow 310 Northern Cardinal 311 Purple Finch 312 Cordilleran Flycatcher 313 Snow Goose (White morph) 314 Wood Duck (Breeding male) 315 Gadwall (Breeding male) 316 American Wigeon (Breeding male) 317 Mallard (Breeding male) 318 Blue-winged Teal (Male) 319 Cinnamon Teal (Male) 320 Northern Shoveler (Breeding male) 321 Northern Pintail (Breeding male) 322 Green-winged Teal (Male) 323 Canvasback (Breeding male) 324 Redhead (Breeding male) 325 Ring-necked Duck (Breeding male) 326 Greater Scaup (Breeding male) 327 Lesser Scaup (Breeding male) 328 Harlequin Duck (Male) 329 Surf Scoter (Male) 330 White-winged Scoter (Male) 331 Black Scoter (Male) 332 Bufflehead (Breeding male) 333 Common Goldeneye (Breeding male) 334 Barrow's Goldeneye (Breeding male) 335 Hooded Merganser (Breeding male) 336 Common Merganser (Breeding male) 337 Red-breasted Merganser (Breeding male) 338 California Quail (Male) 339 Gambel's Quail (Male) 340 Ring-necked Pheasant (Male) 341 Red-throated Loon (Breeding) 342 Pacific Loon (Breeding) 343 Common Loon (Breeding) 344 Horned Grebe (Breeding) 345 Red-necked Grebe (Breeding) 346 Eared Grebe (Breeding) 347 Northern Gannet (Adult, Subadult) 348 Double-crested Cormorant (Immature) 349 Great Cormorant (Adult) 350 Little Blue Heron (Adult) 351 Reddish Egret (Dark morph) 352 Black-crowned Night-Heron (Adult) 353 Yellow-crowned Night-Heron (Adult) 354 White Ibis (Adult) 355 Bald Eagle (Adult, subadult) 356 Northern Harrier (Adult male) 357 Sharp-shinned Hawk (Adult ) 358 Cooper's Hawk (Adult) 359 Red-shouldered Hawk (Adult ) 360 Broad-winged Hawk (Adult) 361 Rough-legged Hawk (Dark morph) 362 Golden Eagle (Adult) 363 American Kestrel (Adult male) 364 Peregrine Falcon (Adult) 365 Purple Gallinule (Adult) 366 Common Gallinule (Adult) 367 Black-bellied Plover (Breeding) 368 Spotted Sandpiper (Breeding) 369 Sanderling (Breeding) 370 Dunlin (Breeding) 371 Wilson's Phalarope (Breeding) 372 Broad-billed Hummingbird (Adult Male) 373 Ruby-throated Hummingbird (Adult Male) 374 Black-chinned Hummingbird (Adult Male) 375 Anna's Hummingbird (Adult Male) 376 Costa's Hummingbird (Adult Male) 377 Calliope Hummingbird (Adult Male) 378 Broad-tailed Hummingbird (Adult Male) 379 Rufous Hummingbird (Adult Male) 380 Allen's Hummingbird (Adult Male) 381 Red-headed Woodpecker (Adult) 382 Northern Flicker (Yellow-shafted) 383 Loggerhead Shrike 384 Western Scrub-Jay 385 Violet-green Swallow 386 Carolina Wren 387 Blue-gray Gnatcatcher 388 Golden-crowned Kinglet 389 Northern Mockingbird 390 Bohemian Waxwing 391 Common Yellowthroat 392 Black Guillemot (Breeding) 393 Pigeon Guillemot (Breeding) 394 Black-legged Kittiwake (Adult) 395 Laughing Gull (Breeding) 396 Heermann's Gull (Adult) 397 Ring-billed Gull (Adult) 398 Western Gull (Adult) 399 California Gull (Adult) 400 Herring Gull (Adult) 401 Glaucous-winged Gull (Adult) 402 Great Black-backed Gull (Adult) 403 Chipping Sparrow 404 Rusty Blackbird 405 Hooded Warbler 406 Chestnut-backed Chickadee 407 Townsend's Solitaire 408 Cassin's Finch 409 Black Phoebe 410 Clay-colored Sparrow 411 Pyrrhuloxia 412 American Redstart 413 White-breasted Nuthatch 414 Plumbeous Vireo 415 Mexican Jay 416 Brewer's Blackbird 417 Cape May Warbler 418 Brewer's Sparrow 419 House Finch 420 Eastern Phoebe 421 Northern Rough-winged Swallow 422 Bewick's Wren 423 Northern Parula 424 Boreal Chickadee 425 Veery 426 Field Sparrow 427 Rose-breasted Grosbeak 428 Clark's Nutcracker 429 Common Grackle 430 Magnolia Warbler 431 Vesper Sparrow 432 Horned Lark 433 Verdin 434 Bushtit 435 Brown Creeper 436 American Dipper 437 Wrentit 438 Brown Thrasher 439 European Starling 440 American Pipit 441 Phainopepla 442 Snow Bunting 443 Bay-breasted Warbler 444 Red Crossbill 445 House Sparrow 446 Bonaparte's Gull 447 Mew Gull 448 Caspian Tern 449 Black Tern 450 Common Tern 451 Forster's Tern 452 Royal Tern 453 Black Skimmer 454 Greater White-fronted Goose 455 Brant 456 Cackling Goose 457 Canada Goose 458 Mute Swan 459 Trumpeter Swan 460 Tundra Swan 461 American Black Duck 462 Mottled Duck 463 Common Eider (Female/juvenile) 464 Long-tailed Duck (Summer male) 465 Ruddy Duck (Winter male) 466 Scaled Quail 467 Northern Bobwhite 468 Ruffed Grouse 469 Wild Turkey 470 Pied-billed Grebe 471 Western Grebe 472 Clark's Grebe 473 Wood Stork 474 Brandt's Cormorant 475 Neotropic Cormorant 476 Pelagic Cormorant 477 Anhinga 478 American White Pelican 479 Brown Pelican 480 Great Blue Heron 481 Great Egret 482 Snowy Egret 483 Tricolored Heron 484 Cattle Egret 485 Green Heron 486 Glossy Ibis 487 White-faced Ibis 488 Roseate Spoonbill 489 Black Vulture 490 Turkey Vulture 491 Osprey 492 Swallow-tailed Kite 493 White-tailed Kite 494 Mississippi Kite 495 Harris's Hawk 496 Swainson's Hawk (Light morph ) 497 Red-tailed Hawk (Dark morph) 498 Crested Caracara 499 Merlin 500 Prairie Falcon 501 American Coot 502 Sandhill Crane 503 Semipalmated Plover 504 Killdeer 505 American Oystercatcher 506 Black Oystercatcher 507 Black-necked Stilt 508 American Avocet 509 Solitary Sandpiper 510 Greater Yellowlegs 511 Willet 512 Lesser Yellowlegs 513 Whimbrel 514 Long-billed Curlew 515 Marbled Godwit 516 Ruddy Turnstone 517 Black Turnstone 518 Surfbird 519 Semipalmated Sandpiper 520 Western Sandpiper 521 Least Sandpiper 522 Short-billed Dowitcher 523 Wilson's Snipe 524 American Woodcock 525 Rock Pigeon 526 Band-tailed Pigeon 527 Eurasian Collared-Dove 528 White-winged Dove 529 Mourning Dove 530 Inca Dove 531 Common Ground-Dove 532 Monk Parakeet 533 Yellow-billed Cuckoo 534 Black-billed Cuckoo 535 Greater Roadrunner 536 Barn Owl 537 Western Screech-Owl 538 Eastern Screech-Owl 539 Great Horned Owl 540 Snowy Owl 541 Northern Pygmy-Owl 542 Burrowing Owl 543 Barred Owl 544 Northern Saw-whet Owl 545 Common Nighthawk 546 Chimney Swift 547 Vaux's Swift 548 White-throated Swift 549 Belted Kingfisher 550 Acorn Woodpecker 551 Gila Woodpecker 552 Golden-fronted Woodpecker 553 Red-bellied Woodpecker 554 Yellow-bellied Sapsucker 555 Red-naped Sapsucker 556 Red-breasted Sapsucker 557 Ladder-backed Woodpecker 558 Nuttall's Woodpecker 559 Downy Woodpecker 560 Hairy Woodpecker 561 Pileated Woodpecker 562 Say's Phoebe 563 Cassin's Vireo 564 Blackburnian Warbler 565 Boat-tailed Grackle 566 Black-billed Magpie 567 Lark Sparrow 568 Black-headed Grosbeak 569 Bridled Titmouse 570 Swainson's Thrush 571 Bank Swallow 572 House Wren 573 Yellow Warbler 574 White-winged Crossbill 575 Vermilion Flycatcher 576 Lark Bunting 577 Chestnut-sided Warbler 578 Great-tailed Grackle 579 Pygmy Nuthatch 580 Blue-headed Vireo 581 Yellow-billed Magpie 582 Blackpoll Warbler 583 Savannah Sparrow 584 Blue Grosbeak 585 Common Redpoll 586 Ash-throated Flycatcher 587 Oak Titmouse 588 Hermit Thrush 589 Black-throated Blue Warbler 590 Bronzed Cowbird 591 Fox Sparrow 592 Cliff Swallow 593 Pacific Wren 594 Black-tailed Gnatcatcher 595 Ruby-crowned Kinglet 596 Curve-billed Thrasher 597 Cedar Waxwing 598 Palm Warbler 599 Black Guillemot (Nonbreeding, juvenile) 600 Pigeon Guillemot (Nonbreeding, juvenile) 601 Black-legged Kittiwake (Immature) 602 Laughing Gull (Nonbreeding/Immature) 603 Heermann's Gull (Immature) 604 Ring-billed Gull (Immature) 605 Western Gull (Immature) 606 California Gull (Immature) 607 Herring Gull (Immature) 608 Glaucous-winged Gull (Immature) 609 Great Black-backed Gull (Immature) 610 Black-bellied Whistling-Duck 611 Snow Goose (Blue morph) 612 Ross's Goose 613 Wood Duck (Female/Eclipse male) 614 Gadwall (Female/Eclipse male) 615 American Wigeon (Female/Eclipse male) 616 Mallard (Female/Eclipse male) 617 Blue-winged Teal (Female/juvenile) 618 Cinnamon Teal (Female/juvenile) 619 Northern Shoveler (Female/Eclipse male) 620 Northern Pintail (Female/Eclipse male) 621 Green-winged Teal (Female/juvenile) 622 Canvasback (Female/Eclipse male) 623 Redhead (Female/Eclipse male) 624 Ring-necked Duck (Female/Eclipse male) 625 Greater Scaup (Female/Eclipse male) 626 Lesser Scaup (Female/Eclipse male) 627 Harlequin Duck (Female/juvenile) 628 Surf Scoter (Female/immature) 629 White-winged Scoter (Female/juvenile) 630 Black Scoter (Female/juvenile) 631 Bufflehead (Female/immature male) 632 Common Goldeneye (Female/Eclipse male) 633 Barrow's Goldeneye (Female/Eclipse male) 634 Hooded Merganser (Female/immature male) 635 Common Merganser (Female/immature male) 636 Red-breasted Merganser (Female/immature male) 637 California Quail (Female/juvenile) 638 Gambel's Quail (Female/juvenile) 639 Ring-necked Pheasant (Female/juvenile) 640 Red-throated Loon (Nonbreeding/juvenile) 641 Pacific Loon (Nonbreeding/juvenile) 642 Common Loon (Nonbreeding/juvenile) 643 Horned Grebe (Nonbreeding/juvenile) 644 Red-necked Grebe (Nonbreeding/juvenile) 645 Eared Grebe (Nonbreeding/juvenile) 646 Northern Gannet (Immature/Juvenile) 647 Double-crested Cormorant (Adult) 648 Great Cormorant (Immature) 649 Little Blue Heron (Immature) 650 Reddish Egret (White morph) 651 Black-crowned Night-Heron (Immature) 652 Yellow-crowned Night-Heron (Immature) 653 White Ibis (Immature) 654 Bald Eagle (Immature, juvenile) 655 Northern Harrier (Female, immature) 656 Sharp-shinned Hawk (Immature) 657 Cooper's Hawk (Immature) 658 Red-shouldered Hawk (Immature) 659 Broad-winged Hawk (Immature) 660 Rough-legged Hawk (Light morph) 661 Golden Eagle (Immature) 662 American Kestrel (Female, immature) 663 Peregrine Falcon (Immature) 664 Purple Gallinule (Immature) 665 Common Gallinule (Immature) 666 Black-bellied Plover (Nonbreeding/juvenile) 667 Spotted Sandpiper (Nonbreeding/juvenile) 668 Sanderling (Nonbreeding/juvenile) 669 Dunlin (Nonbreeding/juvenile) 670 Wilson's Phalarope (Nonbreeding, juvenile) 671 Broad-billed Hummingbird (Female, immature) 672 Ruby-throated Hummingbird (Female, immature) 673 Black-chinned Hummingbird (Female, immature) 674 Anna's Hummingbird (Female, immature) 675 Costa's Hummingbird (Female, immature) 676 Calliope Hummingbird (Female, immature) 677 Broad-tailed Hummingbird (Female, immature) 678 Rufous Hummingbird (Female, immature) 679 Allen's Hummingbird (Female, immature) 680 Red-headed Woodpecker (Immature) 681 Northern Flicker (Red-shafted) 682 Northern Shrike 683 American Crow 684 Great Crested Flycatcher 685 Hoary Redpoll 686 Song Sparrow 687 Lazuli Bunting 688 Pine Warbler 689 Hutton's Vireo 690 Brown-headed Cowbird 691 Yellow-rumped Warbler 692 Juniper Titmouse 693 Wood Thrush 694 Lincoln's Sparrow 695 Northwestern Crow 696 Common Eider (Immature/Eclipse male) 697 Long-tailed Duck (Female/juvenile) 698 Ruddy Duck (Female/juvenile) 699 Swainson's Hawk (Immature) 700 Red-tailed Hawk (Light morph immature) 701 Cassin's Kingbird 702 Yellow-throated Warbler 703 Pine Siskin 704 Orchard Oriole 705 Swamp Sparrow 706 Indigo Bunting 707 Cave Swallow 708 Winter Wren 709 Prairie Warbler 710 Fish Crow 711 Brown-headed Nuthatch 712 Warbling Vireo 713 Black-throated Gray Warbler 714 White-throated Sparrow 715 Lesser Goldfinch 716 Western Kingbird 717 Tufted Titmouse 718 American Robin 719 Hooded Oriole 720 California Thrasher 721 Townsend's Warbler 722 Harris's Sparrow 723 Painted Bunting 724 Hermit Warbler 725 Chihuahuan Raven 726 American Goldfinch 727 Eastern Kingbird 728 Bullock's Oriole 729 White-crowned Sparrow 730 Barn Swallow 731 Marsh Wren 732 Black-throated Green Warbler 733 Red-eyed Vireo 734 Black-crested Titmouse 735 Varied Thrush 736 Canada Warbler 737 Golden-crowned Sparrow 738 Dickcissel 739 Common Raven 740 Evening Grosbeak 741 Scissor-tailed Flycatcher 742 Baltimore Oriole 743 Wilson's Warbler 744 Dark-eyed Junco 745 Yellow-breasted Chat 746 Dark-eyed Junco (Slate-colored) 747 Yellow-rumped Warbler (Breeding Myrtle) 748 European Starling (Breeding Adult) 749 Fox Sparrow (Red) 750 Summer Tanager (Adult Male) 751 Orchard Oriole (Adult Male) 752 Purple Martin (Adult male) 753 American Robin (Adult) 754 Phainopepla (Female/juvenile) 755 Snow Bunting (Breeding adult) 756 Common Yellowthroat (Adult Male) 757 American Redstart (Adult Male) 758 Magnolia Warbler (Breeding male) 759 Bay-breasted Warbler (Breeding male) 760 Chestnut-sided Warbler (Breeding male) 761 Blackpoll Warbler (Breeding male) 762 Black-throated Blue Warbler (Adult Male) 763 Lark Bunting (Breeding male) 764 White-throated Sparrow (White-striped) 765 Harris's Sparrow (Adult) 766 White-crowned Sparrow (Adult) 767 Golden-crowned Sparrow (Adult) 768 Dark-eyed Junco (Oregon) 769 Chipping Sparrow (Breeding) 770 Scarlet Tanager (Breeding Male) 771 Western Tanager (Breeding Male) 772 Northern Cardinal (Adult Male) 773 Rose-breasted Grosbeak (Adult Male) 774 Black-headed Grosbeak (Adult Male) 775 Blue Grosbeak (Adult Male) 776 Lazuli Bunting (Adult Male) 777 Indigo Bunting (Adult Male) 778 Painted Bunting (Adult Male) 779 Bobolink (Breeding male) 780 Red-winged Blackbird (Male) 781 Yellow-headed Blackbird (Adult Male) 782 Brewer's Blackbird (Female/Juvenile) 783 Brown-headed Cowbird (Male) 784 Hooded Oriole (Adult male) 785 Bullock's Oriole (Adult male) 786 Baltimore Oriole (Adult male) 787 Pine Grosbeak (Adult Male) 788 Purple Finch (Adult Male) 789 Cassin's Finch (Adult Male) 790 House Finch (Adult Male) 791 Red Crossbill (Adult Male) 792 White-winged Crossbill (Adult Male) 793 Lesser Goldfinch (Adult Male) 794 American Goldfinch (Breeding Male) 795 Evening Grosbeak (Adult Male) 796 House Sparrow (Male) 797 Vermilion Flycatcher (Adult male) 798 Yellow-rumped Warbler (Winter/juvenile Myrtle) 799 Northwestern Crow 800 Fish Crow 801 Chihuahuan Raven 802 Common Raven 803 Horned Lark 804 Tree Swallow 805 Violet-green Swallow 806 Northern Rough-winged Swallow 807 Bank Swallow 808 Cliff Swallow 809 Cave Swallow 810 Barn Swallow 811 Carolina Chickadee 812 Black-capped Chickadee 813 Mountain Chickadee 814 Chestnut-backed Chickadee 815 Boreal Chickadee 816 Bridled Titmouse 817 Oak Titmouse 818 Juniper Titmouse 819 Tufted Titmouse 820 Black-crested Titmouse 821 Verdin 822 Bushtit 823 Red-breasted Nuthatch 824 White-breasted Nuthatch 825 Pygmy Nuthatch 826 Brown-headed Nuthatch 827 Brown Creeper 828 Cactus Wren 829 Canyon Wren 830 Carolina Wren 831 Bewick's Wren 832 House Wren 833 Pacific Wren 834 Winter Wren 835 Marsh Wren 836 Blue-gray Gnatcatcher 837 Black-tailed Gnatcatcher 838 American Dipper 839 Golden-crowned Kinglet 840 Ruby-crowned Kinglet 841 Wrentit 842 Eastern Bluebird 843 Western Bluebird 844 Mountain Bluebird 845 Townsend's Solitaire 846 Veery 847 Swainson's Thrush 848 Hermit Thrush 849 Wood Thrush 850 Varied Thrush 851 Gray Catbird 852 Northern Mockingbird 853 Brown Thrasher 854 Curve-billed Thrasher 855 California Thrasher 856 European Starling (Nonbreeding Adult) 857 American Pipit 858 Bohemian Waxwing 859 Cedar Waxwing 860 Ovenbird 861 Louisiana Waterthrush 862 Northern Waterthrush 863 Blue-winged Warbler 864 Black-and-white Warbler 865 Prothonotary Warbler 866 Tennessee Warbler 867 Orange-crowned Warbler 868 Nashville Warbler 869 MacGillivray's Warbler 870 Mourning Warbler 871 Hooded Warbler 872 Cape May Warbler 873 Northern Parula 874 Blackburnian Warbler 875 Yellow Warbler 876 Palm Warbler 877 Pine Warbler 878 Yellow-throated Warbler 879 Prairie Warbler 880 Black-throated Gray Warbler 881 Townsend's Warbler 882 Hermit Warbler 883 Black-throated Green Warbler 884 Canada Warbler 885 Wilson's Warbler 886 Yellow-breasted Chat 887 Green-tailed Towhee 888 Spotted Towhee 889 Eastern Towhee 890 Rufous-crowned Sparrow 891 Canyon Towhee 892 California Towhee 893 Abert's Towhee 894 American Tree Sparrow 895 Clay-colored Sparrow 896 Brewer's Sparrow 897 Field Sparrow 898 Vesper Sparrow 899 Lark Sparrow 900 Savannah Sparrow 901 Fox Sparrow (Sooty) 902 Song Sparrow 903 Lincoln's Sparrow 904 Swamp Sparrow 905 Dark-eyed Junco (Pink-sided) 906 Summer Tanager (Female) 907 Pyrrhuloxia 908 Dickcissel 909 Eastern Meadowlark 910 Western Meadowlark 911 Rusty Blackbird 912 Common Grackle 913 Boat-tailed Grackle 914 Great-tailed Grackle 915 Bronzed Cowbird 916 Orchard Oriole (Immature Male) 917 Gray-crowned Rosy-Finch 918 Black Rosy-Finch 919 Brown-capped Rosy-Finch 920 Common Redpoll 921 Hoary Redpoll 922 Pine Siskin 923 Western Wood-Pewee 924 Eastern Wood-Pewee 925 Least Flycatcher 926 Pacific-slope Flycatcher 927 Cordilleran Flycatcher 928 Black Phoebe 929 Eastern Phoebe 930 Say's Phoebe 931 Ash-throated Flycatcher 932 Great Crested Flycatcher 933 Cassin's Kingbird 934 Western Kingbird 935 Eastern Kingbird 936 Scissor-tailed Flycatcher 937 Loggerhead Shrike 938 Northern Shrike 939 White-eyed Vireo 940 Bell's Vireo 941 Yellow-throated Vireo 942 Plumbeous Vireo 943 Cassin's Vireo 944 Blue-headed Vireo 945 Hutton's Vireo 946 Warbling Vireo 947 Red-eyed Vireo 948 Gray Jay 949 Steller's Jay 950 Blue Jay 951 Florida Scrub-Jay 952 Western Scrub-Jay 953 Mexican Jay 954 Clark's Nutcracker 955 Black-billed Magpie 956 Yellow-billed Magpie 957 American Crow 958 Yellow-rumped Warbler (Breeding Audubon's) 959 Purple Martin (Female/juvenile) 960 American Robin (Juvenile) 961 Phainopepla (Male) 962 Snow Bunting (Nonbreeding) 963 Common Yellowthroat (Female/immature male) 964 American Redstart (Female/juvenile) 965 Magnolia Warbler (Female/immature male) 966 Bay-breasted Warbler (Female, Nonbreeding male, Immature) 967 Chestnut-sided Warbler (Female/immature male) 968 Blackpoll Warbler (Female/juvenile) 969 Black-throated Blue Warbler (Female/Immature male) 970 Lark Bunting (Female/Nonbreeding male) 971 White-throated Sparrow (Tan-striped/immature) 972 Harris's Sparrow (Immature) 973 White-crowned Sparrow (Immature) 974 Golden-crowned Sparrow (Immature) 975 Dark-eyed Junco (White-winged) 976 Chipping Sparrow (Immature/nonbreeding adult) 977 Scarlet Tanager (Female/Nonbreeding Male) 978 Western Tanager (Female/Nonbreeding Male) 979 Northern Cardinal (Female/Juvenile) 980 Rose-breasted Grosbeak (Female/immature male) 981 Black-headed Grosbeak (Female/immature male) 982 Blue Grosbeak (Female/juvenile) 983 Lazuli Bunting (Female/juvenile) 984 Indigo Bunting (Female/juvenile) 985 Painted Bunting (Female/juvenile) 986 Bobolink (Female/juvenile/nonbreeding male) 987 Red-winged Blackbird (Female/juvenile) 988 Yellow-headed Blackbird (Female/Immature Male) 989 Brewer's Blackbird (Male) 990 Brown-headed Cowbird (Female/Juvenile) 991 Hooded Oriole (Female/Immature male) 992 Bullock's Oriole (Female/Immature male) 993 Baltimore Oriole (Female/Immature male) 994 Pine Grosbeak (Female/juvenile) 995 Purple Finch (Female/immature) 996 Cassin's Finch (Female/immature) 997 House Finch (Female/immature) 998 Red Crossbill (Female/juvenile) 999 White-winged Crossbill (Female/juvenile) 1000 Lesser Goldfinch (Female/juvenile) 1001 American Goldfinch (Female/Nonbreeding Male) 1002 Evening Grosbeak (Female/Juvenile) 1003 House Sparrow (Female/Juvenile) 1004 Vermilion Flycatcher (Female, immature) 1005 European Starling (Juvenile) 1006 Fox Sparrow (Thick-billed/Slate-colored) 1007 Summer Tanager (Immature Male) 1008 Orchard Oriole (Female/Juvenile) 1009 Yellow-rumped Warbler (Winter/juvenile Audubon's) 1010 Dark-eyed Junco (Red-backed/Gray-headed) ================================================ FILE: NAB-Hierarchy/hierarchy.txt ================================================ 1 0 2 0 3 0 4 0 5 0 6 0 7 0 8 0 9 0 10 0 11 0 12 0 13 0 14 0 15 0 16 0 17 0 18 0 19 0 20 0 21 0 22 0 23 11 24 1 25 22 26 11 27 1 28 8 29 7 30 11 31 21 32 22 33 1 34 19 35 11 36 1 37 17 38 22 39 11 40 8 41 7 42 1 43 2 44 6 45 14 46 11 47 21 48 22 49 4 50 11 51 1 52 19 53 8 54 9 55 22 56 11 57 1 58 7 59 11 60 1 61 10 62 17 63 21 64 22 65 11 66 8 67 1 68 19 69 22 70 11 71 7 72 1 73 2 74 3 75 6 76 14 77 16 78 11 79 21 80 22 81 1 82 11 83 8 84 4 85 7 86 11 87 1 88 17 89 22 90 19 91 11 92 1 93 8 94 9 95 21 96 22 97 11 98 1 99 7 100 11 101 22 102 1 103 2 104 6 105 14 106 11 107 19 108 8 109 1 110 10 111 17 112 21 113 22 114 11 115 7 116 1 117 11 118 4 119 22 120 8 121 11 122 1 123 19 124 21 125 22 126 11 127 7 128 1 129 11 130 1 131 2 132 3 133 5 134 6 135 8 136 9 137 14 138 15 139 16 140 17 141 18 142 20 143 22 144 12 145 13 146 11 147 1 148 7 149 11 150 21 151 22 152 19 153 1 154 11 155 8 156 22 157 4 158 11 159 1 160 7 161 1 162 10 163 17 164 21 165 22 166 8 167 19 168 1 169 2 170 6 171 14 172 22 173 7 174 1 175 8 176 9 177 21 178 22 179 1 180 19 181 1 182 17 183 22 184 7 185 4 186 8 187 1 188 21 189 22 190 12 191 13 192 1 193 2 194 3 195 6 196 14 197 16 198 7 199 22 200 19 201 1 202 8 203 1 204 10 205 17 206 21 207 22 208 7 209 1 210 8 211 9 212 22 213 19 214 1 215 4 216 21 217 22 218 13 219 1 220 2 221 6 222 14 223 7 224 8 225 1 226 17 227 22 228 19 229 1 230 21 231 22 232 13 233 7 234 8 235 1 236 22 237 13 238 1 239 13 240 13 241 13 242 13 243 13 244 13 245 13 246 13 247 13 248 13 249 13 250 13 251 207 252 212 253 207 254 227 255 231 256 25 257 48 258 212 259 217 260 207 261 69 262 156 263 38 264 64 265 113 266 207 267 212 268 227 269 231 270 25 271 48 272 207 273 212 274 217 275 165 276 207 277 227 278 69 279 156 280 231 281 25 282 212 283 207 284 96 285 38 286 48 287 64 288 113 289 207 290 212 291 217 292 227 293 207 294 231 295 179 296 203 297 238 298 202 299 210 300 25 301 48 302 212 303 69 304 156 305 207 306 227 307 38 308 207 309 212 310 217 311 231 312 25 313 33 314 81 315 87 316 92 317 102 318 116 319 122 320 128 321 130 322 147 323 153 324 159 325 161 326 168 327 174 328 181 329 187 330 192 331 201 332 209 333 214 334 219 335 225 336 229 337 235 338 73 339 103 340 169 341 74 342 132 343 194 344 84 345 118 346 157 347 44 348 134 349 170 350 99 351 127 352 173 353 184 354 198 355 108 356 120 357 135 358 155 359 175 360 186 361 224 362 234 363 94 364 176 365 61 366 110 367 23 368 56 369 114 370 129 371 158 372 90 373 107 374 123 375 152 376 167 377 180 378 200 379 213 380 228 381 31 382 216 383 32 384 48 385 64 386 113 387 119 388 143 389 165 390 183 391 207 392 144 393 190 394 145 395 218 396 232 397 240 398 239 399 241 400 242 401 243 402 244 403 212 404 227 405 207 406 69 407 156 408 231 409 25 410 212 411 217 412 207 413 96 414 38 415 48 416 227 417 207 418 212 419 231 420 25 421 64 422 113 423 207 424 69 425 156 426 212 427 217 428 48 429 227 430 207 431 212 432 55 433 80 434 89 435 101 436 125 437 151 438 165 439 172 440 178 441 189 442 199 443 207 444 231 445 236 446 191 447 237 448 245 449 246 450 247 451 248 452 249 453 250 454 27 455 42 456 51 457 57 458 60 459 67 460 72 461 98 462 109 463 179 464 203 465 238 466 43 467 131 468 193 469 220 470 49 471 185 472 215 473 133 474 75 475 104 476 195 477 221 478 29 479 41 480 58 481 71 482 85 483 115 484 148 485 160 486 208 487 223 488 233 489 28 490 40 491 53 492 66 493 83 494 93 495 166 496 202 497 210 498 54 499 136 500 211 501 162 502 204 503 26 504 30 505 35 506 39 507 46 508 50 509 59 510 65 511 70 512 78 513 82 514 86 515 91 516 97 517 100 518 106 519 117 520 121 521 126 522 146 523 149 524 154 525 45 526 76 527 105 528 137 529 171 530 196 531 222 532 138 533 77 534 139 535 197 536 37 537 62 538 88 539 111 540 140 541 163 542 182 543 205 544 226 545 141 546 34 547 52 548 68 549 142 550 47 551 63 552 79 553 95 554 112 555 124 556 150 557 164 558 177 559 188 560 206 561 230 562 25 563 38 564 207 565 227 566 48 567 212 568 217 569 69 570 156 571 64 572 113 573 207 574 231 575 25 576 212 577 207 578 227 579 96 580 38 581 48 582 207 583 212 584 217 585 231 586 25 587 69 588 156 589 207 590 227 591 212 592 64 593 113 594 119 595 143 596 165 597 183 598 207 599 144 600 190 601 145 602 218 603 232 604 240 605 239 606 241 607 242 608 243 609 244 610 24 611 33 612 36 613 81 614 87 615 92 616 102 617 116 618 122 619 128 620 130 621 147 622 153 623 159 624 161 625 168 626 174 627 181 628 187 629 192 630 201 631 209 632 214 633 219 634 225 635 229 636 235 637 73 638 103 639 169 640 74 641 132 642 194 643 84 644 118 645 157 646 44 647 134 648 170 649 99 650 127 651 173 652 184 653 198 654 108 655 120 656 135 657 155 658 175 659 186 660 224 661 234 662 94 663 176 664 61 665 110 666 23 667 56 668 114 669 129 670 158 671 90 672 107 673 123 674 152 675 167 676 180 677 200 678 213 679 228 680 31 681 216 682 32 683 48 684 25 685 231 686 212 687 217 688 207 689 38 690 227 691 207 692 69 693 156 694 212 695 48 696 179 697 203 698 238 699 202 700 210 701 25 702 207 703 231 704 227 705 212 706 217 707 64 708 113 709 207 710 48 711 96 712 38 713 207 714 212 715 231 716 25 717 69 718 156 719 227 720 165 721 207 722 212 723 217 724 207 725 48 726 231 727 25 728 227 729 212 730 64 731 113 732 207 733 38 734 69 735 156 736 207 737 212 738 217 739 48 740 231 741 25 742 227 743 207 744 212 745 207 746 744 747 691 748 439 749 591 750 259 751 704 752 264 753 718 754 441 755 442 756 391 757 412 758 430 759 443 760 577 761 582 762 589 763 576 764 714 765 722 766 729 767 737 768 744 769 403 770 274 771 291 772 310 773 427 774 568 775 584 776 687 777 706 778 723 779 254 780 268 781 306 782 416 783 690 784 719 785 728 786 742 787 294 788 311 789 408 790 419 791 444 792 574 793 715 794 726 795 740 796 445 797 575 798 691 799 695 800 710 801 725 802 739 803 432 804 287 805 385 806 421 807 571 808 592 809 707 810 730 811 261 812 278 813 303 814 406 815 424 816 569 817 587 818 692 819 717 820 734 821 433 822 434 823 284 824 413 825 579 826 711 827 435 828 265 829 288 830 386 831 422 832 572 833 593 834 708 835 731 836 387 837 594 838 436 839 388 840 595 841 437 842 262 843 279 844 304 845 407 846 425 847 570 848 588 849 693 850 735 851 275 852 389 853 438 854 596 855 720 856 439 857 440 858 390 859 597 860 251 861 253 862 260 863 266 864 272 865 276 866 283 867 289 868 293 869 305 870 308 871 405 872 417 873 423 874 564 875 573 876 598 877 688 878 702 879 709 880 713 881 721 882 724 883 732 884 736 885 743 886 745 887 252 888 258 889 267 890 273 891 282 892 290 893 302 894 309 895 410 896 418 897 426 898 431 899 567 900 583 901 591 902 686 903 694 904 705 905 744 906 259 907 411 908 738 909 277 910 292 911 404 912 429 913 565 914 578 915 590 916 704 917 255 918 269 919 280 920 585 921 685 922 703 923 256 924 270 925 281 926 300 927 312 928 409 929 420 930 562 931 586 932 684 933 701 934 716 935 727 936 741 937 383 938 682 939 263 940 285 941 307 942 414 943 563 944 580 945 689 946 712 947 733 948 257 949 271 950 286 951 301 952 384 953 415 954 428 955 566 956 581 957 683 958 691 959 264 960 718 961 441 962 442 963 391 964 412 965 430 966 443 967 577 968 582 969 589 970 576 971 714 972 722 973 729 974 737 975 744 976 403 977 274 978 291 979 310 980 427 981 568 982 584 983 687 984 706 985 723 986 254 987 268 988 306 989 416 990 690 991 719 992 728 993 742 994 294 995 311 996 408 997 419 998 444 999 574 1000 715 1001 726 1002 740 1003 445 1004 575 1005 439 1006 591 1007 259 1008 704 1009 691 1010 744 ================================================ FILE: NAB-Hierarchy/nab_class_index.unitsphere.json ================================================ {"315": [771, "Western Tanager (Breeding Male)"], "314": [770, "Scarlet Tanager (Breeding Male)"], "149": [509, "Solitary Sandpiper"], "239": [636, "Red-breasted Merganser (Female/immature male)"], "229": [626, "Lesser Scaup (Female/Eclipse male)"], "193": [553, "Red-bellied Woodpecker"], "294": [750, "Summer Tanager (Adult Male)"], "300": [756, "Common Yellowthroat (Adult Male)"], "338": [794, "American Goldfinch (Breeding Male)"], "4": [299, "Red-tailed Hawk (Light morph adult)"], "91": [451, "Forster's Tern"], "245": [642, "Common Loon (Nonbreeding/juvenile)"], "81": [398, "Western Gull (Adult)"], "65": [373, "Ruby-throated Hummingbird (Adult Male)"], "527": [983, "Lazuli Bunting (Female/juvenile)"], "372": [828, "Cactus Wren"], "234": [631, "Bufflehead (Female/immature male)"], "179": [539, "Great Horned Owl"], "158": [518, "Surfbird"], "80": [397, "Ring-billed Gull (Adult)"], "309": [765, "Harris's Sparrow (Adult)"], "129": [489, "Black Vulture"], "59": [367, "Black-bellied Plover (Breeding)"], "14": [322, "Green-winged Teal (Male)"], "211": [608, "Glaucous-winged Gull (Immature)"], "105": [465, "Ruddy Duck (Winter male)"], "510": [966, "Bay-breasted Warbler (Female, Nonbreeding male, Immature)"], "303": [759, "Bay-breasted Warbler (Breeding male)"], "302": [758, "Magnolia Warbler (Breeding male)"], "348": [804, "Tree Swallow"], "136": [496, "Swainson's Hawk (Light morph )"], "110": [470, "Pied-billed Grebe"], "508": [964, "American Redstart (Female/juvenile)"], "335": [791, "Red Crossbill (Adult Male)"], "212": [609, "Great Black-backed Gull (Immature)"], "293": [749, "Fox Sparrow (Red)"], "176": [536, "Barn Owl"], "117": [477, "Anhinga"], "271": [668, "Sanderling (Nonbreeding/juvenile)"], "233": [630, "Black Scoter (Female/juvenile)"], "192": [552, "Golden-fronted Woodpecker"], "346": [802, "Common Raven"], "159": [519, "Semipalmated Sandpiper"], "27": [335, "Hooded Merganser (Breeding male)"], "534": [990, "Brown-headed Cowbird (Female/Juvenile)"], "60": [368, "Spotted Sandpiper (Breeding)"], "63": [371, "Wilson's Phalarope (Breeding)"], "474": [930, "Say's Phoebe"], "301": [757, "American Redstart (Adult Male)"], "354": [810, "Barn Swallow"], "273": [670, "Wilson's Phalarope (Nonbreeding, juvenile)"], "217": [614, "Gadwall (Female/Eclipse male)"], "103": [463, "Common Eider (Female/juvenile)"], "249": [646, "Northern Gannet (Immature/Juvenile)"], "320": [776, "Lazuli Bunting (Adult Male)"], "407": [863, "Blue-winged Warbler"], "224": [621, "Green-winged Teal (Female/juvenile)"], "522": [978, "Western Tanager (Female/Nonbreeding Male)"], "388": [844, "Mountain Bluebird"], "178": [538, "Eastern Screech-Owl"], "345": [801, "Chihuahuan Raven"], "121": [481, "Great Egret"], "269": [666, "Black-bellied Plover (Nonbreeding/juvenile)"], "333": [789, "Cassin's Finch (Adult Male)"], "373": [829, "Canyon Wren"], "545": [1001, "American Goldfinch (Female/Nonbreeding Male)"], "156": [516, "Ruddy Turnstone"], "425": [881, "Townsend's Warbler"], "31": [339, "Gambel's Quail (Male)"], "482": [938, "Northern Shrike"], "41": [349, "Great Cormorant (Adult)"], "49": [357, "Sharp-shinned Hawk (Adult )"], "312": [768, "Dark-eyed Junco (Oregon)"], "352": [808, "Cliff Swallow"], "410": [866, "Tennessee Warbler"], "513": [969, "Black-throated Blue Warbler (Female/Immature male)"], "51": [359, "Red-shouldered Hawk (Adult )"], "448": [904, "Swamp Sparrow"], "163": [523, "Wilson's Snipe"], "383": [839, "Golden-crowned Kinglet"], "470": [926, "Pacific-slope Flycatcher"], "418": [874, "Blackburnian Warbler"], "402": [858, "Bohemian Waxwing"], "67": [375, "Anna's Hummingbird (Adult Male)"], "417": [873, "Northern Parula"], "236": [633, "Barrow's Goldeneye (Female/Eclipse male)"], "181": [541, "Northern Pygmy-Owl"], "30": [338, "California Quail (Male)"], "195": [555, "Red-naped Sapsucker"], "305": [761, "Blackpoll Warbler (Breeding male)"], "83": [400, "Herring Gull (Adult)"], "554": [1010, "Dark-eyed Junco (Red-backed/Gray-headed)"], "258": [655, "Northern Harrier (Female, immature)"], "70": [378, "Broad-tailed Hummingbird (Adult Male)"], "437": [893, "Abert's Towhee"], "153": [513, "Whimbrel"], "92": [452, "Royal Tern"], "362": [818, "Juniper Titmouse"], "378": [834, "Winter Wren"], "528": [984, "Indigo Bunting (Female/juvenile)"], "328": [784, "Hooded Oriole (Adult male)"], "191": [551, "Gila Woodpecker"], "387": [843, "Western Bluebird"], "150": [510, "Greater Yellowlegs"], "292": [748, "European Starling (Breeding Adult)"], "130": [490, "Turkey Vulture"], "327": [783, "Brown-headed Cowbird (Male)"], "167": [527, "Eurasian Collared-Dove"], "55": [363, "American Kestrel (Adult male)"], "452": [908, "Dickcissel"], "291": [747, "Yellow-rumped Warbler (Breeding Myrtle)"], "353": [809, "Cave Swallow"], "278": [675, "Costa's Hummingbird (Female, immature)"], "259": [656, "Sharp-shinned Hawk (Immature)"], "209": [606, "California Gull (Immature)"], "493": [949, "Steller's Jay"], "257": [654, "Bald Eagle (Immature, juvenile)"], "518": [974, "Golden-crowned Sparrow (Immature)"], "243": [640, "Red-throated Loon (Nonbreeding/juvenile)"], "173": [533, "Yellow-billed Cuckoo"], "76": [393, "Pigeon Guillemot (Breeding)"], "270": [667, "Spotted Sandpiper (Nonbreeding/juvenile)"], "486": [942, "Plumbeous Vireo"], "368": [824, "White-breasted Nuthatch"], "10": [318, "Blue-winged Teal (Male)"], "445": [901, "Fox Sparrow (Sooty)"], "231": [628, "Surf Scoter (Female/immature)"], "503": [959, "Purple Martin (Female/juvenile)"], "146": [506, "Black Oystercatcher"], "507": [963, "Common Yellowthroat (Female/immature male)"], "240": [637, "California Quail (Female/juvenile)"], "469": [925, "Least Flycatcher"], "172": [532, "Monk Parakeet"], "319": [775, "Blue Grosbeak (Adult Male)"], "242": [639, "Ring-necked Pheasant (Female/juvenile)"], "219": [616, "Mallard (Female/Eclipse male)"], "364": [820, "Black-crested Titmouse"], "339": [795, "Evening Grosbeak (Adult Male)"], "12": [320, "Northern Shoveler (Breeding male)"], "366": [822, "Bushtit"], "479": [935, "Eastern Kingbird"], "0": [295, "Common Eider (Adult male)"], "182": [542, "Burrowing Owl"], "329": [785, "Bullock's Oriole (Adult male)"], "99": [459, "Trumpeter Swan"], "40": [348, "Double-crested Cormorant (Immature)"], "32": [340, "Ring-necked Pheasant (Male)"], "162": [522, "Short-billed Dowitcher"], "33": [341, "Red-throated Loon (Breeding)"], "495": [951, "Florida Scrub-Jay"], "401": [857, "American Pipit"], "137": [497, "Red-tailed Hawk (Dark morph)"], "247": [644, "Red-necked Grebe (Nonbreeding/juvenile)"], "332": [788, "Purple Finch (Adult Male)"], "324": [780, "Red-winged Blackbird (Male)"], "521": [977, "Scarlet Tanager (Female/Nonbreeding Male)"], "533": [989, "Brewer's Blackbird (Male)"], "244": [641, "Pacific Loon (Nonbreeding/juvenile)"], "190": [550, "Acorn Woodpecker"], "491": [947, "Red-eyed Vireo"], "279": [676, "Calliope Hummingbird (Female, immature)"], "142": [502, "Sandhill Crane"], "330": [786, "Baltimore Oriole (Adult male)"], "321": [777, "Indigo Bunting (Adult Male)"], "420": [876, "Palm Warbler"], "406": [862, "Northern Waterthrush"], "25": [333, "Common Goldeneye (Breeding male)"], "359": [815, "Boreal Chickadee"], "42": [350, "Little Blue Heron (Adult)"], "7": [315, "Gadwall (Breeding male)"], "135": [495, "Harris's Hawk"], "268": [665, "Common Gallinule (Immature)"], "459": [915, "Bronzed Cowbird"], "316": [772, "Northern Cardinal (Adult Male)"], "155": [515, "Marbled Godwit"], "112": [472, "Clark's Grebe"], "93": [453, "Black Skimmer"], "323": [779, "Bobolink (Breeding male)"], "306": [762, "Black-throated Blue Warbler (Adult Male)"], "20": [328, "Harlequin Duck (Male)"], "3": [298, "Swainson's Hawk (Dark morph )"], "87": [447, "Mew Gull"], "218": [615, "American Wigeon (Female/Eclipse male)"], "58": [366, "Common Gallinule (Adult)"], "523": [979, "Northern Cardinal (Female/Juvenile)"], "28": [336, "Common Merganser (Breeding male)"], "289": [700, "Red-tailed Hawk (Light morph immature)"], "473": [929, "Eastern Phoebe"], "5": [313, "Snow Goose (White morph)"], "375": [831, "Bewick's Wren"], "504": [960, "American Robin (Juvenile)"], "232": [629, "White-winged Scoter (Female/juvenile)"], "84": [401, "Glaucous-winged Gull (Adult)"], "536": [992, "Bullock's Oriole (Female/Immature male)"], "134": [494, "Mississippi Kite"], "180": [540, "Snowy Owl"], "443": [899, "Lark Sparrow"], "124": [484, "Cattle Egret"], "334": [790, "House Finch (Adult Male)"], "274": [671, "Broad-billed Hummingbird (Female, immature)"], "458": [914, "Great-tailed Grackle"], "197": [557, "Ladder-backed Woodpecker"], "526": [982, "Blue Grosbeak (Female/juvenile)"], "160": [520, "Western Sandpiper"], "221": [618, "Cinnamon Teal (Female/juvenile)"], "392": [848, "Hermit Thrush"], "38": [346, "Eared Grebe (Breeding)"], "447": [903, "Lincoln's Sparrow"], "138": [498, "Crested Caracara"], "413": [869, "MacGillivray's Warbler"], "202": [599, "Black Guillemot (Nonbreeding, juvenile)"], "205": [602, "Laughing Gull (Nonbreeding/Immature)"], "144": [504, "Killdeer"], "64": [372, "Broad-billed Hummingbird (Adult Male)"], "52": [360, "Broad-winged Hawk (Adult)"], "206": [603, "Heermann's Gull (Immature)"], "509": [965, "Magnolia Warbler (Female/immature male)"], "318": [774, "Black-headed Grosbeak (Adult Male)"], "456": [912, "Common Grackle"], "355": [811, "Carolina Chickadee"], "427": [883, "Black-throated Green Warbler"], "385": [841, "Wrentit"], "94": [454, "Greater White-fronted Goose"], "357": [813, "Mountain Chickadee"], "48": [356, "Northern Harrier (Adult male)"], "152": [512, "Lesser Yellowlegs"], "78": [395, "Laughing Gull (Breeding)"], "104": [464, "Long-tailed Duck (Summer male)"], "265": [662, "American Kestrel (Female, immature)"], "408": [864, "Black-and-white Warbler"], "223": [620, "Northern Pintail (Female/Eclipse male)"], "194": [554, "Yellow-bellied Sapsucker"], "226": [623, "Redhead (Female/Eclipse male)"], "161": [521, "Least Sandpiper"], "210": [607, "Herring Gull (Immature)"], "404": [860, "Ovenbird"], "22": [330, "White-winged Scoter (Male)"], "237": [634, "Hooded Merganser (Female/immature male)"], "390": [846, "Veery"], "396": [852, "Northern Mockingbird"], "547": [1003, "House Sparrow (Female/Juvenile)"], "438": [894, "American Tree Sparrow"], "248": [645, "Eared Grebe (Nonbreeding/juvenile)"], "86": [446, "Bonaparte's Gull"], "358": [814, "Chestnut-backed Chickadee"], "220": [617, "Blue-winged Teal (Female/juvenile)"], "421": [877, "Pine Warbler"], "371": [827, "Brown Creeper"], "428": [884, "Canada Warbler"], "126": [486, "Glossy Ibis"], "276": [673, "Black-chinned Hummingbird (Female, immature)"], "543": [999, "White-winged Crossbill (Female/juvenile)"], "174": [534, "Black-billed Cuckoo"], "467": [923, "Western Wood-Pewee"], "451": [907, "Pyrrhuloxia"], "436": [892, "California Towhee"], "529": [985, "Painted Bunting (Female/juvenile)"], "440": [896, "Brewer's Sparrow"], "524": [980, "Rose-breasted Grosbeak (Female/immature male)"], "260": [657, "Cooper's Hawk (Immature)"], "537": [993, "Baltimore Oriole (Female/Immature male)"], "267": [664, "Purple Gallinule (Immature)"], "288": [699, "Swainson's Hawk (Immature)"], "187": [547, "Vaux's Swift"], "277": [674, "Anna's Hummingbird (Female, immature)"], "21": [329, "Surf Scoter (Male)"], "216": [613, "Wood Duck (Female/Eclipse male)"], "128": [488, "Roseate Spoonbill"], "449": [905, "Dark-eyed Junco (Pink-sided)"], "538": [994, "Pine Grosbeak (Female/juvenile)"], "386": [842, "Eastern Bluebird"], "255": [652, "Yellow-crowned Night-Heron (Immature)"], "494": [950, "Blue Jay"], "384": [840, "Ruby-crowned Kinglet"], "296": [752, "Purple Martin (Adult male)"], "200": [560, "Hairy Woodpecker"], "286": [697, "Long-tailed Duck (Female/juvenile)"], "115": [475, "Neotropic Cormorant"], "487": [943, "Cassin's Vireo"], "227": [624, "Ring-necked Duck (Female/Eclipse male)"], "304": [760, "Chestnut-sided Warbler (Breeding male)"], "29": [337, "Red-breasted Merganser (Breeding male)"], "444": [900, "Savannah Sparrow"], "50": [358, "Cooper's Hawk (Adult)"], "336": [792, "White-winged Crossbill (Adult Male)"], "122": [482, "Snowy Egret"], "433": [889, "Eastern Towhee"], "133": [493, "White-tailed Kite"], "541": [997, "House Finch (Female/immature)"], "429": [885, "Wilson's Warbler"], "109": [469, "Wild Turkey"], "403": [859, "Cedar Waxwing"], "511": [967, "Chestnut-sided Warbler (Female/immature male)"], "530": [986, "Bobolink (Female/juvenile/nonbreeding male)"], "68": [376, "Costa's Hummingbird (Adult Male)"], "171": [531, "Common Ground-Dove"], "380": [836, "Blue-gray Gnatcatcher"], "426": [882, "Hermit Warbler"], "100": [460, "Tundra Swan"], "331": [787, "Pine Grosbeak (Adult Male)"], "235": [632, "Common Goldeneye (Female/Eclipse male)"], "106": [466, "Scaled Quail"], "382": [838, "American Dipper"], "16": [324, "Redhead (Breeding male)"], "343": [799, "Northwestern Crow"], "415": [871, "Hooded Warbler"], "351": [807, "Bank Swallow"], "377": [833, "Pacific Wren"], "36": [344, "Horned Grebe (Breeding)"], "116": [476, "Pelagic Cormorant"], "484": [940, "Bell's Vireo"], "119": [479, "Brown Pelican"], "466": [922, "Pine Siskin"], "463": [919, "Brown-capped Rosy-Finch"], "549": [1005, "European Starling (Juvenile)"], "204": [601, "Black-legged Kittiwake (Immature)"], "66": [374, "Black-chinned Hummingbird (Adult Male)"], "252": [649, "Little Blue Heron (Immature)"], "141": [501, "American Coot"], "90": [450, "Common Tern"], "381": [837, "Black-tailed Gnatcatcher"], "203": [600, "Pigeon Guillemot (Nonbreeding, juvenile)"], "520": [976, "Chipping Sparrow (Immature/nonbreeding adult)"], "19": [327, "Lesser Scaup (Breeding male)"], "399": [855, "California Thrasher"], "455": [911, "Rusty Blackbird"], "47": [355, "Bald Eagle (Adult, subadult)"], "147": [507, "Black-necked Stilt"], "424": [880, "Black-throated Gray Warbler"], "485": [941, "Yellow-throated Vireo"], "254": [651, "Black-crowned Night-Heron (Immature)"], "131": [491, "Osprey"], "299": [755, "Snow Bunting (Breeding adult)"], "290": [746, "Dark-eyed Junco (Slate-colored)"], "476": [932, "Great Crested Flycatcher"], "475": [931, "Ash-throated Flycatcher"], "11": [319, "Cinnamon Teal (Male)"], "132": [492, "Swallow-tailed Kite"], "285": [696, "Common Eider (Immature/Eclipse male)"], "264": [661, "Golden Eagle (Immature)"], "307": [763, "Lark Bunting (Breeding male)"], "391": [847, "Swainson's Thrush"], "157": [517, "Black Turnstone"], "261": [658, "Red-shouldered Hawk (Immature)"], "430": [886, "Yellow-breasted Chat"], "369": [825, "Pygmy Nuthatch"], "75": [392, "Black Guillemot (Breeding)"], "453": [909, "Eastern Meadowlark"], "54": [362, "Golden Eagle (Adult)"], "502": [958, "Yellow-rumped Warbler (Breeding Audubon's)"], "208": [605, "Western Gull (Immature)"], "85": [402, "Great Black-backed Gull (Adult)"], "516": [972, "Harris's Sparrow (Immature)"], "71": [379, "Rufous Hummingbird (Adult Male)"], "505": [961, "Phainopepla (Male)"], "184": [544, "Northern Saw-whet Owl"], "350": [806, "Northern Rough-winged Swallow"], "127": [487, "White-faced Ibis"], "298": [754, "Phainopepla (Female/juvenile)"], "326": [782, "Brewer's Blackbird (Female/Juvenile)"], "552": [1008, "Orchard Oriole (Female/Juvenile)"], "272": [669, "Dunlin (Nonbreeding/juvenile)"], "313": [769, "Chipping Sparrow (Breeding)"], "45": [353, "Yellow-crowned Night-Heron (Adult)"], "275": [672, "Ruby-throated Hummingbird (Female, immature)"], "77": [394, "Black-legged Kittiwake (Adult)"], "310": [766, "White-crowned Sparrow (Adult)"], "280": [677, "Broad-tailed Hummingbird (Female, immature)"], "35": [343, "Common Loon (Breeding)"], "79": [396, "Heermann's Gull (Adult)"], "102": [462, "Mottled Duck"], "422": [878, "Yellow-throated Warbler"], "297": [753, "American Robin (Adult)"], "151": [511, "Willet"], "143": [503, "Semipalmated Plover"], "44": [352, "Black-crowned Night-Heron (Adult)"], "498": [954, "Clark's Nutcracker"], "251": [648, "Great Cormorant (Immature)"], "170": [530, "Inca Dove"], "15": [323, "Canvasback (Breeding male)"], "514": [970, "Lark Bunting (Female/Nonbreeding male)"], "481": [937, "Loggerhead Shrike"], "215": [612, "Ross's Goose"], "548": [1004, "Vermilion Flycatcher (Female, immature)"], "97": [457, "Canada Goose"], "186": [546, "Chimney Swift"], "308": [764, "White-throated Sparrow (White-striped)"], "544": [1000, "Lesser Goldfinch (Female/juvenile)"], "230": [627, "Harlequin Duck (Female/juvenile)"], "222": [619, "Northern Shoveler (Female/Eclipse male)"], "199": [559, "Downy Woodpecker"], "225": [622, "Canvasback (Female/Eclipse male)"], "492": [948, "Gray Jay"], "26": [334, "Barrow's Goldeneye (Breeding male)"], "23": [331, "Black Scoter (Male)"], "531": [987, "Red-winged Blackbird (Female/juvenile)"], "322": [778, "Painted Bunting (Adult Male)"], "311": [767, "Golden-crowned Sparrow (Adult)"], "446": [902, "Song Sparrow"], "24": [332, "Bufflehead (Breeding male)"], "342": [798, "Yellow-rumped Warbler (Winter/juvenile Myrtle)"], "341": [797, "Vermilion Flycatcher (Adult male)"], "123": [483, "Tricolored Heron"], "114": [474, "Brandt's Cormorant"], "465": [921, "Hoary Redpoll"], "96": [456, "Cackling Goose"], "442": [898, "Vesper Sparrow"], "490": [946, "Warbling Vireo"], "376": [832, "House Wren"], "497": [953, "Mexican Jay"], "74": [382, "Northern Flicker (Yellow-shafted)"], "553": [1009, "Yellow-rumped Warbler (Winter/juvenile Audubon's)"], "460": [916, "Orchard Oriole (Immature Male)"], "349": [805, "Violet-green Swallow"], "72": [380, "Allen's Hummingbird (Adult Male)"], "113": [473, "Wood Stork"], "500": [956, "Yellow-billed Magpie"], "207": [604, "Ring-billed Gull (Immature)"], "281": [678, "Rufous Hummingbird (Female, immature)"], "120": [480, "Great Blue Heron"], "139": [499, "Merlin"], "337": [793, "Lesser Goldfinch (Adult Male)"], "367": [823, "Red-breasted Nuthatch"], "483": [939, "White-eyed Vireo"], "101": [461, "American Black Duck"], "419": [875, "Yellow Warbler"], "164": [524, "American Woodcock"], "262": [659, "Broad-winged Hawk (Immature)"], "183": [543, "Barred Owl"], "73": [381, "Red-headed Woodpecker (Adult)"], "43": [351, "Reddish Egret (Dark morph)"], "395": [851, "Gray Catbird"], "196": [556, "Red-breasted Sapsucker"], "256": [653, "White Ibis (Immature)"], "365": [821, "Verdin"], "519": [975, "Dark-eyed Junco (White-winged)"], "472": [928, "Black Phoebe"], "374": [830, "Carolina Wren"], "432": [888, "Spotted Towhee"], "468": [924, "Eastern Wood-Pewee"], "317": [773, "Rose-breasted Grosbeak (Adult Male)"], "168": [528, "White-winged Dove"], "17": [325, "Ring-necked Duck (Breeding male)"], "57": [365, "Purple Gallinule (Adult)"], "185": [545, "Common Nighthawk"], "175": [535, "Greater Roadrunner"], "266": [663, "Peregrine Falcon (Immature)"], "464": [920, "Common Redpoll"], "69": [377, "Calliope Hummingbird (Adult Male)"], "88": [448, "Caspian Tern"], "169": [529, "Mourning Dove"], "411": [867, "Orange-crowned Warbler"], "512": [968, "Blackpoll Warbler (Female/juvenile)"], "148": [508, "American Avocet"], "550": [1006, "Fox Sparrow (Thick-billed/Slate-colored)"], "416": [872, "Cape May Warbler"], "13": [321, "Northern Pintail (Breeding male)"], "250": [647, "Double-crested Cormorant (Adult)"], "61": [369, "Sanderling (Breeding)"], "471": [927, "Cordilleran Flycatcher"], "98": [458, "Mute Swan"], "34": [342, "Pacific Loon (Breeding)"], "435": [891, "Canyon Towhee"], "140": [500, "Prairie Falcon"], "253": [650, "Reddish Egret (White morph)"], "454": [910, "Western Meadowlark"], "111": [471, "Western Grebe"], "46": [354, "White Ibis (Adult)"], "423": [879, "Prairie Warbler"], "37": [345, "Red-necked Grebe (Breeding)"], "89": [449, "Black Tern"], "228": [625, "Greater Scaup (Female/Eclipse male)"], "517": [973, "White-crowned Sparrow (Immature)"], "551": [1007, "Summer Tanager (Immature Male)"], "431": [887, "Green-tailed Towhee"], "2": [297, "Ruddy Duck (Breeding male)"], "344": [800, "Fish Crow"], "515": [971, "White-throated Sparrow (Tan-striped/immature)"], "287": [698, "Ruddy Duck (Female/juvenile)"], "107": [467, "Northern Bobwhite"], "501": [957, "American Crow"], "201": [561, "Pileated Woodpecker"], "177": [537, "Western Screech-Owl"], "540": [996, "Cassin's Finch (Female/immature)"], "95": [455, "Brant"], "118": [478, "American White Pelican"], "439": [895, "Clay-colored Sparrow"], "283": [680, "Red-headed Woodpecker (Immature)"], "370": [826, "Brown-headed Nuthatch"], "412": [868, "Nashville Warbler"], "539": [995, "Purple Finch (Female/immature)"], "213": [610, "Black-bellied Whistling-Duck"], "397": [853, "Brown Thrasher"], "284": [681, "Northern Flicker (Red-shafted)"], "409": [865, "Prothonotary Warbler"], "340": [796, "House Sparrow (Male)"], "53": [361, "Rough-legged Hawk (Dark morph)"], "535": [991, "Hooded Oriole (Female/Immature male)"], "398": [854, "Curve-billed Thrasher"], "6": [314, "Wood Duck (Breeding male)"], "389": [845, "Townsend's Solitaire"], "441": [897, "Field Sparrow"], "325": [781, "Yellow-headed Blackbird (Adult Male)"], "393": [849, "Wood Thrush"], "363": [819, "Tufted Titmouse"], "462": [918, "Black Rosy-Finch"], "478": [934, "Western Kingbird"], "1": [296, "Long-tailed Duck (Winter male)"], "166": [526, "Band-tailed Pigeon"], "238": [635, "Common Merganser (Female/immature male)"], "489": [945, "Hutton's Vireo"], "282": [679, "Allen's Hummingbird (Female, immature)"], "165": [525, "Rock Pigeon"], "263": [660, "Rough-legged Hawk (Light morph)"], "347": [803, "Horned Lark"], "8": [316, "American Wigeon (Breeding male)"], "379": [835, "Marsh Wren"], "480": [936, "Scissor-tailed Flycatcher"], "241": [638, "Gambel's Quail (Female/juvenile)"], "532": [988, "Yellow-headed Blackbird (Female/Immature Male)"], "82": [399, "California Gull (Adult)"], "108": [468, "Ruffed Grouse"], "542": [998, "Red Crossbill (Female/juvenile)"], "434": [890, "Rufous-crowned Sparrow"], "145": [505, "American Oystercatcher"], "214": [611, "Snow Goose (Blue morph)"], "154": [514, "Long-billed Curlew"], "546": [1002, "Evening Grosbeak (Female/Juvenile)"], "9": [317, "Mallard (Breeding male)"], "125": [485, "Green Heron"], "356": [812, "Black-capped Chickadee"], "394": [850, "Varied Thrush"], "62": [370, "Dunlin (Breeding)"], "361": [817, "Oak Titmouse"], "450": [906, "Summer Tanager (Female)"], "405": [861, "Louisiana Waterthrush"], "506": [962, "Snow Bunting (Nonbreeding)"], "488": [944, "Blue-headed Vireo"], "39": [347, "Northern Gannet (Adult, Subadult)"], "246": [643, "Horned Grebe (Nonbreeding/juvenile)"], "56": [364, "Peregrine Falcon (Adult)"], "18": [326, "Greater Scaup (Breeding male)"], "525": [981, "Black-headed Grosbeak (Female/immature male)"], "188": [548, "White-throated Swift"], "496": [952, "Western Scrub-Jay"], "499": [955, "Black-billed Magpie"], "400": [856, "European Starling (Nonbreeding Adult)"], "414": [870, "Mourning Warbler"], "189": [549, "Belted Kingfisher"], "198": [558, "Nuttall's Woodpecker"], "295": [751, "Orchard Oriole (Adult Male)"], "461": [917, "Gray-crowned Rosy-Finch"], "360": [816, "Bridled Titmouse"], "477": [933, "Cassin's Kingbird"], "457": [913, "Boat-tailed Grackle"]} ================================================ FILE: README.md ================================================ # Hierarchy-based Image Embeddings for Semantic Image Retrieval This repository contains the official source code used to produce the results reported in the following papers: > [**Hierarchy-based Image Embeddings for Semantic Image Retrieval.**][1] > Björn Barz and Joachim Denzler. > IEEE Winter Conference on Applications of Computer Vision (WACV), 2019. > [**Deep Learning on Small Datasets without Pre-Training usine Cosine Loss.**][23] > Björn Barz and Joachim Denzler. > IEEE Winter Conference on Applications of Computer Vision (WACV), 2020. If you use this code, please cite one of those papers (the first one when you work with hierarchy-based semantic embeddings, the second one when you use the cosine loss for classification). The remainder of this ReadMe will focus on learning hierarchy-based semantic image embeddings (the first of the papers mentioned above). If you came here for more information on how we obtained the results reported in the paper about using the cosine loss for classification on small datasets (the second one), you can find those [here][24].
Table of Contents 1. [What are hierarchy-based semantic image embeddings?](#1-what-are-hierarchy-based-semantic-image-embeddings) 2. [How to learn semantic image embeddings?](#2-how-to-learn-semantic-embeddings) 1. [Computing target class embeddings](#21-computing-target-class-embeddings) 2. [Learning image embeddings](#22-learning-image-embeddings) 3. [Evaluation](#23-evaluation) 4. [Supported datasets](#24-supported-datasets) 5. [Available network architectures](#25-available-network-architectures) 6. [Learning semantic embeddings for ILSVRC and NABirds](#26-learning-semantic-embeddings-for-ilsvrc-and-nabirds) 3. [Requirements](#3-requirements) 4. [Pre-trained models](#4-pre-trained-models) 1. [Download links](#41-download-links) 2. [Pre-processing](#42-pre-processing) 3. [Troubleshooting](#43-troubleshooting)
## 1. What are hierarchy-based semantic image embeddings? ![Image retrieval results with classification-based features and semantic embeddings on CIFAR-100](https://user-images.githubusercontent.com/7915048/48264069-8c642c00-e428-11e8-99ec-7260023322d0.png) Features extracted and aggregated from the last convolutional layer of deep neural networks trained for classification have proven to be useful image descriptors for a variety of tasks, e.g., transfer learning and image retrieval. Regarding content-based image retrieval, it is often claimed that visually similar images are clustered in this feature space. However, there are two major problems with this approach: 1. ***Visual* similarity does not always correspond to *semantic* similarity.** For example, an orange may appear visually similar to an orange bowl, but they are not related at all from a semantic point of view. Similarly, if users provide a query image of a palm tree, they are probably more interested in semantically similar images of other trees such as oaks and maples than in images of spiders. 2. The classification objective does not enforce a **high distance between different classes**, so that the nearest neighbors of some images may belong to completely different classes. Hierarchy-based semantic embeddings overcome these issues by embedding images into a **feature space where the dot product corresponds directly to semantic similarity**. To this end, the semantic similarity between classes is derived from a class taxonomy specifying is-a relationships between classes. These pair-wise similarities are then used for explicitly computing optimal target locations for all classes in the feature space. Finally, a CNN is trained to maximize the correlation between all images and the embedding of their respective class. ![Illustration of semantic embeddings: not visually similar classes are close together but semantically similar ones. Similarities between classes are derived from a given taxonomy.](https://user-images.githubusercontent.com/7915048/48264159-d64d1200-e428-11e8-97ba-ec4b52e9d76b.png) ## 2. How to learn semantic embeddings? The learning process is divided into two steps: 1. Computing target class embeddings based on a given hierarchy. 2. Training the CNN to map images onto those embeddings. In the following, we provide a step-by-step example for the CIFAR-100 dataset. ### 2.1. Computing target class embeddings We derived a class taxonomy for CIFAR-100 from WordNet, but took care that our taxonomy is a tree, which is required for our method. The hierarchy is encoded in the file [Cifar-Hierarchy/cifar.parent-child.txt](Cifar-Hierarchy/cifar.parent-child.txt) as a set of `parent child` tuples. For example the line `100 53` specifies that class 53 is a direct child of class 100. A more human-readable version of the hierarchy can be found in [Cifar-Hierarchy/hierarchy.txt](Cifar-Hierarchy/hierarchy.txt) and can be translated into the encoded version using [Cifar-Hierarchy/encode_hierarchy.py](Cifar-Hierarchy/encode_hierarchy.py) Given this set of parent-child tuples, target class embeddings can be computed as follows: ```shell python compute_class_embedding.py \ --hierarchy Cifar-Hierarchy/cifar.parent-child.txt \ --out embeddings/cifar100.unitsphere.pickle ``` If your hierarchy contains child-parent instead of parent-child tuples or the class labels are strings instead of integers, you can pass the arguments `--is_a` or `--str_ids`, respectively. By default, the number of features in the embedding space equals the number of classes. If you would like to have an embedding space with less dimensions that *approximates* the semantic relationships between classes, specify the desired number of feature dimensions with `--num_dim` and also pass `--method approx_sim`. The result will be a pickle file containing a dictionary with the following items: - `embedding`: a numpy array whose rows are the embeddings of the classes. - `ind2label`: a list with the original labels of all classes, in the order corresponding to the rows of `embedding`. - `label2ind`: a dictionary mapping labels to the corresponding row index in `embedding`. Hierarchies for the [North American Birds][5] and [ILSVRC 2012][4] datasets can be found in [NAB-Hierarchy/hierarchy.txt](NAB-Hierarchy/hierarchy.txt) and [ILSVRC/wordnet.parent-child.mintree.txt](ILSVRC/wordnet.parent-child.mintree.txt). The corresponding pre-computed embeddings are stored in `embeddings/nab.unitsphere.pickle` and `embeddings/imagenet_mintree.unitsphere.pickle`, respectively. For ILSVRC, three different taxonomies are provided: - [ILSVRC/wordnet.parent-child.txt](ILSVRC/wordnet.parent-child.txt): The complete WordNet taxonomy for all synsets contained in ImageNet. This is not a tree! Do not use it directly. - [ILSVRC/wordnet.parent-child.mintree.txt](ILSVRC/wordnet.parent-child.mintree.txt): A tree derived from the complete taxonomy, starting with all classes with a unique root-path and then adding those paths to other classes which would cause the fewest changes to the tree. This is used for training. - [ILSVRC/wordnet.parent-child.pruned.txt](ILSVRC/wordnet.parent-child.pruned.txt): The complete WordNet taxonomy for all synsets, but with all children of ILSVRC classes removed. This is not a tree, but is used for evaluation. ### 2.2. Learning image embeddings After having computed the target class embeddings based on the hierarchy, we can start with training a CNN for mapping the images from the training dataset onto the embeddings of their respective classes. First, download CIFAR-100 from [here][2] and extract it to some directory. Then run: ```shell python learn_image_embeddings.py \ --dataset CIFAR-100 \ --data_root /path/to/your/cifar/directory \ --embedding embeddings/cifar100.unitsphere.pickle \ --architecture resnet-110-wfc \ --cls_weight 0.1 \ --model_dump cifar100-embedding.model.h5 \ --feature_dump cifar100-features.pickle ``` This will train a variant of ResNet-100 with twice the number of channels per block for 372 epochs using Stochastic Gradient Descent with Warm Restarts (SGDR). Thus, it is normal to see a drop of performance after epochs 12, 36, 84, and 180, where the restarts happen. The resulting model will be stored as `cifar100-embedding.model.h5` and pre-computed features for the test dataset will be written to the pickle file `cifar100-features.pickle`. This method trains a network with a combination of two objectives: an embedding loss and a classification loss. For training with the embedding loss only, just omit the `--cls_weight` argument. A set of pre-trained models can be found below. ### 2.3. Evaluation To evaluate your learned model and features, two scripts are provided. Several retrieval metrics for the features learned in the previous step can be computed as follows: ```shell python evaluate_retrieval.py \ --dataset CIFAR-100 \ --data_root /path/to/your/cifar/directory \ --hierarchy Cifar-Hierarchy/cifar.parent-child.txt \ --classes_from embeddings/cifar100.unitsphere.pickle \ --feat cifar100-features.pickle \ --label "Semantic Embeddings" ``` This provides hierarchical precision in terms of two different measures for semantic similarity between classes: Wu-Palmer Similarity (WUP) and the height of the lowest common subsumer (LCSH). We used the latter in our paper. If you want to obtain mAHP@250, as in the paper, instead of mAHP over the entire ranking, pass `--clip_ahp 250` in addition. The classification accuracy can be evaluated as follows: ```shell python evaluate_classification_accuracy.py \ --dataset CIFAR-100 \ --data_root /path/to/your/cifar/directory \ --hierarchy Cifar-Hierarchy/cifar.parent-child.txt \ --classes_from embeddings/cifar100.unitsphere.pickle \ --architecture resnet-100-fc \ --batch_size 100 \ --model cifar100-embedding.model.h5 \ --layer prob \ --prob_features yes \ --label "Semantic Embeddings with Classification" ``` If you have learned a semantic embedding model without classification objective, you can perform classification by assigning samples to the nearest class embedding as follows: ```shell python evaluate_classification_accuracy.py \ --dataset CIFAR-100 \ --data_root /path/to/your/cifar/directory \ --hierarchy Cifar-Hierarchy/cifar.parent-child.txt \ --classes_from embeddings/cifar100.unitsphere.pickle \ --architecture resnet-100-fc \ --batch_size 100 \ --model cifar100-embedding.model.h5 \ --layer l2norm \ --centroids embeddings/cifar100.unitsphere.pickle \ --label "Semantic Embeddings" ``` ### 2.4. Supported datasets The following values can be specified for `--dataset`: - **CIFAR-10**: Interface to the [CIFAR-10][3] dataset with 10 classes. - **CIFAR-100**: Interface to the [CIFAR-100][3] dataset with 100 classes. - **CIFAR-100-a**: The first 50 classes of [CIFAR-100][3]. - **CIFAR-100-b**: The second 50 classes of [CIFAR-100][3]. - **CIFAR-100-b-consec**: The second 50 classes of [CIFAR-100][3], but numbered from 0-49 instead of 50-99. - **ILSVRC**: Interface to the [ILSVRC 2012][4] dataset. - **NAB**: Interface to the [NABirds][5] dataset, expecting images in the sub-directory `images`. - **NAB-large**: The NABirds dataset with the default image size being twice as large (512 pixels instead of 256, cropped to 448x448). - **CUB**: Interface to the [Caltech-UCSD Birds][22] dataset, expecting images in the sub-directory `images`. Despite the lack of any suffix, this dataset interface is equivalent to `NAB-large`, just with the CUB data. That means, the input image size is 448x448. - **Cars**: Interface to the [Stanford Cars][29] dataset with an input image size of 448x448. - **Flowers**: Interface to the [Oxford Flowers-102][30] dataset with an input image size of 448x448. - **iNat** / **iNat2018**: Interface to the [iNaturalist 2018][31] dataset with 224x224 crops from images resized to 256 pixels. An underscore followed by the name of a super-category might be appended to restrict the dataset to that supercategory (e.g., "iNat_Aves"). - **iNat-large**: Like iNat but with the default image size being twice as large (512 pixels instead of 256, cropped to 448x448). For restricting the dataset to a certain super-category, append its name before the "-large" suffix (e.g., "iNat_Aves-large"). - **iNat2019** and **iNat2019-large**: Same as above but for the [2019 edition][32] of the iNaturalist challenge. As opposed to the previous edition, this one does not support restricting the dataset to super-classes. To all datasets except CIFAR, one of the following suffixes may be appended: - `-ilsvrcmean`: use mean and standard deviation from the ILSVRC dataset for pre-processing. - `-caffe`: Caffe-style pre-processing (i.e., BGR channel ordering and no normalization of standard deviation). For ILSVRC, you need to move the test images into sub-directories for each class. [This script][6] could be used for this, for example. Own dataset interfaces can be defined by creating a new module in the [`datasets`](datasets/) package, defining a class derived from [`FileDatasetGenerator`](datasets/common.py), importing it in [`datasets/__init__.py`](datasets/__init__.py), and adding a branch for it in the `get_data_generator` function defined there. ### 2.5. Available network architectures #### 2.5.1. Tested For CIFAR: - **simple**: The [Plain-11][7] architecture, a strictly sequential, shallow CNN with 11 trainable layers. Good for conducting quick experiments. For training this network architecture, we used `--max_decay 0.1` in addition to the other arguments provided above for the ResNet. This causes a continuous decay of the learning rate so that the final learning rate will be 10 times less than the initial one. - **resnet-110**: The standard [ResNet-110][8]. - **resnet-110-fc**: Like `resnet-110`, but always with a fully-connected layer after the global average pooling, even when used for learning embeddings. - **resnet-110-wfc**: A variant of `resnet-110-fc` with twice the number of channels per block. - **wrn-28-10**: A [Wide Residual Network][9] with depth 28 and width 10. - **pyramidnet-272-200**: A [Deep Pyramidal Residual Network][10]. Provides better performance than ResNet, but is also much slower. For ImageNet and NABirds: - **resnet-50**: The standard [ResNet-50][8] implementation from `keras-applications`. #### 2.5.2. Experimental For CIFAR: - **resnet-32**: The standard [ResNet-32][8]. - **densenet-100-12**: A [Densely Connected Convolutional Network][12] with depth 100 and growth-rate 12. - **densenet-100-24**: A [Densely Connected Convolutional Network][12] with depth 100 and growth-rate 24. - **densenet-bc-190-40**: A [Densely Connected Convolutional Network][12] with bottleneck blocks and compression (depth 190 and growth-rate 40). For ImageNet and NABirds: - **resnet-101** and **resnet-152**: The standard implementaions of [ResNet-101 and ResNet-152][8] introduced in `keras-applications >= 1.0.7`. - **rn18**, **rn34**, **rn50**, **rn101**, **rn152**, **rn200**: [ResNets][8] with different depths. Requires the [keras-resnet][13] package, but be aware that batch normalization is broken in version 0.1.0. Thus, you need to either use an earlier or later version or merge [this pull request][14]. - **nasnet-a**: The [NasNet-A][15] implementation from `keras-applications`. ### 2.6. Learning semantic embeddings for ILSVRC and NABirds The previous sections have shown in detail how to learn semantic image embeddings for CIFAR-100. In the following, we provide the calls to [learn_image_embeddings.py](learn_image_embeddings.py) that we used to train our semantic embedding models (including classification objective) on the [ILSVRC 2012][4] and [NABirds][5] datasets. ```shell # ILSVRC python learn_image_embeddings.py \ --dataset ILSVRC \ --data_root /path/to/imagenet/ \ --embedding embeddings/imagenet_mintree.unitsphere.pickle \ --architecture resnet-50 \ --loss inv_corr \ --cls_weight 0.1 \ --lr_schedule SGDR \ --sgdr_base_len 80 \ --epochs 80 \ --max_decay 0 \ --batch_size 128 \ --gpus 2 \ --model_dump imagenet_unitsphere-embed+cls_rn50.model.h5 # NAB (from scratch) python learn_image_embeddings.py \ --dataset NAB \ --data_root /path/to/nab/ \ --embedding embeddings/nab.unitsphere.pickle \ --architecture resnet-50 \ --loss inv_corr \ --cls_weight 0.1 \ --lr_schedule SGDR \ --sgdr_max_lr 0.5 \ --max_decay 0 \ --epochs 180 \ --batch_size 128 \ --gpus 2 \ --read_workers 10 \ --queue_size 20 \ --model_dump nab_unitsphere-embed+cls_rn50.model.h5 # NAB (fine-tuned) python learn_image_embeddings.py \ --dataset NAB-ilsvrcmean \ --data_root /path/to/nab/ \ --embedding embeddings/nab.unitsphere.pickle \ --architecture resnet-50 \ --loss inv_corr \ --cls_weight 0.1 \ --finetune imagenet_unitsphere-embed+cls_rn50.model.h5 \ --finetune_init 8 \ --lr_schedule SGDR \ --sgd_lr 0.1 \ --sgdr_max_lr 0.5 \ --max_decay 0 \ --epochs 180 \ --batch_size 128 \ --gpus 2 \ --read_workers 10 \ --queue_size 20 \ --model_dump nab_unitsphere-embed+cls_rn50_finetuned.model.h5 ``` ## 3. Requirements - Python >= 3.5 - numpy - numexpr - keras == 2.2 - tensorflow >= 1.8, < 2.0 - sklearn - scipy - pillow - matplotlib ## 4. Pre-trained models ### 4.1. Download links | Dataset | Model | Input Size | mAHP@250 | Balanced Accuracy | |-----------|---------------------------------|:----------:|---------:|------------------:| | CIFAR-100 | [Plain-11][16] | 32x32 | 81.89% | 74.10% | | CIFAR-100 | [ResNet-110-wfc][17] | 32x32 | 83.12% | 76.60% | | CIFAR-100 | [PyramidNet-272-200][18] | 32x32 | 86.21% | 80.49% | | NABirds | [ResNet-50 (from scratch)][19] | 224x224 | 73.84% | 59.46% | | NABirds | [ResNet-50 (fine-tuned)][20] | 224x224 | 81.29% | 69.49% | | NABirds | [ResNet-50 (from scratch)][27] | 448x448 | 82.16% | 70.43% | | NABirds | [ResNet-50 (fine-tuned)][28] | 448x448 | 87.93% | 76.79% | | CUB | [ResNet-50 (from scratch)][25] | 448x448 | 83.16% | 70.14% | | CUB | [ResNet-50 (fine-tuned)][26] | 448x448 | 92.06% | 80.23% | | ILSVRC | [ResNet-50][21] * | 224x224 | 82.98% | 70.42% |

* This is an updated model with slightly better performance than reported in the paper (~1 percent point). The original model can be obtained here.

### 4.2. Pre-processing The pre-trained models provided above assume input images to be given in RGB color format and standardized by subtracting a dataset-specific channel-wise mean and dividing by a dataset-specific standard deviation. The means and standard deviations for each dataset are provided in the following table. | Dataset | Mean | Standard Deviation | |-----------------------------|----------------------------------------------|------------------------------------------| | CIFAR-100 | `[129.30386353, 124.06987, 112.43356323]` | `[68.17019653, 65.39176178, 70.4180603]` | | NABirds (from scratch) | `[125.30513277, 129.66606421, 118.45121113]` | `[57.0045467, 56.70059436, 68.44430446]` | | CUB (from scratch) | `[123.82988033, 127.35116805, 110.25606303]` | `[59.2230949, 58.0736071, 67.80251684]` | | ILSVRC & fine-tuned models | `[122.65435242, 116.6545058, 103.99789959]` | `[71.40583196, 69.56888997, 73.0440314]` | ### 4.3. Troubleshooting Sometimes, loading of the pre-trained models fails with the error message "unknown opcode". In the case of this or other issues, you can still create the architecture yourself and load the pre-trained weights from the model files provided above. For CIFAR-100 and the `resnet-110-wfc` architecture, for example, this can be done as follows: ```python import keras import utils from learn_image_embeddings import cls_model model = utils.build_network(100, 'resnet-110-wfc') model = keras.models.Model( model.inputs, keras.layers.Lambda(utils.l2norm, name = 'l2norm')(model.output) ) model = cls_model(model, 100) model.load_weights('cifar_unitsphere-embed+cls_resnet-110-wfc.model.h5') ``` [1]: https://arxiv.org/pdf/1809.09924 [2]: https://www.cs.toronto.edu/~kriz/cifar-100-python.tar.gz [3]: https://www.cs.toronto.edu/~kriz/cifar.html [4]: http://image-net.org/challenges/LSVRC/2012/ [5]: http://dl.allaboutbirds.org/nabirds [6]: https://raw.githubusercontent.com/soumith/imagenetloader.torch/master/valprep.sh [7]: http://hera.inf-cv.uni-jena.de:6680/pdf/Barz18:GoodTraining [8]: https://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/He_Deep_Residual_Learning_CVPR_2016_paper.pdf [9]: https://arxiv.org/pdf/1605.07146.pdf [10]: https://ieeexplore.ieee.org/abstract/document/8100151 [11]: https://arxiv.org/pdf/1409.1556.pdf [12]: http://openaccess.thecvf.com/content_cvpr_2017/papers/Huang_Densely_Connected_Convolutional_CVPR_2017_paper.pdf [13]: https://github.com/broadinstitute/keras-resnet [14]: https://github.com/broadinstitute/keras-resnet/pull/47 [15]: https://arxiv.org/pdf/1707.07012.pdf [16]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.0.0/cifar_unitsphere-embed+cls_plain11.model.h5 [17]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.0.0/cifar_unitsphere-embed+cls_resnet-110-fc.model.h5 [18]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.0.0/cifar_unitsphere-embed+cls_pyramidnet-272-200.model.h5 [19]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.0.0/nab_unitsphere-embed+cls_rn50.model.h5 [20]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.0.0/nab_unitsphere-embed+cls_rn50_finetuned.model.h5 [21]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.1.0/imagenet_unitsphere-embed+cls_rn50.model.h5 [22]: http://www.vision.caltech.edu/visipedia/CUB-200-2011.html [23]: https://arxiv.org/pdf/1901.09054 [24]: CosineLoss.md [25]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.1.0/cub_unitsphere-embed+cls_deep-hierarchy_rn50.model.h5 [26]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.1.0/cub_unitsphere-embed+cls_deep-hierarchy_rn50_finetuned.model.h5 [27]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.1.0/nab-large_unitsphere-embed+cls_rn50.model.h5 [28]: https://github.com/cvjena/semantic-embeddings/releases/download/v1.1.0/nab-large_unitsphere-embed+cls_rn50_finetuned.model.h5 [29]: https://ai.stanford.edu/~jkrause/cars/car_dataset.html [30]: http://www.robots.ox.ac.uk/~vgg/data/flowers/102/index.html [31]: https://github.com/visipedia/inat_comp/tree/2018 [32]: https://www.kaggle.com/c/inaturalist-2019-fgvc6/ ================================================ FILE: class_hierarchy.py ================================================ import numpy as np import types from sklearn.metrics import average_precision_score class ClassHierarchy(object): """ Represents a class taxonomy and can be used to find Lowest Common Subsumers or to compute class similarities. """ def __init__(self, parents, children): """ Initializes a new ClassHierarchy. parents - Dictionary mapping class labels to lists of parent class labels in the hierarchy. children - Dictionary mapping class labels to lists of children class labels in the hierarchy. """ object.__init__(self) self.parents = parents self.children = children self.nodes = set(self.parents.keys()) | set(self.children.keys()) self._depths = { False : {}, True : {} } self._hyp_depth_cache = { False : {}, True : {} } self._hyp_dist_cache = {} self._lcs_cache = {} self._wup_cache = {} self._compute_heights() self.max_height = max(self.heights.values()) def _compute_heights(self): """ Computes the heights of all nodes in the hierarchy. """ def height(id): if id not in self.heights: self.heights[id] = 1 + max((height(child) for child in self.children[id]), default = -1) if id in self.children else 0 return self.heights[id] self.heights = {} for node in self.nodes: height(node) def is_tree(self): """ Determines whether the hierarchy is a tree. Note that some popular hierarchies such as WordNet are not trees, but allow nodes to have multiple parents. """ return all(len(parents) <= 1 for parents in self.parents.values()) def all_hypernym_depths(self, id, use_min_depth = False): """ Determines all hypernyms of a given element (including the element itself) along with their depth in the hierarchy. id - ID of the element. use_min_depth - If set to `True`, use the shortest path from the root to an element to determine its depth, otherwise the longest path. Returns: dictionary mapping hypernym ids to depths. Root nodes have depth 1. """ if id not in self._hyp_depth_cache[use_min_depth]: depths = {} if (id not in self.parents) or (len(self.parents[id]) == 0): depths[id] = 1 # root nodes have depth 1 else: for parent in self.parents[id]: for hyp, depth in self.all_hypernym_depths(parent, use_min_depth).items(): depths[hyp] = depth depths[id] = 1 + min(depths[p] for p in self.parents[id]) if use_min_depth else 1 + max(depths[p] for p in self.parents[id]) self._hyp_depth_cache[use_min_depth][id] = depths self._depths[use_min_depth][id] = depths[id] return self._hyp_depth_cache[use_min_depth][id] def all_hypernym_distances(self, id): """ Determines all hypernyms of a given element (including the element itself) along with their distance from the element. id - ID of the element. Returns: dictionary mapping hypernym ids to distances, measured in the minimum length of edges between two nodes. """ if id not in self._hyp_dist_cache: distances = { id : 0 } if id in self.parents: for parent in self.parents[id]: for hyp, dist in self.all_hypernym_distances(parent).items(): if (hyp not in distances) or (dist + 1 < distances[hyp]): distances[hyp] = dist + 1 self._hyp_dist_cache[id] = distances return self._hyp_dist_cache[id] def root_paths(self, id): """ Determines all paths from a given element (excluding the element itself) to a root node in the hierarchy. id - ID of the element. Returns: list of lists of node ids, each list beginning with a direct hypernym of the given element and ending with a root node """ paths = [] if id in self.parents: for parent in self.parents[id]: parent_paths = self.root_paths(parent) if len(parent_paths) == 0: paths.append([parent]) else: for parent_path in parent_paths: paths.append([parent] + parent_path) return paths def lcs(self, a, b, use_min_depth = False): """ Finds the lowest common subsumer of two elements. a - The ID of the first term. b - The ID of the second term. use_min_depth - If set to `True`, use the shortest path from the root to an element to determine its depth, otherwise the longest path. Returns: the id of the LCS or `None` if the two terms do not share any hypernyms. """ if (a,b) not in self._lcs_cache: hypernym_depths = self.all_hypernym_depths(a, use_min_depth) common_hypernyms = set(hypernym_depths.keys()) & set(self.all_hypernym_depths(b, use_min_depth).keys()) self._lcs_cache[(a,b)] = self._lcs_cache[(b,a)] = max(common_hypernyms, key = lambda hyp: hypernym_depths[hyp], default = None) return self._lcs_cache[(a,b)] def shortest_path_length(self, a, b): """ Determines the length of the shortest path between two elements of the hierarchy. a - The ID of the first term. b - The ID of the second term. Returns: length of the shortest path from `a` to `b`, measured in the number of edges. `None` is returned if there is no path. """ dist1 = self.all_hypernym_distances(a) dist2 = self.all_hypernym_distances(b) common_hypernyms = set(dist1.keys()) & set(dist2.keys()) return min((dist1[hyp] + dist2[hyp] for hyp in common_hypernyms), default = None) def depth(self, id, use_min_depth = False): """ Determines the depth of a certain element in the hierarchy. id - The ID of the element. use_min_depth - If set to `True`, use the shortest path from the root to an element to determine its depth, otherwise the longest path. Returns: the depth of the given element. Root nodes have depth 1. """ if id not in self._depths[use_min_depth]: if (not id in self.parents) or (len(self.parents[id]) == 0): self._depths[use_min_depth][id] = 1 # root nodes have depth 1 else: parent_depths = (self.depth(p, use_min_depth) for p in self.parents[id]) self._depths[use_min_depth][id] = 1 + min(parent_depths) if use_min_depth else 1 + max(parent_depths) return self._depths[use_min_depth][id] def wup_similarity(self, a, b): """ Computes the Wu-Palmer similarity of two elements in the hierarchy. a - The ID of the first term. b - The ID of the second term. Returns: similarity score in the range (0,1]. """ if (a,b) not in self._wup_cache: lcs = self.lcs(a, b) ds = self.depth(lcs) d1 = ds + self.shortest_path_length(a, lcs) d2 = ds + self.shortest_path_length(b, lcs) self._wup_cache[(a,b)] = self._wup_cache[(b,a)] = (2.0 * ds) / (d1 + d2) return self._wup_cache[(a,b)] def lcs_height(self, a, b): """ Computes the height of the lowest common subsumer of two elements, divided by the height of the entire hierarchy. a - The ID of the first term. b - The ID of the second term. Returns: dissimilarity score in the range [0,1]. """ return self.heights[self.lcs(a, b)] / self.max_height def hierarchical_precision(self, retrieved, labels, ks = [1, 10, 50, 100], compute_ahp = False, compute_ap = False, ignore_qids = True, all_ids = None): """ Computes average hierarchical precision for lists of retrieved images at several cut-off points. Hierarchical precision is a generalization of Precision@K which takes class similarities into account and is defined as the sum of similarities between the class of the query image and the class of the retrieved image over the top `k` retrieval results, divided by the maximum possible sum of top-k class similarities (Deng, Berg, Fei-Fei; CVPR 2011). Class similarity can either be measured by `(2 * depth(lcs(a,b))/(depth(a)+depth(b))` (Wu-Palmer similarity, "WUP") or `1.0 - height(lcs(a,b))/height(root)`, where `lcs(a,b)` is the lowest common subsumer of the classes `a` and `b`. Parameters: retrieved - Dictionary mapping query image IDs to ranked lists of IDs of retrieved images or a generator yielding (ID, retrieved_list) tuples. labels - Dictionary mapping image IDs to class labels. ks - Cut-off points `k` which hierarchical precision is to be computed for. compute_ahp - If set to `True`, two additional metrics named "AHP (WUP)" and "AHP (LCS_HEIGHT)" will be computed, giving the area under the entire hierarchical precision curve, normalized so that the optimum is 1.0. This argument may also be set to a positive integer, in which case the area under the HP@k curve from 1 to k will be computed, denoted as "AHP@k (LCS_HEIGHT)" and "AHP@k (WUP)". compute_ap - If set to `True`, an additional metric "AP" will be computed, providing classical (mean) average precision where all classes but the correct one are considered to be equally wrong. ignore_qids - If set to `True`, query ids appearing in the retrieved ranking will be ignored. all_ids - Optionally, a list with the IDs of all images in the database. IDs missing in retrieval results will be appended to the end in arbitrary order. Returns: tuple with 2 items: 1. dictionary with averages of hierarchical precisions over all queries 2. dictionary mapping hierarchical precision metric names to dictionaries mapping query IDs to values Hierarchical precision metric names have the format "P@K (T)", where "K" is the cut-off point and "T" is either "WUP" or "LCS_HEIGHT". """ if isinstance(ks, int): ks = [ks] kmax = max(ks) if not isinstance(compute_ahp, bool): kmax = max(kmax, int(compute_ahp)) prec = { 'P@{} ({})'.format(k, type) : {} for k in ks for type in ('WUP', 'LCS_HEIGHT') } if compute_ahp: ahp_suffix = '' if isinstance(compute_ahp, bool) else '@{}'.format(compute_ahp) prec['AHP{} (WUP)'.format(ahp_suffix)] = {} prec['AHP{} (LCS_HEIGHT)'.format(ahp_suffix)] = {} if compute_ap: prec['AP'] = {} best_wup_cum = {} best_lcs_cum = {} for qid, ret in (retrieved if isinstance(retrieved, types.GeneratorType) else retrieved.items()): lbl = labels[qid] # Append missing images to the end of the ranking for proper determination of the optimal ranking if all_ids and (len(ret) < len(all_ids)): sret = set(ret) ret = ret + [id for id in all_ids if id not in sret] # Compute WUP similarity and determine optimal ranking for this label if (lbl not in best_wup_cum) or (compute_ahp is True): # We inlined the cache lookup from self.wup_similarity() here to reduce unnecessary function calls. wup = [self._wup_cache[(lbl, labels[r])] if (lbl, labels[r]) in self._wup_cache else self.wup_similarity(lbl, labels[r]) for r in ret] if lbl not in best_wup_cum: best_wup_cum[lbl] = np.cumsum(sorted(wup, reverse = True)) else: wup = [self._wup_cache[(lbl, labels[r])] if (lbl, labels[r]) in self._wup_cache else self.wup_similarity(lbl, labels[r]) for r in ret[:kmax+1]] # Compute LCS height based similarity and determine optimal ranking for this label if (lbl not in best_lcs_cum) or (compute_ahp is True): # We inline self.lcs_height() here to reduce function calls. # We also don't need to check whether the class pair is cached in self._lcs_cache, since we computed the WUP before which does that implicitly. lcs = (1.0 - np.array([self.heights[self._lcs_cache[(lbl, labels[r])]] for r in ret]) / self.max_height).tolist() if lbl not in best_lcs_cum: best_lcs_cum[lbl] = np.cumsum(sorted(lcs, reverse = True)) else: lcs = (1.0 - np.array([self.heights[self._lcs_cache[(lbl, labels[r])]] for r in ret[:kmax+1]]) / self.max_height).tolist() # Remove query from retrieval list cum_best_wup = best_wup_cum[lbl] cum_best_lcs = best_lcs_cum[lbl] if ignore_qids: try: qid_ind = ret.index(qid) if qid_ind < len(wup): del wup[qid_ind] del lcs[qid_ind] cum_best_wup = np.concatenate((cum_best_wup[:qid_ind], cum_best_wup[qid_ind+1:] - 1.0)) cum_best_lcs = np.concatenate((cum_best_lcs[:qid_ind], cum_best_lcs[qid_ind+1:] - 1.0)) except ValueError: pass # Compute hierarchical precision for several cut-off points for k in ks: prec['P@{} (WUP)'.format(k)][qid] = sum(wup[:k]) / cum_best_wup[k-1] prec['P@{} (LCS_HEIGHT)'.format(k)][qid] = sum(lcs[:k]) / cum_best_lcs[k-1] if compute_ahp: if isinstance(compute_ahp, bool): prec['AHP (WUP)'][qid] = np.trapz(np.cumsum(wup) / cum_best_wup, dx=1./len(wup)) prec['AHP (LCS_HEIGHT)'][qid] = np.trapz(np.cumsum(lcs) / cum_best_lcs, dx=1./len(lcs)) else: prec['AHP{} (WUP)'.format(ahp_suffix)][qid] = np.trapz(np.cumsum(wup[:compute_ahp]) / cum_best_wup[:compute_ahp], dx=1./compute_ahp) prec['AHP{} (LCS_HEIGHT)'.format(ahp_suffix)][qid] = np.trapz(np.cumsum(lcs[:compute_ahp]) / cum_best_lcs[:compute_ahp], dx=1./compute_ahp) if compute_ap: prec['AP'][qid] = average_precision_score( [labels[r] == lbl for r in ret if (not ignore_qids) or (r != qid)], [-i for i, r in enumerate(ret) if (not ignore_qids) or (r != qid)] ) return { metric : sum(values.values()) / len(values) for metric, values in prec.items() }, prec def save(self, filename, is_a_relations = False): """ Writes the hierarchy structure to a text file as lines of parent-child or child-parent tuples. filename - Path to the file to be written. is_a_relations - If set to `True`, the hierarchy will be exported is child-parent tuples, otherwise as parent-child tuples. """ with open(filename, 'w') as f: if is_a_relations: for child, parents in self.parents.items(): for parent in parents: f.write('{} {}\n'.format(child, parent)) else: for parent, children in self.children.items(): for child in children: f.write('{} {}\n'.format(parent, child)) @classmethod def from_file(cls, rel_file, is_a_relations = False, id_type = str): """ Constructs a class hierarchy based on a file with parent-child relations. rel_file - Path to a file specifying the relations between elements in the hierarchy, given by lines of ID tuples. is_a_relations - If set to `True`, `rel_file` is supposed to contain ` ` tuples, otherwise ` ` tuples. id_type - Data type of element IDs. Returns: a new ClassHierarchy instance """ parents, children = {}, {} with open(rel_file) as f: for l in f: if l.strip() != '': parent, child = [id_type(id) for id in l.strip().split(maxsplit = 1)] if is_a_relations: parent, child = child, parent if child in parents: parents[child].append(parent) else: parents[child] = [parent] if parent in children: children[parent].append(child) else: children[parent] = [child] return cls(parents, children) ================================================ FILE: clr_callback.py ================================================ import numpy as np from keras.callbacks import Callback from keras import backend as K class CyclicLR(Callback): """This callback implements a cyclical learning rate policy (CLR). The method cycles the learning rate between two boundaries with some constant frequency, as detailed in this paper (https://arxiv.org/abs/1506.01186). The amplitude of the cycle can be scaled on a per-iteration or per-cycle basis. This class has three built-in policies, as put forth in the paper. "triangular": A basic triangular cycle w/ no amplitude scaling. "triangular2": A basic triangular cycle that scales initial amplitude by half each cycle. "exp_range": A cycle that scales initial amplitude by gamma**(cycle iterations) at each cycle iteration. For more detail, please see paper. # Example ```python clr = CyclicLR(base_lr=0.001, max_lr=0.006, step_size=2000., mode='triangular') model.fit(X_train, Y_train, callbacks=[clr]) ``` Class also supports custom scaling functions: ```python clr_fn = lambda x: 0.5*(1+np.sin(x*np.pi/2.)) clr = CyclicLR(base_lr=0.001, max_lr=0.006, step_size=2000., scale_fn=clr_fn, scale_mode='cycle') model.fit(X_train, Y_train, callbacks=[clr]) ``` # Arguments base_lr: initial learning rate which is the lower boundary in the cycle. max_lr: upper boundary in the cycle. Functionally, it defines the cycle amplitude (max_lr - base_lr). The lr at any cycle is the sum of base_lr and some scaling of the amplitude; therefore max_lr may not actually be reached depending on scaling function. step_size: number of training iterations per half cycle. Authors suggest setting step_size 2-8 x training iterations in epoch. mode: one of {triangular, triangular2, exp_range}. Default 'triangular'. Values correspond to policies detailed above. If scale_fn is not None, this argument is ignored. gamma: constant in 'exp_range' scaling function: gamma**(cycle iterations) scale_fn: Custom scaling policy defined by a single argument lambda function, where 0 <= scale_fn(x) <= 1 for all x >= 0. mode paramater is ignored scale_mode: {'cycle', 'iterations'}. Defines whether scale_fn is evaluated on cycle number or cycle iterations (training iterations since start of cycle). Default is 'cycle'. """ def __init__(self, base_lr=0.001, max_lr=0.006, step_size=2000., mode='triangular', gamma=1., scale_fn=None, scale_mode='cycle'): super(CyclicLR, self).__init__() self.base_lr = base_lr self.max_lr = max_lr self.step_size = step_size self.mode = mode self.gamma = gamma if scale_fn == None: if self.mode == 'triangular': self.scale_fn = lambda x: 1. self.scale_mode = 'cycle' elif self.mode == 'triangular2': self.scale_fn = lambda x: 1/(2.**(x-1)) self.scale_mode = 'cycle' elif self.mode == 'exp_range': self.scale_fn = lambda x: gamma**(x) self.scale_mode = 'iterations' else: self.scale_fn = scale_fn self.scale_mode = scale_mode self.clr_iterations = 0. self.trn_iterations = 0. self.history = {} self._reset() def _reset(self, new_base_lr=None, new_max_lr=None, new_step_size=None): """Resets cycle iterations. Optional boundary/step size adjustment. """ if new_base_lr != None: self.base_lr = new_base_lr if new_max_lr != None: self.max_lr = new_max_lr if new_step_size != None: self.step_size = new_step_size self.clr_iterations = 0. def clr(self): cycle = np.floor(1+self.clr_iterations/(2*self.step_size)) x = np.abs(self.clr_iterations/self.step_size - 2*cycle + 1) if self.scale_mode == 'cycle': return self.base_lr + (self.max_lr-self.base_lr)*np.maximum(0, (1-x))*self.scale_fn(cycle) else: return self.base_lr + (self.max_lr-self.base_lr)*np.maximum(0, (1-x))*self.scale_fn(self.clr_iterations) def on_train_begin(self, logs={}): logs = logs or {} if self.clr_iterations == 0: K.set_value(self.model.optimizer.lr, self.base_lr) else: K.set_value(self.model.optimizer.lr, self.clr()) def on_batch_end(self, epoch, logs=None): logs = logs or {} self.trn_iterations += 1 self.clr_iterations += 1 K.set_value(self.model.optimizer.lr, self.clr()) self.history.setdefault('lr', []).append(K.get_value(self.model.optimizer.lr)) self.history.setdefault('iterations', []).append(self.trn_iterations) for k, v in logs.items(): self.history.setdefault(k, []).append(v) ================================================ FILE: compute_class_embedding.py ================================================ import sys import numpy as np import scipy.linalg, scipy.spatial.distance import time import argparse import pickle from collections import OrderedDict from class_hierarchy import ClassHierarchy def unitsphere_embedding(class_sim): """ Finds an embedding of `n` classes on a unit sphere in `n`-dimensional space, so that their dot products correspond to pre-defined similarities. class_sim - `n-by-n` matrix specifying the desired similarity between each pair of classes. Returns: `n-by-n` matrix with rows being the locations of the corresponding classes in the embedding space. """ # Check arguments if (class_sim.ndim != 2) or (class_sim.shape[0] != class_sim.shape[1]): raise ValueError('Given class_sim has invalid shape. Expected: (n, n). Got: {}'.format(class_sim.shape)) if (class_sim.shape[0] == 0): raise ValueError('Empty class_sim given.') # Place first class nc = class_sim.shape[0] embeddings = np.zeros((nc, nc)) embeddings[0,0] = 1. # Iteratively place all remaining classes for c in range(1, nc): embeddings[c, :c] = np.linalg.solve(embeddings[:c, :c], class_sim[c, :c]) embeddings[c, c] = np.sqrt(1. - np.sum(embeddings[c, :c] ** 2)) return embeddings def sim_approx(class_sim, num_dim = None): """ Finds an embedding of `n` classes in an `d`-dimensional space with `d <= n`, so that their dot products best approximate pre-defined similarities. class_sim - `n-by-n` matrix specifying the desired similarity between each pair of classes. num_dim - Optionally, the maximum target dimensionality `d` for the embeddings. If not given, it will be equal to `n`. Returns: `n-by-d` matrix with rows being the locations of the corresponding classes in the embedding space. """ # Check arguments if (class_sim.ndim != 2) or (class_sim.shape[0] != class_sim.shape[1]): raise ValueError('Given class_sim has invalid shape. Expected: (n, n). Got: {}'.format(class_sim.shape)) if (class_sim.shape[0] == 0): raise ValueError('Empty class_sim given.') # Compute optimal embeddings based on eigendecomposition of similarity matrix L, Q = np.linalg.eigh(class_sim) if np.any(L < 0): raise RuntimeError('Given class_sim is not positive semi-definite.') embeddings = Q * np.sqrt(L)[None,:] # Approximation using the eigenvectors corresponding to the largest eigenvalues if (num_dim is not None) and (num_dim < embeddings.shape[1]): embeddings = embeddings[:,-num_dim:] # pylint: disable=invalid-unary-operand-type return embeddings def euclidean_embedding(class_dist, solver = 'general'): """ Finds an embedding of `n` classes in an `(n-1)`-dimensional space, so that their Euclidean distances correspond to pre-defined ones. class_dist - `n-by-n` matrix specifying the desired distance between each pair of classes. The distances in this matrix *must* define a proper metric that fulfills the triangle inequality. Otherwise, a `RuntimeError` will be raised. solver - The linear solver to be used. May be either 'general' or 'triangular'. The triangular solver is faster, since we are dealing with an equation system in triangular form here, but less accurate than the general solver. Returns: `n-by-(n-1)` matrix with rows being the locations of the corresponding classes in the embedding space. """ # Check arguments if (class_dist.ndim != 2) or (class_dist.shape[0] != class_dist.shape[1]): raise ValueError('Given class_dist has invalid shape. Expected: (n, n). Got: {}'.format(class_dist.shape)) if (class_dist.shape[0] == 0): raise ValueError('Empty class_dist given.') # Place first class at the origin nc = class_dist.shape[0] embeddings = np.zeros((nc, nc - 1)) # Place second class offset along the first axis by the desired distance if nc > 1: embeddings[1,0] = class_dist[0,1] # Iteratively place all remaining classes. # Each new class must be located at an intersection of all hyperspheres centered at the already existing classes # with radii corresponding to the target distance to the new class. for c in range(2, nc): centers = embeddings[1:c, :c-1] radii = class_dist[:c, c] ** 2 # Compute first c-1 coordinates of the new center b = (radii[0] - radii[1:] + np.sum(centers ** 2, axis = 1)) / 2 solve_err = False try: if solver == 'general': x = np.linalg.solve(centers, b) elif solver == 'triangular': x = scipy.linalg.solve_triangular(centers, b, lower = True) else: raise ValueError('Unknown solver: {}'.format(solver)) if not np.allclose(np.dot(centers, x), b): solve_err = True except (np.linalg.LinAlgError, scipy.linalg.LinAlgError): solve_err = True if solve_err: raise RuntimeError('Failed to place class #{}: Hyperspheres do not intersect.'.format(c + 1)) # Compute c-th coordindate of the new center d_sq = np.sum(x ** 2) if d_sq > radii[0]: raise RuntimeError('Failed to place class #{}: There is no common intersection of all spheres (offset: {}).'.format( c + 1, np.sqrt(d_sq) - np.sqrt(radii[0]))) z = np.sqrt(radii[0] - d_sq) embeddings[c, :c-1] = x embeddings[c, c-1] = z return embeddings def mds(class_dist, num_dim = None): """ Finds an embedding of `n` classes in a `d`-dimensional space, so that their Euclidean distances corresponds to pre-defined ones, using classical multidimensional scaling (MDS). class_dist - `n-by-n` matrix specifying the desired distance between each pair of classes. The distances in this matrix *must* define a proper metric that fulfills the triangle inequality. Otherwise, a `RuntimeError` will be raised. num_dim - Optionally, the maximum target dimensionality `d` for the embeddings. If not given, it will be determined automatically based on the eigenvalues, but this might not be accurate due to limited machine precision. Returns: `n-by-d` matrix with rows being the locations of the corresponding classes in the embedding space. """ H = np.eye(class_dist.shape[0], dtype=class_dist.dtype) - np.ones(class_dist.shape, dtype=class_dist.dtype) / class_dist.shape[0] B = np.dot(H, np.dot(class_dist ** 2, H)) / -2 eigval, eigvec = np.linalg.eigh(B) nonzero_eigvals = (eigval > np.finfo(class_dist.dtype).eps) eigval = eigval[nonzero_eigvals] eigvec = eigvec[:,nonzero_eigvals] if num_dim is not None: sort_ind = np.argsort(eigval)[::-1] eigval = eigval[sort_ind[:num_dim]] eigvec = eigvec[:,sort_ind[:num_dim]] embedding = eigvec * np.sqrt(eigval[None,:]) return embedding if __name__ == '__main__': # Parse arguments parser = argparse.ArgumentParser(description = 'Computes semantic class embeddings based on a given hierarchy.', formatter_class = argparse.RawTextHelpFormatter) parser.add_argument('--hierarchy', type = str, required = True, help = 'Path to a file containing parent-child or is-a relationships (one per line).') parser.add_argument('--is_a', action = 'store_true', default = False, help = 'If given, --hierarchy is assumed to contain is-a instead of parent-child relationships.') parser.add_argument('--str_ids', action = 'store_true', default = False, help = 'If given, class IDs are treated as strings instead of integers.') parser.add_argument('--class_list', type = str, default = None, help = 'Path to a file containing the IDs of the classes to compute embeddings for (as first words per line). If not given, all leaf nodes in the hierarchy will be considered as target classes.') parser.add_argument('--out', type = str, required = True, help = 'Filename of the resulting pickle dump (containing keys "embedding", "ind2label", and "label2ind").') parser.add_argument('--method', type = str, default = 'unitsphere', choices = ['unitsphere', 'approx_sim', 'spheres', 'mds'], help = '''Which algorithm to use for computing class embeddings. Options are: - "unitsphere": Compute n-dimensional L2-normalized embeddings so that the dot products of class embeddings correspond to their semantic similarity. - "approx_sim": Compute embeddings of arbitrary dimensionality so that the dot products of class embeddings correspond to their semantic similarity. - "spheres": Compute (n-1)-dimensional embeddings so that Euclidean distances of class embeddings correspond to their semantic dissimilarity using successive intersections of hyperspheres. - "mds": Compute embeddings of arbitrary dimensionality so that Euclidean distances of class embeddings correspond to their semantic dissimilarity using classical multidimensional scaling. Default: "unitsphere"''') parser.add_argument('--num_dim', type = int, default = None, help = 'Number of embedding dimensions when using the "mds" or "approx_sim" method.') parser.add_argument('--norm', action = 'store_true', default = False, help = 'Force L2-normalization of computed embeddings (most useful in combination with the approx_sim method).') args = parser.parse_args() id_type = str if args.str_ids else int # Read hierarchy hierarchy = ClassHierarchy.from_file(args.hierarchy, is_a_relations = args.is_a, id_type = id_type) # Determine target classes if args.class_list is not None: with open(args.class_list) as class_file: unique_labels = list(OrderedDict((id_type(l.strip().split()[0]), None) for l in class_file if l.strip() != '').keys()) else: unique_labels = [lbl for lbl in hierarchy.nodes if (lbl not in hierarchy.children) or (len(hierarchy.children[lbl]) == 0)] if not args.str_ids: unique_labels.sort() linear_labels = { lbl : i for i, lbl in enumerate(unique_labels) } # Compute target distances between classes sem_class_dist = np.zeros((len(unique_labels), len(unique_labels))) for i in range(len(unique_labels)): for j in range(i + 1, len(unique_labels)): sem_class_dist[i,j] = sem_class_dist[j,i] = hierarchy.lcs_height(unique_labels[i], unique_labels[j]) # Compute class embeddings start_time = time.time() if args.method == 'spheres': embedding = euclidean_embedding(sem_class_dist) elif args.method == 'mds': embedding = mds(sem_class_dist, args.num_dim if args.num_dim else len(unique_labels) - 1) elif args.method == 'unitsphere': embedding = unitsphere_embedding(1. - sem_class_dist) elif args.method == 'approx_sim': embedding = sim_approx(1. - sem_class_dist, args.num_dim) else: raise ValueError('Unknown method: {}'.format(args.method)) stop_time = time.time() print('Computed {}-dimensional semantic embeddings for {} classes using the "{}" method in {} seconds.'.format( embedding.shape[1], embedding.shape[0], args.method, stop_time - start_time) ) if args.method in ('unitsphere', 'approx_sim'): sim_error = np.abs(np.dot(embedding, embedding.T) - (1. - sem_class_dist)) print('Maximum deviation from target similarities: {}'.format(sim_error.max())) print('Average deviation from target similarities: {}'.format(sim_error.mean())) else: dist_error = np.abs(scipy.spatial.distance.squareform(scipy.spatial.distance.pdist(embedding)) - sem_class_dist) print('Maximum deviation from target distances: {}'.format(dist_error.max())) print('Average deviation from target distances: {}'.format(dist_error.mean())) if args.norm: embedding /= np.linalg.norm(embedding, axis=-1, keepdims=True) # Store results with open(args.out, 'wb') as dump_file: pickle.dump({ 'ind2label' : unique_labels, 'label2ind' : linear_labels, 'embedding' : embedding }, dump_file) ================================================ FILE: datasets/__init__.py ================================================ import numpy as np CAFFE_MEAN = [123.68, 116.779, 103.939] CAFFE_STD = [1., 1., 1.] IMAGENET_MEAN = [122.65435242, 116.6545058, 103.99789959] IMAGENET_STD = [71.40583196, 69.56888997, 73.0440314] from .cifar import CifarGenerator from .ilsvrc import ILSVRCGenerator from .nab import NABGenerator from .cars import CarsGenerator from .flowers import FlowersGenerator from .inat import INatGenerator from .subdirectory import SubDirectoryGenerator def get_data_generator(dataset, data_root, classes = None): """ Shortcut for creating a data generator with default settings. # Arguments: - dataset: The name of the dataset. Possible values are: - "cifar-10" - "cifar-100" - "cifar-100-a" (first 50 classes of cifar-100) - "cifar-100-b" (last 50 classes of cifar-100) - "ilsvrc" - "nab" - "nab-large" - "cub" - "cars" - "flowers" - "mit67scenes" - "inat" / "inat2018" (optionally followed by an underscore and the name of a super-category) - "inat2019" - "UCMLU" - "RESISC45" To all dataset names except CIFAR, you may append one of the following suffixes: - "-ilsvrcmean": use ImageNet statistics for pre-processing - "-caffe": Caffe-style pre-processing (BGR instead of RGB, ImageNet mean, no standard deviation) For NAB and iNaturalist, the suffix "-large" may be appended to set the default image size to 512 pixels and the crop size to 448x448. - data_root: Root directory of the dataset. - classes: Optionally, a list of classes to be included. If not given, all available classes will be used. # Returns: a data generator object """ dataset = dataset.lower() if dataset.startswith('inat2018'): dataset = 'inat' + dataset[8:] kwargs = {} if dataset.endswith('-ilsvrcmean'): kwargs['mean'] = IMAGENET_MEAN kwargs['std'] = IMAGENET_STD dataset = dataset[:-11] elif dataset.endswith('-caffe'): kwargs['mean'] = CAFFE_MEAN kwargs['std'] = CAFFE_STD kwargs['color_mode'] = 'bgr' dataset = dataset[:-6] if dataset.endswith('-large'): kwargs['cropsize'] = (448, 448) kwargs['default_target_size'] = 512 dataset = dataset[:-6] if dataset == 'cifar-10': return CifarGenerator(data_root, classes, reenumerate = True, cifar10 = True, train_generator_kwargs = { 'horizontal_flip' : True, 'width_shift_range' : 0.15, 'height_shift_range' : 0.15, 'zoom_range' : 0.25 }) elif dataset == 'cifar-100': return CifarGenerator(data_root, classes, reenumerate = True) elif dataset.startswith('cifar-100-a'): return CifarGenerator(data_root, np.arange(50), reenumerate = dataset.endswith('-consec')) elif dataset.startswith('cifar-100-b'): return CifarGenerator(data_root, np.arange(50, 100), reenumerate = dataset.endswith('-consec')) elif dataset == 'ilsvrc': return ILSVRCGenerator(data_root, classes, **kwargs) elif dataset == 'nab': if ('default_target_size' not in kwargs) and ('randzoom_range' not in kwargs): kwargs['randzoom_range'] = (256, 480) return NABGenerator(data_root, classes, 'images', **kwargs) elif (dataset == 'cub') or dataset.startswith('cub-sub'): if 'mean' not in kwargs: kwargs['mean'] = [123.82988033, 127.35116805, 110.25606303] if 'std' not in kwargs: kwargs['std'] = [59.2230949, 58.0736071, 67.80251684] if dataset.startswith('cub-sub'): samples_per_class = int(dataset[7:]) kwargs['split_file'] = 'train_test_split_{}.txt'.format(samples_per_class) kwargs['train_repeats'] = 30 // samples_per_class return NABGenerator(data_root, classes, 'images', cropsize = (448, 448), default_target_size = 512, randzoom_range = None, **kwargs) elif dataset == 'cars': return CarsGenerator(data_root, classes, **kwargs) elif dataset == 'flowers': return FlowersGenerator(data_root, classes, **kwargs) elif (dataset == 'inat') or dataset.startswith('inat_'): supercategory = dataset[5:] if dataset.startswith('inat_') else None if ('default_target_size' not in kwargs) and ('randzoom_range' not in kwargs): kwargs['randzoom_range'] = (256, 480) return INatGenerator(data_root, supercategory=supercategory, **kwargs) elif dataset == 'inat2019': if ('mean' not in kwargs) and ('std' not in kwargs): kwargs['mean'] = [115.77492586, 120.84414891, 93.51744386] kwargs['std'] = [60.46127213, 58.63136496, 63.5872299] if ('default_target_size' not in kwargs) and ('randzoom_range' not in kwargs): kwargs['randzoom_range'] = (256, 480) return INatGenerator(data_root, 'train2019.json', 'val2019.json', **kwargs) elif dataset == 'mit67scenes': if ('mean' not in kwargs) and ('std' not in kwargs): kwargs['mean'] = [124.62788179, 110.01028625, 94.95780545] kwargs['std'] = [68.56923599, 66.86607736, 67.35944349] return SubDirectoryGenerator(data_root, classes, img_dir='Images', train_list='TrainImages.txt', test_list='TestImages.txt', **kwargs) elif dataset == 'ucmlu': if ('mean' not in kwargs) and ('std' not in kwargs): kwargs['mean'] = [122.65409223, 124.40230701, 114.25659171] kwargs['std'] = [55.74499679, 51.65585669, 50.16527551] return SubDirectoryGenerator(data_root, classes, **kwargs) elif dataset == 'resisc45': if ('mean' not in kwargs) and ('std' not in kwargs): kwargs['mean'] = [94.17769482, 97.40967803, 87.80359702] kwargs['std'] = [51.92246172, 47.22081475, 47.07685676] return SubDirectoryGenerator(data_root, classes, **kwargs) else: raise ValueError('Unknown dataset: {}'.format(dataset)) ================================================ FILE: datasets/cars.py ================================================ import os import scipy.io from .common import FileDatasetGenerator class CarsGenerator(FileDatasetGenerator): def __init__(self, root_dir, classes = None, annotation_file = 'cars_annos.mat', cropsize = (448, 448), default_target_size = 512, randzoom_range = None, distort_colors = False, randerase_prob = 0.5, randerase_params = { 'sl' : 0.02, 'sh' : 0.3, 'r1' : 0.3, 'r2' : 1./0.3 }, mean = [120.03730636, 117.33780928, 116.0130335], std = [75.40415763, 75.15394251, 77.28286728], color_mode = "rgb"): """ Stanford-Cars data generator. The dataset can be obtained here: https://ai.stanford.edu/~jkrause/cars/car_dataset.html This data generator was designed to work with the merged training+test version of the dataset (because labels are not available for the stand-alone test data). # Arguments: - root_dir: Root directory of the Stanford-Cars dataset, containing the image directory and the annotations file. - classes: List of classes to restrict the dataset to. New numeric labels will be assigned to these classes in ascending order. If set to `None`, all available classes will be used and enumerated in ascending order. Note that the classes in Stanford-Cars are enumerated beginning with 1, while we will begin with 0. - annotation_file: Name of a MATLAB file (relative to `root_dir`) that contains a structured array called `annotations`, which has at least the following attributes: - 'relative_im_path': paths of the images in the dataset, relative to `root_dir` (not to the location of the annotations file!). - 'class': class labels for all images, - 'test': indicators whether each image belongs to the training (0) or the test set (1). - cropsize: Tuple with width and height of crops extracted from the images. - default_target_size: Int or tuple of ints. Specifies the default target size which images will be resized to (before cropping) if not specified differently in calls to `flow_train/test` or `train/test_sequence`. If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. - randzoom_range: Tuple with minimum and maximum size of the smaller image dimension for random scale augmentation. May either be given as integer specifying absolute pixel values or float specifying the relative scale of the image. If set to `None`, no scale augmentation will be performed. - distort_colors: Boolean specifying whether to apply color distortions as data augmentation. - randerase_prob: Probability for random erasing. - randerase_params: Random erasing parameters (see Zhong et al. (2017): "Random erasing data augmentation."). - mean: Channel-wise image mean for normalization (in "RGB" order). If set to `None`, mean and standard deviation will be computed from the images. - std: Channel-wise standard deviation for normalization (in "RGB" order). If set to `None`, standard deviation will be computed from the images. - color_mode: Image color mode, either "rgb" or "bgr". """ super(CarsGenerator, self).__init__(root_dir, cropsize = cropsize, default_target_size = default_target_size, randzoom_range = randzoom_range, distort_colors = distort_colors, randerase_prob = randerase_prob, randerase_params = randerase_params, color_mode = color_mode) # Read annotations self.annotation_file = annotation_file if os.path.isabs(annotation_file) else os.path.join(self.root_dir, annotation_file) self._annotations = scipy.io.loadmat(self.annotation_file, squeeze_me=True)['annotations'] # Determine set of classes self.classes = classes if classes is not None else sorted(set(self._annotations['class'])) self.class_indices = dict(zip(self.classes, range(len(self.classes)))) # Read image information for sample in self._annotations: if sample['class'] in self.class_indices: fn = sample['relative_im_path'] if os.path.isabs(sample['relative_im_path']) else os.path.join(self.root_dir, sample['relative_im_path']) if sample['test']: self.test_img_files.append(fn) self._test_labels.append(self.class_indices[sample['class']]) else: self.train_img_files.append(fn) self._train_labels.append(self.class_indices[sample['class']]) print('Found {} training and {} validation images from {} classes.'.format(self.num_train, self.num_test, self.num_classes)) # Compute mean and standard deviation self._compute_stats(mean, std) ================================================ FILE: datasets/cifar.py ================================================ import numpy as np import pickle import os from .common import TinyDatasetGenerator class CifarGenerator(TinyDatasetGenerator): """ Data generator for CIFAR-10 and CIFAR-100. """ def __init__(self, root_dir, classes = None, reenumerate = False, cifar10 = False, **kwargs): """ Data generator for CIFAR-10 and CIFAR-100. # Arguments: - root_dir: Root directory of the dataset. - classes: List of classes to restrict the dataset to. If set to `None`, all available classes will be used. - reenumerate: If true, the classes given in `classes` will be re-enumerated in ascending order, beginning from 0. - cifar10: Set this to True for CIFAR-10 and to False for CIFAR-100. Further keyword arguments such as `generator_kwargs` and `train_generator_kwargs` will be forwarded to the constructor of `TinyDatasetGenerator`. """ self.root_dir = root_dir # Load dataset if cifar10: X_train, y_train = [], [] for i in range(1, 6): with open(os.path.join(self.root_dir, 'data_batch_{}'.format(i)), 'rb') as pf: dump = pickle.load(pf, encoding='bytes') X_train.append(dump[b'data' if b'data' in dump else 'data'].astype(np.float32)) y_train += dump[b'labels' if b'labels' in dump else 'labels'] del dump X_train = np.concatenate(X_train) else: with open(os.path.join(self.root_dir, 'train'), 'rb') as pf: dump = pickle.load(pf, encoding='bytes') X_train = dump[b'data' if b'data' in dump else 'data'].astype(np.float32) y_train = dump[b'fine_labels' if b'fine_labels' in dump else 'fine_labels'] del dump with open(os.path.join(self.root_dir, 'test_batch' if cifar10 else 'test'), 'rb') as pf: dump = pickle.load(pf, encoding='bytes') X_test = dump[b'data' if b'data' in dump else 'data'].astype(np.float32) if cifar10: y_test = dump[b'labels' if b'labels' in dump else 'labels'] else: y_test = dump[b'fine_labels' if b'fine_labels' in dump else 'fine_labels'] del dump # Restrict labels to the given classes and re-enumerate them if classes is not None: sel_train = np.array([lbl in classes for lbl in y_train]) sel_test = np.array([lbl in classes for lbl in y_test]) X_train = X_train[sel_train] y_train = [lbl for lbl, sel in zip(y_train, sel_train) if sel] X_test = X_test[sel_test] y_test = [lbl for lbl, sel in zip(y_test, sel_test) if sel] self.classes = classes if reenumerate: self.class_indices = dict(zip(self.classes, range(len(self.classes)))) y_train = [self.class_indices[lbl] for lbl in y_train] y_test = [self.class_indices[lbl] for lbl in y_test] else: self.classes = np.arange(max(y_train) + 1) self.class_indices = dict(zip(self.classes, self.classes)) # Reshape data to images X_train = X_train.reshape(-1, 3, 32, 32).transpose((0, 2, 3, 1)) X_test = X_test.reshape(-1, 3, 32, 32).transpose((0, 2, 3, 1)) # Call parent constructor super(CifarGenerator, self).__init__(X_train, X_test, y_train, y_test, **kwargs) ================================================ FILE: datasets/common.py ================================================ import numpy as np import PIL.Image import warnings from collections import Counter try: from keras.preprocessing.image import ImageDataGenerator, load_img, img_to_array except ImportError: import keras from keras_preprocessing.image import ImageDataGenerator, load_img, img_to_array from keras import backend as K from keras.utils import Sequence from matplotlib.colors import rgb_to_hsv, hsv_to_rgb try: from tqdm import tqdm except ImportError: def tqdm(it, **kwargs): for x in it: yield x class DataSequence(Sequence): """ Helper class representing a sequence that can be passed to Keras functions expecting a generator. """ def __init__(self, data_generator, ids, labels, batch_size = 32, shuffle = False, oversample = False, repeats = 1, batch_transform = None, batch_transform_kwargs = {}, **kwargs): """ # Arguments: - data_generator: The data generator instance that created this sequence. Must provide a `compose_batch` method that takes a list of image indices as first argument and optionally any additional keyword arguments passed to this constructor and returns a batch of images as numpy array. - ids: List with IDs of all images. - labels: List with labels corresponding to the images in `ids`. - batch_size: The size of the batches provided by this sequence. - shuffle: Whether to shuffle the order of images after each epoch. - oversample: Whether to oversample smaller classes to the size of the largest one. - repeats: Number of repeats per epoch. If this was set to 3, for example, a single epoch would actually comprise 3 epochs. - batch_transform: Optionally, a function that takes the inputs and targets of a batch and returns transformed inputs and targets that will be provided by this sequence instead of the original ones. - batch_transform_kwargs: Additional keyword arguments passed to `batch_transform`. """ super(DataSequence, self).__init__() self.data_generator = data_generator self.ids = ids self.labels = np.asarray(labels) self.batch_size = batch_size self.shuffle = shuffle self.oversample = oversample self.repeats = repeats self.batch_transform = batch_transform self.batch_transform_kwargs = batch_transform_kwargs self.kwargs = kwargs if self.oversample: self.class_sizes = Counter(labels) self.max_class_size = max(self.class_sizes.values()) self.class_members = { lbl : np.where(np.asarray(labels) == lbl)[0] for lbl in self.class_sizes.keys() } self.permutations = [np.concatenate([ np.repeat(members, int(np.ceil(self.max_class_size / len(members))))[:self.max_class_size] for lbl, members in self.class_members.items() ]) for i in range(self.repeats)] self.epoch_len = int(np.ceil((len(self.class_sizes) * self.max_class_size) / self.batch_size)) else: self.permutations = [np.arange(len(self.ids)) for i in range(self.repeats)] self.epoch_len = int(np.ceil(len(self.ids) / self.batch_size)) self.on_epoch_end() def __len__(self): """ Returns the number of batches per epoch. """ return self.repeats * self.epoch_len def __getitem__(self, idx): """ Returns the batch with the given index. """ subepoch = idx // self.epoch_len idx = idx % self.epoch_len batch_ind = self.permutations[subepoch][idx*self.batch_size:(idx+1)*self.batch_size] X = self.data_generator.compose_batch([self.ids[i] for i in batch_ind], **self.kwargs) y = self.labels[batch_ind] if self.batch_transform is not None: return self.batch_transform(X, y, **self.batch_transform_kwargs) # pylint: disable=not-callable else: return X, y def on_epoch_end(self): """ Called by Keras after each epoch. Handles shuffling of the data if required. """ if self.shuffle: if self.oversample: self.permutations = [np.concatenate([ np.concatenate([ np.random.choice(members, len(members), replace = False) for _ in range(int(np.ceil(self.max_class_size / len(members)))) ])[:self.max_class_size] for lbl, members in self.class_members.items() ]) for i in range(self.repeats)] for i in range(self.repeats): np.random.shuffle(self.permutations[i]) class FileDatasetGenerator(object): """ Abstract base class for image generators. """ def __init__(self, root_dir, cropsize = (224, 224), default_target_size = -1, randzoom_range = None, randrot_max = 0, distort_colors = False, colordistort_params = {}, randerase_prob = 0.0, randerase_params = { 'sl' : 0.02, 'sh' : 0.4, 'r1' : 0.3, 'r2' : 1./0.3 }, color_mode = 'rgb'): """ Abstract base class for image generators. # Arguments: - root_dir: Root directory of the dataset. - cropsize: Tuple with width and height of crops extracted from the images. - default_target_size: Int or tuple of ints. Specifies the default target size which images will be resized to (before cropping) if not specified differently in calls to `flow_train/test` or `train/test_sequence`. If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. - randzoom_range: Tuple with minimum and maximum size of the smaller image dimension for random scale augmentation. May either be given as integer specifying absolute pixel values or float specifying the relative scale of the image. If set to `None`, no scale augmentation will be performed. - randrot_max: Maximum number of degrees for random rotations. - distort_colors: Boolean specifying whether to apply color distortions as data augmentation. - colordistort_params: Parameters for color distortions, passed as keyword arguments to `distort_colors()`. - randerase_prob: Probability for random erasing. - randerase_params: Random erasing parameters (see Zhong et al. (2017): "Random erasing data augmentation."). - color_mode: Image color mode, either "rgb" or "bgr". """ super(FileDatasetGenerator, self).__init__() self.root_dir = root_dir self.cropsize = cropsize self.default_target_size = default_target_size self.randzoom_range = randzoom_range self.randrot_max = randrot_max self.distort_colors = distort_colors self.colordistort_params = colordistort_params self.randerase_prob = randerase_prob self.randerase_params = randerase_params self.color_mode = color_mode.lower() self.classes = [] self.train_img_files = [] self.test_img_files = [] self._train_labels = [] self._test_labels = [] warnings.filterwarnings('ignore', '.*[Cc]orrupt EXIF data.*', UserWarning) def _compute_stats(self, mean = None, std = None): """ Computes channel-wise mean and standard deviation of all images in the dataset. If `mean` and `std` arguments are given, they will just be stored instead of being re-computed. The channel order of both is always "RGB", independent of `color_mode`. """ if mean is None: mean = 0 for fn in tqdm(self.train_img_files, desc = 'Computing channel mean'): mean += np.mean(np.asarray(load_img(fn), dtype=np.float64), axis = (0,1)) mean /= len(self.train_img_files) print('Channel-wise mean: {}'.format(mean)) self.mean = np.asarray(mean, dtype=np.float32) if (mean is None) or (std is None): std = 0 for fn in tqdm(self.train_img_files, desc = 'Computing channel variance'): std += np.mean((np.asarray(load_img(fn), dtype=np.float64) - self.mean) ** 2, axis = (0,1)) std = np.sqrt(std / (len(self.train_img_files) - 1)) print('Channel-wise standard deviation: {}'.format(std)) self.std = np.asarray(std, dtype=np.float32) def flow_train(self, batch_size = 32, include_labels = True, shuffle = True, target_size = None, augment = True): """ A generator yielding batches of pre-processed and augmented training images. # Arguments: - batch_size: Number of images per batch. - include_labels: If true, target labels will be yielded as well. - shuffle: If True, the order of images will be shuffled after each epoch. - target_size: Int or tuple of ints. Specifies the target size which the image will be resized to (before cropping). If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. If set to None, the default_target_size passed to the constructor will be used. - augment: Whether data augmentation should be applied or not. # Yields: If `include_labels` is True, a tuple of inputs and targets for each batch. Otherwise, only inputs will be yielded. """ return self._flow(self.train_img_files, self._train_labels if include_labels else None, batch_size=batch_size, shuffle=shuffle, target_size=target_size, normalize=True, hflip=augment, vflip=False, colordistort=self.distort_colors and augment, randzoom=augment, randrot=augment, cropsize=self.cropsize, randcrop=augment, randerase=augment) def flow_test(self, batch_size = 32, include_labels = True, shuffle = False, target_size = None, augment = False): """ A generator yielding batches of pre-processed and augmented test images. # Arguments: - batch_size: Number of images per batch. - include_labels: If true, target labels will be yielded as well. - shuffle: If True, the order of images will be shuffled after each epoch. - target_size: Int or tuple of ints. Specifies the target size which the image will be resized to (before cropping). If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. If set to None, the default_target_size passed to the constructor will be used. - augment: Whether data augmentation should be applied or not. # Yields: If `include_labels` is True, a tuple of inputs and targets for each batch. Otherwise, only inputs will be yielded. """ return self._flow(self.test_img_files, self._test_labels if include_labels else None, batch_size=batch_size, shuffle=shuffle, target_size=target_size, normalize=True, hflip=augment, vflip=False, colordistort=False, randzoom=augment, randrot=augment, cropsize=self.cropsize, randcrop=augment, randerase=augment) def train_sequence(self, batch_size = 32, shuffle = True, target_size = None, augment = True, batch_transform = None, batch_transform_kwargs = {}): """ Creates a `DataSequence` with pre-processed and augmented training images that can be passed to the Keras methods expecting a generator for efficient and safe multi-processing. # Arguments: - batch_size: Number of images per batch. - shuffle: If True, the order of images will be shuffled after each epoch. - target_size: Int or tuple of ints. Specifies the target size which the image will be resized to (before cropping). If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. If set to None, the default_target_size passed to the constructor will be used. - augment: Whether data augmentation should be applied or not. - batch_transform: Optionally, a function that takes the inputs and targets of a batch and returns transformed inputs and targets that will be provided by the sequence instead of the original ones. - batch_transform_kwargs: Additional keyword arguments passed to `batch_transform`. # Returns: a DataSequence instance """ return DataSequence(self, self.train_img_files, self._train_labels, batch_size=batch_size, shuffle=shuffle, target_size=target_size, normalize=True, hflip=augment, vflip=False, colordistort=self.distort_colors and augment, randzoom=augment, randrot=augment, cropsize=self.cropsize, randcrop=augment, randerase=augment, batch_transform=batch_transform, batch_transform_kwargs=batch_transform_kwargs) def test_sequence(self, batch_size = 32, shuffle = False, target_size = None, augment = False, batch_transform = None, batch_transform_kwargs = {}): """ Creates a `DataSequence` with pre-processed and augmented test images that can be passed to the Keras methods expecting a generator for efficient and safe multi-processing. # Arguments: - batch_size: Number of images per batch. - shuffle: If True, the order of images will be shuffled after each epoch. - target_size: Int or tuple of ints. Specifies the target size which the image will be resized to (before cropping). If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. If set to None, the default_target_size passed to the constructor will be used. - augment: Whether data augmentation should be applied or not. - batch_transform: Optionally, a function that takes the inputs and targets of a batch and returns transformed inputs and targets that will be provided by the sequence instead of the original ones. - batch_transform_kwargs: Additional keyword arguments passed to `batch_transform`. # Returns: a DataSequence instance """ return DataSequence(self, self.test_img_files, self._test_labels, batch_size=batch_size, shuffle=shuffle, target_size=target_size, normalize=True, hflip=augment, vflip=False, colordistort=False, randzoom=augment, randrot=augment, cropsize=self.cropsize, randcrop=augment, randerase=augment, batch_transform=batch_transform, batch_transform_kwargs=batch_transform_kwargs) def _flow(self, filenames, labels = None, batch_size = 32, shuffle = False, **kwargs): """ A generator yielding batches of pre-processed and augmented images. # Arguments: - filenames: List with the filenames of all images to sample batches from. - labels: Optionally, labels corresponding to the images specified by `filenames`. - batch_size: Number of images per batch. - shuffle: If True, the order of images will be shuffled after each epoch. Remaining keyword arguments will be passed through to `compose_batch`. # Yields: If `labels` is not None, a tuple of inputs and targets for each batch. Otherwise, only inputs will be yielded. """ ind = np.arange(len(filenames)) if shuffle: np.random.shuffle(ind) if labels is not None: labels = np.asarray(labels) offs = 0 while True: if offs >= len(ind): offs = 0 if shuffle: np.random.shuffle(ind) batch_ind = ind[offs:offs+batch_size] offs += batch_size X = self.compose_batch([filenames[i] for i in batch_ind], **kwargs) if labels is not None: yield X, labels[batch_ind] else: yield X def compose_batch(self, filenames, cropsize = None, randcrop = False, data_format = None, **kwargs): """ Composes a batch of augmented images given by their filenames. # Arguments: - filenames: List with image filenames to be contained in the batch. - cropsize: Int or tuple of ints specifying the size which the images will be cropped to. If a single int is given, a square crop will be extracted. If set to None, the batch will be cropped to the median size of the images in the batch. - randcrop: If True, a random crop will be extracted from each image, otherwise the center crop. - data_format: The image data format (either 'channels_first' or 'channels_last'). Set to None for the default value. Remaining keyword arguments will be passed through to `_load_and_transform`. # Returns: a batch of images as 4-dimensional numpy array. """ if data_format is None: data_format = K.image_data_format() if data_format == 'channels_first': x_axis, y_axis = 2, 1 else: x_axis, y_axis = 1, 0 X = [self._load_and_transform(fn, data_format=data_format, **kwargs) for fn in filenames] if cropsize is not None: crop_width, crop_height = cropsize else: crop_height = int(np.median([img.shape[y_axis] for img in X])) crop_width = int(np.median([img.shape[x_axis] for img in X])) for i, img in enumerate(X): y_pad = x_pad = 0 if img.shape[y_axis] > crop_height: y_offs = np.random.randint(img.shape[y_axis] - crop_height + 1) if randcrop else (img.shape[y_axis] - crop_height) // 2 img = img[:,y_offs:y_offs+crop_height,:] if data_format == 'channels_first' else img[y_offs:y_offs+crop_height,:,:] elif img.shape[y_axis] < crop_height: y_pad = np.random.randint(crop_height - img.shape[y_axis] + 1) if randcrop else (crop_height - img.shape[y_axis]) // 2 if img.shape[x_axis] > crop_width: x_offs = np.random.randint(img.shape[x_axis] - crop_width + 1) if randcrop else (img.shape[x_axis] - crop_width) // 2 img = img[:,:,x_offs:x_offs+crop_width] if data_format == 'channels_first' else img[:,x_offs:x_offs+crop_width,:] elif img.shape[x_axis] < crop_width: x_pad = np.random.randint(crop_width - img.shape[x_axis] + 1) if randcrop else (crop_width - img.shape[x_axis]) // 2 X[i] = np.pad( img, ((0,0), (y_pad, crop_height - img.shape[1] - y_pad), (x_pad, crop_width - img.shape[2] - x_pad)) if data_format == 'channels_first' else \ ((y_pad, crop_height - img.shape[0] - y_pad), (x_pad, crop_width - img.shape[1] - x_pad), (0,0)), 'reflect' ) return np.stack(X) def _load_image(self, filename, target_size = None, randzoom = False): """ Loads an image file. # Arguments: - filename: The path of the image file. - target_size: Int or tuple of ints. Specifies the target size which the image will be resized to. If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. If set to None, the default_target_size passed to the constructor will be used. The actual size may be modified further is `randzoom` is True. - randzoom: If True and `self.randzoom_range` is not None, random zooming will be applied. If `self.randzoom_range` is given as floats defining a range relative to the image size, `target_size` will be used as reference if it is not None, otherwise the original image size. # Returns: the image as PIL image. """ img = load_img(filename) if target_size is None: target_size = self.default_target_size if (target_size > 0) or (randzoom and (self.randzoom_range is not None)): if target_size <= 0: target_size = img.size if randzoom and (self.randzoom_range is not None): if isinstance(self.randzoom_range[0], float): target_size = np.round(np.array(target_size) * np.random.uniform(self.randzoom_range[0], self.randzoom_range[1])).astype(int).tolist() else: target_size = np.random.randint(self.randzoom_range[0], self.randzoom_range[1]) if isinstance(target_size, int): target_size = (target_size, round(img.size[1] * (target_size / img.size[0]))) if img.size[0] < img.size[1] else (round(img.size[0] * (target_size / img.size[1])), target_size) img = img.resize(target_size, PIL.Image.BILINEAR) return img def _transform(self, img, normalize = True, hflip = False, vflip = False, randrot = False, colordistort = False, randerase = False, data_format = None): """ Loads an image file and applies normalization and data augmentation. # Arguments: - img: the unnormalized and untransformed image as PIL image. - normalize: If True, the image will be normalized by subtracting the channel-wise mean and dividing by the channel-wise standard deviation. - hflip: If True, the image will be flipped horizontally with a chance of 50%. - vflip: If True, the image will be flipped vertically with a chance of 50%. - randerase: If True, random erasing will be applied with probability `self.randerase_prob`. - data_format: The image data format (either 'channels_first' or 'channels_last'). Set to None for the default value. # Returns: the transformed image as 3-dimensional numpy array. """ if data_format is None: data_format = K.image_data_format() # Rotate image if randrot and (self.randrot_max > 0): angle = np.random.uniform(-self.randrot_max, self.randrot_max) img = img.rotate(angle, PIL.Image.BILINEAR) # Convert PIL image to array img = img_to_array(img, data_format=data_format) # Color distortions if colordistort: img = distort_color(img, data_format=data_format, **self.colordistort_params) # Normalize image if normalize: img -= self.mean[:,None,None] if data_format == 'channels_first' else self.mean[None,None,:] img /= self.std[:,None,None] if data_format == 'channels_first' else self.std[None,None,:] # RGB -> BGR conversion if self.color_mode == 'bgr': img = img[::-1,:,:] if data_format == 'channels_first' else img[:,:,::-1] # Random Flipping if hflip and (np.random.random() < 0.5): img = img[:,:,::-1] if data_format == 'channels_first' else img[:,::-1,:] if vflip and (np.random.random() < 0.5): img = img[:,::-1,:] if data_format == 'channels_first' else img[::-1,:,:] # Random erasing if randerase and (self.randerase_prob > 0) and (np.random.random() < self.randerase_prob): while True: se = np.random.uniform(self.randerase_params['sl'], self.randerase_params['sh']) * (img.shape[0] * img.shape[1]) re = np.random.uniform(self.randerase_params['r1'], self.randerase_params['r2']) he, we = int(np.sqrt(se * re)), int(np.sqrt(se / re)) if (he < img.shape[0]) and (we < img.shape[1]): break xe, ye = np.random.randint(0, img.shape[1] - we), np.random.randint(0, img.shape[0] - he) img[ye:ye+he,xe:xe+we,:] = (np.random.uniform(0., 255., (he, we, img.shape[-1])) \ - (self.mean[:,None,None] if data_format == 'channels_first' else self.mean[None,None,:])) \ / (self.std[:,None,None] if data_format == 'channels_first' else self.std[None,None,:]) return img def _load_and_transform(self, filename, target_size = None, normalize = True, hflip = False, vflip = False, randzoom = False, randrot = False, colordistort = False, randerase = False, data_format = None): """ Loads an image file and applies normalization and data augmentation. # Arguments: - filename: The path of the image file. - target_size: Int or tuple of ints. Specifies the target size which the image will be resized to. If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. If set to None, the default_target_size passed to the constructor will be used. The actual size may be modified further is `randzoom` is True. - normalize: If True, the image will be normalized by subtracting the channel-wise mean and dividing by the channel-wise standard deviation. - hflip: If True, the image will be flipped horizontally with a chance of 50%. - vflip: If True, the image will be flipped vertically with a chance of 50%. - randzoom: If True and `self.randzoom_range` is not None, random zooming will be applied. If `self.randzoom_range` is given as floats defining a range relative to the image size, `target_size` will be used as reference if it is not None, otherwise the original image size. - randerase: If True, random erasing will be applied with probability `self.randerase_prob`. - data_format: The image data format (either 'channels_first' or 'channels_last'). Set to None for the default value. # Returns: the image as 3-dimensional numpy array. """ return self._transform( self._load_image(filename, target_size=target_size, randzoom=randzoom), normalize=normalize, hflip=hflip, vflip=vflip, randrot=randrot, colordistort=colordistort, randerase=randerase, data_format=data_format ) @property def labels_train(self): """ List with labels corresponding to the training files in `self.train_img_files`. These are not the original labels, but automatically assigned numeric labels in the range `[0, num_classes-1]`. The look-up table in `self.class_indices` can be used to obtain the original label for each class. """ return self._train_labels @property def labels_test(self): """ List with labels corresponding to the test files in `self.test_img_files`. These are not the original labels, but automatically assigned numeric labels in the range `[0, num_classes-1]`. The look-up table in `self.class_indices` can be used to obtain the original label for each class. """ return self._test_labels @property def num_classes(self): """ Number of unique classes in the dataset. """ return len(self.classes) @property def num_train(self): """ Number of training images in the dataset. """ return len(self.train_img_files) @property def num_test(self): """ Number of test images in the dataset. """ return len(self.test_img_files) @property def num_channels(self): """ Number of channels (e.g., 3 for RGB, 1 for grayscale). """ return 3 class TinyDatasetGenerator(object): """ Abstract base class for datasets with low-resolution images that fit entirely into memory (e.g., CIFAR). """ def __init__(self, X_train, X_test, y_train, y_test, generator_kwargs = { 'featurewise_center' : True, 'featurewise_std_normalization' : True }, train_generator_kwargs = { 'horizontal_flip' : True, 'width_shift_range' : 0.15, 'height_shift_range' : 0.15 }): """ Abstract base class for interfaces to datasets with low-resolution images that fit entirely into memory (e.g., CIFAR). # Arguments: - X_train: 4-D numpy array with the training images. - X_test: 4-D numpy array with the test images. - y_train: list with numeric labels for the training images. - y_test: list with numeric labels for the test images. - generator_kwargs: Dictionary with keyword arguments passed to Keras' ImageDataGenerator for both training and test. - train_generator_kwargs: Dictionary with keyword arguments passed to Keras' ImageDataGenerator for the training set. """ super(TinyDatasetGenerator, self).__init__() self.X_train = X_train self.X_test = X_test self.y_train = y_train self.y_test = y_test # Set up pre-processing self.image_generator = ImageDataGenerator(**generator_kwargs, **train_generator_kwargs) self.image_generator.fit(self.X_train) self.test_image_generator = ImageDataGenerator(**generator_kwargs) self.test_image_generator.fit(self.X_train) def flow_train(self, batch_size = 32, include_labels = True, shuffle = True, augment = True): """ A generator yielding batches of pre-processed and augmented training images. # Arguments: - batch_size: Number of images per batch. - include_labels: If true, target labels will be yielded as well. - shuffle: If True, the order of images will be shuffled after each epoch. - augment: Whether data augmentation should be applied or not. # Yields: If `include_labels` is True, a tuple of inputs and targets for each batch. Otherwise, only inputs will be yielded. """ image_generator = self.image_generator if augment else self.test_image_generator return image_generator.flow(self.X_train, self.y_train if include_labels else None, batch_size=batch_size, shuffle=shuffle) def flow_test(self, batch_size = 32, include_labels = True, shuffle = False, augment = False): """ A generator yielding batches of pre-processed and augmented test images. # Arguments: - batch_size: Number of images per batch. - include_labels: If true, target labels will be yielded as well. - shuffle: If True, the order of images will be shuffled after each epoch. - augment: Whether data augmentation should be applied or not. # Yields: If `include_labels` is True, a tuple of inputs and targets for each batch. Otherwise, only inputs will be yielded. """ image_generator = self.image_generator if augment else self.test_image_generator return image_generator.flow(self.X_test, self.y_test if include_labels else None, batch_size=batch_size, shuffle=shuffle) def train_sequence(self, batch_size = 32, shuffle = True, augment = True, batch_transform = None, batch_transform_kwargs = {}): """ Creates a `DataSequence` with pre-processed and augmented training images that can be passed to the Keras methods expecting a generator for efficient and safe multi-processing. # Arguments: - batch_size: Number of images per batch. - shuffle: If True, the order of images will be shuffled after each epoch. - augment: Whether data augmentation should be applied or not. - batch_transform: Optionally, a function that takes the inputs and targets of a batch and returns transformed inputs and targets that will be provided by the sequence instead of the original ones. - batch_transform_kwargs: Additional keyword arguments passed to `batch_transform`. # Returns: a DataSequence instance """ return DataSequence(self, np.arange(len(self.X_train)), self.y_train, train=True, augment=augment, batch_size=batch_size, shuffle=shuffle, batch_transform=batch_transform, batch_transform_kwargs=batch_transform_kwargs) def test_sequence(self, batch_size = 32, shuffle = False, augment = False, batch_transform = None, batch_transform_kwargs = {}): """ Creates a `DataSequence` with pre-processed and augmented test images that can be passed to the Keras methods expecting a generator for efficient and safe multi-processing. # Arguments: - batch_size: Number of images per batch. - shuffle: If True, the order of images will be shuffled after each epoch. - augment: Whether data augmentation should be applied or not. - batch_transform: Optionally, a function that takes the inputs and targets of a batch and returns transformed inputs and targets that will be provided by the sequence instead of the original ones. - batch_transform_kwargs: Additional keyword arguments passed to `batch_transform`. # Returns: a DataSequence instance """ return DataSequence(self, np.arange(len(self.X_test)), self.y_test, train=False, augment=augment, batch_size=batch_size, shuffle=shuffle, batch_transform=batch_transform, batch_transform_kwargs=batch_transform_kwargs) def compose_batch(self, indices, train, augment = False): """ Composes a batch of augmented images given by their indices. # Arguments: - indices: List with image indices to be contained in the batch. - train: If True, images will be taken from the training data matrix, otherwise from the test data. - augment: Whether data augmentation should be applied or not. # Returns: a batch of images as 4-dimensional numpy array. """ X = self.X_train if train else self.X_test image_generator = self.image_generator if augment else self.test_image_generator batch = np.zeros((len(indices),) + tuple(X.shape[1:]), dtype=K.floatx()) for i, j in enumerate(indices): x = X[j] x = image_generator.random_transform(x.astype(K.floatx())) x = image_generator.standardize(x) batch[i] = x return batch @property def labels_train(self): """ List with labels corresponding to the training files in `self.X_train`. This is an alias for `self.y_train` for compatibility with other data generators. """ return self.y_train @property def labels_test(self): """ List with labels corresponding to the test files in `self.X_test`. This is an alias for `self.y_test` for compatibility with other data generators. """ return self.y_test @property def num_classes(self): """ Number of unique classes in the dataset. """ return max(self.y_train) + 1 @property def num_train(self): """ Number of training images in the dataset. """ return len(self.X_train) @property def num_test(self): """ Number of test images in the dataset. """ return len(self.X_test) @property def num_channels(self): """ Number of channels (e.g., 3 for RGB, 1 for grayscale). """ return self.X_train.shape[-1] def distort_color(img, fast_mode=True, brightness_delta=32./255., hue_delta=0.2, saturation_range=(0.5, 1.5), contrast_range=(0.5, 1.5), data_format='channels_last'): nonnormalized = (img.max() > 2.0) if nonnormalized: img = img.astype(np.float32) / 255. if data_format == 'channels_first': img = np.transpose(img, (1, 2, 0)) if (not nonnormalized) and (data_format == 'channels_last'): img = img.copy() noop = lambda x: x brightness_hsv = (lambda x: random_brightness_hsv(x, max_delta=brightness_delta)) if brightness_delta > 0 else noop saturation = (lambda x: random_saturation(x, *saturation_range)) if (saturation_range[0] <= saturation_range[1]) and ((saturation_range[0] != 1) or (saturation_range[1] != 1)) else noop if fast_mode: ordering = np.random.choice(2) if ordering == 0: img = hsv_to_rgb(saturation(brightness_hsv(rgb_to_hsv(img)))) else: img = hsv_to_rgb(brightness_hsv(saturation(rgb_to_hsv(img)))) else: brightness = (lambda x: random_brightness(x, max_delta=brightness_delta)) if brightness_delta > 0 else noop hue = (lambda x: random_hue(x, max_delta=hue_delta)) if hue_delta > 0 else noop contrast = (lambda x: random_contrast(x, *contrast_range)) if (contrast_range[0] <= contrast_range[1]) and ((contrast_range[0] != 1) or (contrast_range[1] != 1)) else noop ordering = np.random.choice(4) if ordering == 0: img = contrast(hsv_to_rgb(hue(saturation(rgb_to_hsv(brightness(img)))))) elif ordering == 1: img = hsv_to_rgb(hue(rgb_to_hsv(contrast(brightness(hsv_to_rgb(saturation(rgb_to_hsv(img)))))))) elif ordering == 2: img = hsv_to_rgb(saturation(brightness_hsv(hue(rgb_to_hsv(contrast(img)))))) elif ordering == 3: img = brightness(contrast(hsv_to_rgb(saturation(hue(rgb_to_hsv(img)))))) if data_format == 'channels_first': img = np.transpose(img, (2, 0, 1)) if nonnormalized: img = img * 255. return img def random_brightness(img, max_delta=32./255.): """ Randomly adjusts the brightness of a given RGB image. """ img += np.random.uniform(-max_delta, max_delta) img[img > 1] = 1 img[img < 0] = 0 return img def random_brightness_hsv(img, max_delta=32./255.): """ Randomly adjusts the brightness of a given HSV image. """ val = img[:,:,2] val += np.random.uniform(-max_delta, max_delta) val[val > 1] = 1 val[val < 0] = 0 return img def random_hue(img, max_delta=0.2): """ Randomly shifts the hue of a given HSV image. """ delta = np.random.uniform(-max_delta, max_delta) hue = img[:,:,0] hue += delta hue[hue > 1.0] -= 1.0 hue[hue < 0.0] += 1.0 return img def random_saturation(img, low=0.5, high=1.5): """ Randomly scales the saturation of a given HSV image. """ sat = img[:,:,1] sat *= np.random.uniform(low, high) sat[sat > 1] = 1 sat[sat < 0] = 0 return img def random_contrast(img, low=0.5, high=1.5): """ Randomly scales the contrast of a given RGB image. """ mean = img.mean(axis=(0,1), keepdims=True) cf = np.random.uniform(low, high, mean.shape) img -= mean img *= cf img += mean img[img > 1] = 1 img[img < 0] = 0 return img ================================================ FILE: datasets/flowers.py ================================================ import os import scipy.io from .common import FileDatasetGenerator class FlowersGenerator(FileDatasetGenerator): def __init__(self, root_dir, classes = None, img_dir = 'jpg', label_file = 'imagelabels.mat', split_file = 'setid.mat', train_splits = ['trnid', 'valid'], test_splits = ['tstid'], cropsize = (448, 448), default_target_size = 512, randzoom_range = None, distort_colors = False, randerase_prob = 0.5, randerase_params = { 'sl' : 0.02, 'sh' : 0.3, 'r1' : 0.3, 'r2' : 1./0.3 }, mean = [110.7799141, 97.65648664, 75.32889973], std = [74.90387818, 62.70218863, 69.7656359], color_mode = "rgb"): """ Flowers-102 data generator. The dataset can be obtained here: http://www.robots.ox.ac.uk/~vgg/data/flowers/ # Arguments: - root_dir: Root directory of the Oxford Flowers-102 dataset, containing the image directory and the annotation files. - classes: List of classes to restrict the dataset to. New numeric labels will be assigned to these classes in ascending order. If set to `None`, all available classes will be used and enumerated in ascending order. Note that the classes in Flowers-102 are enumerated beginning with 1, while we will begin with 0. - img_dir: Name of the sub-directory of `root_dir` that contains the images, named like 'image_#####.jpg', where '#####' is the 5-digit ID of the image. - label_file: Name of a MATLAB file (relative to `root_dir`) that contains an array called 'labels' with class labels for each image. - split_file: Name of a MATLAB file (relative to `root_dir`) that containing named arrays of image IDs (counting from 1) defining a split of the dataset. - train_splits: List with the names of the arrays in `split_file` which should be concatenated to obtain the list of training image IDs. - test_splits: List with the names of the arrays in `split_file` which should be concatenated to obtain the list of test image IDs. - cropsize: Tuple with width and height of crops extracted from the images. - default_target_size: Int or tuple of ints. Specifies the default target size which images will be resized to (before cropping) if not specified differently in calls to `flow_train/test` or `train/test_sequence`. If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. - randzoom_range: Tuple with minimum and maximum size of the smaller image dimension for random scale augmentation. May either be given as integer specifying absolute pixel values or float specifying the relative scale of the image. If set to `None`, no scale augmentation will be performed. - distort_colors: Boolean specifying whether to apply color distortions as data augmentation. - randerase_prob: Probability for random erasing. - randerase_params: Random erasing parameters (see Zhong et al. (2017): "Random erasing data augmentation."). - mean: Channel-wise image mean for normalization (in "RGB" order). If set to `None`, mean and standard deviation will be computed from the images. - std: Channel-wise standard deviation for normalization (in "RGB" order). If set to `None`, standard deviation will be computed from the images. - color_mode: Image color mode, either "rgb" or "bgr". """ super(FlowersGenerator, self).__init__(root_dir, cropsize = cropsize, default_target_size = default_target_size, randzoom_range = randzoom_range, distort_colors=distort_colors, colordistort_params={ 'hue_delta' : 0.0, 'saturation_range' : (0.8, 1.2) }, randerase_prob = randerase_prob, randerase_params = randerase_params, color_mode = color_mode) self.img_dir = img_dir if os.path.isabs(img_dir) else os.path.join(self.root_dir, img_dir) self.label_file = label_file if os.path.isabs(label_file) else os.path.join(self.root_dir, label_file) self.split_file = split_file if os.path.isabs(split_file) else os.path.join(self.root_dir, split_file) # Read annotations img_labels = scipy.io.loadmat(self.label_file, squeeze_me=True)['labels'] splits = scipy.io.loadmat(self.split_file, squeeze_me=True) # Determine set of classes self.classes = classes if classes is not None else sorted(set(img_labels)) self.class_indices = dict(zip(self.classes, range(len(self.classes)))) # Compose image lists for split_name in train_splits: for i in splits[split_name]: self.train_img_files.append(os.path.join(self.img_dir, 'image_{:05d}.jpg'.format(i))) self._train_labels.append(self.class_indices[img_labels[i-1]]) for split_name in test_splits: for i in splits[split_name]: self.test_img_files.append(os.path.join(self.img_dir, 'image_{:05d}.jpg'.format(i))) self._test_labels.append(self.class_indices[img_labels[i-1]]) print('Found {} training and {} validation images from {} classes.'.format(self.num_train, self.num_test, self.num_classes)) # Compute mean and standard deviation self._compute_stats(mean, std) ================================================ FILE: datasets/ilsvrc.py ================================================ import os try: from keras.preprocessing.image import list_pictures except ImportError: import keras from keras_preprocessing.image import list_pictures from . import IMAGENET_MEAN, IMAGENET_STD from .common import FileDatasetGenerator class ILSVRCGenerator(FileDatasetGenerator): def __init__(self, root_dir, classes = None, mean = IMAGENET_MEAN, std = IMAGENET_STD, color_mode = "rgb"): """ ILSVRC data generator. # Arguments: - root_dir: Root directory of the ILSVRC dataset, containing directories "ILSVRC2012_img_train" and "ILSVRC2012_img_val", both containing sub-directories with names of synsets and the images for each synset in the corresponding sub-directories. - classes: List of synsets to restrict the dataset to. Numeric labels will be assigned to these synsets in ascending order. If set to `None`, all available synsets will be used and enumerated in the lexicographical order. - mean: Channel-wise image mean for normalization (in "RGB" order). If set to `None`, mean and standard deviation will be computed from the images. - std: Channel-wise standard deviation for normalization (in "RGB" order). If set to `None`, standard deviation will be computed from the images. - color_mode: Image color mode, either "rgb" or "bgr". """ super(ILSVRCGenerator, self).__init__(root_dir, default_target_size = 256, randzoom_range = (256, 480), color_mode = color_mode) self.train_dir = os.path.join(self.root_dir, 'ILSVRC2012_img_train') self.test_dir = os.path.join(self.root_dir, 'ILSVRC2012_img_val') # Search for classes if classes is None: classes = [] for subdir in sorted(os.listdir(self.train_dir)): if os.path.isdir(os.path.join(self.train_dir, subdir)): classes.append(subdir) self.classes = classes self.class_indices = dict(zip(self.classes, range(len(self.classes)))) # Search for images for lbl, subdir in enumerate(self.classes): cls_files = sorted(list_pictures(os.path.join(self.train_dir, subdir), 'jpeg')) self.train_img_files += cls_files self._train_labels += [lbl] * len(cls_files) cls_files = sorted(list_pictures(os.path.join(self.test_dir, subdir), 'jpeg')) self.test_img_files += cls_files self._test_labels += [lbl] * len(cls_files) print('Found {} training and {} validation images from {} classes.'.format(self.num_train, self.num_test, self.num_classes)) # Compute mean and standard deviation self._compute_stats(mean, std) ================================================ FILE: datasets/inat.py ================================================ import json import os from .common import FileDatasetGenerator # Pre-computed mean and standard deviation for all super-categories SUPERCATEGORY_STATS = { None : ([119.99310088, 122.86333725, 102.38318464], [60.83471124, 59.33123704, 65.92057842]), 'actinopterygii' : ([95.60659929, 109.21340134, 99.53273934], [62.64981594, 56.77583425, 57.79043402]), 'amphibia' : ([120.38820316, 112.09448704, 93.57291079], [64.38971069, 60.88945117, 60.689195]), 'animalia' : ([117.86148813, 112.27558493, 100.76823038], [65.10786879, 60.9941875, 61.3212783]), 'arachnida' : ([123.05328454, 123.11786486, 99.49669769], [62.10607939, 59.69295922, 64.12102046]), 'aves' : ([125.68554284, 131.58931007, 123.51576605], [56.91926625, 57.04151665, 67.97284604]), 'bacteria' : ([130.44253929, 118.58949652, 100.64353881], [63.52655078, 61.3866035, 62.52496727]), 'chromista' : ([126.63609004, 120.30744082, 103.69842308], [61.3142875, 60.35121831, 64.33445667]), 'fungi' : ([105.4904181, 98.20844854, 81.95195412], [66.43803547, 63.26916273, 61.75505097]), 'insecta' : ([126.79141945, 126.55725101, 94.4626541], [62.46710552, 59.70656548, 64.38703598]), 'mammalia' : ([119.32537707, 119.28610021, 105.22655576], [60.25561291, 58.86410094, 60.85549787]), 'mollusca' : ([119.15865454, 107.82338741, 93.65438902], [65.54171188, 62.00986655, 62.64830566]), 'plantae' : ([109.4558912, 115.78290918, 84.83970548], [60.36177593, 59.17162815, 60.81183456]), 'protozoa' : ([99.4855571, 90.12976005, 71.67906874], [69.23439903, 63.83415135, 59.1059619]), 'reptilia' : ([126.42469824, 119.44987437, 103.84680809], [63.4749642, 60.19704406, 60.20556052]), } class INatGenerator(FileDatasetGenerator): def __init__(self, root_dir, train_file='train2018.json', val_file='val2018.json', supercategory=None, cropsize = (224, 224), default_target_size = 256, mean=None, std=None, *args, **kwargs): """ Data generator for iNaturalist. The data can be obtained here: https://github.com/visipedia/inat_comp/tree/2018 # Arguments: - root_dir: Root directory of the iNaturalist 2018 dataset, containing the files `train2018.json` and `val2018.json`. - train_file: Name of the JSON file containing training image metadata (relative to `root_dir`). - val_file: Name of the JSON file containing validation image metadata (relative to `root_dir`). - supercategory: Can be used to restrict the dataset to classes from a given super-category (for iNaturalist 2018 only). Available super-categories are: 'actinopterygii', 'amphibia', 'animalia', 'arachnida', 'aves', 'bacteria', 'chromista', 'fungi', 'insecta', 'mammalia', 'mollusca', 'plantae', 'protozoa', 'reptilia'. - cropsize: Tuple with width and height of crops extracted from the images. - default_target_size: Int or tuple of ints. Specifies the default target size which images will be resized to (before cropping) if not specified differently in calls to `flow_train/test` or `train/test_sequence`. If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. - mean: Channel-wise image mean for normalization (in "RGB" order). If set to `None`, mean and standard deviation will be computed from the images. - std: Channel-wise standard deviation for normalization (in "RGB" order). If set to `None`, standard deviation will be computed from the images. Remaining arguments will be passed through to the constructor of `FileDatasetGenerator`. """ super(INatGenerator, self).__init__(root_dir, cropsize=cropsize, default_target_size=default_target_size, *args, **kwargs) train_file = train_file if os.path.isabs(train_file) else os.path.join(root_dir, train_file) test_file = val_file if os.path.isabs(val_file) else os.path.join(root_dir, val_file) self.train_tuples, class_count, class_mapping = self.get_tuples_for_supercategory( train_file, root_dir, supercategory=supercategory ) self.test_tuples, class_count, _ = self.get_tuples_for_supercategory( test_file, root_dir, supercategory=supercategory ) self._train_labels, self.train_img_files = zip(*self.train_tuples) self._test_labels, self.test_img_files = zip(*self.test_tuples) # Set classes self.classes = [c for c, idx in sorted(class_mapping.items(), key=lambda t: t[1])] self.class_indices = class_mapping print('Found {} training and {} validation images from {} classes.'.format(len(self.train_tuples), len(self.test_tuples), class_count)) # Compute mean and standard deviation if (mean is None) and (std is None) and (supercategory in SUPERCATEGORY_STATS): mean, std = SUPERCATEGORY_STATS[supercategory] self._compute_stats(mean, std) def get_tuples_for_supercategory(self, fname, image_folder, supercategory=None): """ Collects the names of the images defined in the provided dataset file and their corresponding class and returns them in a list of tuples. :param fname: The path to the dataset file. :param image_folder: The folder containing the dataset and images in subfolders. :param supercategory: The name of the supercategory to use. Possible values are { Chromista, Insecta, Mammalia, Arachnida, Aves, Plantae, Fungi, Bacteria, Animalia, Reptilia, Mollusca, Actinopterygii, Protozoa, Amphibia }. :return:A list of tuples for each image like [(, ), ...]. """ if supercategory is not None: supercategory = supercategory.lower() with open(fname, "r") as f: data = json.loads(f.read()) id_to_image = { image["id"]: image for image in data["images"] } id_to_category = { category["id"]: category for category in data["categories"] if (supercategory is None) or (category["supercategory"].lower() == supercategory) } # Create a mapping from the old category ids to new ones that start at 0 category_id_old_to_new = {id_old: id_new for id_new, id_old in enumerate(sorted(id_to_category.keys()))} # Create a class mapping from the string categories to the new ids class_mapping = {id_to_category[id_old]["name"]: id_new for id_new, id_old in enumerate(sorted(id_to_category.keys()))} valid_annotations = [] for annotation in data["annotations"]: image_id, category_id = annotation["image_id"], annotation["category_id"] # Check, if category is in supercategory (id should be in id_to_category dict) if category_id in id_to_category: filename_abs = os.path.abspath(os.path.join(image_folder, id_to_image[image_id]["file_name"])) valid_annotations.append((category_id_old_to_new[category_id], filename_abs)) return valid_annotations, len(category_id_old_to_new), class_mapping ================================================ FILE: datasets/nab.py ================================================ import os from .common import FileDatasetGenerator, DataSequence class NABGenerator(FileDatasetGenerator): def __init__(self, root_dir, classes = None, img_dir = 'images', img_list_file = 'images.txt', split_file = 'train_test_split.txt', label_file = 'image_class_labels.txt', cropsize = (224, 224), default_target_size = 256, randzoom_range = None, distort_colors = False, randerase_prob = 0.5, randerase_params = { 'sl' : 0.02, 'sh' : 0.3, 'r1' : 0.3, 'r2' : 1./0.3 }, mean = [125.30513277, 129.66606421, 118.45121113], std = [57.0045467, 56.70059436, 68.44430446], color_mode = "rgb", train_repeats = 1): """ NABirds and CUB-200-2011 data generator. # Arguments: - root_dir: Root directory of the NAB/CUB dataset, containing the files `images.txt`, `image_class_labels.txt`, and `train_test_split.txt`. - classes: List of classes to restrict the dataset to. Numeric labels will be assigned to these classes in ascending order. If set to `None`, all available classes will be used and enumerated in ascending order. - img_dir: Name of the sub-directory of `root_dir` that contains the images in further sub-directories named by their class label. - img_list_file: Name of a file (relative to `root_dir`) that contains tuples of image IDs and their filenames, separated by white-spaces, one tuple per line. - split_file: Name of a file (relative to `root_dir`) that specifies the training/test split as tuples of image IDs and either "1" (for training) or "0" (for test) images. - label_file: Name of a file (relative to `root_dir`) that specifies the class labels for each image as tuples of image IDs and class labels, one per line, separated by white-spaces. - cropsize: Tuple with width and height of crops extracted from the images. - default_target_size: Int or tuple of ints. Specifies the default target size which images will be resized to (before cropping) if not specified differently in calls to `flow_train/test` or `train/test_sequence`. If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. - randzoom_range: Tuple with minimum and maximum size of the smaller image dimension for random scale augmentation. May either be given as integer specifying absolute pixel values or float specifying the relative scale of the image. If set to `None`, no scale augmentation will be performed. - distort_colors: Boolean specifying whether to apply color distortions as data augmentation. - randerase_prob: Probability for random erasing. - randerase_params: Random erasing parameters (see Zhong et al. (2017): "Random erasing data augmentation."). - mean: Channel-wise image mean for normalization (in "RGB" order). If set to `None`, mean and standard deviation will be computed from the images. - std: Channel-wise standard deviation for normalization (in "RGB" order). If set to `None`, standard deviation will be computed from the images. - color_mode: Image color mode, either "rgb" or "bgr". - train_repeats: Number of repeats of the training data per epoch. If this was set to 3, for example, a single epoch would actually comprise 3 epochs. Works only with `train_sequence()`, not with `flow_train()`. """ super(NABGenerator, self).__init__(root_dir, cropsize = cropsize, default_target_size = default_target_size, randzoom_range = randzoom_range, distort_colors=distort_colors, colordistort_params={ 'hue_delta' : 0.0, 'saturation_range' : (0.8, 1.2) }, randerase_prob = randerase_prob, randerase_params = randerase_params, color_mode = color_mode) self.imgs_dir = os.path.join(root_dir, img_dir) self.img_list_file = os.path.join(root_dir, img_list_file) self.label_file = os.path.join(root_dir, label_file) self.split_file = os.path.join(root_dir, split_file) self.train_repeats = train_repeats # Read train/test split information with open(self.split_file) as f: is_train = { img_id : (flag != '0') for l in f if l.strip() != '' for img_id, flag in [l.strip().split()] } # Read labels with open(self.label_file) as f: img_labels = { img_id : int(lbl) for l in f if l.strip() != '' for img_id, lbl in [l.strip().split()] } self.classes = classes if classes is not None else sorted(set(img_labels.values())) self.class_indices = dict(zip(self.classes, range(len(self.classes)))) # Search for images with open(self.img_list_file) as f: for l in f: if l.strip() != '': img_id, fn = l.strip().split() if (img_id in is_train) and (img_labels[img_id] in self.class_indices): if is_train[img_id]: self.train_img_files.append(os.path.join(self.imgs_dir, fn)) self._train_labels.append(self.class_indices[img_labels[img_id]]) else: self.test_img_files.append(os.path.join(self.imgs_dir, fn)) self._test_labels.append(self.class_indices[img_labels[img_id]]) print('Found {} training and {} validation images from {} classes.'.format(self.num_train, self.num_test, self.num_classes)) # Compute mean and standard deviation self._compute_stats(mean, std) def train_sequence(self, batch_size = 32, shuffle = True, target_size = None, augment = True, batch_transform = None, batch_transform_kwargs = {}): return DataSequence(self, self.train_img_files, self._train_labels, batch_size=batch_size, shuffle=shuffle, target_size=target_size, normalize=True, hflip=augment, vflip=False, colordistort=self.distort_colors and augment, randzoom=augment, randrot=augment, cropsize=self.cropsize, randcrop=augment, randerase=augment, repeats=self.train_repeats, batch_transform=batch_transform, batch_transform_kwargs=batch_transform_kwargs) ================================================ FILE: datasets/subdirectory.py ================================================ import os from glob import glob from .common import FileDatasetGenerator class SubDirectoryGenerator(FileDatasetGenerator): def __init__(self, root_dir, classes = None, img_dir = '.', train_list = 'train.txt', test_list = 'test.txt', cropsize = (224, 224), default_target_size = 256, randzoom_range = None, randerase_prob = 0.5, randerase_params = { 'sl' : 0.02, 'sh' : 0.3, 'r1' : 0.3, 'r2' : 1./0.3 }, mean = None, std = None, color_mode = "rgb"): """ Data generator for images organized in sub-directories. This generator expects all images belonging to a class to be placed in a sub-directory named after that class. For splitting the dataset into a training and a validation partition, two files can be provided that list the images belonging to each partition. # Arguments: - root_dir: Root directory of the dataset, containing the images for each class in separate sub-directories. - classes: List of classes to restrict the dataset to. New numeric labels will be assigned to these classes in ascending order. If set to `None`, all available classes will be used and enumerated in ascending order. - img_dir: Directory (relative to root_dir) containing the images for each class in separate sub-directories. - train_list: Name of a text file (relative to root_dir) listing all training images (relative to img_dir), one per line. - test_list: Name of a text file (relative to root_dir) listing all validation images (relative to img_dir), one per line. - cropsize: Tuple with width and height of crops extracted from the images. - default_target_size: Int or tuple of ints. Specifies the default target size which images will be resized to (before cropping) if not specified differently in calls to `flow_train/test` or `train/test_sequence`. If a single int is given, it specifies the size of the smaller side of the image and the aspect ratio will be retained. If set to -1, the image won't be resized. - randzoom_range: Tuple with minimum and maximum size of the smaller image dimension for random scale augmentation. May either be given as integer specifying absolute pixel values or float specifying the relative scale of the image. If set to `None`, no scale augmentation will be performed. - randerase_prob: Probability for random erasing. - randerase_params: Random erasing parameters (see Zhong et al. (2017): "Random erasing data augmentation."). - mean: Channel-wise image mean for normalization (in "RGB" order). If set to `None`, mean and standard deviation will be computed from the images. - std: Channel-wise standard deviation for normalization (in "RGB" order). If set to `None`, standard deviation will be computed from the images. - color_mode: Image color mode, either "rgb" or "bgr". """ super(SubDirectoryGenerator, self).__init__(root_dir, cropsize = cropsize, default_target_size = default_target_size, randzoom_range = randzoom_range, randerase_prob = randerase_prob, randerase_params = randerase_params, color_mode = color_mode) self.img_dir = img_dir if os.path.isabs(img_dir) else os.path.join(root_dir, img_dir) # Determine set of classes if classes is not None: self.classes = classes else: self.classes = sorted(os.path.basename(dirname) for dirname in glob(os.path.join(self.img_dir, '*')) if (not os.path.basename(dirname).startswith('.')) and os.path.isdir(dirname)) self.class_indices = dict(zip(self.classes, range(len(self.classes)))) # Search for images with open(train_list if os.path.isabs(train_list) else os.path.join(root_dir, train_list)) as f: for l in f: if l.strip() != '': classname = os.path.dirname(l.strip()) if classname in self.class_indices: self.train_img_files.append(os.path.join(self.img_dir, l.strip())) self._train_labels.append(self.class_indices[classname]) with open(test_list if os.path.isabs(test_list) else os.path.join(root_dir, test_list)) as f: for l in f: if l.strip() != '': classname = os.path.dirname(l.strip()) if classname in self.class_indices: self.test_img_files.append(os.path.join(self.img_dir, l.strip())) self._test_labels.append(self.class_indices[classname]) print('Found {} training and {} validation images from {} classes.'.format(self.num_train, self.num_test, self.num_classes)) # Compute mean and standard deviation self._compute_stats(mean, std) ================================================ FILE: embeddings/inat.sim1024.pickle ================================================ [File too large to display: 63.8 MB] ================================================ FILE: evaluate_classification_accuracy.py ================================================ import numpy as np from sklearn.svm import LinearSVC from scipy.spatial.distance import cdist import keras import sys, argparse, pickle, os.path from collections import OrderedDict import utils from datasets import get_data_generator from class_hierarchy import ClassHierarchy from learn_labelembedding import labelembed_loss METRICS = ['Accuracy', 'Top-5 Accuracy', 'Avg. Accuracy', 'Hierarchical Accuracy'] def train_and_predict(data, model, layer = None, normalize = False, augmentation_epochs = 1, C = 1.0, custom_objects = {}, batch_size = 1): """ Extracts image features, trains a linear SVM for classification, and returns predictions on the test data. """ # Load model if isinstance(model, str): model = keras.models.load_model(model, custom_objects = custom_objects, compile = False) if layer is not None: model = keras.models.Model(model.inputs[0], model.layers[layer].output if isinstance(layer, int) else model.get_layer(layer).output) # Extract features sys.stderr.write('Extracting features...\n') X_train = model.predict_generator(data.flow_train(10, False, shuffle = False, augment = augmentation_epochs > 1), augmentation_epochs * (data.num_train // 10), verbose = 1) X_test = model.predict_generator(data.flow_test(batch_size, False, shuffle = False, augment = False), data.num_test // batch_size, verbose = 1) if normalize: X_train /= np.linalg.norm(X_train, axis = -1, keepdims = True) X_test /= np.linalg.norm(X_test, axis = -1, keepdims = True) else: X_max = np.abs(X_train).max(axis = 0, keepdims = True) X_train /= np.maximum(1e-8, X_max) X_test /= np.maximum(1e-8, X_max) # Train SVM sys.stderr.write('Training SVM...\n') svm = LinearSVC(C = C, verbose = 1) svm.fit(X_train, np.tile(data.labels_train, augmentation_epochs)) # Predict test classes sys.stderr.write('\nPredicting and evaluating...\n') return svm.decision_function(X_test).argsort(axis = -1)[:,::-1] def nn_classification(data, centroids, model, layer = None, custom_objects = {}, batch_size = 1): """ Extracts image embeddings and performs classification by assigning samples to the class of the nearest embedding. """ # Load class centroids if isinstance(centroids, str): with open(centroids, 'rb') as f: centroids = pickle.load(f)['embedding'] # Load model if isinstance(model, str): model = keras.models.load_model(model, custom_objects = custom_objects, compile = False) if layer is not None: model = keras.models.Model(model.inputs[0], model.layers[layer].output if isinstance(layer, int) else model.get_layer(layer).output) # Extract features sys.stderr.write('Extracting features...\n') feat = model.predict_generator(data.flow_test(batch_size, False, shuffle = False, augment = False), data.num_test // batch_size, verbose = 1) # Classify sys.stderr.write('Searching for nearest class centroids...\n') return cdist(feat, centroids, 'sqeuclidean').argsort(axis = -1) def extract_predictions(data, model, layer = None, custom_objects = {}, batch_size = 1): """ Extracts class predictions. """ # Load model if isinstance(model, str): model = keras.models.load_model(model, custom_objects = custom_objects, compile = False) if layer is not None: model = keras.models.Model(model.inputs[0], model.layers[layer].output if isinstance(layer, int) else model.get_layer(layer).output) # Extract predictions sys.stderr.write('Predicting and evaluating...\n') return model.predict_generator(data.flow_test(batch_size, False, shuffle = False, augment = False), data.num_test // batch_size, verbose = 1).argsort(axis = -1)[:,::-1] def evaluate(y_pred, data_generator, hierarchy): perf = OrderedDict() y_true = np.asarray(data_generator.labels_test) if y_pred.ndim == 2: perf['Top-5 Accuracy'] = np.mean(np.any(y_pred[:,:5] == y_true[:,None], axis = -1)) y_pred = y_pred[:,0] perf['Accuracy'] = np.mean(y_pred == y_true) class_freq = np.bincount(y_true) perf['Avg. Accuracy'] = ((y_pred == y_true).astype(np.float) / class_freq[y_true]).sum() / len(class_freq) if hierarchy is not None: perf['Hierarchical Accuracy'] = 0.0 for yp, yt in zip(y_pred, y_true): perf['Hierarchical Accuracy'] += 1.0 - hierarchy.lcs_height(data_generator.classes[int(yp)], data_generator.classes[int(yt)]) perf['Hierarchical Accuracy'] /= len(y_true) return perf def print_performance(perf, metrics = METRICS): print() # Print header max_name_len = max(len(lbl) for lbl in perf.keys()) print(' | '.join([' ' * max_name_len] + ['{:^6s}'.format(metric) for metric in METRICS])) print('-' * (max_name_len + sum(3 + max(6, len(metric)) for metric in METRICS))) # Print result rows for lbl, results in perf.items(): print('{:{}s} | {}'.format(lbl, max_name_len, ' | '.join('{:>{}.4f}'.format(results[metric], max(len(metric), 6)) if metric in results else '{:>{}s}'.format('--', max(len(metric), 6)) for metric in METRICS))) print() def str2bool(v): if v.lower() in ('yes', 'true', 't', 'y', '1'): return True elif v.lower() in ('no', 'false', 'f', 'n', '0'): return False else: raise argparse.ArgumentTypeError('Boolean value expected.') if __name__ == '__main__': parser = argparse.ArgumentParser(description = 'Evaluates flat, balanced, and hierarchical accuracy of several models.', formatter_class = argparse.ArgumentDefaultsHelpFormatter) arggroup = parser.add_argument_group('Dataset') arggroup.add_argument('--dataset', type = str, required = True, help = 'Training dataset. See README.md for a list of available datasets.') arggroup.add_argument('--data_root', type = str, required = True, help = 'Root directory of the dataset.') arggroup.add_argument('--hierarchy', type = str, default = None, help = 'Path to a file containing parent-child relationships (one per line). Used for evaluating hierarchical accuracy.') arggroup.add_argument('--is_a', action = 'store_true', default = False, help = 'If given, --hierarchy is assumed to contain is-a instead of parent-child relationships.') arggroup.add_argument('--str_ids', action = 'store_true', default = False, help = 'If given, class IDs are treated as strings instead of integers.') arggroup.add_argument('--classes_from', type = str, default = None, help = 'Optionally, a path to a pickle dump containing a dictionary with item "ind2label" specifying the classes to be considered. These should be in the same order as the classes predicted by the model.') arggroup.add_argument('--augmentation_epochs', type = int, default = 1, help = 'Number of training image augmentations when training an SVM on top of embeddings.') arggroup.add_argument('--C', type = float, default = 0.1, help = 'Weight of the error in SVM loss.') arggroup.add_argument('--batch_size', type = int, default = 1, help = 'Batch size for feature extraction. Must divide the number of test images evenly.') arggroup = parser.add_argument_group('Features') arggroup.add_argument('--architecture', type = str, default = 'simple', choices = utils.ARCHITECTURES, help = 'Type of network architecture.') arggroup.add_argument('--model', type = str, action = 'append', required = True, help = 'Path to a keras model dump used for extracting image features.') arggroup.add_argument('--layer', type = str, action = 'append', required = True, help = 'Name or index of the layer to extract features from.') arggroup.add_argument('--label', type = str, action = 'append', help = 'Label for the corresponding features.') arggroup.add_argument('--norm', type = str2bool, action = 'append', help = 'Whether to L2-normalize the corresponding features or not (defaults to False).') arggroup.add_argument('--prob_features', type = str2bool, action = 'append', help = 'Whether to use the extracted features as class probabilities instead of training an SVM.') arggroup.add_argument('--centroids', type = str, action = 'append', help = 'Optionally, a pickle dump containing a dictionary with an item "embedding" referring to a numpy array of class centroids for performing nearest-neighbor classification.') args = parser.parse_args() # Load dataset if args.classes_from: with open(args.classes_from, 'rb') as f: embed_labels = pickle.load(f)['ind2label'] else: embed_labels = None data_generator = get_data_generator(args.dataset, args.data_root, classes = embed_labels) # Load class hierarchy id_type = str if args.str_ids else int hierarchy = ClassHierarchy.from_file(args.hierarchy, is_a_relations = args.is_a, id_type = id_type) if args.hierarchy else None # Learn SVM classifier on training data and evaluate on test data custom_objects = utils.get_custom_objects(args.architecture) custom_objects['labelembed_loss'] = labelembed_loss perf = OrderedDict() for i, model in enumerate(args.model): model_name = args.label[i] if (args.label is not None) and (i < len(args.label)) else os.path.splitext(os.path.basename(model))[0] if (args.layer is not None) and (i < len(args.layer)): try: layer = int(args.layer[i]) except ValueError: layer = args.layer[i] else: layer = None normalize = args.norm[i] if (args.norm is not None) and (i < len(args.norm)) else False prob_features = args.prob_features[i] if (args.prob_features is not None) and (i < len(args.prob_features)) else False centroids = args.centroids[i] if (args.centroids is not None) and (i < len(args.centroids)) else '' sys.stderr.write('-- {} --\n'.format(model_name)) if prob_features: pred = extract_predictions(data_generator, model, layer, custom_objects, args.batch_size) elif centroids: pred = nn_classification(data_generator, centroids, model, layer, custom_objects, args.batch_size) else: pred = train_and_predict(data_generator, model, layer, normalize, args.augmentation_epochs, args.C, custom_objects, args.batch_size) perf[model_name] = evaluate(pred, data_generator, hierarchy) # Show results print_performance(perf) ================================================ FILE: evaluate_retrieval.py ================================================ import numpy as np import numexpr as ne import argparse, pickle, os.path from collections import OrderedDict from datasets import get_data_generator from class_hierarchy import ClassHierarchy try: from tqdm import tqdm except ImportError: def tqdm(it, **kwargs): return it METRICS = ['P@1 (WUP)', 'P@10 (WUP)', 'P@50 (WUP)', 'P@100 (WUP)', 'AHP (WUP)', 'P@1 (LCS_HEIGHT)', 'P@10 (LCS_HEIGHT)', 'P@50 (LCS_HEIGHT)', 'P@100 (LCS_HEIGHT)', 'AHP (LCS_HEIGHT)', 'AP'] def pairwise_retrieval(features, normalize = False, return_generator = True): """ Uses each image as query and retrieves its nearest neighbors. # Arguments: - features: Features for all images. Can be provided in the following ways: - 2-d numpy array with each row corresponding to a sample. - Dictionary mapping image IDs to feature vectors. - Path to a pickle file containing such a dictionary. - normalize: Whether to L2-normalize the features. - return_generator: If True, a generator will be returned instead of a dictionary. # Returns: If return_generator is True, a generator will be returned that yields tuples consisting of an image ID and an ordered list with the IDs of this image's nearest neighbors. If return_generator is False, a dictionary mapping IDs to such lists will be returned. """ # Convert feature list to numpy array if isinstance(features, str): with open(features, 'rb') as feat_dump: features = pickle.load(feat_dump) if isinstance(features, dict): if 'feat' in features: features = features['feat'] ind2id = np.array(list(features.keys())) features = np.stack(list(features.values())) if features.ndim > 2: raise ValueError('Feature matrix must be 2-dimensional. Actual shape: {}'.format(features.shape)) else: ind2id = None # Compute pairwise distances if normalize: features /= np.linalg.norm(features, axis = -1, keepdims = True) pdist = -np.dot(features, features.T) else: sqnorm = np.sum(features ** 2, axis = -1) pdist = ne.evaluate('A + B - 2 * C', { 'A' : sqnorm[:,None], 'B' : sqnorm[None,:], 'C' : np.dot(features, features.T) }) del sqnorm del features # Rank images ranking = np.argsort(pdist, axis = -1) del pdist if ind2id is not None: gen = ((ind2id[i], ind2id[ret].tolist()) for i, ret in enumerate(ranking)) else: gen = ((i, ret.tolist()) for i, ret in enumerate(ranking)) return gen if return_generator else dict(gen) def print_performance(perf, metrics = METRICS): print() # Print header max_name_len = max(len(lbl) for lbl in perf.keys()) print(' | '.join([' ' * max_name_len] + ['{:^6s}'.format(metric) for metric in metrics])) print('-' * (max_name_len + sum(3 + max(6, len(metric)) for metric in metrics))) # Print result rows for lbl, results in perf.items(): print('{:{}s} | {}'.format(lbl, max_name_len, ' | '.join('{:>{}.4f}'.format(results[metric], max(len(metric), 6)) for metric in metrics))) print() def write_performance(perf, csv_file, prec_type = 'LCS_HEIGHT'): with open(csv_file, 'w') as f: f.write('k;' + ';'.join(perf.keys()) + '\n') k = 1 while True: try: f.write('{};{}\n'.format(k, ';'.join(str(res['P@{} ({})'.format(k, prec_type)]) for res in perf.values()))) k += 1 except KeyError: break def plot_performance(perf, kmax = 100, prec_type = 'LCS_HEIGHT', clip_ahp = None): import matplotlib.pyplot as plt plt.figure() plt.xlabel('k') plt.ylabel('Hierarchical Precision') plt.xlim(0, kmax) plt.ylim(0, 1) plt.grid() min_prec = 1.0 for lbl, metrics in perf.items(): precs = [metrics['P@{} ({})'.format(k, prec_type)] for k in range(1, kmax+1)] plt.plot(np.arange(1, kmax + 1), precs, label = lbl) min_prec = min(min_prec, min(precs)) min_prec = np.floor(min_prec * 20) / 20 if min_prec >= 0.3: plt.ylim(min_prec, 1) plt.legend(fontsize = 'x-small') plt.figure() plt.xlabel('Mean Average Hierarchical Precision') plt.yticks([]) plt.grid(axis = 'x') for i, (lbl, metrics) in enumerate(perf.items()): mAHP = metrics['AHP{} ({})'.format('@{}'.format(clip_ahp) if clip_ahp else '', prec_type)] plt.barh(i + 0.5, mAHP, 0.8) plt.text(0.01, i + 0.5, lbl, verticalalignment = 'center', horizontalalignment = 'left', color = 'white', fontsize = 'small') plt.text(mAHP - 0.01, i + 0.5, '{:.1%}'.format(mAHP), verticalalignment = 'center', horizontalalignment = 'right', color = 'white') plt.show() def str2bool(v): if v.lower() in ('yes', 'true', 't', 'y', '1'): return True elif v.lower() in ('no', 'false', 'f', 'n', '0'): return False else: raise argparse.ArgumentTypeError('Boolean value expected.') if __name__ == '__main__': parser = argparse.ArgumentParser(description = 'Evaluates hierarchical precision of nearest neighbour search performed on different image embeddings.', formatter_class = argparse.ArgumentDefaultsHelpFormatter) arggroup = parser.add_argument_group('Dataset') arggroup.add_argument('--dataset', type = str, required = True, help = 'Training dataset. See README.md for a list of available datasets.') arggroup.add_argument('--data_root', type = str, required = True, help = 'Root directory of the dataset.') arggroup.add_argument('--hierarchy', type = str, required = True, help = 'Path to a file containing parent-child relationships (one per line).') arggroup.add_argument('--is_a', action = 'store_true', default = False, help = 'If given, --hierarchy is assumed to contain is-a instead of parent-child relationships.') arggroup.add_argument('--str_ids', action = 'store_true', default = False, help = 'If given, class IDs are treated as strings instead of integers.') arggroup.add_argument('--classes_from', type = str, default = None, help = 'Optionally, a path to a pickle dump containing a dictionary with item "ind2label" specifying the classes to be considered.') arggroup = parser.add_argument_group('Features') arggroup.add_argument('--feat', type = str, action = 'append', required = True, help = 'Pickle file containing a dictionary mapping image IDs to features.') arggroup.add_argument('--label', type = str, action = 'append', help = 'Label for the corresponding features.') arggroup.add_argument('--norm', type = str2bool, action = 'append', help = 'Whether to L2-normalize the corresponding features or not (defaults to False).') arggroup = parser.add_argument_group('Output') arggroup.add_argument('--plot_max', type = int, default = 250, help = 'Plot hierarchical precision up to this number of retrieved images. Set this to 0 to disable plotting.') arggroup.add_argument('--prec_type', type = str, default = 'LCS_HEIGHT', choices = ['WUP', 'LCS_HEIGHT'], help = 'Measure for semantic similarity between classes to be used.') arggroup.add_argument('--clip_ahp', type = int, default = None, help = 'If given, clip ranking at this position for computing AHP.') arggroup.add_argument('--csv', type = str, default = None, help = 'Name of a CSV file where performance metrics will be written to.') args = parser.parse_args() # Load dataset if args.classes_from: with open(args.classes_from, 'rb') as f: embed_labels = pickle.load(f)['ind2label'] else: embed_labels = None data_generator = get_data_generator(args.dataset, args.data_root, classes = embed_labels) labels_test = [embed_labels[lbl] for lbl in data_generator.labels_test] if embed_labels is not None else data_generator.labels_test # Load class hierarchy id_type = str if args.str_ids else int hierarchy = ClassHierarchy.from_file(args.hierarchy, is_a_relations = args.is_a, id_type = id_type) # Perform image retrieval using all images in the dataset as queries ks = list(range(1, args.plot_max + 1)) for k in [1, 10, 50, 100]: if (len(ks) == 0) or (ks[-1] < k): ks.append(k) perf = OrderedDict() for i, feat_dump in tqdm(enumerate(args.feat), total = len(args.feat)): feat_name = args.label[i] if (args.label is not None) and (i < len(args.label)) else os.path.splitext(os.path.basename(feat_dump))[0] normalize = args.norm[i] if (args.norm is not None) and (i < len(args.norm)) else False perf[feat_name] = hierarchy.hierarchical_precision(pairwise_retrieval(feat_dump, normalize), labels_test, ks, compute_ahp = args.clip_ahp if args.clip_ahp else True, compute_ap = True, all_ids = list(range(data_generator.num_test)))[0] # Show results if args.clip_ahp: METRICS[4] = 'AHP@250 (WUP)' METRICS[9] = 'AHP@250 (LCS_HEIGHT)' print_performance(perf) if args.csv: write_performance(perf, args.csv, args.prec_type) if args.plot_max > 0: plot_performance(perf, args.plot_max, args.prec_type, args.clip_ahp) ================================================ FILE: iNaturalist-Hierarchy/hierarchy_inat.txt ================================================ AAIMRV EYBWOR AAIMRV MXYOED AAIMRV PYLFUT AAIMRV YVWHSI AAIMRV ZYIWLK AAPNLJ 5074 AAVGQC 757 AAVWDK OUCKCW AAYHEF 3174 AAYHEF 3175 AAYHEF 3176 ABBUKK 7449 ABDFHC ADBBVH ABDFHC BCOXZM ABDFHC CEMVQT ABDFHC CLVBEO ABDFHC GBLLLH ABDFHC GODORK ABDFHC INHBFV ABDFHC JTQMPV ABDFHC JWWTPQ ABDFHC LHPNFK ABDFHC LSHRTL ABDFHC MIPEJP ABDFHC NPLRPZ ABDFHC NZJIPY ABDFHC QYTLRP ABDFHC RTTIWO ABDFHC UASJGM ABDFHC UUSOQF ABDFHC UXMDZZ ABDFHC VDCSGH ABDFHC VDHGRR ABDFHC VDLNKO ABDFHC XOSKRX ABDFHC YRMIKS ABDFHC ZSQMMA ABDTJY 2207 ABDTJY 2208 ABJLVR QEWNGA ABKWDJ 951 ABPFQU 6243 ABPFQU 6244 ABPVTY 1720 ABRPHY 4350 ABSTEA 5704 ABWFNN 5832 ABXJCX 1783 ABXRGR 5662 ACBFOS 6689 ACBFOS 6690 ACBFOS 6691 ACBFOS 6692 ACBFOS 6693 ACBFOS 6694 ACDGDD 4683 ACFWQQ 4585 ACFWQQ 4586 ACHYRA 1524 ACPYDN 7825 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BPZIFF 7998 BPZIFF 7999 BPZIFF 8000 BQAIQZ 7094 BQCUPG SBEYIE BQDMJG 5198 BQEYFF 3336 BQEYFF 3337 BQGDDD AJXRFH BQHGFA 4193 BQJTDD DGSKLS BQKNOW 2250 BQOSVQ CKYGEP BQOSVQ GHYUAQ BQOSVQ HAPOWV BQOSVQ HBRUCG BQOSVQ KETCLU BQOSVQ KMVDMS BQOSVQ NECQKQ BQOSVQ RKXUJZ BQOSVQ TYCKLJ BQPXBW 4144 BQRDKA 7903 BQRDKA 7904 BQRDKA 7905 BQRDKA 7906 BQSDSV 2987 BQURPU BKTPLM BQURPU COOVPY BQURPU JARKCY BQURPU KTBHQO BQURPU LGWPJA BQURPU NGMQMM BQURPU OGYLKF BQURPU OYJHHB BQURPU PBVHLJ BQURPU RJUORH BQURPU TWHNPP BQXPDV 2535 BQZUZG 6632 BRDNQK 2593 BRDNQK 2594 BRDNQK 2595 BRFWGS 4022 BRFZTQ 3958 BRFZTQ 3959 BRGFGF 85 BRLNYB 4787 BRQWLH 4312 BRUMTV HDVMBH BRUMTV IFISGO BRVQYU 5438 BSCCCJ 4736 BSUJSS ISXGRS BSZUFR DIWAVR BSZUFR DJWOQX BSZUFR DTBBFG BSZUFR GLAHDR BSZUFR KQSPED BSZUFR LPNLOP BSZUFR MWSUWM BSZUFR PTEGNF BSZUFR RAPYAE BSZUFR TCRYJQ BSZUFR VWFRNC BSZUFR VYHTVP BTCTPH 4832 BTDDBH 4450 BTEVTA XDTHCF BTFYOM MHOMYC BTMPCV 2362 BTMPCV 2363 BTTHZI 2872 BTYGWP 7776 BTYGWP 7777 BUANHX 4514 BUDHEI 5460 BUDHEI 5461 BUHOIV 5639 BUKCOJ 829 BUMWGS 4260 BUODPL 7266 BUODPL 7267 BUODPL 7268 BUODPL 7269 BUODPL 7270 BUXTLN 5114 BUXTLN 5115 BUXTLN 5116 BUYEHP HVKDRZ BUYEHP PYJAHN BVAQEJ 5263 BVEHKV 224 BVEWAV 4394 BVEWAV 4395 BVEWAV 4396 BVEWAV 4397 BVEWAV 4398 BVFVTW 5870 BVGJXS 4139 BVGYGR 5300 BVLDYZ 6180 BVQYZB 3842 BVTIYZ 1622 BVTIYZ 1623 BVURZH JFZJSR BVURZH LXNWGP BVURZH MSRVDQ BVURZH NVPFQR BVURZH QHOFFL BVURZH TGOIPT BVURZH XSYRLG BVWJOY 3205 BWCMVK 6238 BWCMVK 6239 BWKTPX EAAECC BWKTPX EEXNBH BWKTPX IHWPWG BWKTPX LZTDFH BWKTPX RAPXYB BWKTPX SYWMLU BWLIQU 409 BWNSUJ 1221 BWNXBW 4493 BWNXBW 4494 BWNXBW 4495 BWNXBW 4496 BWNXBW 4497 BWNXBW 4498 BWNXBW 4499 BWNXBW 4500 BWNXBW 4501 BWNXBW 4502 BWNXBW 4503 BWNXBW 4504 BWNXBW 4505 BWNXBW 4506 BWNXBW 4507 BWNXBW 4508 BWNXBW 4509 BXAIHZ JXWSSH BXAIHZ MFSFUO BXBBJB RMGWIR BXBWGB 6054 BXCYOJ 6332 BXCYOJ 6333 BXGKFD 7240 BXMBWZ RHKCAL BXMBZH PVILQU BXMBZH ZGIHBS BXSGMM 1480 BXSGMM 1481 BXXQIP 7168 BXXQIP 7169 BXXQIP 7170 BXYFNI 5235 BXYFNI 5236 BXYKGU 4914 BXYSNT EHWGUB BXYSNT GTQIJG BXYSNT JQOZGL BXYSNT MKLEZQ BXYSNT ZCRYPS BYFKIK 2379 BYGTHT 2901 BYIFXC 4706 BYKBIZ 6513 BYKJZP 868 BYOATK 406 BYPYQN 1090 BYPYQN 1091 BYPYQN 1092 BYPYQN 1093 BYPYQN 1094 BYPYQN 1095 BYUKCM 4643 BYYLAC 4122 BYYLAC 4123 BYYPMV 3980 BYYTEI APRWNJ BYYTEI FLBLMS BZFGNV 2494 BZTKBB 5175 BZVMDW 5229 BZVMDW 5230 CADBCW 1563 CAHVMW 3900 CAHVMW 3901 CAHVMW 3902 CAHVMW 3903 CAHVMW 3904 CALYPF 2947 CAVRQY AIPHXT CAVRQY AQSIUE CAVRQY BDDQME CAVRQY BVAQEJ CAVRQY JXDVXT CAVRQY KUAIFO CAVRQY RMEHEL CAVRQY VFUFCK CAVRQY ZOBOMR CAVYKN 782 CAVYKN 783 CAVYKN 784 CAVYKN 785 CBAJRM 6073 CBAJRM 6074 CBAJRM 6075 CBAJRM 6076 CBAJRM 6077 CBAJRM 6078 CBAJRM 6079 CBAJRM 6080 CBAJRM 6081 CBAJRM 6082 CBAJRM 6083 CBAJRM 6084 CBAJRM 6085 CBAJRM 6086 CBAJRM 6087 CBAJRM 6088 CBAJRM 6089 CBAJRM 6090 CBARSG 6020 CBBAHF 1116 CBBLPD 5668 CBGRUJ 7907 CBGRUJ 7908 CBPXAV 5701 CBSJEL 292 CBVSLP 5029 CBVSLP 5030 CBWURS KFIUYG CBWURS PIZJHA CBWURS TNSAIT CBXAZA 7876 CBXAZA 7877 CBXAZA 7878 CBXAZA 7879 CBXAZA 7880 CBXAZA 7881 CBXLHU 5478 CBZJOP 3378 CBZJOP 3379 CBZJOP 3380 CBZJOP 3381 CCBYGB 1555 CCDESN CHASGP CCDESN CKTYFK CCDESN DILBZT CCDESN DXBIPE CCDESN EARRNG CCDESN FZOLVA CCDESN HQOHZV CCDESN IIPYXG CCDESN IRHQWG CCDESN IVUJVV CCDESN JASWEK CCDESN KEKUOS CCDESN KJOEZG CCDESN KUXFIX CCDESN LBINJA CCDESN LFUMDH CCDESN MULQLV CCDESN MXVIPV CCDESN PBGFAS CCDESN PTFEMC CCDESN QZEJIO CCDESN SQSZYB CCDESN UCYNVY CCDESN UTYWYS CCDESN VBCOKG CCDESN VPMGNQ CCDESN WPAGQW CCDESN XKLMHF CCDESN YCPYWG CCEHSA GCOGCL CCEHSA HLXBSR CCEHSA HMTVSK CCJJHL YUQCCB CCKIQK 6608 CCKIQK 6609 CCKIQK 6610 CCKIQK 6611 CCKIQK 6612 CCKIQK 6613 CCTFQU 649 CCWPBE 7259 CCWPBE 7260 CDBCEU LVZPBH CDBCEU ORTWDF CDBCEU QAZYBP CDIAEP 7793 CDJVMU 903 CDLSEV 3619 CDLSEV 3620 CDLSEV 3621 CDMDRM 838 CDMWKE 360 CDOACS 3727 CDOACS 3728 CDOACS 3729 CDOACS 3730 CDOWRB CIQCBA CDOWRB EMRPFE CDOWRB JTYBCQ CDOWRB KLIJNK CDOWRB MQLIFS CDOWRB PJPSTQ CDOWRB SBSBQZ CDOWRB WXRFZD CDPCTQ AUDGKT CDPCTQ CJIWKG CDPCTQ DEWXBU CDPCTQ FBSJEO CDPCTQ HMAXAK CDPCTQ RIBVVE CDPCTQ SFTYJW CDPCTQ YUHEPI CDPCTQ ZFEAWQ CDPXZE 3894 CDPXZE 3895 CDTCXG 125 CDXRFB 6941 CDXRFB 6942 CDXRFB 6943 CDXRFB 6944 CDZUMD RDOPWD CEJQSP 5285 CEJQSP 5286 CEMDNE 3189 CEMDNE 3190 CEMVQT MEPDVE CEMVQT ZQGGGY CEOFIV 1354 CEQDKQ FPBISO CEURXR 4705 CEXJUE 4455 CEYCDH BEFZHX CEYCDH BTTHZI CEYCDH CPBIEY CEYCDH DEDQJF CEYCDH DFRTMZ CEYCDH DZDTIM CEYCDH FUMZFM CEYCDH LPBGDC CEYCDH NVRHOY CEYCDH OEORGZ CEYCDH RBVKSG CEYCDH ROCNJW CEYCDH TRJSOJ CEYCDH UTPNTR CEYCDH VMEPLQ CEYCDH VORVKY CEYCDH WQKVKD CEYCDH XMMYTD CEYCDH XMQZPC CEYCDH XTCQCP CEYCDH YQBNFI CEYCDH YTDVZL CEYCDH ZBTWSE CEYCDH ZLRCTU CEYCDH ZOODAF CEYCDH ZQTNWS CEYCDH ZUBUST CEYCDH ZYXWPL CFCWEE 1009 CFEKCO ZXBLMJ CFOMLG 6269 CFSSQT 465 CFSSQT 466 CGABGE 2936 CGABGE 2937 CGBQYK 4269 CGODWF 5415 CGODWF 5416 CGODWF 5417 CGODWF 5418 CGQAXF 4685 CGRBKH 1276 CGSVBQ 795 CGZVFV 3253 CGZVFV 3254 CGZVFV 3255 CGZVFV 3256 CHAGKG UDHUQU CHASGP 5324 CHCUSE 3249 CHGFDV AIJPTS CHNPZU 2211 CHTEMK WRWVKR CHXXRI 6725 CIAKJD BQZUZG CIAKJD HAGGXC CIAKJD HPETFI CIAKJD IBMWAQ CIAKJD LFKMOY CIAKJD NGLIBZ CIAKJD OGGGWS CIAKJD RFSVMP CIAKJD RHUTIR CIAKJD RLVDDX CIAKJD ZYUCWD CIBFPG 19 CIELOU 4668 CIFZSH BPXZGU CIFZSH BVTIYZ CIFZSH CPCDQW CIFZSH DSDYNT CIFZSH FGFASL CIFZSH GOEPSN CIFZSH HDEWGA CIFZSH HOZCZM CIFZSH JLFQKI CIFZSH JMLIJU CIFZSH LHVYWI CIFZSH LYTSEP CIFZSH NXJJOL CIFZSH OEZJRC CIFZSH OHJUWP CIFZSH OOQLNS CIFZSH OPNEUT CIFZSH OTCYCU CIFZSH PXNCVF CIFZSH UUXRHR CIFZSH VMWNAZ CIFZSH XCCGDT CIFZSH ZDCXXH CIFZSH ZHWTCD CIFZSH ZNFYNF CIKLBL 6429 CILHKP 1935 CILZWA 5171 CINHSB 5930 CINHSB 5931 CIPVGL FZSWQH CIPVGL JJBGJG CIQCBA 4554 CITNWJ LHDTBR CIUYNE 5188 CIUYNE 5189 CIXPMJ 2630 CIYRAF 7946 CIYVPZ 7750 CJEGUB QXKVHR CJEHKR 5732 CJEHKR 5733 CJEHKR 5734 CJEHKR 5735 CJEHKR 5736 CJEHKR 5737 CJEHKR 5738 CJFQEX 4785 CJFSQW 5192 CJFSQW 5193 CJFSQW 5194 CJIWKG 3443 CJLNVO 3584 CJLNVO 3585 CJLNVO 3586 CJQXWS 3579 CJSQQC 4457 CJUDUW 3160 CJWWHF 160 CJWWHF 161 CJWWHF 162 CJWWHF 163 CJWWHF 164 CJWWHF 165 CJWWHF 166 CJWWHF 167 CJWWHF 168 CJWWHF 169 CJWWHF 170 CJWWHF 171 CJWWHF 172 CJWWHF 173 CKNMAU 5400 CKPCYS 7409 CKPCYS 7410 CKTWPB 2582 CKTYFK 5355 CKTYFK 5356 CKTYFK 5357 CKUJUT 1322 CKYGEP 5774 CKZOVD 890 CLAMEY 2150 CLDJJL UXBQRJ CLHEFL 4644 CLIQZU ENBKTE CLIQZU IMOSRJ CLIQZU NBOCZC CLIQZU RDNKQO CLIQZU WCQURS CLIQZU YZEUTG CLNAIN 2902 CLNAIN 2903 CLQAUR YDMJHJ CLQBBT 1246 CLRKQK 4332 CLTNOL 4771 CLVBEO FJRJAI CLVBEO HQLLED CLVBEO PKYRAZ CMKLYP 3361 CMLYFW ACFWQQ CMNJRI 577 CMZKQV IEXIMY CMZKQV IUTWKM CMZKQV KPCYSB CMZKQV NLBQHF CMZKQV SGJQMM CMZKQV XMHUAW CMZKQV YSFZBT CMZQUM 5596 CNBMOU 1312 CNHWJD 4384 CNKCMI AQDXDE CNWCPR 5213 CNWSUA 4194 CNWSUA 4195 COJORJ APJHQD COJORJ CNKCMI COJORJ FSWVMY COJORJ GDHXCI COJORJ GUNIKS COJORJ GYZKIT COJORJ IFBGCZ COJORJ ILBXOY COJORJ JCWSIR COJORJ JNJGWQ COJORJ JWPSXF COJORJ KXNMPX COJORJ LGKFET COJORJ NHNUVR COJORJ OCISZU COJORJ QQPNOD COJORJ SFXWRZ COJORJ SPSYVP COJORJ SPUVOG COJORJ SXBPUR COJORJ SYPNCL COJORJ UIIUOG COJORJ VPYTHQ COJORJ WRYYCT COJORJ XGNWWD COOVPY ZADVIS COPBDU 1576 COTWIY 4233 COTWIY 4234 COURWK 1136 COURWK 1137 COURWK 1138 COURWK 1139 COURWK 1140 COURWK 1141 COURWK 1142 COURWK 1143 COYQIZ PLONYK COYQIZ QDYGZO COYQIZ ZLWIVF CPBIEY 2852 CPBLXA 276 CPCDQW 1632 CPCDQW 1633 CPDOQN EIRXEX CPHJJY 2353 CPOOUO 5928 CPOOUO 5929 CPROKE 476 CPROKE 477 CPROKE 478 CPWDBN 4419 CPWDBN 4420 CPWDBN 4421 CPWDBN 4422 CPWDBN 4423 CPWDBN 4424 CPWDBN 4425 CPWQFJ 2790 CPXSGI 6095 CPXSGI 6096 CPXSGI 6097 CPXSGI 6098 CPXSGI 6099 CPXSGI 6100 CPXSGI 6101 CPXSGI 6102 CPXSGI 6103 CPXSGI 6104 CPXSGI 6105 CPXSGI 6106 CPXSGI 6107 CPXSGI 6108 CPXSGI 6109 CPXSGI 6110 CPYGGG 4126 CPYGGG 4127 CPZTTR DEWMXY CQBMPE 4080 CQEMCX 8074 CQLCHR 282 CQLCHR 283 CQLGPP 4130 CQMGXF 3662 CQMVAX BLNSWK CQMVAX BXCYOJ CQMVAX DKMAJX CQMVAX DMZRYF CQMVAX ELNRAO CQMVAX MGPWYZ CQMVAX MJXMHS CQMVAX MSSMOQ CQMVAX MVYTOI CQMVAX MXSIHY CQMVAX MZKIXQ CQMVAX OOGPST CQMVAX PRMUKO CQMVAX PSYKQS CQMVAX QREGNP CQMVAX TUOVIF CQMVAX UIGJMP CQMVAX VIXSTC CQMVAX VSQSAH CQMVAX WUJWDE CQMVAX WWBJVO CQMVAX YPKYWP CQMVAX YXLOWH CQOZRN BQXPDV CQOZRN HDBTZV CQOZRN NRIOOJ CQOZRN ZKSYMI CQRBHY 7225 CQWAAB 6254 CQXJNW 695 CQXQPJ 604 CQXQPJ 605 CQYHKX 6439 CRAHJU 4889 CRAXJX 274 CRFGCU 1518 CRHPGX 206 CRLODR 657 CRLODR 658 CRMEUU DQHGWG CRNSAZ 748 CRPBYI AAPNLJ CRPBYI ZVXNBS CRPGNB YBYFQT CRPQUM IHHMYF CRUAQU ACBFOS CRUAQU AEHRZO CRUAQU AKLOJQ CRUAQU AXTEKV CRUAQU BAHAHU CRUAQU BNMYOR CRUAQU CHXXRI CRUAQU CXYKWR CRUAQU DFDKHV CRUAQU DJHWNN CRUAQU DLKCDN CRUAQU DMWKSW CRUAQU DQKNUV CRUAQU EMZXUW CRUAQU ERFBSC CRUAQU ETZIJD CRUAQU FIOADO CRUAQU FQGOMM CRUAQU GZLEJC CRUAQU HHSJNZ CRUAQU HKHEVF CRUAQU HVQBHJ CRUAQU HYBZBM CRUAQU HYPFPP CRUAQU HZAJQW CRUAQU IYKVXN CRUAQU IYVALX CRUAQU JOZACT CRUAQU JRKZAE CRUAQU KNEWMR CRUAQU KNGVHO CRUAQU KOQQTR CRUAQU KVHCCZ CRUAQU KYLMID CRUAQU LWANLT CRUAQU LWRZTR CRUAQU MCBUYV CRUAQU MLDNJU CRUAQU OJHPHZ CRUAQU PAGLAB CRUAQU PTNRFK CRUAQU PXJGIV CRUAQU QGHNZJ CRUAQU QZJBNW CRUAQU RLZFZF CRUAQU RTBKRC CRUAQU RTZFKM CRUAQU RVUFOR CRUAQU SAAUTZ CRUAQU SVLTNI CRUAQU TJJYMJ CRUAQU TSFXST CRUAQU TWWYUJ CRUAQU TXYNJX CRUAQU VHODIK CRUAQU VJZEPU CRUAQU VTGVMW CRUAQU WMXPIX CRUAQU WNQCDH CRUAQU XNFFTB CRUAQU XPLRFT CRUAQU YJHSFO CRUAQU YLAJSZ CRUAQU YRGAKO CRUAQU YVKMNT CRUAQU ZBNYAB CRUAQU ZILHHB CRVSHB QCDEMO CSARER 3927 CSARER 3928 CSDDXR 226 CSFHQD 3001 CSGFIE 1372 CSGFIE 1373 CSMQJE 1101 CSQJHA CCWPBE CSRWUE 3695 CSTWPR 1840 CSVDQV 5147 CSVDQV 5148 CSXRNK JLIMHR CSXYWK 2279 CSXYWK 2280 CTGEIQ 186 CTMLTV 233 CTQMSL 4742 CTUEQX 5492 CTUEQX 5493 CTUEQX 5494 CTUEQX 5495 CTUEQX 5496 CTUVRH 7673 CTUVRH 7674 CTUVRH 7675 CTUVRH 7676 CTUVRH 7677 CTUVRH 7678 CUBMTR 811 CUBMTR 812 CUBMTR 813 CUDTQY 6595 CUNBSN 4953 CUNBSN 4954 CUNBSN 4955 CUNBSN 4956 CUNBSN 4957 CUPMXT 7414 CUSCCX 7534 CUSCCX 7535 CUSCCX 7536 CUSCCX 7537 CUSCCX 7538 CUVRHM 4876 CUXQLH 7703 CVAHAW 8098 CVAHAW 8099 CVAHAW 8100 CVAHAW 8101 CVAHAW 8102 CVAHAW 8103 CVAOYT 7026 CVHOYM 934 CVJTJT 4755 CVOOZQ 424 CVOOZQ 425 CVZCPN KLMFYV CWBYZO 2921 CWBYZO 2922 CWBYZO 2923 CWFYSG AGVMXK CWFYSG XPBVOF CWGJQI 849 CWGJQI 850 CWGMDM 4741 CWIVIQ 579 CWIXMN 927 CWOIEH 2528 CWQELT 6148 CWQELT 6149 CWSOFL 7475 CWXULQ QRKAJP CXHLPS GUJCHO CXKGJN XGQZFV CXMYQJ 91 CXOACT PIEDMC CXSHAS 1020 CXSOHD 4766 CXWEUU 4627 CXYKWR 6687 CYFCZZ RXPRCP CYICHN 1334 CYIHBQ 3630 CYIHBQ 3631 CYIHBQ 3632 CYIHBQ 3633 CYLWVY XMJVDG CYNSHW 3220 CYPEEJ ASXVND CYPEEJ BCYOVA CYPEEJ DLMBOX CYPEEJ DQZKIC CYPEEJ EIDYWG CYPEEJ EQGIKS CYPEEJ ERUJMT CYPEEJ FADQXV CYPEEJ FANIYL CYPEEJ FEMGJP CYPEEJ FGBCGB CYPEEJ HHUPQA CYPEEJ IMXRKL CYPEEJ IRDKXZ CYPEEJ IZKLTD CYPEEJ JCTNHT CYPEEJ JGXUTR CYPEEJ LEHHJH CYPEEJ MDNUXA CYPEEJ MFRZCG CYPEEJ MNNCBX CYPEEJ MRTMKZ CYPEEJ OGRMNC CYPEEJ OLWYIU CYPEEJ OWJUJP CYPEEJ PFBIWN CYPEEJ PLDDXJ CYPEEJ PRTCYP CYPEEJ PWQUWL CYPEEJ PZOMMX CYPEEJ RBFPWE CYPEEJ RFOBAR CYPEEJ RLDRWD CYPEEJ RRSUZM CYPEEJ RVFFDX CYPEEJ SBDPYL CYPEEJ SRIDEE CYPEEJ SYJEDH CYPEEJ SZYJEW CYPEEJ VACIYL CYPEEJ VRLEYL CYPEEJ WODLCK CYPEEJ XNEIOB CYPEEJ YGVCKM CYPEEJ YJCCXR CYPEEJ YNTVUB CYPEEJ ZWNTKO CYPEEJ ZZSEWX CYPLMO 1532 CYPLMO 1533 CYPLMO 1534 CYPLMO 1535 CYRFHD RDKBHZ CYXKWS 3483 CZDCHW FRZWRS CZDCHW WYKTCW CZDUIC 4098 CZDUIC 4099 CZDUIC 4100 CZIJSG CRAHJU CZIJSG HFDLLM CZIJSG JUBCNO CZIJSG KLMVGC CZIJSG VSEHNT CZIJSG WANNVL CZRXSB 308 CZRXSB 309 CZRXSB 310 CZVOID 4701 CZZZEP 5238 DAFAIT 687 DAKHGG 3252 DAKUQS BOFWKA DAOSSC 2350 DAOWHA 7897 DAOWHA 7898 DAPPBO 3191 DAQEPZ 7579 DBACVD 4784 DBJATT AFNRUC DBJATT GEVKYI DBJATT GULBTC DBJATT KTFBOS DBJATT UWEING DBJATT ZEZCSU DBKVOL AGRWMZ DBKVOL BRDNQK DBKVOL LIYLZK DBKVOL ZDQFNC DBMAFU AQHPLN DBMAFU CEMDNE DBMAFU DAPPBO DBMAFU IQMYRL DBMAFU OBAQBT DBMAFU QAZFHW DBMAFU TFHPZJ DBMAFU TMOFLX DBMAFU XIOHUH DBMAFU XPYPZW DBMAFU XSZBTT DBMAFU YIVQRL DBMTFO 6172 DBOKBP 2024 DBOKBP 2025 DBONSJ 1738 DBQYEM QSRCCP DBWZUO 1767 DBZAYO 6300 DBZAYO 6301 DCAMER 6505 DCIOOV 4868 DCIOOV 4869 DCKYBW LFROZS DCKYBW SRINXC DCNSMG 2339 DCOCSL 6171 DCSQUD 5032 DCSQUD 5033 DCWPZC GLLHOG DCYNRS 4004 DCYNRS 4005 DDCKKE ACPYDN DDCKKE EVKJCM DDCKKE FICKJJ DDCKKE GDIAXE DDCKKE JOCMUB DDCKKE MQWOBQ DDCKKE MUPTAN DDCKKE RONMHP DDCKKE TUIHPO DDCKKE ZOYDJM DDEGQJ RIXLHZ DDFPLV 4409 DDGBEI 3577 DDGFUU 2251 DDGNRL BIKHLD DDGNRL DBZAYO DDGNRL GRDHHN DDGNRL IGWBWU DDGNRL IGWPPA DDGNRL JWOVEU DDGNRL KNLLYF DDGNRL MXQLPE DDGNRL NPRNCU DDGNRL PGBSDM DDGNRL PISFGH DDGNRL RNGMUA DDGNRL WTRYHZ DDGNRL XRMBZJ DDGNRL YHLGPM DDGNRL ZVHUNQ DDLWOU 4713 DDMDSK 5288 DDMDSK 5289 DDMDSK 5290 DDMDSK 5291 DDMDSK 5292 DDMDSK 5293 DDMDSK 5294 DDMDSK 5295 DDNNHS 4232 DDNVXM 3826 DDOKGO 763 DDWZJT 3675 DDWZJT 3676 DDXMKF 5987 DDXMKF 5988 DDXUIP 7204 DDXUIP 7205 DDXUIP 7206 DDXUIP 7207 DDXUIP 7208 DDXUIP 7209 DDXUIP 7210 DEAMWG 3213 DEAMWG 3214 DEAMWG 3215 DEBVUZ 5991 DEBVUZ 5992 DECLPK OSXJWN DECLPK YVCFQE DEDQJF 2834 DEDQJF 2835 DEDQJF 2836 DEDQJF 2837 DEDQJF 2838 DEDQJF 2839 DEDQJF 2840 DEDQJF 2841 DEDQJF 2842 DEFEKY 147 DENGAE JNSNQG DEPEMC PJEINU DEPEMC SXEVLT DEPYBE 7585 DEPZYN XHWUVP DEUOQU 1578 DEVVUT QEFGRL DEWMXY 7143 DEWMXY 7144 DEWMXY 7145 DEWMXY 7146 DEWMXY 7147 DEWMXY 7148 DEWMXY 7149 DEWMXY 7150 DEWMXY 7151 DEWMXY 7152 DEWMXY 7153 DEWMXY 7154 DEWMXY 7155 DEWMXY 7156 DEWXBU 3438 DEXAHA QYFVUH DEXAHA ZVMLAK DFBNDR 2267 DFBNDR 2268 DFBNDR 2269 DFBNDR 2270 DFBNDR 2271 DFBNDR 2272 DFBNDR 2273 DFBNDR 2274 DFBNDR 2275 DFBNDR 2276 DFDAIZ 1109 DFDECI QZFRIC DFDIVQ 153 DFDKHV 6792 DFDKHV 6793 DFDKHV 6794 DFDMWF GRPFTH DFDMWF TLCNDI DFFGFA 4486 DFHZEC 7052 DFILXT 2629 DFRTMZ 2877 DFSKGS XZUPLV DFWQGY 1275 DFZZSX 3145 DFZZSX 3146 DFZZSX 3147 DGAKVV HDAFNX DGDJSG AJFZNR DGDJSG BICBNH DGDJSG CPZTTR DGDJSG HSJDLY DGDJSG IVQSJK DGDJSG JEJTGV DGDJSG KXTOMY DGDJSG KYJQFZ DGDJSG KYUPCF DGDJSG PYAJIE DGDJSG VMJHJJ DGDJSG WPEVNA DGDJSG WVYMJE DGDJSG XDHNON DGDJSG YIDMBL DGDWEV AWNDUK DGDWEV BWNXBW DGDWEV FTNNAA DGDWEV PKBTQC DGDWEV QCFUNT DGDWEV ULEMXB DGNSFK 628 DGPEQC HHNGDT DGPEQC OIFMSY DGPEQC PJSRNS DGQATN 8002 DGSKLS 4573 DGTIUZ 2615 DGTIUZ 2616 DGTIUZ 2617 DGTIUZ 2618 DGTIUZ 2619 DGTXQA 7938 DGTXQA 7939 DGWCKJ CBSJEL DGWCKJ CQLCHR DGWCKJ DRVIKI DGWCKJ DWRZMW DGWCKJ ETKRIC DGWCKJ EXZOHX DGWCKJ FEGEFN DGWCKJ JWGKJF DGWCKJ OGPUJZ DGWCKJ RBNFYB DGWCKJ RYCCAX DGWCKJ UEIZPS DGWCKJ ULTXLQ DGWCKJ XPRPFZ DGZMIZ 7483 DHBMFM QEQJWZ DHCCXG 1068 DHDKJR 2242 DHJLDS 57 DHMZXZ 7635 DHNVOG 1490 DHOZTC 7620 DHOZTC 7621 DHOZTC 7622 DHYWUG 6136 DHYWUG 6137 DHZGXV 4661 DIAWLJ ZAAXNU DILBZT 5349 DINVTZ 1673 DIRAOG 4602 DIUSBV 1351 DIUWFV 5070 DIVTIX PNQSXC DIWAVR 3382 DJAIFZ 4836 DJAIFZ 4837 DJAIFZ 4838 DJAIFZ 4839 DJAIFZ 4840 DJEAHQ CJFQEX DJFBOB 4052 DJHCCA 7679 DJHCCA 7680 DJHCCA 7681 DJHCCA 7682 DJHCCA 7683 DJHCCA 7684 DJHCCA 7685 DJHCCA 7686 DJHCCA 7687 DJHCCA 7688 DJHCCA 7689 DJHCCA 7690 DJHCCA 7691 DJHCCA 7692 DJHCCA 7693 DJHCCA 7694 DJHCCA 7695 DJHCCA 7696 DJHCCA 7697 DJHCCA 7698 DJHCCA 7699 DJHCCA 7700 DJHWNN 6774 DJICUI 238 DJICUI 239 DJICUI 240 DJICUI 241 DJICUI 242 DJITJY 4615 DJKDQB AZDPQB DJKDQB BUMWGS DJKDQB COTWIY DJKDQB DDNNHS DJKDQB FFNIJR DJKDQB FIOPAI DJKDQB GFFBVS DJKDQB HHODZB DJKDQB OTZNBZ DJKDQB SDGTAH DJKDQB WHNAHD DJKDQB XZITPI DJKDQB ZSBNAB DJLLLC 4902 DJLRCO PGUEBM DJRPIV 2780 DJWDFN FNLFSD DJWDFN WSHIMB DJWOQX 3404 DJWOQX 3405 DJWOQX 3406 DKBZFT 4412 DKBZFT 4413 DKFMYT 7731 DKFXGA 5891 DKMAJX 6316 DKQHYI 3724 DKTYWC SVFQMV DKTYWC UPCXFM DKTYWC UUQAFZ DKWIDM 298 DKWZAN 2291 DKYQRW 4635 DLCYLS 999 DLDVKS XUIFTL DLHZOP 7604 DLHZOP 7605 DLKBLT 4688 DLKBRG FBRMNJ DLKBRG HEAMWN DLKBRG PXNQBA DLKBRG RKIHSV DLKBRG TESQBL DLKBRG TNWHVJ DLKBRG UQHXLF DLKBRG ZHPSLG DLKCDN 6795 DLKMDR BETLWB DLKMDR CJWWHF DLKMDR IMBYTK DLKMDR IRNEWM DLKMDR KLHBTP DLKMDR TRVOSC DLKMDR WXSRMX DLMBOX ROCZYC DLNQNX 1698 DLOACX NCUJJF DLYYXD JNBTJN DLYYXD JZKYVE DLYYXD RXKCTL DLYYXD UESTHR DMJWUS 1953 DMJWUS 1954 DMMTVQ 4716 DMMTVQ 4717 DMMTVQ 4718 DMORLL ANCODX DMORLL BYPYQN DMORLL CSMQJE DMORLL DFDAIZ DMORLL DHCCXG DMORLL FCOBLJ DMORLL FEDJIS DMORLL FOEHGK DMORLL GBAKII DMORLL GHLQTU DMORLL GKTPIS DMORLL GVZMQO DMORLL GZYBBH DMORLL HLGBZT DMORLL HNHHZW DMORLL HOSDXQ DMORLL ITAZRY DMORLL JPFYPP DMORLL LDGDSZ DMORLL MANVBN DMORLL MKOBQX DMORLL MTKBQB DMORLL NGDTOH DMORLL OAAFIA DMORLL OAXTZE DMORLL PNTSXI DMORLL QEPPZQ DMORLL RDQYSK DMORLL SDRNVN DMORLL SEFFEF DMORLL TEJDTU DMORLL TZWLEY DMORLL UDNQHD DMORLL UJYPDH DMORLL UKMVDG DMORLL UUJWHE DMORLL UVCUGI DMORLL UXRXZS DMORLL UZIJGN DMORLL WKXOHZ DMORLL WPDEKX DMORLL WPFGYM DMORLL XMBQHV DMORLL XNMXQH DMORLL XPLCEZ DMORLL XSJGCN DMORLL XUECLN DMORLL YDPKZV DMORLL ZIVIUW DMORLL ZXRIHE DMSXSK 7586 DMTKRE 6488 DMWKSW 6706 DMXKVH XDAYMB DMZDIC MISMIP DMZRYF 6317 DNBQCU 5608 DNBQCU 5609 DNBQCU 5610 DNGKFP 7159 DNKCFC 3606 DNKCFC 3607 DNKCFC 3608 DNKCFC 3609 DNKCFC 3610 DNPITE 257 DNWAVO FZTWVM DNWAVO PVRTLU DNWAVO SDPAWF DNWAVO VIPKVO DNWAVO WYNMOZ DOFUTM 7556 DOGABU 8113 DOGABU 8114 DOJJPV DTZKUY DOJJPV IBSEKZ DOJJPV RTWFJI DOJJPV WYEUIN DOLOHY 3641 DOSDYH 4161 DOSWWH BQGDDD DOSWWH NBDMMK DOSWWH ZSSDCK DOUYPY 2213 DOUYPY 2214 DOUYPY 2215 DOUYPY 2216 DOWZWY ASKVKF DOWZWY CRVSHB DOWZWY DJEAHQ DOWZWY DUYDSL DOWZWY FMEVTY DOWZWY FQGDHZ DOWZWY GBOPUJ DOWZWY GKQTBX DOWZWY HWDLRV DOWZWY IMGHJT DOWZWY JWJFKW DOWZWY KKQRPM DOWZWY MBWZUC DOWZWY MKDGPO DOWZWY MLYOXQ DOWZWY MYHCZT DOWZWY NFAGMT DOWZWY OVFFVE DOWZWY PBRWNI DOWZWY QJNZUE DOWZWY RIJPRP DOWZWY RKXHPD DOWZWY TJHWCR DOWZWY TVXFTM DOWZWY URZVOV DOWZWY VLLFLN DOWZWY WYZXOS DOWZWY XNZPBI DOWZWY ZIQTZT DOYMHP 7480 DOYMHP 7481 DOYMXE 3360 DOZAXH 3115 DOZEIW 3311 DOZRNI 115 DPALTR EAQOBL DPCGXO 7251 DPCQLE 535 DPIAXV 3257 DPIAXV 3258 DPIAXV 3259 DPPAXX 2087 DPPAXX 2088 DPPAXX 2089 DPQIJQ IGHVMJ DPTPBM CHTEMK DPTPBM ESOJBS DPTPBM HHPPNR DPTPBM HKFHWW DPTPBM IJXHRD DPTPBM IWHKIM DPTPBM RLAJEG DPTPBM VBCSEL DPTPBM VIJBEI DPTPBM WXGILR DPTPBM ZGMYSD DPTPBM ZWUTRM DPXTCC FXRGPW DQBUDH 278 DQGFTP 2106 DQGFTP 2107 DQGGCK GLWSGS DQHGWG 4470 DQJAAX 7671 DQKNUV 6699 DQKNUV 6700 DQKNUV 6701 DQKNUV 6702 DQNCZQ YAVXCS DQZKIC TNTELI DRCIIP 3298 DRDFPZ NRAFVZ DRECJD 6234 DREYCJ ZQCQCD DRFBEK 2492 DRFZNF 898 DRKMAV ATAQTN DRLYHQ YLFWAY DRNXUN 596 DRVIKI 295 DRXCAF 4349 DRYDDL 4566 DRZVCR 6875 DSDYNT 1628 DSHFGZ 4472 DSHFGZ 4473 DSHFGZ 4474 DSHFGZ 4475 DSHFGZ 4476 DSHFGZ 4477 DSHFGZ 4478 DSHFGZ 4479 DSHFGZ 4480 DSHFGZ 4481 DSHFGZ 4482 DSKTNQ 2661 DSKTNQ 2662 DSOMSC 145 DSOMSC 146 DSPXYI 2390 DSQPIL 373 DSRQOI 3709 DSUBVG 5173 DTAVNF 5370 DTBBFG 3387 DTGQUS 3248 DTGZHC 459 DTKJBD 1900 DTLDGW 49 DTRIJZ 1120 DTZKUY 8048 DUCAQH 2438 DUDFSG 3294 DUDFSG 3295 DUHQGM 6518 DUHVZM 1010 DUJZXV 2006 DULZPA 2351 DUSOHK 8128 DUTUAY 4786 DUUUKO 804 DUYDSL TBXWLI DVCOMM 2140 DVCOMM 2141 DVGHSY RJCPUU DVGHSY XTWUUK DVKGNR 1831 DVKJYE 4673 DVMSON 219 DVOCET 7772 DVPSLR 764 DVPSLR 765 DVPSMP 1811 DVRCEX 2168 DVSPBV 3226 DVZGNG 6549 DVZGNG 6550 DVZORT 5232 DWBMPI EDBZON DWCAEC OOATSQ DWEEQR SSPBJK DWLIHC BHUAAE DWLIHC JGZTUQ DWLIHC YLQBCO DWRZMW 287 DXALFQ 8110 DXBIPE 5359 DXPQAT 7913 DXQVRX 5237 DXTETN 6540 DXTETN 6541 DXTETN 6542 DXTETN 6543 DXTETN 6544 DXTETN 6545 DXTETN 6546 DXTETN 6547 DXTETN 6548 DXTSDJ 445 DXTYJX BTFYOM DXTYJX SFWMCY DXTYJX WWGAFA DXTYJX XFYTLR DXTYJX XZEILE DXXXBP 5107 DXXXBP 5108 DYBVUM 1270 DYIDTC EVEHCC DYOMFJ 2104 DYQILH KGUNGN DYQJJU BYUKCM DYSLUW GYWBVT DYXAET 2737 DZBVFR HWQDOI DZDTIM 2871 DZEIWC 4306 DZGKCE 2490 DZITQW 950 DZMQOW 78 DZVHUG 5750 DZWBDG 2691 DZWBDG 2692 DZWBDG 2693 DZWBDG 2694 DZWBDG 2695 DZWBDG 2696 DZWBDG 2697 DZWBDG 2698 DZWQJS NVOOXF EAAECC 4062 EAAECC 4063 EABGET 2986 EACEPT 1374 EACEPT 1375 EACEPT 1376 EADUKU CEXJUE EADUKU CJSQQC EADUKU EIBCPA EADUKU FENQJU EADUKU LIAFCA EADUKU OXOLET EADUKU QEGPZR EADUKU QTYPBM EAEPRD AJZXKB EAEPRD IHSHMU EAEPRD LYFOBN EAEPRD OFQRAC EAEPRD VTHMSI EAHSNV 4924 EANVMZ 2476 EANVMZ 2477 EAQOBL 4612 EARFKG 6001 EARRNG 5335 EBEQYE 7420 EBEQYE 7421 EBKHOH BXGKFD EBKHOH GYZOEO EBKHOH JZCFMA EBKHOH JZFYVR EBKHOH NLBAUC EBKHOH TTMNSX EBKHOH XSTNRV EBQTXO 3312 EBRHJP KCQSCL EBVFBY 7500 EBVFBY 7501 EBWVIH 1368 EBWVIH 1369 ECMZPN 5767 ECMZPN 5768 ECNUNA 2624 ECYBJL 6251 EDBZON 7774 EDINER 6016 EDINER 6017 EDIUAN 2538 EDIUAN 2539 EDJEDT 1982 EDKCIK 2442 EDNJHD ZUOILG EDNQOH 4088 EDNQOH 4089 EDSOJX 4937 EDSOJX 4938 EDSOJX 4939 EEAWCX 4410 EECOWR 7507 EECOWR 7508 EECOWR 7509 EECOWR 7510 EEEZMB ABKWDJ EEEZMB AEKBPL EEEZMB AHEIIK EEEZMB ALEHYC EEEZMB AMJNUD EEEZMB ARQUQC EEEZMB AXHMDJ EEEZMB AXNGPB EEEZMB AZSQJY EEEZMB AZVCGA EEEZMB BFBIMW EEEZMB BIFCYT EEEZMB BLNWKB EEEZMB BMAZXC EEEZMB BYKJZP EEEZMB CDJVMU EEEZMB CFCWEE EEEZMB CKZOVD EEEZMB CVHOYM EEEZMB CWIXMN EEEZMB CXSHAS EEEZMB DLCYLS EEEZMB DRFZNF EEEZMB DUHVZM EEEZMB DZITQW EEEZMB EOUCHY EEEZMB EXPBUQ EEEZMB FBFZNM EEEZMB FLQYVY EEEZMB FSLJGD EEEZMB FSYXCK EEEZMB GANPWK EEEZMB GCGGID EEEZMB GGLPFH EEEZMB GQLDWT EEEZMB GZGWQZ EEEZMB GZORSZ EEEZMB HDLIWM EEEZMB HFYLRW EEEZMB HJWTVY EEEZMB HLPKUJ EEEZMB HTNXUZ EEEZMB HZPLKS EEEZMB IDSGCE EEEZMB IIGJHK EEEZMB JJMPEF EEEZMB JVQSGB EEEZMB JZPSHA EEEZMB KHZMFB EEEZMB KISXYG EEEZMB KJMBDY EEEZMB KLFFKQ EEEZMB KSJBFU EEEZMB KXUPLU EEEZMB LIRWWS EEEZMB LVACVJ EEEZMB MCIWZD EEEZMB MCLMII EEEZMB MTQIYM EEEZMB MVGWCA EEEZMB NDLHCW EEEZMB NGZVVV EEEZMB OBLDMS EEEZMB OGUIZW EEEZMB OPFTWJ EEEZMB OSLXCP EEEZMB OTUUAV EEEZMB PGEXNV EEEZMB PIJTXI EEEZMB PJVLRV EEEZMB PKQOTK EEEZMB PNEDBT EEEZMB PURICR EEEZMB PWRCKI EEEZMB PXMIQN EEEZMB QIRTDL EEEZMB QNWRMA EEEZMB QPUJHV EEEZMB QTDEEH EEEZMB QTIWDW EEEZMB QXUHUE EEEZMB QZEZAG EEEZMB RFJKGS EEEZMB RFPJLR EEEZMB RLNTUL EEEZMB RPJCQF EEEZMB SHLZHJ EEEZMB SIPBVQ EEEZMB SJQOCR EEEZMB SMDJUE EEEZMB SUOVCW EEEZMB SZPKNC EEEZMB TBFLVZ EEEZMB TEKDON EEEZMB TNDIPK EEEZMB TVXHUA EEEZMB TZMNXF EEEZMB UBTAPG EEEZMB UCZLJP EEEZMB UFRUSH EEEZMB UJDCTA EEEZMB UTFUKI EEEZMB UWMWUJ EEEZMB VCYJKX EEEZMB VLECBE EEEZMB VPPLUR EEEZMB VRETDB EEEZMB VVSGOW EEEZMB VXAEXA EEEZMB VYDXET EEEZMB WBUZCM EEEZMB WGCPCZ EEEZMB WMJDIC EEEZMB WRMCAF EEEZMB WWRZUV EEEZMB XFQFWF EEEZMB XIDBPC EEEZMB XIZMZO EEEZMB XRPWVJ EEEZMB XSAAJN EEEZMB XWYRBM EEEZMB YDGCJK EEEZMB YOOUQZ EEEZMB ZFBSLG EEEZMB ZIJPAI EEEZMB ZVUPAU EEEZMB ZVUSSD EEHUZZ 3549 EEKLXR 3600 EELVKC 619 EEQLFD BKBJAJ EEQLFD BWKTPX EEQLFD FMKODW EEQLFD VXHJPD EEQLFD WFGDWT EEQLFD WHANML EEQLFD WXNBWJ EEQLFD XIWEKR EEUEAT RANXDG EEXNBH 4064 EFBDYO 3027 EFBDYO 3028 EFBDYO 3029 EFBDYO 3030 EFDKWI YOSNVH EFGSUU 4565 EFHABF ASEIDT EFHABF JJLYQY EFHABF LNQMSQ EFHABF PQMEFT EFHABF SFIOIN EFHABF VUHMXJ EFHABF WIRAVF EFKHWV 1281 EFPYGO EXVAPR EFPYGO FBSBUR EFPYGO MDYFKX EFRBRX 3897 EGBSME 6607 EGCTNI 1832 EGHRRB NXTCMS EGHRRB OCTNYC EGLFZE WEMRAY EGQBLC 7019 EGXFYL 5552 EHAMOB 254 EHCJNC FQDXAT EHEEOS 597 EHGVMC 4172 EHHJBN 6037 EHQXYJ 72 EHRRQC 7438 EHWGUB LNDCJJ EHWGUB NNBWDQ EHWGUB ORSLBV EHWGUB PYYIRU EHWGUB RVWIYP EHWGUB YBRQOK EHWGUB ZPZDNE EIBCPA 4464 EIDYWG CPHJJY EIQDVZ 4626 EIRPUK 644 EIRXEX 4865 EIWKVK 5615 EIWKVK 5616 EIWKVK 5617 EIWKVK 5618 EIWKVK 5619 EIWKVK 5620 EJJFGI 5869 EJKVGI 6564 EJMMKP 7125 EJNVIM 5602 EJNVIM 5603 EJNVIM 5604 EJOWER 7046 EJOWER 7047 EJOWER 7048 EJVPDM 5751 EJXCFY 6927 EJZFQN 7472 EJZFQN 7473 EKAHXJ 6966 EKAHXJ 6967 EKAHXJ 6968 EKAHXJ 6969 EKAHXJ 6970 EKAHXJ 6971 EKAHXJ 6972 EKAHXJ 6973 EKAHXJ 6974 EKHBND 1723 EKJWOM 701 EKJWOM 702 EKKWJO JUAACS EKRIUF 2808 EKUVKI 2112 EKUZWG 6237 EKWEDB 6489 EKWEDB 6490 EKXSRO 3671 EKXSRO 3672 EKXSRO 3673 EKZFRP 7716 ELFGJD 3260 ELFGJD 3261 ELFGJD 3262 ELGCZH 2489 ELIHUF 600 ELIJJM GDUZCF ELJCBN DFDMWF ELNRAO 6318 ELOSUZ 5666 ELUHNU ABBUKK ELUHNU BAFHEQ ELUHNU EHRRQC ELUHNU FXIQBO ELUHNU HCDONR ELUHNU KDLWSN ELUHNU MPVXGR ELUHNU NVMAOB ELUHNU OLUQSC ELUHNU OQKJBJ ELUHNU POIWDA ELUHNU TBFNTX ELUHNU XUZLBD EMHWKV 2396 EMRPFE 4555 EMVRER JAJFNE EMZXUW 6685 EMZXUW 6686 ENBKTE 5101 ENBKTE 5102 ENFBWK 4034 ENGAYC 7468 ENIZSX 6430 ENJWRG 4368 ENJWRG 4369 ENJWRG 4370 ENUFET EIWKVK ENUFET FYFLVG EOBRNT 4484 EOBRNT 4485 EOKFPW 7398 EOPEFC 8076 EOSJVA 2266 EOUCHY 980 EPBZCC 6202 EPBZCC 6203 EPBZCC 6204 EPFPOT 4408 EPGUGH 7009 EPHTEG DRNXUN EPMIJD 4147 EPTGZD 7017 EPUZEG IEVIPS EPUZEG MCUPRF EPUZEG RIQLUJ EPUZEG UPRXNH EPUZEG WSNAPK EPVFUZ YXLUUN EPWCRS 562 EPWQGN AKFRWQ EQAGOU 3373 EQAKRK 1323 EQAVVG 3677 EQAVVG 3678 EQAVVG 3679 EQAVVG 3680 EQDPHI 5872 EQFBGL 4587 EQFBGL 4588 EQGIKS BAGGQE EQGIKS BDXUOX EQGIKS HSEQIF EQGIKS IIKEYZ EQGIKS RTTLDU EQGIKS XBTOEI EQGIKS YVFWQZ EQHTLY 4870 EQHTLY 4871 EQJDNB 2249 EQNOCL 745 EQPBFR BEPTBF EQPBFR BVURZH EQPBFR KCVKEK EQPBFR LQOLCY EQPBFR NTCTLY EQPBFR OHFBRL EQPBFR OJVPPN EQPBFR WHRWCO EQPBFR XOVUKW EQRAPH SFRPFT EQRAPH UJIBYD ERBNUQ 5932 EREQTI 6474 EREQTI 6475 EREQTI 6476 EREQTI 6477 EREQTI 6478 ERFBSC 6711 ERFBSC 6712 ERGOZO 5483 ERGOZO 5484 ERGOZO 5485 ERHYAA 2676 ERHYAA 2677 ERNXZA 2282 ERNXZA 2283 ERNXZA 2284 ERSGHI 3478 ERSGHI 3479 ERUJMT ALVQRW ERUJMT FCJXPX ERUJMT VRGNOU ESGKEI 1525 ESGKEI 1526 ESGLXK XXLFKT ESJVOD 4056 ESLAVT 6951 ESLAVT 6952 ESLAVT 6953 ESLAVT 6954 ESLAVT 6955 ESLAVT 6956 ESLAVT 6957 ESLAVT 6958 ESLAVT 6959 ESLAVT 6960 ESLAVT 6961 ESLAVT 6962 ESOJBS EDJEDT ESOJBS HAHZMH ESOJBS HCATWZ ESOJBS MZFCBN ESSUEK 2932 ESWIMY 2541 ETHCOK OLAYLG ETKRIC 294 ETMQUR LEHZSE ETNOSE 3482 ETSERR 4681 ETZIJD 6714 ETZOHP 4310 ETZOHP 4311 EUJWXB LITWQD EUKPJT HIBRRM EUKPJT UTKQQN EUPZRU 7171 EUPZRU 7172 EUQYDA 4726 EURFRO CZRXSB EURFRO GBINXA EURFRO IMKSLC EURFRO LRVKBP EURFRO NOWUBE EURFRO PGNAXM EURFRO WBMLQW EUTBEM 1729 EUTOIG 3476 EUWCPE DGTIUZ EUWCPE ECNUNA EUWCPE FNPPUY EUWCPE KYHVCB EUWCPE LZQVOT EUWCPE PREFSA EUWCPE TTOLRD EUWCPE VEQXGE EUWCPE VJSPXI EUWYHR 4935 EVEHCC 2666 EVERZB 4030 EVGLIE 6220 EVKJCM 7826 EVNHIQ 3344 EVNHIQ 3345 EVNHIQ 3346 EVOOMD UDXRZD EVUFWW 5149 EVVVVD 2210 EWEOST 1450 EWIJNW 7226 EWIJNW 7227 EWIJNW 7228 EWLDRI 7108 EWLDRI 7109 EWLDRI 7110 EWLDRI 7111 EWLDRI 7112 EWLDRI 7113 EWLDRI 7114 EWLDRI 7115 EWLDRI 7116 EWLDRI 7117 EWLDRI 7118 EWLDRI 7119 EWLDRI 7120 EWLDRI 7121 EWLDRI 7122 EWLDRI 7123 EWMYHZ XGAGSM EWQOMW 5725 EWTFEG NFEKSD EWTUIQ BJEOFE EWTUIQ NNRNCA EWWUKB 4579 EWZMTS 1791 EXBVXD 7331 EXBVXD 7332 EXBVXD 7333 EXBVXD 7334 EXBVXD 7335 EXBVXD 7336 EXBVXD 7337 EXBVXD 7338 EXBVXD 7339 EXBVXD 7340 EXGRVX 5487 EXGRVX 5488 EXGRVX 5489 EXGRVX 5490 EXGRVX 5491 EXKPBL 5793 EXKUCO 5740 EXLSHC 332 EXLSHC 333 EXLSHC 334 EXLSHC 335 EXPBUQ 937 EXQRPO 2569 EXREPR 860 EXREPR 861 EXSTYJ 1861 EXVAPR JCNDSY EXZJSU 3023 EXZOHX 288 EYBWOR 4628 EYKAQZ 4534 EYKAQZ 4535 EYKAQZ 4536 EYMQIC TVZZHN EYPTQI 2468 EYUVRB ISLRSK EYYFAB 183 EZFRKK HOFFJG EZFRKK JFBQXV EZFRKK JOLSLR EZFRKK KBQJLJ EZFRKK MQYSOD EZHZIA WDAAWP EZLZME 1527 EZLZME 1528 EZNXUR 6979 EZOWEN 222 EZRUYG 2946 EZUJEU EBKHOH EZUJEU FGFYLY EZVAFS 192 EZWDBC 4341 EZWLAU HVEOHK EZZEBW BPSLKS EZZEBW CSQJHA EZZEBW GMSTED EZZEBW GVBWZC EZZEBW HMECDC EZZEBW IRQMLF EZZEBW IRXJFA EZZEBW JBBWAK EZZEBW KRXSWU EZZEBW PXKCLS EZZEBW XHBJBL FADQXV DCNSMG FAECCE 2135 FAECCE 2136 FAIUEJ CUSCCX FAIUEJ DOFUTM FAIUEJ GSGOIT FAIUEJ HMVHXC FAIUEJ IHJXHZ FAIUEJ PDRZVI FAIUEJ PGDPKR FAIUEJ RSBZDA FAIUEJ RWTWXC FAIUEJ TAZMTS FAIUEJ VCSRMG FAIUEJ VIASPW FAIUEJ VMVYSZ FAIUEJ XBPKGZ FAIUEJ XSKXFD FAJJYJ 457 FANIYL BZFGNV FANIYL DRFBEK FANIYL DZGKCE FANIYL JZBYAZ FANIYL TDGVRW FAPJCU 591 FAPJCU 592 FAPTXR 3831 FAPTXR 3832 FAXCYC DHDKJR FBFHHU 2147 FBFOGU 385 FBFRJW 762 FBFZNM 881 FBFZNM 882 FBLYRX 5933 FBLYRX 5934 FBLYRX 5935 FBRMNJ 3121 FBRMNJ 3122 FBSBUR ITHLXX FBSJEO 3444 FBTGIY 2354 FBYMXS 5406 FBYMXS 5407 FBYMXS 5408 FBYMXS 5409 FBYQAN 1713 FBZPPH 1785 FCAWQN 2584 FCBEZP 4591 FCBUCN EWTFEG FCBUCN LGDREH FCJXPX 2415 FCOBLJ 1051 FCOBLJ 1052 FCOBLJ 1053 FCOBLJ 1054 FCOBLJ 1055 FCOBLJ 1056 FCOBLJ 1057 FCOBLJ 1058 FCOEOB ZCWYPT FCPSPW 1279 FCWGBD 1790 FDCCAV 3471 FDFNKF UQODUO FDFNKF VFIBXI FDFNKF WGPSQO FDFNKF ZUDJAV FDHOLU 2072 FDMHKI 141 FDPWPZ INYCGE FDRZTJ BIZILI FDRZTJ BOQXVJ FDRZTJ DLNQNX FDRZTJ FBYQAN FDRZTJ KUJWMB FDRZTJ RJOQPR FDRZTJ THVZTK FDRZTJ TNAXFN FDRZTJ UWEEVK FDRZTJ ZDOEXR FDRZTJ ZRCKXC FDSHEJ 2453 FDSHEJ 2454 FDSHEJ 2455 FDSHEJ 2456 FDSHEJ 2457 FDSHEJ 2458 FEDJIS 1042 FEDJIS 1043 FEDMVY 2579 FEDMVY 2580 FEDMVY 2581 FEGBVJ 3961 FEGBVJ 3962 FEGEFN 289 FEHULQ 93 FEHULQ 94 FEHULQ 95 FEHULQ 96 FEHULQ 97 FEKVFY 148 FEMGJP ANFBRY FEMGJP FHQYUF FEMGJP NWUTEP FENQJU 4456 FESAXC 6587 FEYASW 4007 FEYASW 4008 FEYLSK 2162 FEYLSK 2163 FFAQFC 2431 FFBXGL 3532 FFBXGL 3533 FFEYPX 1146 FFIIBI 7087 FFIIBI 7088 FFIIBI 7089 FFIIBI 7090 FFIIBI 7091 FFISHX 6939 FFLJXY ABSTEA FFLMZM 1901 FFNIJR 4256 FFNIJR 4257 FFRPAQ 7400 FFRPAQ 7401 FFZGPI 1118 FFZGPI 1119 FGAVCM DMZDIC FGBCGB OFEJPJ FGBECY 1253 FGCIXM AKZXZV FGCIXM KLKQBT FGCIXM XLEEJC FGFASL 1637 FGFYLY TFALAA FGULFH 4898 FHADKP 641 FHCUAI 4782 FHMSBZ 5239 FHQYUF 2516 FHZCSA CMLYFW FHZCSA EPVFUZ FICKJJ 7821 FICKJJ 7822 FICKJJ 7823 FICKJJ 7824 FIESUX 3634 FIGAHA 3979 FIGDHX 4874 FIILZH 5999 FINDPN 4592 FIOADO 6698 FIOPAI 4230 FIOPAI 4231 FIPEYY BVGJXS FIPEYY ZVEEUG FIPTAX 788 FIQIKI 1610 FIQIKI 1611 FISAKT 460 FITOGZ CZIJSG FITOGZ MMJSVS FITOGZ XHDPOS FIZBFX 1387 FIZLCO ETSERR FJDROX 5078 FJKMPL 1487 FJORPX 7388 FJORPX 7389 FJPHVZ 3105 FJPHVZ 3106 FJPHVZ 3107 FJPHVZ 3108 FJPHVZ 3109 FJPHVZ 3110 FJPHVZ 3111 FJPHVZ 3112 FJRJAI 2180 FJRLCQ 73 FKGNQY AJCQGZ FKGNQY ALVJNH FKGNQY ANZIHS FKGNQY EEHUZZ FKGNQY FFBXGL FKGNQY KPOSLN FKGNQY LSIOLQ FKGNQY QNRQSN FKGNQY TAPRUD FKGNQY TTIUEV FKGNQY VJCDTQ FKHBJY 408 FKINGU 3264 FKINGU 3265 FKINGU 3266 FKMVQQ 3622 FKNCTH 421 FKSRHH 4301 FLBLMS 3857 FLGELF 4213 FLQYVY 913 FLRPXE ZCYIMW FLVEMW 2481 FLXPOC 3981 FLXPOC 3982 FLXPOC 3983 FLXPOC 3984 FMARBP 3349 FMDHQP 5459 FMEMFU 321 FMEVTY GSCDZS FMEVTY TNCJEG FMKODW WKUTRZ FMLAWI 4529 FMLAWI 4530 FMRTWN 1309 FMVBKC 361 FMVQDM 3003 FMYRDU 4518 FMYSIC 62 FNAQJV 1412 FNAQJV 1413 FNAQJV 1414 FNAQJV 1415 FNCQFP AKYXFR FNCQFP ASYRRW FNCQFP AWIUME FNCQFP DYIDTC FNCQFP ETMQUR FNCQFP EUWCPE FNCQFP FWPRLV FNCQFP GCFINT FNCQFP GFPZIA FNCQFP JSGYED FNCQFP MFSDPJ FNCQFP MTMJAE FNCQFP NIBOGW FNCQFP SVBKUS FNCQFP TCYFXH FNCQFP TSRRVK FNCQFP VGJRGG FNCQFP WSVPGE FNCQFP YGJVNN FNFSVT LEFAWR FNGORT 2189 FNJZYR 7469 FNJZYR 7470 FNLFSD 3852 FNPPUY 2620 FOAPFP 6503 FOASWW 4031 FOEHGK 1100 FOOCAQ RXFMFL FOOUWD 2375 FOSINY 2098 FOYNLX NXMYZY FOZGED 7745 FOZXTB DOZRNI FOZXTB RDYBGD FOZXTB SOTEJS FOZXTB YXNGWA FPAKAZ 6515 FPAKAZ 6516 FPAKAZ 6517 FPBISO 4662 FPCIIC 4033 FPEKIH 711 FPFGED NQXIWP FPMCDH 58 FPMCDH 59 FPMCDH 60 FPMJKJ 2501 FPNHVY 6964 FPNHVY 6965 FPOKWN CJUDUW FPVGGE 8116 FQAOJD 4915 FQAOJD 4916 FQBWGS 4675 FQBWGS 4676 FQBWGS 4677 FQCBCO 777 FQCBCO 778 FQDXAT 7 FQGCVO 3999 FQGCVO 4000 FQGCVO 4001 FQGCVO 4002 FQGCVO 4003 FQGDHZ KTQFYC FQGOMM 6709 FQGOMM 6710 FQMBHV BKXJCY FQMYCX 2201 FQNIVQ 656 FQSUBH JMONEG FQVIRY 5378 FQVIXV 1157 FQXAFD 2209 FQZCBC FPVGGE FQZJCC 817 FQZSFH 2232 FRBBYK 3058 FRDZGN ANLWWO FRDZGN FXMDCE FRDZGN RKXVNH FRDZGN TIWLTK FRDZGN ZIENXR FRIFSX 4806 FRJJET 5559 FRSMRU 6143 FRUTXT 564 FRZWRS 3228 FSAEJY 92 FSCLTA 2120 FSENQC 1285 FSENQC 1286 FSEPHN 1876 FSFBIJ 7132 FSFBIJ 7133 FSFBIJ 7134 FSJPVW DENGAE FSLJGD 961 FSVBVW 5659 FSVBVW 5660 FSWVMY CXMYQJ FSWVMY FEHULQ FSWVMY FSAEJY FSWVMY HDQVEO FSYXCK 932 FTAJRE UJJSWO FTFSBR SBZHTV FTGTRQ 7924 FTGTRQ 7925 FTGTRQ 7926 FTGTRQ 7927 FTGTRQ 7928 FTGTRQ 7929 FTGTRQ 7930 FTGTRQ 7931 FTGTRQ 7932 FTGWNA 151 FTHERI 2546 FTHERI 2547 FTHERI 2548 FTHERI 2549 FTHERI 2550 FTHERI 2551 FTHERI 2552 FTHERI 2553 FTHERI 2554 FTHERI 2555 FTHERI 2556 FTHERI 2557 FTNNAA 4513 FTSLCN 7842 FTSLCN 7843 FUBEKZ 6817 FUBEKZ 6818 FUBEKZ 6819 FUBEKZ 6820 FUBKCD 4569 FUFONJ PISIAO FUHOFD TLCLZR FUIUQO 380 FULQPS 7632 FULQPS 7633 FULQPS 7634 FUMZFM 2810 FUNYXU LZIHWU FUNYXU RYNIMA FUXGJK AGDCJC FUXGJK BVEHKV FUXGJK CRHPGX FUXGJK CSDDXR FUXGJK DVMSON FUXGJK EZOWEN FUXGJK GRIQCK FUXGJK GYYAYE FUXGJK HXMLHO FUXGJK KFAUTJ FUXGJK NDQZYF FUXGJK NMKRLM FUXGJK OSVAYV FUXGJK PIXNEE FUXGJK QTYVPI FUXGJK QUXIGZ FUXGJK RDTMJA FUXGJK RMEQBA FUXGJK RXIFWN FUXGJK TPLMFJ FUXGJK UBMSZF FUXGJK WJZXJK FUXGJK XYHCYG FUYKSO 1964 FUYKSO 1965 FVAYDW 107 FVCFHR 4057 FVDVRM 6219 FVECAP 7747 FVIVYN 5716 FVRANH 1553 FVROXV 1383 FWACYW 1866 FWLWCS 5871 FWMQTQ 550 FWMWFP 803 FWPRLV OBFAGT FWPRLV SDKLBK FXBZSV 1167 FXBZSV 1168 FXBZSV 1169 FXBZSV 1170 FXGHDV 1691 FXGNSH WJHWGG FXIQBO 7432 FXIQBO 7433 FXIQBO 7434 FXIQBO 7435 FXMDCE 4972 FXMDCE 4973 FXMGTX 6551 FXOMEG 388 FXOMEG 389 FXRGPW OFCSVP FXTSBD 8051 FXXDQC 6538 FYCSUC KVGYAN FYDWKJ AMSJPM FYDWKJ CVAHAW FYDWKJ IMFXTQ FYDWKJ IVOMCX FYDWKJ LEACMV FYDWKJ RUTKSS FYDWKJ SBJIBZ FYDWKJ SZKTUU FYFLVG 5621 FYFLVG 5622 FYHZEE 2357 FYJOUV 2184 FYLPIQ 2908 FYLPIQ 2909 FYLPIQ 2910 FYLPIQ 2911 FYLPIQ 2912 FYLPIQ 2913 FYNOVQ 7053 FYNOVQ 7054 FYNOVQ 7055 FYNOVQ 7056 FYNOVQ 7057 FYNOVQ 7058 FYNOVQ 7059 FYNOVQ 7060 FYNOVQ 7061 FYNOVQ 7062 FYNOVQ 7063 FYNOVQ 7064 FYNOVQ 7065 FYNOVQ 7066 FYNOVQ 7067 FYNOVQ 7068 FYOSHN 3081 FYUMCD EKAHXJ FYUMCD ESLAVT FYUMCD EZNXUR FYUMCD FPNHVY FYUMCD GPIENJ FYUMCD MZBRYO FYUMCD NKZUXI FYUMCD NQVBDT FYUMCD NWYTHN FYUMCD OGLXZE FYUMCD PPZYUW FYUMCD QCGFDX FYUMCD RPLSFG FYUMCD UENYTX FYUMCD VDVCJG FZABQX 4598 FZABQX 4599 FZCFDD QKNWRJ FZCFDD ZLDXFA FZGQWE 1523 FZNPPV 2720 FZOJHZ 5702 FZOJHZ 5703 FZOLVA 5340 FZSWQH 4028 FZSWQH 4029 FZTWVM 3496 FZVHRF 5607 FZWIKN 4813 GABZVA 446 GACJYN 3062 GACJYN 3063 GAHYAS XAFVJP GAJFGP 5027 GAJSYO 102 GAMEVN OKIJYL GANPWK 902 GANYXH 1826 GAOMIO 3325 GAOVBT 5172 GAQSLJ 3804 GAQSLJ 3805 GAQSLJ 3806 GAQSLJ 3807 GAQSLJ 3808 GAQSLJ 3809 GAQXKY 718 GAQXKY 719 GASIEE 5280 GASIEE 5281 GAYHZA WAMCKN GBAKII 1088 GBHOUZ 668 GBIGAK MGTMVW GBIGAK QYOPQY GBINXA 307 GBLLLH JJQTGX GBLWKC 4041 GBMTXJ 6871 GBMTXJ 6872 GBMTXJ 6873 GBMTXJ 6874 GBOPUJ CVJTJT GBYDRY 392 GBYDRY 393 GBYDRY 394 GBYDRY 395 GBZTIR 2160 GCCZTP LRUFAP GCCZTP WOIAWR GCDIYR MKZHBW GCDIYR OVDVOD GCDIYR XMATKF GCDWDJ 4353 GCDWDJ 4354 GCDWDJ 4355 GCFINT XOZBOS GCGGID 994 GCNNKX 1420 GCNNKX 1421 GCNNKX 1422 GCOGCL 258 GCSFBZ DAQEPZ GCSFBZ HLZIXM GCSFBZ XNIVBQ GDGSGP 753 GDHXCI NMYKNY GDIAXE 7820 GDLGSC 6117 GDLGSC 6118 GDLGSC 6119 GDLGSC 6120 GDLGSC 6121 GDLGSC 6122 GDLGSC 6123 GDLGSC 6124 GDLGSC 6125 GDLGSC 6126 GDLGSC 6127 GDLGSC 6128 GDLGSC 6129 GDLUKL 455 GDTRJW 423 GDUXWW 4934 GDUZCF 277 GDWDQW 4893 GDWDQW 4894 GDWVKG 456 GDXTUS 2930 GEBEYF 4302 GEBEYF 4303 GEDAED 391 GEGMRA 4036 GEOFIR 4925 GEOFIR 4926 GEOFIR 4927 GERRXM 810 GEVCVK BJLYRQ GEVCVK LHWMSS GEVCVK QJETHN GEVCVK RSUMTX GEVKYI 4202 GFFBVS 4238 GFFBVS 4239 GFFBVS 4240 GFFBVS 4241 GFFBVS 4242 GFFBVS 4243 GFFBVS 4244 GFFBVS 4245 GFFBVS 4246 GFFBVS 4247 GFFWOU 3449 GFFWOU 3450 GFFWOU 3451 GFFWOU 3452 GFFWOU 3453 GFMJYV 4179 GFNWUA 3454 GFNWUA 3455 GFNWUA 3456 GFNWUA 3457 GFNWUA 3458 GFOAIR CQMVAX GFOAIR DDGNRL GFOAIR EFDKWI GFOAIR HDUOQR GFOAIR HIOZMD GFOAIR JKXUSO GFOAIR KEWCIQ GFOAIR OLJOVH GFOAIR POSUNS GFOAIR QTJAAN GFOAIR SRCLNF GFOAIR TFGPCG GFOAIR YHKJAQ GFPZIA HNCIZY GFUZXD 525 GFUZXD 526 GFUZXD 527 GFUZXD 528 GFXRWH 2017 GFXRWH 2018 GFXRWH 2019 GFXRWH 2020 GFYKYA EDSOJX GFYKYA EUWYHR GFYKYA ZGOLAV GFZKTJ 2688 GFZKTJ 2689 GFZKTJ 2690 GFZUMF 454 GGCQUQ WHLBBO GGCQUQ ZYYZTG GGFTNH 3769 GGHMIS 3099 GGHMIS 3100 GGHMIS 3101 GGHMIS 3102 GGHMIS 3103 GGLPFH 874 GHAVIU 5427 GHLQTU 1044 GHMWLK 4285 GHNKZV 536 GHTNLZ 2023 GHULEP 2565 GHVCOK 4525 GHVCOK 4526 GHWETH AIVPSD GHWTXH NWMRWS GHXXOO 4826 GHYUAQ 5778 GHZYKQ PLPOPR GIGKKS 3116 GIGKKS 3117 GIGKKS 3118 GIGKKS 3119 GIKSFY LAZOEB GIKSFY LBEUQR GIKSFY WXZXUB GINRCF 2559 GIQBLH EQFBGL GIQBLH GJGBFH GITKTV 5824 GIYNOI 823 GJGBFH 4589 GJLBHE 3134 GJLBHE 3135 GJPCNU 200 GJPSWE 6386 GJREBT 4532 GJREBT 4533 GJTVHD 4931 GJTVHD 4932 GJTVHD 4933 GJUVUJ 4140 GJUVUJ 4141 GJUVUJ 4142 GKBPLS 4590 GKCCBT 670 GKEAJV 2067 GKEAJV 2068 GKEAJV 2069 GKHMSM 3143 GKHWYA 267 GKJZGN 1164 GKQILA OSQBLU GKQTBX JGVGBU GKQTBX MOTZNY GKQTBX PKGOFR GKQTBX PLSESR GKQTBX TGRWTI GKQTBX ZAWHPK GKTPEC 4980 GKTPIS 1110 GLAHDR 3410 GLAHDR 3411 GLAHDR 3412 GLAHDR 3413 GLCFUT LFDBOR GLCFUT URSQZQ GLCRLI 6067 GLFBCK 5050 GLLHOG 4670 GLMIGY 4875 GLMMKZ 1394 GLQAPW 375 GLRLCJ 5253 GLWSGS 6282 GLXZDO GSFOUG GLXZDO NNSDCG GLXZDO OJPQPU GLXZDO YYWRST GMAPQQ 1779 GMAPQQ 1780 GMAPQQ 1781 GMAPQQ 1782 GMBHOL 5625 GMCBMC 5986 GMPKIS 4678 GMSTED ZIJLFY GMTBUJ 620 GNAADF FJDROX GNAADF WVNSMW GNAADF YJEDYP GNACGE 3830 GNBHXD FRUTXT GNBHXD NPYCAO GNEGZL 6288 GNETYN 7141 GNFORH KJDJSP GNJPMC 694 GNKCFO 4107 GNRXXR 5825 GNVQYC TROFHD GNXFXF BYGTHT GNXFXF OGZCXE GNXFXF WXMOMV GODORK NUYJMY GOEPSN 1624 GOGUVK 8127 GOIAGB EXREPR GOIAGB KSRVPQ GOLMHA 573 GOLMHA 574 GOTFXO 5012 GOVZYO 178 GOXOGS 570 GOXOGS 571 GPAKTQ 80 GPBBOZ 7972 GPDSLW CQEMCX GPIENJ 6963 GPJFDH 2914 GPJFDH 2915 GPQRMA GLRLCJ GPQRMA JXXDOU GPQRMA NMVRIN GPQRMA TXJMKG GPUHEC MKRUXW GPUHEC PAGSVP GPUHEC VSPWFB GPYHHB 4168 GPYHHB 4169 GPYHHB 4170 GQGWGE TRBPTW GQJSFU 7382 GQJTJQ 6565 GQLDWT 968 GQRMGD 7587 GQTUTS KIIDHX GQVGHL 5809 GRDHHN 6306 GRDRIO 6578 GRIQCK 202 GRJPBH 28 GRKQYG 2740 GRPFMR WCGTCC GRPFTH 6987 GRQXSU 7864 GRSIQV 6491 GRWHNW CKTWPB GRWHNW FCAWQN GRWHNW FEDMVY GRWHNW HBEROL GRWHNW LPGXYJ GRWHNW SJZDZD GRWHNW WDIDLK GRWHNW WGGXTE GRWHNW ZRGBRS GRXPHP 4866 GSCDZS 4811 GSFOUG CYNSHW GSFOUG DEAMWG GSFOUG GXCPOR GSFOUG HVKWOK GSFOUG NYACOF GSFOUG OTDUYF GSFOUG PNQOAE GSFOUG YGSLRU GSGOIT 7520 GSGOIT 7521 GSMAXN EDIUAN GSMAXN ZBWOWO GSNHEJ 2228 GSRGFF 547 GSRGFF 548 GSRQBE COPBDU GSRQBE DEUOQU GSRQBE HXUNTH GSRQBE MZGTVW GSRQBE YCTRQG GTAUTU 1809 GTAUTU 1810 GTLGHM FRDZGN GTNTPZ 253 GTNWCL 4950 GTOSGP 247 GTQIJG EGXFYL GTWJVT TSFMJT GTWJZH JGSAUC GTWJZH TAUALJ GUADLR 5948 GUADLR 5949 GUIFHR 2221 GUJCHO CUVRHM GULBTC 4208 GUNIKS NNPHEA GUSIXV 7135 GUURGU 532 GUZTKV 2429 GUZTKV 2430 GVBWZC ZPPBZE GVFXMN 519 GVNDLV BPFZEM GVNDLV THXMXI GVNDLV WNYOPS GVUBKJ 2359 GVURYX 6161 GVWRXU 735 GVZMQO 1059 GVZMQO 1060 GWBAXT 5477 GWBEJA 2241 GWIMJD MXYFDG GWNQFA 187 GWNZIN 623 GWPMLN 4895 GWTIUX 3239 GWVNWC 366 GWVWVN VNBNMM GWWMYL 2700 GWWMYL 2701 GXBADD 5950 GXCPOR 3206 GXCPOR 3207 GXFZIK 5810 GXKJKO 2924 GXKJKO 2925 GXKJKO 2926 GXLNJG 1348 GXLNJG 1349 GXLXPS 1695 GXPCAS 7835 GXPCAS 7836 GXPCAS 7837 GXVVPB 1667 GYFGMB CIELOU GYFGMB MPWSXS GYFGMB YYUCSO GYRWCJ 2571 GYWBVT 3638 GYYAYE 208 GYYAYE 209 GYZKIT UBKAJP GYZOEO 7246 GYZUXQ 7484 GZCGZQ 7719 GZEDXY 4307 GZEHZK LVYHDC GZEHZK ORTJMY GZGWQZ 1021 GZGWQZ 1022 GZGWQZ 1023 GZLEJC 6726 GZORSZ 894 GZORSZ 895 GZQAVD 2470 GZQAVD 2471 GZQCSS 1171 GZVGCX 2953 GZYBBH 1038 GZZQVA GWTIUX GZZQVA JFJFON GZZQVA KUXSFW GZZQVA NSLZMM HACTJS 3777 HAFHXK 7914 HAGGXC 6630 HAGGXC 6631 HAHEIZ 5706 HAHEIZ 5707 HAHZMH 1983 HAHZMH 1984 HAHZMH 1985 HAHZMH 1986 HAHZMH 1987 HAHZMH 1988 HAHZMH 1989 HAHZMH 1990 HAKQAP DNPITE HAMEQJ WWOKGR HAMTPN 3913 HAPOWV 5789 HAPOWV 5790 HAPQKK 5124 HASBAA 7360 HASBAA 7361 HASBAA 7362 HAUDDJ UKBAVT HAWWZU 8072 HAWWZU 8073 HBEROL 2578 HBLFYH 1680 HBOIAK 1340 HBOIAK 1341 HBOIAK 1342 HBOIAK 1343 HBOIAK 1344 HBRIJS 4171 HBRUCG 5769 HBRUCG 5770 HBRUCG 5771 HBRUCG 5772 HBYPVU 2527 HBZSOC 4401 HCATWZ 1991 HCBWUB 3505 HCDONR 7436 HCEROB 7636 HCGGGH 6287 HCGGMD 7782 HCGGMD 7783 HCGGMD 7784 HCIYZP 5688 HCIYZP 5689 HCJVFZ 387 HCMWSA 629 HCVUAH BTDDBH HCVUAH CPWDBN HCVUAH HTXKWQ HCVUAH SAARHB HCVUAH SMFKOA HCVUAH SXWCKL HCVUAH VCFZRM HCVUAH XCBLZB HCVXFJ RVGDLK HCXDWY 4834 HDAFNX 4163 HDBTZV 2533 HDBTZV 2534 HDEWGA 1641 HDLIWM 986 HDLIWM 987 HDQVEO 98 HDUOQR ANOCKH HDUOQR BEDFYP HDUOQR GJPSWE HDUOQR JAAGZC HDUOQR JXDDNL HDUOQR KOHXRU HDUOQR NFLANP HDUOQR ODONCJ HDUOQR PBKRCN HDUOQR QBHDUR HDUOQR RYOGFU HDUOQR SKSWKM HDUOQR TLWFPM HDUOQR VACIWO HDUOQR VOPKJW HDVMBH 6183 HDWWPG 4521 HDZYGG 3782 HEAMWN 3133 HEBASZ 5392 HEDPTI IBRGOA HEHFZE 2044 HEMMIG 2341 HEMRXU TFIIMV HEPSCW 1267 HEXZSG 5961 HEXZSG 5962 HEXZSG 5963 HFDLLM 4886 HFDLRU 3813 HFDLRU 3814 HFHRSM FTGWNA HFIHSI 8006 HFIISI 2110 HFIISI 2111 HFOGFL CMZKQV HFOGFL OJUPSN HFOGFL PIOXCH HFOGFL ZAZHFU HFORQO 1442 HFRFPX 5210 HFRFPX 5211 HFTCCE 5649 HFTCCE 5650 HFTKEK 802 HFVHBQ 4347 HFVWEI 1321 HFYLRW 924 HGHJZF 5259 HGHJZF 5260 HGHJZF 5261 HGIELX 1529 HGIELX 1530 HGTXVJ 6197 HGUMMF AEUBDV HGUMMF ELUHNU HGUMMF PHYJHY HGUMMF QTHNRW HGUMMF ZGOWYN HHFBDP 5439 HHFBDP 5440 HHLOIU 3712 HHLOIU 3713 HHMDLS 4118 HHMDLS 4119 HHNGDT 4187 HHNGDT 4188 HHNGDT 4189 HHNGDT 4190 HHNGDT 4191 HHNGDT 4192 HHODZB 4237 HHPMUD 3148 HHPMUD 3149 HHPMUD 3150 HHPPNR AOXYZX HHPPNR BHZTEQ HHPPNR DBOKBP HHPPNR DPPAXX HHPPNR DUJZXV HHPPNR FDHOLU HHPPNR GFXRWH HHPPNR GHTNLZ HHPPNR GKEAJV HHPPNR HEHFZE HHPPNR HMJGDX HHPPNR HPGYTO HHPPNR IOANWN HHPPNR IYNXIZ HHPPNR JIHZFL HHPPNR KHXGHN HHPPNR KLUEKM HHPPNR KUUEYN HHPPNR LTNXUA HHPPNR LUUPYL HHPPNR MDIYCL HHPPNR MFMHDE HHPPNR NBNDBW HHPPNR NDSFHA HHPPNR OKNNJW HHPPNR PCERCU HHPPNR PCQOMB HHPPNR QIIDQG HHPPNR SEZODY HHPPNR TAXDYO HHPPNR TTZYBK HHPPNR UFJIZS HHPPNR WECGEG HHPPNR WLQNDL HHPPNR XFWFEU HHPPNR YZNKRT HHQPJB 5684 HHQPJB 5685 HHQPJB 5686 HHSJNZ 6777 HHSJNZ 6778 HHTBLV FTFSBR HHUPQA JSJGMN HHUPQA JXZKTE HHYBEH 2479 HIAFNL UPNVSX HIAFNL VNLKYN HIBRRM RDQDTR HIDTJB 3767 HIIXDK 6592 HIJUNQ 8111 HIJUNQ 8112 HIMZBJ 8043 HIOZMD AIRELI HIQSUK 5755 HIRJUC 3706 HIRJUC 3707 HIRJUC 3708 HIXSAU LQOSAH HJCNVM 1976 HJCNVM 1977 HJGCZP 4527 HJGCZP 4528 HJMSUC EZHZIA HJMSUC UVBZYN HJNCMM 1519 HJNCMM 1520 HJNCMM 1521 HJTJLN 2754 HJTJLN 2755 HJTJLN 2756 HJTJLN 2757 HJTJLN 2758 HJTJLN 2759 HJTJLN 2760 HJTJLN 2761 HJTJLN 2762 HJTJLN 2763 HJTJLN 2764 HJWTVY 975 HJWTVY 976 HJXLBV JRYKXL HJXLBV SPXOMH HJXRWG UJLEEV HJXRWG YTLUCG HJYDLF 1283 HJYVGV 5499 HJYVGV 5500 HJZTCV 2193 HKBOFM 3766 HKFHWW AIMLHJ HKFHWW DMJWUS HKFHWW FUYKSO HKFHWW HJCNVM HKFHWW LOENXY HKFHWW NYWKZT HKFHWW OGOZTR HKFHWW OKJUSV HKFHWW QBBJDQ HKFHWW QQLHDL HKFHWW QVCJTA HKFHWW UHNZLJ HKFHWW UMOSJO HKHEVF 6758 HKHEVF 6759 HKHEVF 6760 HKTTMF UNCMHH HKXKCC OQETGG HKZZGE 415 HLCPLP 5965 HLFDZN EJXCFY HLFDZN KJUEGV HLFDZN KNKXXF HLFDZN MQRBBM HLFDZN NKTKRS HLFDZN ODWGUD HLFDZN RYYMKJ HLFDZN STKJBN HLFDZN TTHICX HLFDZN UUBBMF HLFDZN VWHIOC HLFDZN XGHNUJ HLFDZN ZTXGZN HLGBZT 1048 HLLSLH USNCQM HLPKUJ 1006 HLPLWX LXEYUJ HLSBAK 1612 HLXBSR 259 HLZIXM 7584 HMAXAK 3441 HMECDC BLMYGI HMECDC BUODPL HMECDC KEYQTJ HMECDC KOVWOF HMECDC KTPSMD HMECDC LAJHBB HMECDC NRGQFH HMECDC PRKAES HMECDC VTDIQS HMECDC XTVKIA HMECDC ZOZXAR HMGIBR 4727 HMJDGC OJWZGC HMJGDX 2050 HMJGDX 2051 HMMGYZ 2331 HMMGYZ 2332 HMMGYZ 2333 HMMGYZ 2334 HMNWXZ EOSJVA HMOLDT 1751 HMOWHO 2258 HMQMHS 4471 HMTVSK 260 HMUECC 4952 HMVHXC 7540 HMVHXC 7541 HMVHXC 7542 HMVHXC 7543 HMVHXC 7544 HMVHXC 7545 HMVHXC 7546 HMVHXC 7547 HNBGRF 432 HNCIZY 2628 HNHHZW 1034 HNLCUX 10 HNLCUX 11 HNLCUX 9 HNQWKQ 627 HNRHLO 1115 HNXKFO 4864 HNYUOQ 4833 HNZCCF AYQQLN HNZFPZ 1786 HNZFPZ 1787 HNZFPZ 1788 HNZFPZ 1789 HOENFO 7631 HOFFJG 522 HOJUKE 4596 HOMJXJ 3914 HOMJXJ 3915 HONKLU 533 HONKLU 534 HONLLL 1249 HOSDXQ 1064 HOSDXQ 1065 HOSDXQ 1066 HOSDXQ 1067 HOSOGS IEXLUP HOZCZM 1621 HOZEXP DLYYXD HPANCF 1737 HPETFI 6626 HPGYTO 2073 HPHFUX VXNFOW HPIFUW 796 HPNBIM DSQPIL HPNBIM IHAQWN HPNBIM LQMBKE HPNBIM ONHYJQ HPNBIM ZMPQNV HPOEOD 3244 HPOEOD 3245 HPPWKR 660 HPWRRL 3432 HQCLEK 5122 HQCLEK 5123 HQHQKN 44 HQLJJI KKEOHR HQLJJI KNGPWO HQLJJI PCUWHY HQLJJI SSADVQ HQLLED 2177 HQLLED 2178 HQOHZV 5341 HQQQPG FUFONJ HQTJOI 1268 HRBMLP MSZQRV HRBMLP XBRCKW HREOZU 4608 HRFIVK 7899 HRHKQM CIFZSH HRHKQM CLQAUR HRHKQM DLDVKS HRHKQM DMORLL HRHKQM EBRHJP HRHKQM EEEZMB HRHKQM EKKWJO HRHKQM EPHTEG HRHKQM FDRZTJ HRHKQM FXGNSH HRHKQM GOIAGB HRHKQM GSRQBE HRHKQM HVCGHW HRHKQM IEJVSA HRHKQM JFFZCB HRHKQM JYWQSP HRHKQM LISJCU HRHKQM LWBVXR HRHKQM LZTAZJ HRHKQM MCFUBR HRHKQM MNOYOI HRHKQM MQWUPU HRHKQM MRSMDG HRHKQM NDXFMV HRHKQM OMEKKN HRHKQM ONQTTI HRHKQM POOGXQ HRHKQM PRUOBG HRHKQM PWUGWE HRHKQM QBFOYX HRHKQM QKXFGB HRHKQM RFDJOZ HRHKQM RVIJHB HRHKQM SEKKYP HRHKQM SRSLLN HRHKQM TDYPZF HRHKQM TOWUOQ HRHKQM UUPMQC HRHKQM VUTTRA HRHKQM WOXLJD HRHKQM XJYPWP HRHKQM XOTPEZ HRHKQM YSZWOD HRHKQM ZCEPVG HRHKQM ZKQKQK HRJBFO 814 HRJBFO 815 HRJBFO 816 HRJCAU 1288 HRNCKB 5854 HRNCKB 5855 HRPLNE WYAAEZ HRTJMT 7167 HRVPCW BSUJSS HRVPCW DQGGCK HRVPCW GAMEVN HRVPCW KAOCNP HRVPCW LMSYPN HRVPCW LOKSQW HRVPCW TMKRJC HRVPCW TVSAHX HRXMUK 4045 HRZMEL 5921 HRZMEL 5922 HSBOVB ALPFBI HSBOVB BRFZTQ HSBOVB NNFNWA HSDOMZ 8 HSEQIF 2504 HSJDLY WVQFES HSRDFZ HASBAA HSRDFZ JECKJT HSRDFZ SNPMAW HSYGOR YFDTES HTDHNX 5044 HTDHNX 5045 HTNXUZ 1012 HTXKWQ 4416 HTXKWQ 4417 HUCITZ 2349 HUCPSC 1277 HUCPSC 1278 HUHNYE XVVVOC HULWFU 5207 HULWFU 5208 HUPVIP 1833 HUTEVD 3076 HUTEVD 3077 HUTEVD 3078 HUTEVD 3079 HUTEVD 3080 HVCGHW ELIHUF HVEOHK 4175 HVEZRR 6597 HVEZRR 6598 HVGOCL KHLOXY HVGOCL QKKZOW HVGOCL VGBRAB HVGOCL ZDBHXS HVIIQI 2095 HVJGCK 5117 HVKDRZ 4516 HVKWOK 3221 HVKWOK 3222 HVKWOK 3223 HVOIJW KTVOJD HVOIJW QFAEKH HVPAHJ 6821 HVPAHJ 6822 HVPAHJ 6823 HVPAHJ 6824 HVQBHJ 6798 HVSFGO CBZJOP HVSFGO EQAGOU HVSFGO HWDGKM HVSFGO MBDKWI HVSFGO NEOOYX HVSFGO TNOMSC HVSFGO VFTAAY HVSFGO WAWVYK HVSFGO XLPNBR HVSFGO YDFPAD HVSGSG CDXRFB HVSGSG FFISHX HVSGSG JKSKDT HVSGSG JSCGMG HVSGSG KXDZAU HVSGSG LPMCZR HVSGSG PJLGSN HVSGSG SQXJBW HVSGSG UDLVZR HVSGSG YFDTJC HVURRG AEDPXJ HVURRG DFDIVQ HVVLEP 4032 HVWCQZ 553 HWBESR 1134 HWDGKM 3376 HWDGKM 3377 HWDLRV SKAHXH HWHWBA 4884 HWJFGP 7417 HWMWAE 3653 HWNMKC 1681 HWNMKC 1682 HWNMKC 1683 HWQDOI DVSPBV HWQDOI ZHSZFY HWSQVG CHCUSE HWYXRS PZLXQT HWYYNP 7648 HWYYNP 7649 HXGWPU 2345 HXGWPU 2346 HXLEAY 4794 HXLEAY 4795 HXMLHO 203 HXPAOM KJHZPX HXPAOM XUCDZK HXUNTH 1577 HYBZBM 6713 HYGLQR 2792 HYKWCN 851 HYMFNC 5431 HYOHVQ 2805 HYPFPP 6722 HYUROH 3922 HYVNRF 4390 HZAJQW 6695 HZAJQW 6696 HZCNFS 5920 HZDQTI HAMTPN HZDQTI HOMJXJ HZDQTI LMUAVJ HZIHHO 3518 HZIHHO 3519 HZPLKS 930 HZPPUO 5142 HZXJFR 3270 IABAPD 4606 IACJYF CNWSUA IADLMD 2368 IAOXOD KMVCBW IAOZTP 697 IAOZTP 698 IASQOO 7003 IAUPOP 5886 IAUPOP 5887 IAUPOP 5888 IAUPOP 5889 IBIQIK GWIMJD IBIQIK LURFFW IBIQIK SHWTIA IBIQIK YTUNIX IBJEMR 7217 IBJEMR 7218 IBJEMR 7219 IBMAJZ 654 IBMWAQ 6639 IBMWAQ 6640 IBNSUR YWCJBJ IBRGOA DMTKRE IBRGOA EKWEDB IBRGOA GRSIQV IBRGOA PNNQOZ IBRGOA TRSLFE IBRGOA TTHEAE IBSEKZ 8045 ICCYRC 4689 ICIAUX 3480 ICVRXK 3142 IDFECM 732 IDFECM 733 IDFECM 734 IDGESG 3935 IDGESG 3936 IDLFNT 1517 IDSGCE 929 IDWBET 2247 IECDQY 6181 IEJVSA AAVGQC IEJVSA AGNXBY IEJVSA AXCOIJ IEJVSA BFRVIT IEJVSA BGYHTE IEJVSA BNXHMH IEJVSA BUKCOJ IEJVSA CAVYKN IEJVSA CDMDRM IEJVSA CGSVBQ IEJVSA CRNSAZ IEJVSA CUBMTR IEJVSA CWGJQI IEJVSA DDOKGO IEJVSA DUUUKO IEJVSA DVPSLR IEJVSA EKJWOM IEJVSA EQNOCL IEJVSA FBFRJW IEJVSA FIPTAX IEJVSA FPEKIH IEJVSA FQCBCO IEJVSA FQZJCC IEJVSA FWMWFP IEJVSA GAQXKY IEJVSA GDGSGP IEJVSA GERRXM IEJVSA GIYNOI IEJVSA GVWRXU IEJVSA HFTKEK IEJVSA HPIFUW IEJVSA HRJBFO IEJVSA HYKWCN IEJVSA IDFECM IEJVSA IEJWJI IEJVSA IJGPWQ IEJVSA ILTTAZ IEJVSA IMFGDC IEJVSA JEYDQR IEJVSA JMJEQO IEJVSA JQYQYB IEJVSA JTRKWI IEJVSA JVWHME IEJVSA JYJKPA IEJVSA JZOHAA IEJVSA KNIAZS IEJVSA LBZTTT IEJVSA LHYNVI IEJVSA LOBKEO IEJVSA MEFYVW IEJVSA MQBWSQ IEJVSA MYPRIX IEJVSA NYGBYI IEJVSA OCAQER IEJVSA ODQBEJ IEJVSA OFHAUO IEJVSA OGZNKX IEJVSA ONUZIJ IEJVSA ONVJKA IEJVSA OQMGTM IEJVSA OVWPEZ IEJVSA PRGEMN IEJVSA PSRIGS IEJVSA PWJROC IEJVSA QBBMLY IEJVSA QREDLI IEJVSA QVNSQR IEJVSA QYXNKM IEJVSA RRPOPE IEJVSA RTTEAS IEJVSA RVWDSY IEJVSA SEOFQR IEJVSA SOHLGD IEJVSA SSLJJT IEJVSA TUPECE IEJVSA TYEXWL IEJVSA UARPYB IEJVSA UIHERD IEJVSA USATIT IEJVSA UWMZCZ IEJVSA WEAJKO IEJVSA WGMTSH IEJVSA WHUMIH IEJVSA WJKHPL IEJVSA WREQRQ IEJVSA XAVKNG IEJVSA XIYCDW IEJVSA XOPYAF IEJVSA XPLLIH IEJVSA XSOPIO IEJVSA XVDUXJ IEJVSA YFPLYO IEJVSA YLYJVR IEJVSA YNQNFU IEJVSA YPOVNE IEJVSA YTWAZV IEJVSA ZDNTTN IEJVSA ZJWVCR IEJVSA ZUOKVN IEJVSA ZZXSQM IEJWJI 704 IEJWJI 705 IEJWJI 706 IEJWJI 707 IEJWJI 708 IEJWJI 709 IEJWJI 710 IEPWAM ETHCOK IEPWAM UXQADH IEPWAM XOHQBM IESGMX 4372 IEVIPS 5562 IEXHRD IWZAJZ IEXIMY NZLEJY IEXLUP LCMGOD IEYPYM 559 IEYWKY 543 IEZUUU 6252 IFBGCZ BRGFGF IFDPFG 384 IFISGO 6182 IFKLTW 7216 IFNTPB 3242 IFNTPB 3243 IFRRCW 6216 IFRRCW 6217 IFRRCW 6218 IFRTGI 3850 IFRTGI 3851 IGAIYA GVFXMN IGDDBJ 5989 IGDWEQ TYKJZK IGFJZA 7754 IGFJZA 7755 IGFJZA 7756 IGFJZA 7757 IGFJZA 7758 IGFJZA 7759 IGFJZA 7760 IGFJZA 7761 IGFJZA 7762 IGFJZA 7763 IGFJZA 7764 IGFJZA 7765 IGFJZA 7766 IGHVMJ 4982 IGIRGV CPDOQN IGIRGV PYSJXW IGIRGV SRVZPZ IGIRGV WUOHCX IGIRGV XCCBEU IGIRGV YUCNPG IGJHKE CSRWUE IGJHKE DSRQOI IGJHKE HIRJUC IGJHKE IHIWYB IGJHKE IRXMFA IGJHKE JTFSRN IGJHKE NNZYZR IGJHKE OFFPAJ IGJHKE OFKVGU IGJHKE OSCGVQ IGJHKE SXQNFP IGJHKE TLADBG IGJHKE UGWACH IGJHKE WRPLIC IGJHKE WYTGGB IGJHKE XGRFMQ IGJOHA 3477 IGQMTC 1427 IGUQGT JNOXTT IGWBWU 6302 IGWBWU 6303 IGWPPA 6295 IGWPPA 6296 IGWPPA 6297 IHAQWN 369 IHCJFV 3529 IHCKEI ENJWRG IHCKEI TBIVSB IHDULC 8121 IHDULC 8122 IHHJLM 4576 IHHMYF 320 IHIWYB 3692 IHIWYB 3693 IHIWYB 3694 IHJJOI 1666 IHJXHZ 7557 IHKCLW 3995 IHKCLW 3996 IHKCLW 3997 IHKCLW 3998 IHMGJL WROJGI IHNGKH 2389 IHSHMU 3948 IHWPWG 4068 IHWPWG 4069 IHZYQF PXLRFV IIDPFP 2472 IIDPFP 2473 IIDPFP 2474 IIGJHK 904 IIKEYZ 2509 IIKPUI 7707 IIKPUI 7708 IINVUM 1224 IIPYXG 5354 IITMEG 4124 IIVEJE 2887 IIXWER 2338 IJCHVH ZZQKNF IJDIGK VGMNPF IJGPWQ 742 IJJHTU 5913 IJJHTU 5914 IJMAHR 7128 IJMAHR 7129 IJMRJT 1564 IJMURI 4451 IJOUSF 75 IJRQGS 2560 IJWCFZ DPCQLE IJWCFZ GFUZXD IJWCFZ GHNKZV IJWCFZ GUURGU IJWCFZ HONKLU IJWCFZ MMIJLQ IJWCFZ QDSXQQ IJXHRD HVIIQI IJXHRD YLGEFQ IJYJRV 6596 IJYPLT 7786 IKAQGK LATHRL IKAQGK VNMPID IKAQGK YMLRFH IKEXVN 5384 IKEXVN 5385 IKEXVN 5386 IKEXVN 5387 IKEXVN 5388 IKEXVN 5389 IKEXVN 5390 IKEXVN 5391 IKGLKO PHHENL IKGLKO SVGQEZ IKGOVU 7092 IKIEYK 2197 IKNBRK 8052 IKNBRK 8053 IKNBRK 8054 IKNBRK 8055 IKNBRK 8056 IKNBRK 8057 IKNBRK 8058 IKNBRK 8059 IKNGTZ 4329 IKNGTZ 4330 IKNGTZ 4331 IKPHXQ 48 IKTGOT 4053 IKTGOT 4054 IKVHKG 4091 IKWHVN 7051 IKWRWX 1261 IKWRWX 1262 IKWRWX 1263 ILANHI 2164 ILBXOY HQHQKN ILCSUO WTSYRM ILEOJD HFIHSI ILEOJD MKRTAS ILEOJD RVWBVB ILFJZL JQZSRW ILJJCT 5811 ILLLBU BFJAFQ ILLLBU DBKVOL ILLLBU GRWHNW ILLLBU ROQSSH ILLLBU XGEGPD ILLLBU ZVCKUU ILPIFI 1199 ILPIFI 1200 ILPTUC 7940 ILPTUC 7941 ILPTUC 7942 ILPTUC 7943 ILPTUC 7944 ILPTUC 7945 ILTLRX 2330 ILTTAZ 746 ILWKHL 4623 ILWKHL 4624 ILWKHL 4625 ILXIIG 1583 ILXIIG 1584 ILYWVY 54 ILYWVY 55 ILYWVY 56 IMARZY 90 IMBYTK 175 IMEHDD AUOFXV IMFGDC 839 IMFXTQ 8094 IMGHJT LIDERQ IMINYM YZSCJI IMKSLC 311 IMLMTS 4595 IMOSRJ 5105 IMTLAR APOOOQ IMTLAR CVOOZQ IMTLAR FKNCTH IMTLAR GDTRJW IMTLAR LXZBFZ IMTLAR UWEKNI IMXRKL BYFKIK IMXRKL DSPXYI IMXRKL EMHWKV IMXRKL FOOUWD IMXRKL IHNGKH IMXRKL JHOOUC IMXRKL KBUOYH IMXRKL MVEIIW IMXRKL NCMTMF IMXRKL OZSCPI IMXRKL PEYOIK IMXRKL PYODNL IMXRKL QPJNZV IMXRKL QQPTTO IMXRKL SANCDL IMXRKL VMWGRT IMXRKL VVZXUY IMXRKL WERFIK IMXRKL WFWIUP IMXRKL XVKFXP IMXRKL YFAZBH IMZBHI 2148 IMZBTA 483 INHBFV FYJOUV INHBFV KFVTQW INHBFV PIIYFT INHXKB 4855 INSCVP 5065 INTOYR FZWIKN INVTJS 640 INYCGE 3833 INYCGE 3834 INYCGE 3835 INYCGE 3836 INYCGE 3837 INYCGE 3838 INYDUQ 6133 INYDUQ 6134 IOANWN 2000 IOANWN 2001 IOANWN 2002 IOANWN 2003 IOBCBP 3861 IOBCBP 3862 IOBCBP 3863 IOBCBP 3864 IOBCBP 3865 IOCJAX FOOCAQ IOCJAX HZDQTI IOCJAX LNUFPB IOTCID 1326 IOYKNY 3229 IOZGXH 4274 IOZGXH 4275 IPEODE AYUAOB IPMCXP 6463 IPMCXP 6464 IPPZHO 3059 IPPZHO 3060 IPPZHO 3061 IPQQAJ 2727 IPQQAJ 2728 IPQQAJ 2729 IPQQAJ 2730 IPQQAJ 2731 IPTLFR MRUAZR IPWAYA 261 IPZBOG 2422 IPZBOG 2423 IPZBOG 2424 IQBJXA 414 IQCKUE 1257 IQCKUE 1258 IQDTJN FEYASW IQEDRY 3201 IQHGKQ 181 IQJYJH 4929 IQMYRL 3188 IQNWJO 5597 IQNWJO 5598 IQNWJO 5599 IQNWJO 5600 IQOZLH 7250 IQQVNK 5611 IQQVNK 5612 IQQVNK 5613 IQWBTI 5155 IQWBTI 5156 IQWBTI 5157 IQWBTI 5158 IQXNHM 331 IQXULQ LDFALF IQYLRF DXPQAT IQYLRF HAFHXK IQYLRF SDPZTE IQYLRF UMQKCH IQYLRF YTCQBP IRDKXZ FPMJKJ IRDKXZ JVBKWB IRDKXZ KPYLPR IRDKXZ LKSAZQ IRDKXZ LWYWOS IRDKXZ LZTZAF IRHQWG 5358 IRJUKN WNLRUC IRLJJS KVRKVW IRLJJS SYJILC IRLJJS XZDUGD IRMUGD 2231 IRNEWM 158 IROILA 5 IROILA 6 IRQMLF OOTHMD IRQMLF XYSDMH IRTOWF 6138 IRWDMZ RCICKO IRWKCT 4128 IRXJFA SALXJN IRXJFA UIIHVN IRXMFA 3702 IRXMFA 3703 IRXMFA 3704 IRXMFA 3705 ISAHYE 5687 ISEWTA 3267 ISGPKS 4013 ISKPTP 7229 ISKPTP 7230 ISKPTP 7231 ISKPTP 7232 ISKPTP 7233 ISLRSK TDPLDG ISNQZP 3313 ISONGD 88 ISONGD 89 ISTYAT 4363 ISTYAT 4364 ISTYAT 4365 ISXGRS 6236 ITAZRY 1106 ITAZRY 1107 ITAZRY 1108 ITHLXX 5708 ITHLXX 5709 ITKUZG NFOOXJ ITVRUM 3057 ITZGRY HVWCQZ ITZGRY OCJKFM ITZGRY RXFLAV ITZGRY WICSSE IUAJZE 4010 IUBAES 3153 IUBAES 3154 IUCAGF 3719 IUFLDR 4564 IURMVT 7827 IURMVT 7828 IURMVT 7829 IURMVT 7830 IURMVT 7831 IURMVT 7832 IURMVT 7833 IURMVT 7834 IUSTBZ 4454 IUSZZZ 2518 IUSZZZ 2519 IUSZZZ 2520 IUSZZZ 2521 IUSZZZ 2522 IUSZZZ 2523 IUTWKM DZWQJS IUTWKM QQUHUN IUTWKM UXHBBQ IUXDBH 155 IUZWUN LSQTOF IVFZEZ 4774 IVOMCX 8104 IVOMRU 2152 IVQSJK NBRTAA IVSRNA 2735 IVSRNA 2736 IVUJVV 5334 IVVHQY 686 IVWBRJ 3472 IVWBRJ 3473 IVWBRJ 3474 IVWBRJ 3475 IVXLIO 646 IVXLIO 647 IWAZDZ KNQYFF IWAZDZ LVTPKB IWAZDZ UPAGNI IWHKIM FOSINY IWHKIM PGPQQH IWMRPJ 4197 IWOPOV 3309 IWOPOV 3310 IWZAJZ 3433 IXGFJY 2151 IXHUIL 4659 IXKSRL 4162 IXQCAE 6492 IXROHC 5144 IXUICI 104 IYBMOK 6139 IYBMOK 6140 IYEKKT 1565 IYEKKT 1566 IYEKKT 1567 IYEKKT 1568 IYEKKT 1569 IYEKKT 1570 IYGAYC BIJHUB IYIXDA 1766 IYKVXN 6684 IYNXIZ 2074 IYNXIZ 2075 IYPFAC OAETJZ IYPITN GJUVUJ IYPITN PVXQWQ IYQZLY 63 IYQZLY 64 IYTEPE CEYCDH IYTEPE QSRDJC IYTEPE RQCKBH IYVALX 6727 IYVIOJ 109 IZCSVB 6579 IZCSVB 6580 IZKLTD SAMWZZ JAAGZC 6381 JAEWOM 7084 JAFRZE 101 JAGDYY FUBEKZ JAJCNA WJEFLI JAJFNE 374 JARKCY BIKZRU JARKCY WRJQOS JARRHQ 444 JASWEK 5322 JASWEK 5323 JBBWAK EXBVXD JBBWAK VKFQPS JBIRBC 4328 JBKVIP 3056 JBOWIX 5013 JBPHXB GAHYAS JBPHXB HXPAOM JBPHXB LEKWXL JBRPIJ OGDRKI JBWVYA 4892 JCBZIC 2169 JCDOGK 2206 JCHCLF GTNWCL JCHTZD 1395 JCHTZD 1396 JCHTZD 1397 JCHTZD 1398 JCHTZD 1399 JCIDGV 5234 JCNDSY 5710 JCODNF 4154 JCODNF 4155 JCTNHT AGQKFV JCTNHT DUCAQH JCTNHT UTTREW JCWSIR TAFGUO JCXNFJ 473 JDCRGW 2931 JDEUUQ 7374 JDEUUQ 7375 JDKSOL 1731 JDOMXB 6555 JDOMXB 6556 JDOMXB 6557 JDTQCA 2803 JECKJT 7363 JEDVQJ 4177 JEJTGV BGOTQP JEJTGV BIQTLY JEJTGV BOBMUW JEJTGV CVAOYT JEJTGV DFHZEC JEJTGV EJOWER JEJTGV FYNOVQ JEJTGV IKWHVN JEJTGV JAEWOM JEJTGV KGIXXS JEJTGV LUFFSC JEJTGV NIREWP JEJTGV NRHZDN JEJTGV NSXULF JEJTGV PCJIWV JEJTGV QSVIDO JEJTGV RLICPT JEJTGV TCYCTR JEJTGV UMIGIT JEJTGV URBHFI JEJTGV VMHLIA JEJTGV WOULVO JEJTGV XDJAFX JEJTGV XNJVBO JEJTGV XPCKGH JEJTGV ZOGREW JEOTDM 5441 JEXCRI 3775 JEXCRI 3776 JEXPFV DGAKVV JEYDQR 721 JFBQXV 524 JFDGRK AVXVXL JFDGRK CDOWRB JFDGRK LFRNAS JFDGRK PXWTBE JFDNHV 7882 JFDNHV 7883 JFDNHV 7884 JFDNHV 7885 JFDNHV 7886 JFDNHV 7887 JFDNHV 7888 JFDNHV 7889 JFDNHV 7890 JFDNHV 7891 JFDNHV 7892 JFDNHV 7893 JFDNHV 7894 JFDNHV 7895 JFDNHV 7896 JFDTBA 3097 JFFZCB NKWDBM JFFZCB SPOXNO JFFZCB WJVYCA JFFZCB ZQZUHV JFGNEZ 2655 JFGNEZ 2656 JFJFON 3238 JFRWUP 1802 JFWLWV 5226 JFZDEC 4723 JFZDEC 4724 JFZJSR 4732 JGCRWM 3268 JGEIFD 2149 JGJXTF LRRWFE JGJXTF MLUEAX JGJXTF VIRHYN JGKMZT OCSLSJ JGKTMA 7740 JGOUYC 5944 JGOUYC 5945 JGOUYC 5946 JGOYIU 1531 JGSAUC 4995 JGVGBU 4751 JGXUTR IIXWER JGXUTR ZWNAVN JGYEUS XUXWTL JGZTUQ 8118 JHDMFK INTOYR JHEUCT 3445 JHEXNA YEDPUL JHKDOR 5405 JHOOUC 2399 JHOOUC 2400 JHOOUC 2401 JHOOUC 2402 JHOOUC 2403 JHOOUC 2404 JHOOUC 2405 JHOOUC 2406 JHOUJQ 5726 JHSSHD 485 JHTJLN KMEEYC JHTJLN WWAIDY JHWHMI 2100 JIAFON QGVIXS JIDDOP 6558 JIDZMW 1132 JIDZMW 1133 JIHZFL 1999 JIJJWV 2941 JIJMCP 1693 JIOEPY 5807 JIOEPY 5808 JIRBAT 5284 JIUTWY 1774 JIUTWY 1775 JIUTWY 1776 JIUTWY 1777 JIUTWY 1778 JJBGJG 4027 JJBVVI 2715 JJBVVI 2716 JJFJMQ 6145 JJIKYY 4758 JJIKYY 4759 JJIKYY 4760 JJLYQY 8081 JJMCTR JHSSHD JJMCTR KSCCGA JJMPEF 1007 JJQTGX 2194 JJQTGX 2195 JJQTGX 2196 JJRHWW 5741 JJUJBW 1828 JJVIZN 1849 JKBIQJ 179 JKOCCV 5908 JKRJHI 5723 JKSKDT 6930 JKSZXA 7377 JKVWXO 4961 JKVWXO 4962 JKVWXO 4963 JKXUSO ASRTFG JKXUSO KTJJUJ JKXUSO LHGHMN JKXUSO NFEXQW JKYUVE 3829 JLANOO 1936 JLAYXZ 3488 JLAYXZ 3489 JLAYXZ 3490 JLAYXZ 3491 JLFQKI 1643 JLIMHR 2226 JLIRUD 2306 JLLVRL DVRCEX JLLVRL JCBZIC JLPULB 5635 JLRNDX 2733 JLUBZH 3271 JLUBZH 3272 JLYSKV 6142 JLZNQH JUSUAR JLZNQH LQHAFQ JLZNQH QDMRVM JLZNQH UPQYUZ JMESUO 6062 JMESUO 6063 JMEWGA EABGET JMJEQO 754 JMLIJU 1617 JMNXTM ULWGJT JMONEG 4210 JMPFLI 7512 JMPFLI 7513 JMPFLI 7514 JMPFLI 7515 JMTWYW 5457 JMTWYW 5458 JMUMTP 2364 JMVJPJ 76 JMVJPJ 77 JMYNWE 346 JMYNWE 347 JNBTJN 3161 JNJGWQ DHJLDS JNJGWQ ILYWVY JNLTXV AFARAP JNLTXV EKZFRP JNLTXV GZCGZQ JNLTXV QHWDAI JNLTXV TQVAGW JNLTXV ZJZGDA JNMZTO 1933 JNOXTT 305 JNRMZO 6002 JNSNQG 6879 JNSNQG 6880 JNTJXT 7356 JNULGR 2308 JNULGR 2309 JNULGR 2310 JNULGR 2311 JNULGR 2312 JNULGR 2313 JNULGR 2314 JNULGR 2315 JNULGR 2316 JNULGR 2317 JNULGR 2318 JNULGR 2319 JNULGR 2320 JNULGR 2321 JNULGR 2322 JNULGR 2323 JNULGR 2324 JNULGR 2325 JNULGR 2326 JNULGR 2327 JNUTWI DLKBRG JNUTWI LNWQXI JNUTWI SPGTTP JNUTWI WPTYBE JNZTRP FUBKCD JNZTRP VEYTRP JOBDRC 7235 JOCMUB 7807 JOJGKU 3784 JOJGKU 3785 JOJGKU 3786 JOJGKU 3787 JOJGKU 3788 JOJGKU 3789 JOLSLR 523 JONRXA 3234 JOWNTD 1899 JOXJUC DLKBLT JOXJUC OLDHVH JOXJUC SLBYCR JOZACT 6668 JOZACT 6669 JOZACT 6670 JOZACT 6671 JOZACT 6672 JOZACT 6673 JOZACT 6674 JOZACT 6675 JOZACT 6676 JOZACT 6677 JOZACT 6678 JPBUOU DFFGFA JPBUOU DSHFGZ JPBUOU EOBRNT JPBUOU HMQMHS JPBUOU LRYVFA JPBUOU RARZFM JPFYPP 1085 JPFYPP 1086 JPKGOX 7741 JPKGOX 7742 JPLTMX 2795 JPXIUN QKEYHJ JPYHSC OYTTNK JPZDRA 4217 JQOZGL KEVCUY JQOZGL NAPFMT JQOZGL OUMBGF JQOZGL PNIAPU JQPOWV 5654 JQPXRU 5664 JQYQYB 852 JQZSLR VGJWXH JQZSRW 7773 JRBOWZ 2991 JRBOWZ 2992 JRBOWZ 2993 JRBOWZ 2994 JRBOWZ 2995 JRBOWZ 2996 JRBOWZ 2997 JRBOWZ 2998 JRCCIK VULASY JREHPC DJLRCO JREHPC IPTLFR JRIDJA 8132 JRIDJA 8133 JRKZAE 6740 JRLMZT 2304 JRLMZT 2305 JRPWNC 4922 JRRKIL 6510 JRUYNB 7606 JRYKXL 4913 JSCGMG 6938 JSFWXT 4940 JSFWXT 4941 JSFWXT 4942 JSGYED GWWMYL JSGYED MTHNLX JSJGMN 2419 JSKKSD 4367 JSTAAC WEKHEN JSTRTB 5159 JSTVGH 4291 JSVFTW 5752 JSZRZL 5873 JSZRZL 5874 JTAMXU 5978 JTEBHD 5731 JTFSRN 3687 JTFSRN 3688 JTHYGJ MSLEWG JTLVVL 6246 JTPSUU 4523 JTPSUU 4524 JTQMPV EVVVVD JTRKWI 714 JTRKWI 715 JTRKWI 716 JTRTNM HPWRRL JTRTNM YYDOPT JTYBCQ 4548 JTYBCQ 4549 JUAACS 601 JUBCNO 4890 JUMAKU 7415 JUMAKU 7416 JUMGWA 3200 JUMRJY 4281 JUMRJY 4282 JUNLHO 1509 JUSUAR 4878 JUTLYQ 4006 JUZHTU BVLDYZ JUZHTU DBMTFO JUZHTU DCOCSL JUZHTU NFCVGW JUZHTU PNMOHX JUZHTU QESFVJ JVBKWB 2497 JVBKWB 2498 JVCJHL JONRXA JVCJHL QJIJAO JVKUIU 3770 JVKUIU 3771 JVKUIU 3772 JVLJRN 7322 JVLJRN 7323 JVPCEO 7748 JVPCEO 7749 JVQSGB 911 JVRGZR 1745 JVRGZR 1746 JVSDEA 2741 JVUWAN 13 JVUWAN 14 JVUWAN 15 JVUWAN 16 JVUWAN 17 JVUWAN 18 JVWHME 856 JVWHME 857 JVXZVZ 3714 JVXZVZ 3715 JVXZVZ 3716 JVXZVZ 3717 JWBAOK 1245 JWDGAV 5695 JWGKJF 291 JWJFKW DUTUAY JWJZBZ 5218 JWJZBZ 5219 JWOVEU 6307 JWPSXF HSDOMZ JWWTPQ FQMYCX JXDDNL 6385 JXDVXT 5272 JXNFCG AJBEZG JXNFCG BOOOLU JXNFCG DKFMYT JXNFCG JGKTMA JXNFCG JPKGOX JXNFCG RCTLDT JXNFCG SFAYZR JXUACQ 3906 JXWSSH PTMNFI JXWSSH TRHPHA JXXDOU 5258 JXXWEO UBWNYN JXZKTE 2418 JYFRFH EXKPBL JYHMMJ 6132 JYJESG 7787 JYJESG 7788 JYJESG 7789 JYJESG 7790 JYJESG 7791 JYJESG 7792 JYJKPA 797 JYKNWZ 2432 JYLEFH 659 JYMQER 4665 JYRKHR 671 JYRKHR 672 JYSNBZ 4292 JYSWRE 5220 JYUWDN 7978 JYWQSP ZGIWCN JZAZLC MGOPTV JZBYAZ 2493 JZCFMA 7241 JZDPWT BXYKGU JZDPWT EAHSNV JZDPWT FQAOJD JZDPWT GDUXWW JZDPWT GEOFIR JZDPWT GJTVHD JZDPWT IQJYJH JZDPWT JRPWNC JZDPWT KSQUVI JZDPWT PPNDSU JZDPWT QOZSOY JZDPWT TLTDQA JZDPWT UGRUMG JZDPWT ZBKIZK JZFYVR 7244 JZJXSN 867 JZKAUD 4116 JZKMVY 3045 JZKMVY 3046 JZKMVY 3047 JZKMVY 3048 JZKMVY 3049 JZKMVY 3050 JZKMVY 3051 JZKMVY 3052 JZKMVY 3053 JZKMVY 3054 JZKMVY 3055 JZKYVE 3169 JZLUGP 2360 JZLUGP 2361 JZMOSV 1416 JZOHAA 720 JZPSHA 1016 JZPSHA 1017 JZPVYW 5868 JZRIJM 1559 JZRIJM 1560 JZRIJM 1561 JZRIJM 1562 JZSNSS 2119 JZTKGR XHGQOQ JZTKGR YMONYL JZVISS 6431 JZVISS 6432 JZVISS 6433 JZVISS 6434 KAEODW 2787 KAGMCH 7385 KAGMCH 7386 KAJNKH 3082 KAJNKH 3083 KAOCNP LRCEGA KAOIRP 4570 KAPARS JHEXNA KAPARS TSLJFX KBHQGZ KMCDEC KBOYMJ NWSQCT KBQJLJ 520 KBUOYH 2385 KBUOYH 2386 KBXONR 542 KCEWIA 105 KCKIHU 3521 KCKIHU 3522 KCKIHU 3523 KCKIHU 3524 KCKIHU 3525 KCKIHU 3526 KCKIHU 3527 KCKIHU 3528 KCOBXA 2585 KCQSCL 594 KCQSCL 595 KCSYRL 2905 KCSYRL 2906 KCTTAC 404 KCTTAC 405 KCUKEI ALMUUT KCUKEI AQFLIF KCUKEI BRVQYU KCUKEI BUDHEI KCUKEI CBXLHU KCUKEI CGODWF KCUKEI CKNMAU KCUKEI ERGOZO KCUKEI FBYMXS KCUKEI FMDHQP KCUKEI GHAVIU KCUKEI GWBAXT KCUKEI HHFBDP KCUKEI HYMFNC KCUKEI JEOTDM KCUKEI JHKDOR KCUKEI JMTWYW KCUKEI KHDOLL KCUKEI LBSTWH KCUKEI LGUCTL KCUKEI LQVOYU KCUKEI MNUZSI KCUKEI MWNGMR KCUKEI OBLDTD KCUKEI OIUKNV KCUKEI QIUZGC KCUKEI SZLKTV KCUKEI TFZPZE KCUKEI TQHWEJ KCUKEI TRFLAV KCUKEI UMYPIJ KCUKEI UWEEIR KCUKEI UYLAKD KCUKEI WINEVC KCUKEI WJSIYB KCUKEI WVQZRM KCUKEI XFOEBL KCUKEI XSRHMG KCUKEI XVLBWM KCUKEI YYFXUE KCUKEI YYNIAV KCUKEI ZKULXF KCVKEK QXSKNL KCVUTD 1735 KCXVGE 2299 KCXVGE 2300 KCXVGE 2301 KCXVGE 2302 KCXVGE 2303 KDCOCH 6867 KDCOCH 6868 KDCOCH 6869 KDCOCH 6870 KDHDHE 7236 KDHDHE 7237 KDHDHE 7238 KDHDHE 7239 KDLWSN 7437 KDOQRR MMJFEX KDTAHH 608 KDZTTO 1265 KDZTTO 1266 KEBBAU 4843 KEBCDK 7751 KECZHP SHSKIQ KEKUOS 5320 KEKUOS 5321 KENCEB 2137 KETCLU 5775 KETCLU 5776 KETCLU 5777 KEULOP 8131 KEUPND 3792 KEVCUY 5541 KEVCUY 5542 KEVCUY 5543 KEVCUY 5544 KEVCUY 5545 KEVCUY 5546 KEVCUY 5547 KEVCUY 5548 KEVCUY 5549 KEWCIQ BFEZUB KEWCIQ GNEGZL KEWCIQ HCGGGH KEWCIQ QLJLQE KEWCIQ WQWTLL KEXGZV 5066 KEXRCN 4262 KEYQTJ 7271 KEYVOB 2244 KFAUTJ 217 KFIUYG 4156 KFVTQW 2185 KGDUKW 367 KGDUKW 368 KGGREE 3985 KGGREE 3986 KGGREE 3987 KGGREE 3988 KGGREE 3989 KGGREE 3990 KGGREE 3991 KGGREE 3992 KGGREE 3993 KGIXXS 7041 KGIXXS 7042 KGIXXS 7043 KGIXXS 7044 KGIXXS 7045 KGLARE 3793 KGLARE 3794 KGLARE 3795 KGLARE 3796 KGLARE 3797 KGLARE 3798 KGLARE 3799 KGLARE 3800 KGLARE 3801 KGNQMX OEYFGS KGRADS 7920 KGUNGN 4216 KGXYFA SEPUZD KGYBRI 4050 KHDOLL 5445 KHETWF 7486 KHETWF 7487 KHETWF 7488 KHETWF 7489 KHETWF 7490 KHETWF 7491 KHETWF 7492 KHKJCE BYYTEI KHKJCE KZBHPM KHKJCE PSUUFQ KHKJCE SZIXIK KHKJCE XYNXME KHLOXY 4289 KHSNOE 1403 KHSPFY 1314 KHSPFY 1315 KHWQUN DKBZFT KHXECJ AJTGTC KHXECJ CEQDKQ KHXGHN 2070 KHXGHN 2071 KHZMFB 977 KIDLBA 1510 KIDLBA 1511 KIDLBA 1512 KIDLBA 1513 KIETWQ 2678 KIETWQ 2679 KIETWQ 2680 KIETWQ 2681 KIETWQ 2682 KIETWQ 2683 KIETWQ 2684 KIETWQ 2685 KIETWQ 2686 KIETWQ 2687 KIEWJG 7767 KIEWJG 7768 KIEWJG 7769 KIEWJG 7770 KIIDHX 2145 KIPCFY QXYQXC KIRRFN CMNJRI KIRRFN CWIVIQ KIRRFN FAPJCU KIRRFN GOLMHA KIRRFN MERWEU KIRRFN MNVTGR KIRRFN NZAGCU KIRRFN RZCLOQ KISXYG 954 KISZXY 6047 KITDGD 5876 KJDJSP 133 KJHZPX OVSDNS KJIJAW 4277 KJMBDY 884 KJNNWV 4087 KJOEZG 5306 KJOEZG 5307 KJOEZG 5308 KJOEZG 5309 KJOEZG 5310 KJOEZG 5311 KJOEZG 5312 KJOEZG 5313 KJOEZG 5314 KJOEZG 5315 KJOEZG 5316 KJOEZG 5317 KJOEZG 5318 KJOXRP 2143 KJSKYD 4164 KJUEGV 6922 KKBAQX 24 KKEOHR OURVMB KKNOMK 693 KKQPTA AYNEKF KKQPTA BCFDLG KKQPTA BDGAEP KKQPTA BDRKTZ KKQPTA GHWTXH KKQPTA GWVWVN KKQPTA HKXKCC KKQPTA KTLRVY KKQPTA LUHCOV KKQPTA MFUUSP KKQPTA OMCBDH KKQPTA OWMSIL KKQPTA QMIQSK KKQPTA RBKFSB KKQPTA RCNZEC KKQPTA UAWJGZ KKQPTA XYYJKV KKQPTA YDWWQQ KKQPTA YTRYNS KKQPTA ZIVJNX KKQPTA ZSDEES KKQRPM BRLNYB KKTDWJ YRSZKW KKUQDI 4583 KKXELJ WMSRTG KLDVDO 3669 KLDVDO 3670 KLFFKQ 960 KLFNUR 3611 KLFNUR 3612 KLFNUR 3613 KLFNUR 3614 KLFNUR 3615 KLFNUR 3616 KLHBTP 159 KLIJNK 4557 KLIJNK 4558 KLKQBT 4132 KLKQBT 4133 KLMFYV 273 KLMVGC 4891 KLPGVX 1259 KLRFYE 3591 KLUEKM 2011 KLUEKM 2012 KLUEKM 2013 KLUEKM 2014 KLUEKM 2015 KLUEKM 2016 KLULGY 6473 KMCDEC 2172 KMEEYC HHPMUD KMEEYC IUBAES KMEEYC MXEHCX KMEEYC RCBZZT KMEEYC RDVILB KMEEYC SWQUXJ KMEEYC WMBHBY KMEEYC YZXHEA KMKFXD 5919 KMONTX BQDMJG KMPLLN KEXRCN KMVCBW 4949 KMVDMS 5773 KMWQNZ DGPEQC KMWQNZ RVPLUW KMYSRU HKZZGE KNEWMR 6766 KNEWMR 6767 KNGMDB 3348 KNGPWO QQRWGW KNGVHO 6732 KNIAZS 779 KNIAZS 780 KNICGV 6014 KNKXXF 6916 KNLLYF 6292 KNLLYF 6293 KNLLYF 6294 KNQYFF KBOYMJ KNWSSJ 1825 KNXOKO 4754 KOHXRU 6387 KOHXRU 6388 KOJLZD IXGFJY KOQQTR 6785 KOQQTR 6786 KOTELP 5826 KOTELP 5827 KOTZNU 3202 KOVWOF 7299 KPCYSB DYQJJU KPCYSB EGHRRB KPCYSB HKTTMF KPCYSB KWVLIJ KPCYSB MRZWLW KPCYSB QPERWE KPCYSB VBJBTD KPCYSB YOTPFL KPEXBZ CCJJHL KPEXBZ HRBMLP KPEXBZ JMEWGA KPEXBZ LKGMJW KPEXBZ NDQQBM KPEXBZ OLHCXQ KPEXBZ QHVPIC KPEXBZ QJCCBG KPEXBZ RGLLYI KPEXBZ SHZXFK KPGCZD 3810 KPGCZD 3811 KPGCZD 3812 KPHQSZ OOEALR KPHQSZ PDEPEB KPHQSZ PDYKNR KPHQSZ QPXYQA KPHQSZ SZNKOV KPHQSZ TBTWCY KPHQSZ WKJNPD KPODCL AUHXXF KPODCL FFRPAQ KPODCL NYZDHQ KPOSLN 3550 KPOSLN 3551 KPOSLN 3552 KPOSLN 3553 KPOSLN 3554 KPOSLN 3555 KPOSLN 3556 KPOSLN 3557 KPOSLN 3558 KPOSLN 3559 KPOSLN 3560 KPOSLN 3561 KPOSLN 3562 KPOSLN 3563 KPOSLN 3564 KPOSLN 3565 KPOSLN 3566 KPOSLN 3567 KPOSLN 3568 KPOSLN 3569 KPOSLN 3570 KPYLPR 2500 KQCQQD 7124 KQGPSI 2102 KQJGCC 4798 KQJGCC 4799 KQJGCC 4800 KQJHUM 5004 KQJHUM 5005 KQNOLE 2797 KQNYJM IKGLKO KQNYJM MDDYFQ KQNYJM VMOOGU KQPOFR 1331 KQPOFR 1332 KQPZQV 450 KQSPED 3385 KQUWGG 6275 KRNBQF 7384 KRPDTN 268 KRPXTQ 645 KRXSWU LPLAOH KSBXJG 1165 KSCCGA 484 KSCDOL 2203 KSJBFU 982 KSQUVI 4917 KSRVPQ 862 KSRVPQ 863 KSVEZX 2161 KSWPNZ 2261 KSYDSA 245 KTAOTC AOTHYA KTAOTC AQFUCB KTAOTC LARLPT KTAOTC MEDWNY KTAOTC OCQSFD KTAOTC PBUYMN KTAOTC SZXBEE KTAOTC TNXBLY KTAOTC VZUEND KTAZVH 7370 KTAZVH 7371 KTAZVH 7372 KTAZVH 7373 KTBHQO CLDJJL KTBHQO CLIQZU KTBHQO CRPBYI KTBHQO CWXULQ KTBHQO DLOACX KTBHQO DWEEQR KTBHQO FCOEOB KTBHQO GCCZTP KTBHQO GHWETH KTBHQO GNAADF KTBHQO HIXSAU KTBHQO HJXRWG KTBHQO IJDIGK KTBHQO IYGAYC KTBHQO KTAOTC KTBHQO TJBLWX KTBHQO TKEIQP KTBHQO TPEKEJ KTBHQO TWCBIV KTBHQO ULZEAK KTBHQO UVIXAG KTBHQO WNPDPN KTBHQO XTUIVS KTBHQO XUNMST KTBHQO ZCXYYP KTBHQO ZJOEMS KTEVFQ 5296 KTFBOS 4203 KTFBOS 4204 KTJJUJ 6418 KTJJUJ 6419 KTJJUJ 6420 KTJJUJ 6421 KTJJUJ 6422 KTJJUJ 6423 KTJJUJ 6424 KTJJUJ 6425 KTJMAR 437 KTLRVY OJNITR KTPSMD 7261 KTPSMD 7262 KTPSMD 7263 KTQFYC 4812 KTQVQX 1131 KTVNQQ 1671 KTVOJD BQKNOW KTVOJD DDGFUU KTVOJD EQJDNB KTVOJD OBWZNV KTVOJD PEDFMJ KTVOJD WKXRBY KUAIFO 5270 KUDCTR 2572 KUESUI 5915 KUJMCY 1827 KUJWMB 1710 KUJWMB 1711 KUUEYN 2043 KUUXYN 2485 KUUXYN 2486 KUUXYN 2487 KUUXYN 2488 KUXFIX 5339 KUXSFW 3237 KUZQZZ 2356 KVGYAN 410 KVHCCZ 6808 KVNWRM 3350 KVQGCX ZHKOAH KVRKVW DEXAHA KVRKVW JPXIUN KVRKVW WJGSUC KVRKVW YUPLXW KVRKVW ZIJVOJ KVUWRS 7127 KWFTJQ 3492 KWFTJQ 3493 KWFTJQ 3494 KWFTJQ 3495 KWVLIJ WHSVWK KWWQBB GMPKIS KWWQBB VNPHWM KWZQBH 5812 KWZQBH 5813 KWZQBH 5814 KXAGQA 4848 KXDZAU 6931 KXDZAU 6932 KXDZAU 6933 KXDZAU 6934 KXHZJO BNGINJ KXHZJO CIUYNE KXHZJO CJFSQW KXHZJO MHROOK KXHZJO NIZOFC KXHZJO NOAOKX KXHZJO OAGEXO KXHZJO PLPGVB KXHZJO SRANKQ KXHZJO SUCYFH KXHZJO WQIXMT KXHZJO XOZBYX KXJBRT 4519 KXNMPX IKPHXQ KXTOMY BESHEP KXTOMY EGQBLC KXTOMY EPGUGH KXTOMY EPTGZD KXTOMY MMFOJD KXTOMY NJFIGJ KXTOMY OILEKC KXTOMY PVZXKX KXTOMY SZLGLY KXTOMY USHVEX KXTOMY VLSIFW KXUPLU 966 KXUSZG 2202 KXYFFF JUMRJY KXYFFF QJDWCU KXYFFF QZVCCO KYAZER FINDPN KYAZER QVLRSA KYAZER UEAUWQ KYDVOV 4019 KYHVCB 2621 KYJBDH 5154 KYJQFZ IKGOVU KYLMID 6723 KYPABE 4043 KYPABE 4044 KYUPCF FFIIBI KYUPCF ZRPSDI KYUPNH 6043 KYUPNH 6044 KYUPNH 6045 KYUWRB FKMVQQ KYWIDM 427 KZBHPM UFTBOW KZFANJ 4619 KZKJSP 3645 KZKJSP 3646 KZKJSP 3647 KZKJSP 3648 KZKJSP 3649 KZQBAV 8075 KZXTYX OOTLGY LAGBIS 3520 LAJHBB 7272 LAJHBB 7273 LAJHBB 7274 LAJHBB 7275 LAJHBB 7276 LAJHBB 7277 LAJHBB 7278 LAJHBB 7279 LAJHBB 7280 LAJHBB 7281 LAJHBB 7282 LAJHBB 7283 LAJHBB 7284 LAJHBB 7285 LAJHBB 7286 LAJHBB 7287 LAJHBB 7288 LAJHBB 7289 LAJHBB 7290 LAJHBB 7291 LAJHBB 7292 LAJHBB 7293 LAJHBB 7294 LAJHBB 7295 LAJHBB 7296 LAJHBB 7297 LAJHBB 7298 LARLPT 5088 LATHRL 301 LAVWDL BCYGYG LAYAJR FMEMFU LAYAJR PKHJBO LAZOEB 363 LBEKLP 3773 LBEKLP 3774 LBEUQR 364 LBFTVC 5298 LBGIQL LLHLXA LBIEVY 7140 LBINJA 5348 LBNUKW XOLOCK LBSTWH 5432 LBYQFO 556 LBZTTT 730 LCCKLV 4708 LCCKLV 4709 LCCKLV 4710 LCGCNH 396 LCMGOD 2264 LCMGOD 2265 LCNOVZ AWKFTJ LCNOVZ IRLJJS LCNOVZ JBPHXB LCNOVZ OCLIWB LCNOVZ TNIOPE LCNOVZ WVMOYO LCNOVZ XBMWZB LCTGOJ 7383 LCZTIX 4097 LDBDXW 1198 LDFALF 4153 LDGDSZ 1030 LDKZIW CCKIQK LDKZIW CUDTQY LDKZIW EGBSME LDKZIW EJKVGI LDKZIW FESAXC LDKZIW GQJTJQ LDKZIW GRDRIO LDKZIW HIIXDK LDKZIW HVEZRR LDKZIW IJYJRV LDKZIW IZCSVB LDKZIW MDGZHZ LDKZIW MESOZS LDKZIW NYWLOA LDKZIW OQFBKC LDKZIW ORWJGG LDKZIW RWWLLE LDKZIW RXFYAM LDKZIW URZBVQ LDKZIW WDAUQI LDKZIW WGKNKY LDKZIW WNVGPX LDKZIW XNWIUF LDKZIW YHUTMM LDKZIW ZJWURR LDOTCN BLIUIW LDOTCN EBVFBY LDOTCN EECOWR LDOTCN JMPFLI LDOTCN MJAGIB LDOTCN OEJTVN LDOTCN RHJISM LDOTCN VNOIBK LDOTCN XPDAWY LDOTCN ZSUYXV LDTROU NMMARW LDWUSY 4284 LDZDRU 2440 LDZDRU 2441 LEACMV 8095 LEACMV 8096 LEACMV 8097 LECPGC 6831 LEFAWR 4023 LEFDUL ZWQLSP LEHHJH YKMANJ LEHZSE 2672 LEKWXL ALFDZE LEKWXL HEMRXU LEKWXL TFEQMK LELQVF 4648 LESDWR 2370 LESUTZ 5856 LEUJYN 5302 LEZVJI BDNJYB LEZVJI HZXJFR LEZVJI JGCRWM LEZVJI JLUBZH LFBXIH 1411 LFDBOR IQOZLH LFDBOR OITXAL LFGYHN 4859 LFGYHN 4860 LFJIOY 201 LFKMOY 6620 LFKMOY 6621 LFKMOY 6622 LFNODG 5274 LFPNXG AJYIQT LFPNXG MGCRHW LFRNAS EFGSUU LFROZS 3419 LFRQMU 3667 LFUMDH 5350 LFYFMR 4650 LFYTFX CQMGXF LFZCYW 1156 LGDREH YQSPSV LGDREH ZSLOCB LGJGDT 42 LGKFET POCZKX LGQXDC BAUVZW LGQXDC FDPWPZ LGQXDC LLESRP LGRGBN TRWYLK LGUCTL 5486 LGUTJP 4316 LGUTSC 2561 LGUTSC 2562 LGWPJA QNADQB LGZIOF 1225 LGZIOF 1226 LGZIOF 1227 LGZIOF 1228 LGZIOF 1229 LGZIOF 1230 LGZIOF 1231 LGZIOF 1232 LGZIOF 1233 LGZIOF 1234 LHBXJX 5287 LHDTBR 7806 LHGHMN 6428 LHPNFK QQOKLK LHQGPQ 1664 LHQUME 1336 LHTZLZ 4222 LHVYWI 1635 LHVYWI 1636 LHWMSS IHKCLW LHWMSS WAMRNQ LHYNVI 848 LHYVDO 7626 LHYVDO 7627 LHYVDO 7628 LIAFCA 4458 LIAFCA 4459 LIAFCA 4460 LIAFCA 4461 LIAFCA 4462 LIDERQ 4807 LIKCJA 4634 LINCDZ 3963 LINCDZ 3964 LINCDZ 3965 LINCDZ 3966 LINCDZ 3967 LIQUWE 5859 LIQUWE 5860 LIQUWE 5861 LIQUWE 5862 LIRWWS 886 LISJCU IAOZTP LISJCU TLZTGP LITWQD 7498 LIYLZK 2590 LIYLZK 2591 LIYLZK 2592 LIZRJC 2558 LJCXFI CGQAXF LJTYWS 3203 LJTYWS 3204 LJXVRY 4145 LJZGZF CDLSEV LJZGZF XIDVAB LJZSVH 6493 LJZSVH 6494 LJZSVH 6495 LJZSVH 6496 LJZSVH 6497 LJZSVH 6498 LJZSVH 6499 LJZSVH 6500 LKALNA 1206 LKGMJW AGUFVG LKGMJW FRBBYK LKGMJW GACJYN LKGMJW IPPZHO LKGMJW ITVRUM LKGMJW JBKVIP LKGMJW JZKMVY LKGMJW MJMXRH LKGMJW QPQDRQ LKGMJW VXOGDP LKHEFQ GNXFXF LKHEFQ LWGOBS LKHEFQ OQHNHD LKHEFQ OZJHZO LKHEFQ ZODSEX LKRFHX 1440 LKRFHX 1441 LKRKKV 7497 LKSAZQ 2499 LKVYZQ FTHERI LKVYZQ LIZRJC LLAIHE 1296 LLAIHE 1297 LLATJD AUITOD LLATJD GNKCFO LLATJD HHMDLS LLATJD JZKAUD LLATJD PWPCBV LLATJD USSXZG LLATJD VJSGLR LLATJD WLMSSD LLATJD XIODXR LLATJD ZJBNGK LLCAFW QLYBGL LLESRP DDNVXM LLESRP FAPTXR LLESRP GAQSLJ LLESRP GNACGE LLESRP HFDLRU LLESRP JKYUVE LLESRP KPGCZD LLESRP LTPFVD LLESRP OLFKMC LLESRP SWDRHX LLESRP UIFDBO LLESRP WMCVMV LLHLXA 3084 LLLNFF AKIFNA LLPCWE 4399 LLPEXN 3720 LMAERJ DOGABU LMAXZU 6268 LMDQJH DEPEMC LMDQJH PKCBMY LMHIAM 5153 LMNKVQ 6409 LMNKVQ 6410 LMNKVQ 6411 LMNKVQ 6412 LMNKVQ 6413 LMNKVQ 6414 LMSYPN KQUWGG LMUAVJ 3911 LMUAVJ 3912 LNDCJJ 5524 LNDCJJ 5525 LNDCJJ 5526 LNDCJJ 5527 LNDCJJ 5528 LNDCJJ 5529 LNDCJJ 5530 LNIGQQ 1918 LNKUQM 8129 LNKZJP 2416 LNPXFJ 99 LNQMSQ 8082 LNUFPB HYUROH LNUFPB NBJUBC LNUFPB OLQHCM LNUFPB RXNLYS LNUFPB SPDURS LNUFPB XEOLBO LNWGRT 6058 LNWQXI SILQTT LOBKEO 717 LODEIZ 2517 LOEBNX 3144 LOENXY 1962 LOENXY 1963 LOEQAA 2943 LOKSQW NQVLDJ LOKSQW TYJRNM LOQHXA 3650 LOQHXA 3651 LOQLQL 2340 LORWWQ RVMZJY LORWWQ TDTHAX LOVWKP 5165 LOVWKP 5166 LOVWKP 5167 LOVWKP 5168 LOVWKP 5169 LOWLBQ 7174 LOWLBQ 7175 LOWYSQ 1463 LOWYSQ 1464 LOWYSQ 1465 LPBGDC 2850 LPGXYJ 2574 LPINLC 2239 LPJMYT 5631 LPLAOH 7312 LPLAOH 7313 LPLAOH 7314 LPMCZR 6929 LPNLOP 3407 LPNLOP 3408 LPNLOP 3409 LPPAVI 2801 LPWEPY 560 LPWEPY 561 LQHAFQ 4880 LQKWLN ANQKPQ LQMBKE 372 LQOLCY OGJNTA LQOSAH 5014 LQOSAH 5015 LQOSAH 5016 LQOSAH 5017 LQOSAH 5018 LQOSAH 5019 LQOSAH 5020 LQOSAH 5021 LQOSAH 5022 LQOSAH 5023 LQOSAH 5024 LQOSAH 5025 LQVOYU 5399 LQWEZK UFOEDD LRCEGA 6276 LRCEGA 6277 LRJWQA 2417 LROYUH 6215 LRQOAU 2146 LRRDJM 6018 LRRWFE 4904 LRRWFE 4905 LRRWFE 4906 LRRWFE 4907 LRRWFE 4908 LRRWFE 4909 LRRWFE 4910 LRSWTV 1 LRUFAP 5054 LRVKBP 316 LRYVFA 4483 LSAHSK 6184 LSAHSK 6185 LSAHSK 6186 LSHRTL HJZTCV LSHRTL NJYVFU LSIOLQ 3538 LSQTOF 4381 LTHHVV 7194 LTHHVV 7195 LTHHVV 7196 LTHHVV 7197 LTHHVV 7198 LTHHVV 7199 LTHHVV 7200 LTHHVV 7201 LTHHVV 7202 LTHHVV 7203 LTJLQX 3593 LTJLQX 3594 LTJLQX 3595 LTJLQX 3596 LTNXUA 1994 LTNXUA 1995 LTPFVD 3816 LTPFVD 3817 LTZCEX BEJEYL LTZCEX CTMLTV LTZCEX DJICUI LTZCEX EHAMOB LTZCEX GTNTPZ LTZCEX GTOSGP LTZCEX KSYDSA LTZCEX OAJSSD LTZCEX PNYXAH LTZCEX PPUBON LTZCEX SDRLXT LTZCEX SDSYXB LTZCEX SRJVOH LTZCEX UOUBMF LTZCEX VOAYSV LTZCEX VZXHKJ LTZCEX XVYTGR LTZCEX YKXVEV LUFFSC 7024 LUHCOV BDIEXM LUHCOV KXAGQA LUHCOV NNGIVY LUHCOV NNOZDN LUHCOV XDNGBH LUHCOV YWZJTV LUIKJC 5713 LUOZOK 4015 LURFFW DGTXQA LURFFW FTGTRQ LURFFW KGRADS LURFFW NFEAXI LURFFW QECFAZ LURFFW SLKWHP LURFFW UPMAFC LUTIOY 4827 LUTIOY 4828 LUUPYL 2047 LUUPYL 2048 LUUPYL 2049 LUXVRR 4578 LVACVJ 899 LVACVJ 900 LVACVJ 901 LVBNWW 433 LVGBXW 6876 LVJLZU 6155 LVJSTV 4223 LVOZPF IFNTPB LVPSBN 1235 LVPVEI 4276 LVRDMX 4305 LVTPKB PVBXYB LVWHSM 3898 LVWHSM 3899 LVYHDC 354 LVZPBH JKVWXO LWANLT 6762 LWANLT 6763 LWANLT 6764 LWANLT 6765 LWBVXR BKKNMK LWBVXR MPOMJK LWBVXR NUXIHT LWBVXR PWLTVZ LWBVXR VDRWQD LWBVXR YSZTDP LWBVXR ZSFGJM LWGOBS KCSYRL LWQLFR 7794 LWQLFR 7795 LWQLFR 7796 LWQLFR 7797 LWQLFR 7798 LWQLFR 7799 LWQLFR 7800 LWQLFR 7801 LWQLFR 7802 LWQLFR 7803 LWQLFR 7804 LWRZTR 6679 LWRZTR 6680 LWRZTR 6681 LWRZTR 6682 LWRZTR 6683 LWTWGS 4607 LWYWOS 2502 LWYZPQ 5262 LXAQNC 1877 LXAQNC 1878 LXEYUJ 4985 LXEYUJ 4986 LXEYUJ 4987 LXNWGP 4731 LXNXOC 1580 LXPGBX 7006 LXPHUP 4020 LXPHUP 4021 LXZBFZ 420 LYFOBN 3949 LYHKPW 7496 LYTSEP 1662 LYTSEP 1663 LZIHWU 2220 LZQVOT 2613 LZTAZJ FXGHDV LZTAZJ GXLXPS LZTAZJ HBLFYH LZTAZJ HWNMKC LZTAZJ JIJMCP LZTAZJ MCWJJQ LZTAZJ NRAPAP LZTAZJ OEMXBD LZTAZJ PTXVVM LZTAZJ PUYHQH LZTAZJ RJUQDD LZTAZJ VFBUDV LZTAZJ XLMNVD LZTAZJ XLVSBN LZTAZJ YRTLTR LZTAZJ ZHAXJB LZTDFH 4065 LZTDFH 4066 LZTZAF 2495 LZTZAF 2496 LZXYBT 5927 MAMLLO AEDDWW MANGJW 3732 MANUQW 3731 MANVBN 1049 MAOOIM 865 MBDKWI 3374 MBFCPX 4402 MBFCPX 4403 MBGJCK AWYQGH MBGJCK HSRDFZ MBGJCK KPODCL MBGJCK SKDVQX MBGJCK VFZQAL MBKQRL 5652 MBRGOO 6064 MBRGOO 6065 MBRGOO 6066 MBWZUC XMTXCT MCBJNY 3931 MCBUYV 6717 MCBUYV 6718 MCBUYV 6719 MCFUBR TKQGHH MCFXTF 7005 MCIWZD 967 MCJPNR 624 MCJPNR 625 MCJPNR 626 MCLCED 2225 MCLMII 1001 MCUPRF 5561 MCWJJQ 1687 MCWJJQ 1688 MCWJJQ 1689 MCWJJQ 1690 MDDYFQ OBTOEK MDESPU 2139 MDGZHZ 6614 MDIYCL 2086 MDJGQK 4048 MDMYWH 1149 MDNUXA ELGCZH MDNUXA KUUXYN MDNUXA QJDJYS MDNUXA ZYSAIQ MDOAQT 3592 MDSJDD 1941 MDSJDD 1942 MDSJDD 1943 MDSJDD 1944 MDTJPI 5672 MDYFKX LUIKJC MDYFKX MNVOAP MDYFKX RMYEZV MEDWNY 5097 MEFYVW 831 MELVMP 4351 MELXWC 2131 MEOQBO 2191 MEPDVE 2175 MEPDVE 2176 MERWEU 593 MESOZS 6588 MESOZS 6589 METATK LMAERJ MEVRTV 7136 MEVRTV 7137 MEVRTV 7138 MEVRTV 7139 MFBYIQ HHLOIU MFBYIQ WFOOPL MFERTY 4978 MFGXKM 6156 MFGXKM 6157 MFMHDE 2026 MFMHDE 2027 MFMHDE 2028 MFMHDE 2029 MFMHDE 2030 MFMHDE 2031 MFMHDE 2032 MFMHDE 2033 MFMHDE 2034 MFMHDE 2035 MFMHDE 2036 MFMHDE 2037 MFMHDE 2038 MFMHDE 2039 MFMHDE 2040 MFMHDE 2041 MFMHDE 2042 MFPGIM DDLWOU MFRZCG CSXYWK MFRZCG DFBNDR MFRZCG ERNXZA MFRZCG XNYKEN MFRZCG ZQVEMX MFSDPJ OSZYJQ MFSEPS 4671 MFSEPS 4672 MFSFUO LEFDUL MFUUSP DJAIFZ MGAEOB 6273 MGCRHW 6877 MGOPTV APWJKJ MGOPTV NZVZJW MGPFVC 341 MGPLCI AMRNBG MGPLCI DRCIIP MGPLCI DUDFSG MGPLCI NAPLMP MGPLCI NJCFOC MGPLCI OWOOSE MGPLCI PCHIHE MGPLCI RNFXSN MGPLCI RQMPWY MGPLCI SHDBPJ MGPLCI SJQOXI MGPLCI UPPECK MGPLCI YPYQBP MGPLCI ZFFMKO MGPWYZ 6379 MGQBXO 5719 MGQBXO 5720 MGSGJU 7875 MGTMVW 319 MGTWGZ TRRPOC MGVWZM 1162 MHCSQL 1135 MHGGAO YSQEUF MHMFAX AAYHEF MHOMYC 1839 MHROOK 5196 MHSFIE NTQUFN MHZKUL AKUUXL MHZKUL MMPBYM MICDAU 6512 MIGAVY 1762 MIGAVY 1763 MIGMXH OAUCLI MIJINA 2298 MINCLB 4618 MIPEJP AHVCCU MISMIP 4567 MJAGIB 7517 MJHWKJ 1844 MJHYZV 6522 MJHYZV 6523 MJHYZV 6524 MJILAC 5671 MJILCX 7166 MJJEZP AKJNPY MJJEZP AYRCZC MJJEZP CJLNVO MJJEZP CJQXWS MJJEZP DDGBEI MJJEZP DNKCFC MJJEZP EEKLXR MJJEZP KLRFYE MJJEZP LTJLQX MJJEZP MDOAQT MJJEZP NPHIYT MJJEZP QXOSHS MJJEZP RUGHYD MJJEZP SXGWQD MJJEZP TFQFUD MJJEZP TVVGNZ MJJEZP WTEEJG MJJEZP XMRDJB MJJEZP YHNQBQ MJLJIO 7379 MJMXRH 3041 MJMXRH 3042 MJVVMD SOXRWL MJVVMD TJQPAR MJVVMD UGSHPI MJWILX 6094 MJXMHS 6349 MKDGPO PDZLDE MKLEZQ BMKIKL MKOBQX 1031 MKRTAS 8004 MKRTAS 8005 MKRUXW MZPCBV MKVBHJ 344 MKVBHJ 345 MKZHBW FOAPFP MKZHBW UZUOZX MLCYJC GASIEE MLDNJU 6708 MLEGMF 3183 MLUEAX 4903 MLWRCL 8125 MLYOXQ WOHSEI MMFOJD 7016 MMIJLQ 529 MMJFEX BQRDKA MMJFEX DAOWHA MMJFEX HRFIVK MMJFEX SWDUTE MMJSVS GDWDQW MMJSVS GWPMLN MMJSVS JBWVYA MMNYKE JNZTRP MMNYKE MVEUSG MMPBYM MYRULW MMQMXL 4975 MMRTMQ 4845 MNBGUC 451 MNCRAS 7423 MNIMZW 6231 MNJRKB 5657 MNJUHC 8027 MNNCBX OPZPWW MNOYOI ABXJCX MNOYOI AMKKIW MNOYOI DVPSMP MNOYOI EWZMTS MNOYOI FBZPPH MNOYOI FCWGBD MNOYOI GMAPQQ MNOYOI GTAUTU MNOYOI HNZFPZ MNOYOI JFRWUP MNOYOI JIUTWY MNOYOI MPTRLH MNOYOI MRTIEU MNOYOI NTBTXX MNOYOI ODJHKJ MNOYOI PAGSMB MNOYOI PAMKYG MNOYOI QIOUIP MNOYOI QUNUSE MNOYOI SAIAWI MNOYOI TKYKJL MNOYOI USZMTQ MNOYOI VHZUGK MNOYOI VYMAIX MNOYOI WBXGPC MNOYOI WREMNT MNOYOI XYORFZ MNOYOI YTVRJB MNPBHZ 7630 MNPPWY 2420 MNPPWY 2421 MNPWOF ESGLXK MNQYHV 1151 MNQYHV 1152 MNQYHV 1153 MNRRYE 3031 MNRRYE 3032 MNUZSI 5430 MNVOAP 5711 MNVTGR 578 MOASAP 2297 MOBRTK EZWLAU MOBRTK JPYHSC MOBRTK SKYPGW MOBRTK TLABEF MODRJX 7366 MOGYAC 5700 MOHOJU 673 MOIXAN SDBNBB MOMOGW 6195 MOMOGW 6196 MOORWU CMKLYP MOORWU DOYMXE MOORWU SMWZNA MOTZNY 4747 MOXRAS 1327 MPKWDP 631 MPOMJK 1126 MPORFG 5111 MPTRLH 1812 MPTRLH 1813 MPTRLH 1814 MPVXGR 7428 MPWSXS 4667 MQBWSQ 736 MQHORV 5009 MQHORV 5010 MQIUMO 156 MQLIFS 4560 MQLIFS 4561 MQLIFS 4562 MQLIFS 4563 MQRBBM 6920 MQRBBM 6921 MQRDZF 5762 MQRKFR 5822 MQRKFR 5823 MQUERQ 2781 MQWMYT HAHEIZ MQWMYT VDPRAP MQWOBQ 7813 MQWOBQ 7814 MQWUPU BKGTXQ MQWUPU CSGFIE MQWUPU EACEPT MQWUPU EBWVIH MQWUPU FIZBFX MQWUPU FVROXV MQWUPU MRMZMP MQWUPU NIQIOA MQWUPU OCERLA MQWUPU OCMTUY MQWUPU TEIPDZ MQWUPU TLTNDO MQWUPU TQOSTU MQWUPU UTZMJE MQWUPU UUZISO MQWUPU XGAZJO MQWUPU YAQLDS MQWUPU YPWHRL MQXAIP 7625 MQYSOD 521 MRFBPE 329 MRLINP DVZGNG MRLINP DXTETN MRLINP FXMGTX MRLINP FXXDQC MRLINP JDOMXB MRLINP JIDDOP MRLINP OXEQPL MRLINP QCVJOS MRLINP TUHJPC MRLINP UUXKJA MRLINP ZRNJBH MRMZMP 1390 MRMZMP 1391 MRMZMP 1392 MRMZMP 1393 MRQTAT 2658 MRSMDG EUTBEM MRTIEU 1815 MRTIEU 1816 MRTIEU 1817 MRTMKZ XUCVWX MRUAZR 2170 MRZWLW ADCGNP MSKDYB 6449 MSKDYB 6450 MSKDYB 6451 MSKDYB 6452 MSKDYB 6453 MSKDYB 6454 MSKDYB 6455 MSKDYB 6456 MSKDYB 6457 MSKDYB 6458 MSKDYB 6459 MSKDYB 6460 MSLEWG 4211 MSLEWG 4212 MSRVDQ 4734 MSSMOQ 6378 MSTJIC PDQMYO MSZQRV 3039 MTAYRS 8109 MTBEGE HNZCCF MTDNHY 5678 MTGSGO 6444 MTGXWA 7165 MTHNLX 2699 MTKBQB 1111 MTMJAE QZYNJI MTMJAE XNVKNI MTQIYM 880 MTVRNE 7418 MTVRNE 7419 MTXGDM 442 MUCEBN 4966 MULMTP 4391 MULQLV 5331 MULQLV 5332 MUPTAN 7808 MUPTAN 7809 MUTDWA 2542 MVCGAB 2717 MVCGAB 2718 MVCGAB 2719 MVEIIW 2380 MVEUSG KAOIRP MVFELO 630 MVGWCA 905 MVRWKI 5151 MVRWKI 5152 MVYTOI 6342 MWAAUE 2295 MWNGMR 5470 MWNGMR 5471 MWNGMR 5472 MWNGMR 5473 MWNGMR 5474 MWNGMR 5475 MWNGMR 5476 MWSSFM 1473 MWSSFM 1474 MWSSFM 1475 MWSSFM 1476 MWSUWM 3414 MWSUWM 3415 MWSUWM 3416 MXBCYZ 4294 MXBCYZ 4295 MXBCYZ 4296 MXBCYZ 4297 MXBCYZ 4298 MXBCYZ 4299 MXBCYZ 4300 MXEHCX 3158 MXKWJQ QNOBPC MXNUVI 2524 MXQLPE 6312 MXRLLA 430 MXSIHY 6348 MXTPMQ 199 MXVIPV 5336 MXYFDG 7979 MXYOED 4629 MYGEGJ QCPIHR MYHCZT FRIFSX MYKBNM 74 MYPCQQ 2328 MYPRIX 723 MYRJZG 7160 MYRJZG 7161 MYRJZG 7162 MYRJZG 7163 MYRJZG 7164 MYROER 1159 MYROER 1160 MYRULW 2259 MYRULW 2260 MYSBXX 2369 MYSGUH IWMRPJ MYSGUH YZOMUQ MYXCXK 3263 MZBHZR OKYGUC MZBHZR QGHKZQ MZBHZR SACVIG MZBHZR UCWOBA MZBHZR VVXMKI MZBHZR WHDZXC MZBRYO 6984 MZBRYO 6985 MZFCBN 1980 MZFCBN 1981 MZFIGM 5497 MZGTVW 1579 MZHQNW FQSUBH MZIFGR 1472 MZKIXQ 6357 MZPCBV UHXURH MZQVBR ASFGWH MZQVBR AYSPSH MZQVBR CDZUMD MZQVBR EMVRER MZQVBR FYCSUC MZQVBR GIKSFY MZQVBR HPNBIM MZQVBR IMTLAR MZQVBR JJMCTR MZQVBR JZTKGR MZQVBR KMYSRU MZQVBR OIAVHN MZQVBR PFBSHF MZQVBR PLURKH MZQVBR QJHSQM MZQVBR RARTZC MZQVBR RQBXOU MZQVBR UDCTWW MZQVBR VPFVJJ MZQVBR WIXIDM MZQVBR XMAMNH MZQVBR XOMTNZ MZQVBR XTOSII MZQVBR XUZDPD MZQVBR ZPRTHN MZQVBR ZQIKVP MZXCHQ 113 MZZGAX 1727 MZZNMO 482 NADTFM YZTPXF NAIUJB 2133 NAPFMT 5550 NAPFMT 5551 NAPLMP 3303 NAPLMP 3304 NAPLMP 3305 NATTMZ VKCELJ NAUZZZ 2896 NAXIVG 4393 NBDMMK FTSLCN NBDMMK GRQXSU NBDMMK GXPCAS NBDMMK IURMVT NBDMMK SXWVVA NBDMMK WIKOQH NBDMMK YUZVUW NBDMMK ZMSJUR NBJUBC 3926 NBNDBW 2021 NBNDBW 2022 NBNNBY DQBUDH NBOCZC 5100 NBOYVZ 5655 NBRTAA 7223 NCEFQX 5947 NCMAJB 264 NCMTMF 2373 NCMTMF 2374 NCSGRW 4079 NCUJJF 5037 NCUJJF 5038 NDLHCW 908 NDMGLZ 1758 NDNGRC 5371 NDPMWO 6257 NDPMWO 6258 NDPMWO 6259 NDPXXY 509 NDQQBM AQHLVC NDQQBM BQSDSV NDQQBM CSFHQD NDQQBM EFBDYO NDQQBM EXZJSU NDQQBM FMVQDM NDQQBM JRBOWZ NDQQBM MNRRYE NDQQBM QAYRGK NDQQBM QBPWGU NDQQBM QJELUE NDQQBM QUJKDX NDQQBM RLUXVK NDQQBM SBBBTN NDQQBM THBWQM NDQQBM UJIAIN NDQQBM VXGCIR NDQZYF 221 NDRHBW 4858 NDRPTF 6159 NDRPTF 6160 NDSFHA 2076 NDSFHA 2077 NDSFHA 2078 NDSFHA 2079 NDSFHA 2080 NDSFHA 2081 NDSFHA 2082 NDSFHA 2083 NDSFHA 2084 NDSFHA 2085 NDXFMV ACHYRA NDXFMV AJUOIM NDXFMV AOKJHX NDXFMV AURLDG NDXFMV AYXPYN NDXFMV BCVKVF NDXFMV BELLVU NDXFMV BOWGGE NDXFMV BXSGMM NDXFMV CADBCW NDXFMV CCBYGB NDXFMV CRFGCU NDXFMV CYPLMO NDXFMV DHNVOG NDXFMV ESGKEI NDXFMV EWEOST NDXFMV EZLZME NDXFMV FJKMPL NDXFMV FNAQJV NDXFMV FVRANH NDXFMV FZGQWE NDXFMV GCNNKX NDXFMV GLMMKZ NDXFMV HFORQO NDXFMV HGIELX NDXFMV HJNCMM NDXFMV IDLFNT NDXFMV IGQMTC NDXFMV IJMRJT NDXFMV IYEKKT NDXFMV JCHTZD NDXFMV JGOYIU NDXFMV JUNLHO NDXFMV JZMOSV NDXFMV JZRIJM NDXFMV KHSNOE NDXFMV KIDLBA NDXFMV LFBXIH NDXFMV LKRFHX NDXFMV LOWYSQ NDXFMV MWSSFM NDXFMV MZIFGR NDXFMV NEABYU NDXFMV NEMOOH NDXFMV NGVVWI NDXFMV NIVCRZ NDXFMV NLXCKN NDXFMV NQGXSW NDXFMV NREVQZ NDXFMV NRFBEA NDXFMV OKVVUW NDXFMV PAXLKL NDXFMV PILJRY NDXFMV PLTUVW NDXFMV PMOMIW NDXFMV PPLGWY NDXFMV PRZWUM NDXFMV QAONZE NDXFMV QBCSKA NDXFMV QHJNDE NDXFMV QXZKAE NDXFMV RFINDE NDXFMV RKVGGE NDXFMV RPGVAB NDXFMV RWHOWO NDXFMV RZONDS NDXFMV TBAURZ NDXFMV TBFDJI NDXFMV TJQFUD NDXFMV TNIDAU NDXFMV TVAXJY NDXFMV TYDVLI NDXFMV TYRGCD NDXFMV UIFTGM NDXFMV UIOYAW NDXFMV UJEFSQ NDXFMV UOFKID NDXFMV VDEVWU NDXFMV VOJFMX NDXFMV WLCUEW NDXFMV WLFBCL NDXFMV WWGLMA NDXFMV WXVFVZ NDXFMV XHJLMC NDXFMV XQLKYS NDXFMV XUXHFG NDXFMV XWGQNP NDXFMV XYGZHY NDXFMV XYWKQA NDXFMV YBWQIN NDXFMV YJWBRR NDXFMV YMQKZZ NDXFMV ZFLAHE NEABYU 1470 NECQKQ 5787 NECQKQ 5788 NEHZYJ IYVIOJ NEKQRZ 6465 NEKQRZ 6466 NEKQRZ 6467 NEKQRZ 6468 NEKQRZ 6469 NEKQRZ 6470 NEKQRZ 6471 NEMOOH 1466 NEMOOH 1467 NEOOYX 3362 NEOOYX 3363 NEZSSW DVKJYE NEZSSW FQBWGS NEZSSW OTTZAQ NFAGMT OCIWQU NFCVGW 6174 NFCVGW 6175 NFCVGW 6176 NFCVGW 6177 NFCVGW 6178 NFCVGW 6179 NFEAXI 7936 NFEAXI 7937 NFEKSD 4266 NFEKSD 4267 NFEKSD 4268 NFEXQW 6416 NFEXQW 6417 NFFLDQ 190 NFLANP 6389 NFOOXJ HWYXRS NFOOXJ WTWWUB NFTMZX 1328 NFTMZX 1329 NFXYMI GWBEJA NFZALA 336 NFZALA 337 NGDTOH 1081 NGDTOH 1082 NGDTOH 1083 NGDTOH 1084 NGGCDS 5061 NGGCDS 5062 NGGCDS 5063 NGJUHE 4692 NGJUHE 4693 NGJUHE 4694 NGJUHE 4695 NGLIBZ 6624 NGLIBZ 6625 NGMQMM ZVXDLO NGNTFS 5164 NGQNVX 443 NGVLNC 1176 NGVLNC 1177 NGVLNC 1178 NGVLNC 1179 NGVLNC 1180 NGVLNC 1181 NGVLNC 1182 NGVLNC 1183 NGVLNC 1184 NGVLNC 1185 NGVLNC 1186 NGVLNC 1187 NGVLNC 1188 NGVLNC 1189 NGVLNC 1190 NGVLNC 1191 NGVLNC 1192 NGVLNC 1193 NGVVWI 1503 NGVVWI 1504 NGZVVV 921 NHJNFG 5966 NHJNFG 5967 NHJNFG 5968 NHNUVR AWNYUZ NHNUVR FPMCDH NHUWDJ 2240 NHXVFE 4046 NIBOGW MRQTAT NIHAFX ZBQHLH NIMQXX 4682 NIPZVB UEMYSE NIPZVB ZVHBYP NIQIOA 1367 NIREWP 7040 NIVCRZ 1515 NIZOFC 5182 NIZOFC 5183 NIZOFC 5184 NJCFOC 3307 NJFDPL 7157 NJFIGJ 7015 NJQJKI 6256 NJVGJH 5951 NJVGJH 5952 NJYVFU 2192 NKFEOC 6221 NKFEOC 6222 NKFEOC 6223 NKFEOC 6224 NKFEOC 6225 NKFEOC 6226 NKFEOC 6227 NKFEOC 6228 NKFEOC 6229 NKKFFV GSNHEJ NKSPPO 458 NKTKRS 6923 NKWDBM 1363 NKWDBM 1364 NKZUXI 6982 NKZUXI 6983 NLBAUC 7242 NLBQHF AAIMRV NLXCKN 1426 NMBWNT LBGIQL NMKRLM 216 NMMARW LQKWLN NMMARW NIPZVB NMMARW QGQVPA NMMARW RXXNQR NMMARW YZRCTA NMMARW ZTSRFT NMVRIN 5254 NMVRIN 5255 NMVRIN 5256 NMVRIN 5257 NMYKNY 47 NNBWDQ 5519 NNEJIG GOXOGS NNEJIG NUPDNY NNEJIG OVAPUO NNEJIG PAQMWA NNFNWA 3955 NNGIVY 4851 NNOZDN 4850 NNPHEA 43 NNRNCA 3246 NNSDCG IQEDRY NNSDCG KOTZNU NNSDCG LJTYWS NNXHYB BUANHX NNZYZR 3681 NOAOKX 5191 NONVCT 2626 NONVCT 2627 NOONWF GGFTNH NOONWF HACTJS NOONWF HDZYGG NOONWF HIDTJB NOONWF HKBOFM NOONWF JEXCRI NOONWF JOJGKU NOONWF JVKUIU NOONWF LBEKLP NOONWF RLGPGK NOONWF TRLGIE NOONWF UIERSN NOONWF WNLDSK NOONWF XFPCKB NOONWF ZGDHHI NOONWF ZJEGGM NOONWF ZTFRKB NOOVAB 263 NOQRZC FIGDHX NOQTHU 2408 NOWUBE 313 NOWUBE 314 NOWUBE 315 NPEYNM 185 NPHIYT 3597 NPHIYT 3598 NPHIYT 3599 NPIREH 350 NPIREH 351 NPJEZC 4051 NPLRPZ CHNPZU NPPRZX EUJWXB NPPRZX FAIUEJ NPPRZX LDOTCN NPPRZX LLLNFF NPPRZX XWPZEQ NPQJEE 3718 NPRNCU 6305 NPYCAO 565 NPYCAO 566 NPYVHY GIQBLH NPYVHY KYAZER NPYVHY SULXYP NPYVHY XKMLXW NQACNT 4346 NQFIXE 1670 NQGXSW 1468 NQGXSW 1469 NQJIAP 6048 NQLHDO 4546 NQLHDO 4547 NQMAQW 417 NQMERJ 5699 NQMMBM 5498 NQVBDT 6948 NQVLDJ 6279 NQXIWP 3953 NRAFVZ 3639 NRAFVZ 3640 NRAPAP 1684 NREVQZ 1546 NREVQZ 1547 NREVQZ 1548 NREVQZ 1549 NREVQZ 1550 NRFBEA 1505 NRFBEA 1506 NRFBEA 1507 NRGQFH 7305 NRGVOG 3945 NRGVOG 3946 NRHZDN 7030 NRIOOJ 2529 NRIOOJ 2530 NRRYFU 2935 NRTTUQ 5894 NSANGC 5047 NSAPIQ 5197 NSLZMM 3240 NSMFEI GCSFBZ NSMFEI JNLTXV NSMFEI QQSZCZ NSMFEI VLRCHT NSMFEI VSEUKH NSMFEI YPHYJN NSMFEI ZVWXTG NSVFGQ 4847 NSXULF 7085 NTBTXX 1808 NTCTLY NUGGQA NTLTHJ 7981 NTLTHJ 7982 NTLTHJ 7983 NTLTHJ 7984 NTNBSM 7726 NTNBSM 7727 NTQUFN 8123 NTWKMO XPYMGU NUEVEB TTAQXZ NUGGQA 4721 NUMAVF 5374 NUPDNY 567 NUXIHT 1122 NUYJMY 2204 NUZLRK 481 NVEUVF FXTSBD NVEUVF IKNBRK NVEUVF VOGAGC NVEUVF XEHUEX NVEUVF XRIEMW NVMAOB 7439 NVMKBY 6260 NVOOXF 4622 NVPFQR 4728 NVPFQR 4729 NVRHOY 2885 NVRHOY 2886 NVVILQ 7918 NWCLHJ FAXCYC NWCLHJ NFXYMI NWESHK YBBGLT NWKZAO 2798 NWKZAO 2799 NWLKDB ABJLVR NWLKDB AEMUOO NWLKDB AKYMFT NWLKDB BOMMZM NWLKDB DEPZYN NWLKDB DIAWLJ NWLKDB DZBVFR NWLKDB EUKPJT NWLKDB EWMYHZ NWLKDB GEVCVK NWLKDB GLXZDO NWLKDB HOZEXP NWLKDB IOCJAX NWLKDB IYTEPE NWLKDB JHTJLN NWLKDB JNUTWI NWLKDB KAPARS NWLKDB KHKJCE NWLKDB KPEXBZ NWLKDB LGQXDC NWLKDB LKHEFQ NWLKDB MGTWGZ NWLKDB NMBWNT NWLKDB OWFVZM NWLKDB PFVCXZ NWLKDB QEWUPE NWLKDB RKWMUN NWLKDB SPGVSU NWLKDB SVYHCT NWLKDB TOBRPO NWLKDB UKGLRF NWLKDB UOHPHI NWLKDB VKBNRZ NWMRWS 4816 NWMWKH 6035 NWOYYM 4958 NWSQCT 4571 NWUTEP 2515 NWYTHN 6975 NWYTHN 6976 NWYTHN 6977 NWYTHN 6978 NXDXLS 349 NXHOJP 7158 NXJJOL 1659 NXJJOL 1660 NXJJOL 1661 NXMYZY 4225 NXNMYH 5570 NXNMYH 5571 NXNMYH 5572 NXNMYH 5573 NXNMYH 5574 NXNMYH 5575 NXNMYH 5576 NXNMYH 5577 NXNMYH 5578 NXNMYH 5579 NXNMYH 5580 NXNMYH 5581 NXNMYH 5582 NXNMYH 5583 NXNMYH 5584 NXNMYH 5585 NXNMYH 5586 NXNMYH 5587 NXNMYH 5588 NXNMYH 5589 NXNMYH 5590 NXNMYH 5591 NXNMYH 5592 NXNMYH 5593 NXNMYH 5594 NXNMYH 5595 NXOTNM 2674 NXTCMS 4642 NXTNEQ HMNWXZ NXYIGJ 2156 NXYUAA 1873 NXYUAA 1874 NXYUAA 1875 NYACOF 3218 NYACOF 3219 NYDBPO XRBUOW NYEPAI 2132 NYEXMJ 2229 NYEXMJ 2230 NYGBYI 840 NYGBYI 841 NYGBYI 842 NYGBYI 843 NYHHME 4711 NYHQBY 2738 NYHQBY 2739 NYRQFR BLDGNK NYRQFR FYUMCD NYRQFR HLFDZN NYRQFR HVSGSG NYUUSR 1747 NYUUSR 1748 NYWKZT 1974 NYWKZT 1975 NYWLOA 6574 NYWLOA 6575 NYWLOA 6576 NYZDHQ 7402 NYZDHQ 7403 NZAGCU 580 NZAGCU 581 NZAGCU 582 NZAGCU 583 NZAGCU 584 NZAGCU 585 NZAGCU 586 NZAGCU 587 NZAGCU 588 NZAGCU 589 NZAGCU 590 NZCGXE VTRWUY NZJIPY PPGWGA NZJMIJ 1272 NZLEJY KZFANJ NZLEJY MINCLB NZLEJY PDWZQX NZNIAZ 4862 NZNIAZ 4863 NZPUNO 3338 NZPUNO 3339 NZQCRF 4095 NZQHGN 469 NZQJCG 4822 NZVZJW 8140 NZZNCM 1724 OAAFIA 1080 OAETJZ 4611 OAGEXO 5185 OAJSSD 250 OAJSSD 251 OAMCPG AZVXPB OAMCPG CRPQUM OAMCPG CWFYSG OAMCPG EQRAPH OAMCPG EURFRO OAMCPG GBIGAK OAMCPG GZEHZK OAMCPG IGDWEQ OAMCPG IRJUKN OAMCPG JAJCNA OAMCPG LAYAJR OAMCPG NZCGXE OAMCPG YGRLBA OAMCPG ZEFPYM OAMCPG ZTRYWP OAODNI 7975 OARQHK 3975 OARQHK 3976 OARQHK 3977 OAUCLI DIRAOG OAXTZE 1040 OAYXNU 1213 OAYXNU 1214 OAYXNU 1215 OAYXNU 1216 OBAQBT 3194 OBFAGT 2668 OBFAGT 2669 OBFAGT 2670 OBFAGT 2671 OBLDMS 957 OBLDTD 5469 OBTOEK 7456 OBTOEK 7457 OBTOEK 7458 OBTOEK 7459 OBTOEK 7460 OBTOEK 7461 OBTOEK 7462 OBTOEK 7463 OBTOEK 7464 OBTOEK 7465 OBTOEK 7466 OBWZNV 2253 OCAQER 854 OCAQER 855 OCERLA 1377 OCFNRY WMFLUL OCISZU YMPJID OCIWQU 4767 OCJKFM 554 OCLIWB ANPVIF OCLIWB BIASXU OCLIWB CHGFDV OCLIWB DKTYWC OCLIWB DPTPBM OCLIWB DXTYJX OCLIWB HRHKQM OCLIWB JREHPC OCLIWB MZQVBR OCLIWB OAMCPG OCLIWB QBETTE OCLIWB SQPDSR OCLIWB VLYROD OCLIWB VPWHRA OCLIWB WXEMXQ OCLIWB WZOHAL OCLYTH QKULDV OCMTUY 1384 OCQSFD 5089 OCQSFD 5090 OCSLSJ 118 OCTMVN 613 OCTMVN 614 OCTMVN 615 OCTMVN 616 OCTMVN 617 OCTMVN 618 OCTNYC 4641 OCULQV 136 OCUMVQ MHGGAO OCVJOY 5248 ODGHUZ AHCNAX ODGHUZ CALYPF ODGHUZ EZRUYG ODGHUZ VKBDTJ ODJHKJ 1799 ODJHKJ 1800 ODJHKJ 1801 ODKXXB 2200 ODMXYC JPZDRA ODONCJ 6404 ODONCJ 6405 ODONCJ 6406 ODONCJ 6407 ODQBEJ 825 ODWGUD 6915 OEJTVN 7503 OEJTVN 7504 OEJTVN 7505 OEJTVN 7506 OEMXBD 1692 OEMZVY 4823 OEORGZ 2869 OEORGZ 2870 OEPLLI 2948 OEYFGS 4199 OEZJRC 1638 OFAZAN OKEPHA OFCSVP 6283 OFEJPJ 2352 OFFAYM ZVQSBH OFFNEQ 2644 OFFNEQ 2645 OFFNEQ 2646 OFFNEQ 2647 OFFNEQ 2648 OFFNEQ 2649 OFFNEQ 2650 OFFNEQ 2651 OFFNEQ 2652 OFFPAJ 3710 OFHAUO 743 OFHGLY QBHNFO OFIPMH 106 OFKVGU 3689 OFKVGU 3690 OFKVGU 3691 OFLTZO 5728 OFQRAC 3950 OFQRAC 3951 OGDRKI 8007 OGDRKI 8008 OGDRKI 8009 OGDRKI 8010 OGDRKI 8011 OGDRKI 8012 OGDRKI 8013 OGDRKI 8014 OGDRKI 8015 OGDRKI 8016 OGDRKI 8017 OGDRKI 8018 OGDRKI 8019 OGDRKI 8020 OGDRKI 8021 OGDRKI 8022 OGDRKI 8023 OGEJSM 4882 OGEJSM 4883 OGGGWS 6623 OGJNTA 4738 OGLXZE 6980 OGOZTR 1979 OGPUJZ 285 OGPUJZ 286 OGRMNC QHCKSZ OGUIZW 933 OGWSWG 2115 OGWSWG 2116 OGWSWG 2117 OGWSWG 2118 OGYEPI DAKUQS OGYEPI GSMAXN OGYEPI PWAYUS OGYLKF TWTPQS OGZCXE 2900 OGZNKX 731 OGZYLH ICCYRC OGZYLH SSHEHB OGZYLH ZJOUEA OHACTD 327 OHBYHV 4379 OHFBRL BSCCCJ OHFBRL YNKKZC OHJUWP 1634 OHTSEI 563 OIAVHN HNBGRF OIAVHN LVBNWW OIAVHN MXRLLA OIAVHN RRMQOA OIAVHN STALPT OIAVHN TYIANG OIFMSY 4186 OIHRWN 6162 OIHRWN 6163 OIHRWN 6164 OILEKC 7014 OISFCE AIVINY OISFCE GTWJVT OISFCE IPEODE OISFCE METATK OISFCE ORMOZA OISFCE SPPPEX OISFCE THTODE OITXAL 7248 OITXAL 7249 OIUKNV 5423 OIUKNV 5424 OIUKNV 5425 OIVNBY 1757 OIZMSF 4844 OJHPHZ 6667 OJKODM ASWKFI OJKODM EEUEAT OJKODM WHBJMR OJLCJY 1722 OJNITR 4854 OJPQPU JUMGWA OJUPSN DOWZWY OJUPSN EQPBFR OJUPSN JHDMFK OJUPSN KHXECJ OJUPSN KKQPTA OJUPSN LAVWDL OJUPSN RHEXLU OJUPSN SRDSRX OJUPSN VEPBWW OJUPSN YHZCQI OJUPSN ZKVPKG OJVPPN EUQYDA OJVRRW 5106 OJWQVG 2459 OJWQVG 2460 OJWQVG 2461 OJWQVG 2462 OJWQVG 2463 OJWZGC WZEILJ OKEPHA 4680 OKIJYL 6281 OKIPGS 4309 OKJASN AEGKAH OKJASN HOJUKE OKJUSV 1949 OKJUSV 1950 OKNNJW 2052 OKNNJW 2053 OKNNJW 2054 OKNNJW 2055 OKNNJW 2056 OKNNJW 2057 OKNNJW 2058 OKNNJW 2059 OKNNJW 2060 OKNNJW 2061 OKPJXO 4165 OKPJXO 4166 OKVVUW 1444 OKVVUW 1445 OKVVUW 1446 OKVVUW 1447 OKYGUC IQDTJN OLAYLG YKYUEL OLBECZ 7866 OLBECZ 7867 OLBECZ 7868 OLBECZ 7869 OLDHVH 4687 OLDUIB 6415 OLFKMC 3815 OLGTRE 6247 OLGTRE 6248 OLGTRE 6249 OLGTRE 6250 OLHCXQ ALJPET OLHCXQ BJXCKA OLHCXQ UAYJGV OLHCXQ VDKRNK OLJOVH CQYHKX OLJOVH UPBXHV OLKUNV 5745 OLKUNV 5746 OLQHCM 3917 OLQHCM 3918 OLQHCM 3919 OLQHCM 3920 OLUQSC 7425 OLUQSC 7426 OLVPSS UFZZPK OLWYIU NOQTHU OLWYIU TKSQDA OMCBDH QARNTO OMEKKN FIQIKI OMEKKN HLSBAK OMEKKN ILXIIG OMEKKN LXNXOC OMEKKN OVMMLJ OMEKKN PPEXNG OMEKKN PRGOHZ OMEKKN PSDTPJ OMEKKN UHZZCG OMEKKN WJGHDO OMEKKN ZZASLN OMEYTF BFGFCE OMEYTF CXOACT OMEYTF EPWQGN OMEYTF HFOGFL OMEYTF LCNOVZ OMEYTF QNASER OMEYTF SAKKZA OMEYTF UNCWMZ OMEYTF XKXKRA OMSITJ 5379 OMYIGA 3872 OMYIGA 3873 OMYIGA 3874 OMZBZQ 7651 OMZHKX 4817 ONHYJQ 370 ONLUVE 4150 ONMZGD 6520 ONMZGD 6521 ONOVYF YWKWIY ONQTTI BDDRGB ONQTTI DBWZUO ONQTTI IYIXDA ONQTTI RWSRZM ONTDAT 572 ONUZIJ 766 ONVJKA 787 ONZRLA 463 OOATSQ 4026 OOEALR 6660 OOEALR 6661 OOGPST 6377 OOQBZQ 1250 OOQLNS 1644 OOTHMD 7341 OOTHMD 7342 OOTHMD 7343 OOTLGY 8136 OPFTWJ 947 OPJZAF 513 OPJZAF 514 OPJZAF 515 OPJZAF 516 OPJZAF 517 OPJZAF 518 OPNEUT 1625 OPNEUT 1626 OPNEUT 1627 OPUBEV 1753 OPZPWW 2503 OQCJIH 4517 OQETGG 4820 OQFBKC 6571 OQHJGQ AJZIYQ OQHNHD CGABGE OQHNHD CWBYZO OQHNHD ESSUEK OQHNHD FYLPIQ OQHNHD GDXTUS OQHNHD GPJFDH OQHNHD GXKJKO OQHNHD JDCRGW OQHNHD JIJJWV OQHNHD NRRYFU OQHNHD PUXSKY OQHNHD PYOQWR OQHNHD RQMNNW OQHNHD RXFMLC OQHNHD UYWHUH OQHNHD XCKJBX OQHNHD XQUCUF OQHNHD YNINNL OQIVLA 2588 OQIVLA 2589 OQKJBJ 7427 OQMGTM 826 ORAFQU AIMFWA ORAFQU AUBSOF ORAFQU BAKWXU ORAFQU CJEHKR ORAFQU DZVHUG ORAFQU ECMZPN ORAFQU EJVPDM ORAFQU EWQOMW ORAFQU EXKUCO ORAFQU FVIVYN ORAFQU HIQSUK ORAFQU JHOUJQ ORAFQU JJRHWW ORAFQU JKRJHI ORAFQU JSVFTW ORAFQU JTEBHD ORAFQU MGQBXO ORAFQU MQRDZF ORAFQU OFLTZO ORAFQU OLKUNV ORAFQU PAPLQD ORAFQU PCDASX ORAFQU QUTARR ORAFQU TBWMMU ORAFQU TDGXEA ORAFQU UAHGGQ ORAFQU USSHRH ORAFQU UVBWGC ORAFQU VKQWEO ORAFQU VKZWGR ORAFQU VPZYIC ORAFQU YQZHXX ORAFQU YUVGKB ORAFQU ZAAVTB ORAFQU ZKHITZ ORFXJU 4696 ORFXJU 4697 ORFXJU 4698 ORFXJU 4699 ORFXJU 4700 ORMOZA DOJJPV ORMOZA DVGHSY ORMOZA EFHABF ORMOZA FYDWKJ ORMOZA GPDSLW ORMOZA JBRPIJ ORMOZA NVEUVF ORMOZA OXGUOW ORMOZA PYHPEJ ORMOZA UKUUKU ORMOZA URNBYE ORMOZA WJMBMQ ORMOZA WTJFNJ ORMOZA ZMLRLG OROIVC NOOVAB OROIVC POWGTR ORRQUL 3096 ORSLBV 5520 ORSLBV 5521 ORSLBV 5522 ORSLBV 5523 ORTJMY 355 ORTWDF CUNBSN ORTWDF NWOYYM ORTWDF ZHHRWO ORUFCT 126 ORWJGG 6590 OSCGVQ 3683 OSJAUE 1121 OSLXCP 979 OSQBLU EWWUKB OSQBLU IHHJLM OSQBLU KKUQDI OSQBLU LUXVRR OSQBLU POLDLQ OSQBLU VBIAQF OSQBLU YAHOOG OSVAYV 204 OSVAYV 205 OSXJWN 4106 OSZYJQ 2599 OSZYJQ 2600 OTCYCU 1629 OTCYCU 1630 OTCYCU 1631 OTDUYF 3224 OTOEGC ZZQOAX OTPQJB 5503 OTPQJB 5504 OTSQDI 6278 OTTZAQ 4674 OTUUAV 875 OTZJXY 2443 OTZJXY 2444 OTZNBZ 4228 OTZNBZ 4229 OUCKCW 4574 OUDCDG 8134 OUHIDN 2784 OUHIDN 2785 OULYYC 6052 OUMBGF 5537 OUPUCC 1255 OURVMB 7917 OUSYOA 1271 OUXLWD RNJLJK OVAKGC 3942 OVAPUO 568 OVDVOD BEJFQN OVDVOD DCAMER OVDVOD JRRKIL OVDVOD ZQAHCE OVFFVE QGMBQZ OVLMXS CDOACS OVLMXS MANGJW OVLMXS MANUQW OVLMXS WKWZAV OVLMXS WURTQT OVLMXS WWZVTF OVMMLJ 1585 OVNWBW 6141 OVSDNS 123 OVVPNI 1158 OVWPEZ 847 OWFVZM SACBAH OWJUJP BJTIEH OWJUJP FBTGIY OWJUJP FYHZEE OWJUJP KUZQZZ OWJUJP YJPSKB OWKUQI 6837 OWKVYR 655 OWKZRI YZOMKJ OWMSIL MMRTMQ OWOOSE 3273 OWOOSE 3274 OWOOSE 3275 OWOOSE 3276 OWWWKW 3484 OWYAFM 5299 OWYJSN 4093 OWYJSN 4094 OWZUTM 20 OXBYHH 6012 OXEQPL 6552 OXEQPL 6553 OXFLQA 7495 OXGUOW UWFXJZ OXJEYF DDFPLV OXJEYF EEAWCX OXJEYF EPFPOT OXJEYF MBFCPX OXJEYF RJYJZB OXJEYF TVCXLH OXNOYO 4084 OXNOYO 4085 OXNOYO 4086 OXOLET 4467 OXOLET 4468 OXOLET 4469 OXQKTV 3652 OXRQXC 3871 OXSCBZ 5875 OXUPCI 7641 OXUPCI 7642 OXUPCI 7643 OXUPCI 7644 OXZIDZ 265 OXZIDZ 266 OYEYEM 35 OYEYEM 36 OYEYEM 37 OYJHHB BXMBZH OYJHHB SLQSBV OYJHHB WYAOEL OYPFMC 2246 OYTTNK 4174 OYUFAT 4943 OYUFAT 4944 OYUFAT 4945 OYUFAT 4946 OYUFAT 4947 OYUFAT 4948 OYYOQO 5646 OYYVWZ 121 OZBUUO BEHSMN OZBUUO LFPNXG OZBUUO PEFQYW OZBUUO QHUZAG OZBUUO QPSHVZ OZBUUO TLYDOY OZGDHM ISEWTA OZJHZO BFOTOI OZJHZO CLNAIN OZSCPI 2397 OZSCPI 2398 OZSLSB YRCQAT OZTCKT 7177 OZTCKT 7178 OZTCKT 7179 OZTCKT 7180 OZTCKT 7181 OZTCKT 7182 OZTCKT 7183 OZTCKT 7184 OZTCKT 7185 OZTCKT 7186 OZTCKT 7187 OZTCKT 7188 OZTCKT 7189 OZTCKT 7190 OZTCKT 7191 OZTCKT 7192 OZTCKT 7193 OZXLHX GQGWGE OZXLHX TIOLEN OZXLHX WPZPEF PAAOCU EQAVVG PABKCQ 2347 PAGLAB 6743 PAGLAB 6744 PAGLAB 6745 PAGLAB 6746 PAGLAB 6747 PAGLAB 6748 PAGLAB 6749 PAGLAB 6750 PAGLAB 6751 PAGLAB 6752 PAGLAB 6753 PAGLAB 6754 PAGLAB 6755 PAGLAB 6756 PAGLAB 6757 PAGSMB 1796 PAGSMB 1797 PAGSVP BQURPU PAGSVP HPHFUX PAGSVP OZSLSB PAGSVP STRPLZ PAMKYG 1773 PAPLQD 5747 PAPLQD 5748 PAQMWA 569 PAUSZY 5674 PAXLKL 1556 PAXLKL 1557 PBGFAS 5360 PBGFAS 5361 PBKRCN 6391 PBKSBR 4609 PBNRYR 4603 PBNRYR 4604 PBRWNI SIANEC PBRWNI UYUPMF PBRWNI ZXTJFW PBUYMN 5093 PBVHLJ AUJUTY PBVHLJ KMONTX PBVHLJ PVJGJL PBVHLJ TGRMUH PBWPJR 299 PBXOUZ RKDVLV PCDASX 5756 PCDASX 5757 PCDASX 5758 PCDASX 5759 PCDASX 5760 PCDASX 5761 PCERCU 2004 PCERCU 2005 PCEYKN DJITJY PCHIHE 3299 PCIECU QVMKYE PCIZPG LWYZPQ PCJIWV 7025 PCKXAC CYIHBQ PCKXAC FIESUX PCKXAC VKZSBY PCKXAC YTZMGU PCQOMB 2063 PCRBVI IXQCAE PCUWHY UMJPXH PCVQBR 4572 PDEPEB 6644 PDEPEB 6645 PDEPEB 6646 PDEPEB 6647 PDEPEB 6648 PDEPEB 6649 PDEPEB 6650 PDEPEB 6651 PDHSYO 7368 PDKFXC 381 PDKFXC 382 PDNTPE 5626 PDNTPE 5627 PDNTPE 5628 PDNTPE 5629 PDQMYO 3314 PDQMYO 3315 PDQMYO 3316 PDRZVI 7576 PDRZVI 7577 PDSPSI 5150 PDSXQZ 1304 PDSXQZ 1305 PDSXQZ 1306 PDSXQZ 1307 PDWZQX 4616 PDWZQX 4617 PDYKNR 6654 PDYKNR 6655 PDYKNR 6656 PDYKNR 6657 PDYKNR 6658 PDYKNR 6659 PDZLDE 4739 PEAWVP 1728 PEDFMJ 2252 PEFQYW OWKUQI PEFQYW QMJCBG PEFQYW VYLQAN PEFQYW ZVWNBO PEJFON 1236 PEJFON 1237 PEJFON 1238 PEJFON 1239 PEJFON 1240 PEJFON 1241 PEKDQD 5011 PEQBPZ 4842 PESZEH 149 PEULVI 6036 PEVPAZ 5838 PEVPAZ 5839 PEVPAZ 5840 PEVPAZ 5841 PEVPAZ 5842 PEVPAZ 5843 PEVPAZ 5844 PEVPAZ 5845 PEVPAZ 5846 PEVRNZ IOYKNY PEVRNZ WNFZED PEYOIK 2387 PFAGQH 1303 PFBIWN FFAQFC PFBIWN GUZTKV PFBIWN IPZBOG PFBIWN VGRHRD PFBIWN ZQIEOC PFBSHF SYDXEA PFBSHF WHXXQK PFBSHF XRUXWV PFRDYQ 4356 PFVCXZ HSBOVB PFXIYN 3136 PFXIYN 3137 PGBSDM 6311 PGDPKR 7524 PGDPKR 7525 PGDPKR 7526 PGDPKR 7527 PGDPKR 7528 PGDPKR 7529 PGDPKR 7530 PGDPKR 7531 PGDPKR 7532 PGDPKR 7533 PGEXNV 885 PGNAXM 312 PGNAZZ 2 PGODLA RZHESQ PGONDW 3876 PGONDW 3877 PGONDW 3878 PGONDW 3879 PGONDW 3880 PGONDW 3881 PGONDW 3882 PGONDW 3883 PGONDW 3884 PGONDW 3885 PGONDW 3886 PGPQQH 2099 PGUEBM 2171 PHDXMD 5303 PHDXMD 5304 PHDXMD 5305 PHEPIG 7324 PHHENL 7453 PHHENL 7454 PHMYKL 1863 PHRJUY 5815 PHRJUY 5816 PHRJUY 5817 PHRJUY 5818 PHRJUY 5819 PHRJUY 5820 PHRJUY 5821 PHXUKH 4082 PHXUKH 4083 PHYJHY BNHCBD PHYJHY YGLOQO PIDOXD PBKSBR PIEDMC PBXOUZ PIGEJQ 510 PIIYFT 2186 PIJTXI 1000 PILJRY 1538 PILUVX 5690 PIMFFE 4148 PIOXCH HHTBLV PIOXCH SYTFMP PIOXCH YBDOWQ PIQAVK CGZVFV PIQAVK DAKHGG PIQAVK DPIAXV PIQAVK ELFGJD PIQAVK MYXCXK PIQAVK SIPUZC PIRAKO 2777 PIRAKO 2778 PIRAKO 2779 PISFGH 6298 PISIAO BBSHXA PIUPPG 1822 PIXNEE 210 PIXNEE 211 PIZJHA 4158 PJEINU 7723 PJHAYJ MLEGMF PJHAYJ TZHDZG PJHAYJ XSUGNQ PJLGSN 6928 PJPSTQ 4559 PJSRNS 4181 PJSRNS 4182 PJSRNS 4183 PJSRNS 4184 PJSRNS 4185 PJTEGY AYFYUU PJTEGY OHBYHV PJTGQK 1260 PJUMYQ 5046 PJVLRV 938 PJWFFN 2732 PKBTQC 4492 PKCBMY NTNBSM PKCBMY PRUYNZ PKCBMY ZAYATV PKGOFR 4752 PKHJBO 322 PKHNJV ASTWQM PKHNJV CDBCEU PKHNJV CYLWVY PKHNJV GTLGHM PKHNJV QUBYNK PKHNJV SBZYMY PKHNJV WFNJFF PKJYAZ 2121 PKKTKI AWXAVS PKQOTK 891 PKUQYK DOZAXH PKUQYK FJPHVZ PKUQYK GGHMIS PKUQYK GIGKKS PKUQYK JFDTBA PKUQYK ORRQUL PKUQYK PSWAOB PKUQYK RJTYYG PKUQYK SGIKMG PKUQYK VOHGAH PKUQYK WHLSXZ PKUQYK XKTNQQ PKUQYK ZSYISL PKYRAZ 2179 PLDDXJ HXGWPU PLDDXJ WGWBNG PLDGPM 403 PLKTPF 4900 PLMKMC 7709 PLMKMC 7710 PLMKMC 7711 PLMKMC 7712 PLMKMC 7713 PLONYK 5225 PLPGVB 5190 PLPOPR 4283 PLPUCP CPBLXA PLPUCP CRAXJX PLPUCP SULDGB PLSESR 4753 PLTUVW 1405 PLTUVW 1406 PLTUVW 1407 PLURKH CFSSQT PLURKH YVUIOG PMBIJJ 3340 PMKAWZ TLAYDQ PMOMIW 1423 PMOMIW 1424 PMQLWW PMKAWZ PMQLWW VDSDUX PMUART YSAQKE PMYPFB 4620 PNEDBT 984 PNIAPU 5538 PNIAPU 5539 PNIAPU 5540 PNJTZC 6267 PNMOHX 6165 PNMOHX 6166 PNMOHX 6167 PNMOHX 6168 PNMOHX 6169 PNMOHX 6170 PNNQOZ 6483 PNNQOZ 6484 PNNQOZ 6485 PNNQOZ 6486 PNNQOZ 6487 PNQOAE 3216 PNQOAE 3217 PNQSXC 6998 PNQSXC 6999 PNRIMQ 1862 PNTSXI 1032 PNYXAH 243 POCCEY 4796 POCNHJ 3625 POCZKX 86 POCZKX 87 POIWDA 7440 POLDLQ 4580 POLDLQ 4581 POMIBE 6013 POOGXQ LHQGPQ POSUNS CIKLBL POSUNS ENIZSX POSUNS JZVISS POSUNS ZLFGWS POWGTR 262 PPEXNG 1614 PPEXNG 1615 PPEXNG 1616 PPGWGA 2190 PPLGWY 1428 PPLGWY 1429 PPLGWY 1430 PPNDSU 4928 PPUBON 230 PPUBON 231 PPVAQC 383 PPVIQK CMZQUM PPVIQK DNBQCU PPVIQK EJNVIM PPVIQK FZVHRF PPVIQK IQNWJO PPVIQK IQQVNK PPVIQK NXNMYH PPVIQK SOBWFU PPVIQK ZDCFTX PPYNYY WFOGDN PPZYUW 6950 PPZZLV 8024 PQMEFT 8079 PQMEFT 8080 PQTUWI 684 PRAQTW 3932 PRAQTW 3933 PRAQTW 3934 PRCONG DYXAET PRCONG GRKQYG PRCONG IVSRNA PRCONG JLRNDX PRCONG NYHQBY PRCONG QVTREL PREFSA 2622 PREFSA 2623 PRGEMN 750 PRGOHZ 1587 PRGOHZ 1588 PRGOHZ 1589 PRGOHZ 1590 PRGOHZ 1591 PRGOHZ 1592 PRGOHZ 1593 PRGOHZ 1594 PRGOHZ 1595 PRGOHZ 1596 PRGOHZ 1597 PRGOHZ 1598 PRGOHZ 1599 PRGOHZ 1600 PRGOHZ 1601 PRGOHZ 1602 PRGOHZ 1603 PRGOHZ 1604 PRGOHZ 1605 PRGOHZ 1606 PRGOHZ 1607 PRGOHZ 1608 PRIOQA VLSZNB PRKAES 7302 PRMUKO 6314 PRMUKO 6315 PRTCYP VWLSXI PRUOBG WHYXZD PRUYNZ 7728 PRZWUM 1478 PRZWUM 1479 PSCPMS 2793 PSCPMS 2794 PSDTPJ 1581 PSDTPJ 1582 PSKOKO 6187 PSKOKO 6188 PSRIGS 827 PSRRHI 5954 PSRRHI 5955 PSRRHI 5956 PSUUFQ CDPXZE PSUUFQ IOBCBP PSUUFQ OMYIGA PSUUFQ OXRQXC PSUUFQ PGONDW PSUUFQ PYXHPS PSUUFQ QRUHBS PSUUFQ QYXZQH PSUUFQ UCSTME PSUUFQ UKIHRB PSUUFQ VPFEBJ PSWAOB 3093 PSWAOB 3094 PSWAOB 3095 PSYKQS 6375 PSYQPH 5273 PTCRQG 2750 PTCRQG 2751 PTCRQG 2752 PTCRQG 2753 PTEGNF 3417 PTFEMC 5319 PTMNFI IABAPD PTNRFK 6703 PTNRFK 6704 PTVBPS 6112 PTVBPS 6113 PTVBPS 6114 PTXVVM 1685 PTZVRD 180 PUDHBX 6525 PUDHBX 6526 PUDHBX 6527 PUDHBX 6528 PUDHBX 6529 PUDHBX 6530 PUDHBX 6531 PUDHBX 6532 PUDHBX 6533 PUELRP 511 PUKEIR 661 PUKEIR 662 PUKEIR 663 PURICR 870 PURKEX 348 PUWXNG 2543 PUWXNG 2544 PUWXTM 1205 PUXSKY 2933 PUYHQH 1694 PVBXYB PCVQBR PVCEEY UUHCEF PVILQU 5133 PVILQU 5134 PVINEC DOLOHY PVINEC SSXLEY PVJGJL NSAPIQ PVOPSL 4621 PVOSDV 2951 PVRTLU 3502 PVTABR 359 PVXQWQ 4143 PVYQDH BQPXBW PVYQDH EPMIJD PVYQDH LJXVRY PVYQDH PIMFFE PVYQDH VTFIYY PVYQDH YMYBDZ PVZXKX 7018 PWAYUS ESWIMY PWAYUS MUTDWA PWENXT 2802 PWJROC 858 PWJROC 859 PWLTVZ 1124 PWPCBV 4112 PWPCBV 4113 PWPCBV 4114 PWPCBV 4115 PWQETJ 1353 PWQUWL DULZPA PWRCKI 978 PWUGWE AVFSLP PWUGWE BWNSUJ PWUGWE COURWK PWUGWE FFEYPX PWUGWE FQVIXV PWUGWE FXBZSV PWUGWE GKJZGN PWUGWE GZQCSS PWUGWE HWBESR PWUGWE ILPIFI PWUGWE JIDZMW PWUGWE KSBXJG PWUGWE KTQVQX PWUGWE LDBDXW PWUGWE LFZCYW PWUGWE LKALNA PWUGWE MDMYWH PWUGWE MGVWZM PWUGWE MHCSQL PWUGWE MNQYHV PWUGWE MYROER PWUGWE NGVLNC PWUGWE OAYXNU PWUGWE OVVPNI PWUGWE PUWXTM PWUGWE QTSTYK PWUGWE RBGAJI PWUGWE RUNZIW PWUGWE SFTCCA PWUGWE SHWGEG PWUGWE STZCVJ PWUGWE TOKRSW PWUGWE UUFZVH PWUGWE VZWOWO PWUGWE WGDNLE PWUGWE WXJZLH PWUGWE XRHOHZ PWUGWE YEZRCH PWUGWE YKQJNB PWUGWE YQQGPY PWUGWE ZFJLNU PWUGWE ZJKEMN PWUGWE ZZWZEF PWYDXB 3459 PXJGIV 6775 PXKCLS PHEPIG PXLRFV 4220 PXMIQN 990 PXMIQN 991 PXMIQN 992 PXNASU 7974 PXNCVF 1618 PXNQBA 3128 PXSIZG 6270 PXSOZA 5912 PXWTBE DRYDDL PXYFYY 6461 PXYFYY 6462 PYAHPR 3937 PYAHPR 3938 PYAJIE XXWYGD PYBSZZ 45 PYHPEJ MNJUHC PYHPEJ PPZZLV PYHPEJ VFCTBV PYJAHN 4515 PYLFUT 4630 PYLFUT 4631 PYODNL 2391 PYOQWR 2938 PYOQWR 2939 PYOQWR 2940 PYSJXW BICJXY PYSJXW LFGYHN PYSJXW NDRHBW PYUTBP 5892 PYXHPS 3860 PYYIRU 5535 PYYIRU 5536 PZLXQT HGHJZF PZOHZG 3329 PZOMMX EDKCIK PZOMMX LDZDRU PZOMMX OTZJXY PZOMMX QNHDDA PZOMMX SMIPLV PZXFUJ 407 QAEYRU 5006 QAHTFC RJLBSP QAHTFC YFIKTN QAJRYN ILFJZL QAJRYN JXNFCG QAJRYN RFRCMB QAJRYN SGIMMI QAJRYN TWHVLG QAJRYN TXDOVM QANJRN 6284 QAONZE 1540 QARNTO 4821 QAXZFT 4992 QAYRGK 3021 QAYRGK 3022 QAZFHW 3185 QAZYBP HMUECC QBBJDQ 1951 QBBJDQ 1952 QBBMLY 703 QBCSKA 1541 QBCSKA 1542 QBCSKA 1543 QBCSKA 1544 QBCSKA 1545 QBETTE DRLYHQ QBETTE QTKNYF QBETTE UGKZRY QBETTE VXGRLH QBFOYX JZJXSN QBFOYX MAOOIM QBFOYX RNGKRW QBFOYX TNDCEZ QBHDUR 6390 QBHNFO 5806 QBMIBE QANJRN QBPWGU 3024 QBTCMO RYPNNW QBTUNO 30 QBTUNO 31 QBTUNO 32 QBTUNO 33 QBTUNO 34 QBUOTR 1736 QBZHWK OKPJXO QBZHWK RGODIT QCDEMO 4775 QCFKVM GHMWLK QCFKVM LDWUSY QCFUNT 4512 QCGFDX 6949 QCGUZJ PMUART QCGUZJ VGMRYC QCGUZJ ZRRSQZ QCHAZE 3324 QCPIHR CGBQYK QCVJOS 6554 QCZGYW 441 QDLHYM 4214 QDLXNB 3418 QDMRVM 4879 QDPPGR LBNUKW QDREZV 2949 QDSPPH 5957 QDSXQQ 530 QDSXQQ 531 QDUVTR 2233 QDUVTR 2234 QDUVTR 2235 QDUVTR 2236 QDUVTR 2237 QDUVTR 2238 QDYGZO 5223 QDYGZO 5224 QDZQVG 6046 QECFAZ 7935 QEFGRL 5125 QEFGRL 5126 QEFGRL 5127 QEFGRL 5128 QEFGRL 5129 QEFGRL 5130 QEFGRL 5131 QEGPZR 4463 QEPPZQ 1061 QEPPZQ 1062 QEQJWZ ASVGHU QEQJWZ DRECJD QEQJWZ EPBZCC QEQJWZ EVGLIE QEQJWZ FVDVRM QEQJWZ HGTXVJ QEQJWZ IFRRCW QEQJWZ LROYUH QEQJWZ LSAHSK QEQJWZ MNIMZW QEQJWZ MOMOGW QEQJWZ NKFEOC QEQJWZ PSKOKO QEQJWZ RBIEGN QEQJWZ RLSWXV QEQJWZ SKJIUU QEQJWZ SRLADB QEQJWZ SYNILL QEQJWZ TGWFXI QEQJWZ VFEHGD QEQJWZ WKOMGF QEQJWZ WUYEDY QEQJWZ XPIFVL QEQJWZ ZWJJDZ QESFVJ 6173 QEWNGA YKVDQO QEWUPE AHRLCE QEWUPE AMMACX QEWUPE AVVHII QEWUPE AWVEPZ QEWUPE BFOJOA QEWUPE BSZUFR QEWUPE CDPCTQ QEWUPE CZDCHW QEWUPE DCKYBW QEWUPE DNWAVO QEWUPE DRDFPZ QEWUPE DYSLUW QEWUPE EWTUIQ QEWUPE FKGNQY QEWUPE GGCQUQ QEWUPE GZZQVA QEWUPE HIAFNL QEWUPE HLLSLH QEWUPE HVSFGO QEWUPE HWSQVG QEWUPE IEXHRD QEWUPE IGJHKE QEWUPE IMEHDD QEWUPE IMINYM QEWUPE JTRTNM QEWUPE JVCJHL QEWUPE KKXELJ QEWUPE KYUWRB QEWUPE LEZVJI QEWUPE LFYTFX QEWUPE LJZGZF QEWUPE LVOZPF QEWUPE MFBYIQ QEWUPE MGPLCI QEWUPE MJJEZP QEWUPE MOORWU QEWUPE MSTJIC QEWUPE MXKWJQ QEWUPE NOONWF QEWUPE OCLYTH QEWUPE OVLMXS QEWUPE OZGDHM QEWUPE PAAOCU QEWUPE PCKXAC QEWUPE PEVRNZ QEWUPE PIQAVK QEWUPE PVINEC QEWUPE QBTCMO QEWUPE RSXLLI QEWUPE SRYBGH QEWUPE STAAFL QEWUPE TCNEWK QEWUPE TFXSLJ QEWUPE TOZLFG QEWUPE TXMYIK QEWUPE UCEXQB QEWUPE UPJIDX QEWUPE VEVGPQ QEWUPE VNPZDO QEWUPE VRUFYN QEWUPE VRWBEY QEWUPE VUHBSX QEWUPE VZVODB QEWUPE WBOYNO QEWUPE WHZAUV QEWUPE WXDIVB QEWUPE XCVDKS QEWUPE YBDVUE QEWUPE YLHJWU QEWUPE YSDLBK QEWUPE ZMZFXW QEWUPE ZQBSXO QEWUPE ZZRMPH QEZSVB 193 QFAEKH IDWBET QFAEKH RECTJR QFULJE 3725 QFULJE 3726 QGHKZQ AJLLPY QGHKZQ FNFSVT QGHKZQ RJCTUR QGHKZQ SMLPEC QGHNZJ 6810 QGHNZJ 6811 QGHNZJ 6812 QGHNZJ 6813 QGHNZJ 6814 QGHNZJ 6815 QGHNZJ 6816 QGIBMH 1715 QGMBQZ 4776 QGMBQZ 4777 QGMBQZ 4778 QGMBQZ 4779 QGQVPA BXBBJB QGQVPA COYQIZ QGVIXS 4382 QHBVMV YIARHK QHCIUK 3241 QHCKSZ 2348 QHFAVB CYFCZZ QHFAVB KZXTYX QHFAVB RHKSSI QHFAVB SYCCJL QHFAVB WBFNIJ QHJNDE 1572 QHJNDE 1573 QHJNDE 1574 QHMYWU BVEWAV QHMYWU HBZSOC QHMYWU LLPCWE QHMYWU NAXIVG QHMYWU QPTSGS QHOFFL 4730 QHSYMC 4714 QHUHOT 1254 QHUZAG ADHCAX QHUZAG ALYSCH QHUZAG HVPAHJ QHUZAG LECPGC QHUZAG RSLNTU QHVEYN 2181 QHVPIC VYOUQW QHWDAI 7717 QHWDAI 7718 QIAOBM 7397 QIAZDG EDNQOH QIAZDG IKVHKG QIAZDG KJNNWV QIAZDG NZQCRF QIAZDG OWYJSN QIAZDG RAPUCQ QIAZDG ZNKFHY QIBMDT 1739 QIBMDT 1740 QIHBWL YLLTNH QIIDQG 2065 QIIDQG 2066 QIJZEP 486 QIJZEP 487 QIJZEP 488 QIOUIP 1793 QIOUIP 1794 QIOUIP 1795 QIRTDL 878 QIRTDL 879 QIUZGC 5402 QIWSXN 632 QJCCBG XFKSZA QJDJYS 2483 QJDJYS 2484 QJDWCU 4278 QJDWCU 4279 QJELUE 3002 QJETHN FLXPOC QJETHN KGGREE QJHSQM APUWKA QJHSQM DTGZHC QJHSQM DXTSDJ QJHSQM FAJJYJ QJHSQM FISAKT QJHSQM GABZVA QJHSQM GDLUKL QJHSQM GDWVKG QJHSQM GFZUMF QJHSQM JARRHQ QJHSQM KQPZQV QJHSQM KTJMAR QJHSQM MNBGUC QJHSQM MTXGDM QJHSQM NGQNVX QJHSQM NKSPPO QJHSQM ONZRLA QJHSQM QCZGYW QJHSQM QLKFCY QJHSQM QMGIWE QJHSQM QMNQNB QJHSQM RNIJUG QJHSQM TZSEZY QJHSQM WGNGYK QJHSQM ZYQKXO QJIJAO 3235 QJJPQB 3970 QJJPQB 3971 QJJPQB 3972 QJMDFN 4818 QJNZUE DBACVD QJNZUE FHCUAI QJNZUE UAPJZX QJTOLZ 5120 QKEYHJ 134 QKEYHJ 135 QKKZOW 4287 QKNWRJ MZFIGM QKNWRJ NQMMBM QKPEBV LRSWTV QKULDV 3231 QKULDV 3232 QKULDV 3233 QKXFGB DINVTZ QKXFGB GXVVPB QKXFGB KTVNQQ QKXFGB NQFIXE QKXFGB STQZKP QKXFGB TBQABK QKXFGB TJWOOH QKYXRX 688 QLELVR 426 QLJLQE 6286 QLKFCY 436 QLUFIL 1732 QLXGUR 4719 QLXMDJ OCVJOY QLXMDJ RZPJHL QLYBGL 4881 QLYBHZ 3511 QLYBHZ 3512 QLYBHZ 3513 QLYBHZ 3514 QLYBHZ 3515 QMEBJB AXQYXT QMEBJB JSTRTB QMEBJB NGNTFS QMEBJB THHROC QMEBJB WJNTPF QMGIWE 452 QMIQSK AHQWIE QMIQSK BTCTPH QMIQSK HCXDWY QMIQSK HNYUOQ QMIQSK RWNADA QMIQSK TTEFOV QMIQSK YDVIZZ QMJCBG 6839 QMJCBG 6840 QMJCBG 6841 QMJCBG 6842 QMJCBG 6843 QMJCBG 6844 QMJCBG 6845 QMJCBG 6846 QMJCBG 6847 QMJCBG 6848 QMJCBG 6849 QMJCBG 6850 QMJCBG 6851 QMJCBG 6852 QMJCBG 6853 QMJCBG 6854 QMJCBG 6855 QMJCBG 6856 QMJCBG 6857 QMJCBG 6858 QMJCBG 6859 QMJCBG 6860 QMJCBG 6861 QMJCBG 6862 QMJCBG 6863 QMJCBG 6864 QMJCBG 6865 QMJCBG 6866 QMMORP CSTWPR QMMORP XMABOE QMNCXW 1289 QMNCXW 1290 QMNCXW 1291 QMNCXW 1292 QMNDVK 4981 QMNQNB 461 QMTNIQ 2263 QMVBNE 4160 QMZDGM 1752 QNADQB IQWBTI QNADQB KYJBDH QNADQB LMHIAM QNADQB MVRWKI QNAKLS 1824 QNASER BOZVWU QNASER MZBHZR QNASER NWLKDB QNASER OLVPSS QNASER ROKWDD QNASER TOUHHN QNASER ZDRUBA QNFJRV 2545 QNGOKU 7142 QNHDDA 2449 QNNNGK PVCEEY QNOBPC 3317 QNRQSN 3534 QNRQSN 3535 QNRQSN 3536 QNWRMA 941 QNWRMA 942 QNWRMA 943 QNWRMA 944 QNWRMA 945 QNWRMA 946 QOZSOY 4923 QPERWE DKYQRW QPERWE LIKCJA QPIUUP 475 QPJNZV 2381 QPQDRQ 3064 QPQDRQ 3065 QPQDRQ 3066 QPQDRQ 3067 QPQDRQ 3068 QPQDRQ 3069 QPQDRQ 3070 QPSBXZ 428 QPSHVZ DRZVCR QPSHVZ LVGBXW QPTSGS 4400 QPUJHV 935 QPXYQA 6642 QPXYQA 6643 QQEDAM WKPXJS QQENDP 2127 QQENDP 2128 QQENDP 2129 QQENDP 2130 QQIHSQ 4977 QQIYAH ABXRGR QQIYAH AKEFVF QQIYAH ALOAJY QQIYAH ATQSYN QQIYAH BCSMRG QQIYAH BUHOIV QQIYAH CBBLPD QQIYAH CBPXAV QQIYAH ELOSUZ QQIYAH FSVBVW QQIYAH FZOJHZ QQIYAH GMBHOL QQIYAH HCIYZP QQIYAH HFTCCE QQIYAH HHQPJB QQIYAH ISAHYE QQIYAH JLPULB QQIYAH JQPOWV QQIYAH JQPXRU QQIYAH JWDGAV QQIYAH LPJMYT QQIYAH MBKQRL QQIYAH MDTJPI QQIYAH MJILAC QQIYAH MNJRKB QQIYAH MOGYAC QQIYAH MTDNHY QQIYAH NBOYVZ QQIYAH NQMERJ QQIYAH OYYOQO QQIYAH PAUSZY QQIYAH PDNTPE QQIYAH PILUVX QQIYAH QRIRXF QQIYAH RBQWWX QQIYAH RKFQXC QQIYAH RZTGTP QQIYAH SSKJPN QQIYAH TJZVBU QQIYAH TPOZKV QQIYAH TUACOJ QQIYAH TZRLCQ QQIYAH UUCFLQ QQIYAH UYLFBJ QQIYAH VIGNBU QQIYAH VITUQL QQIYAH VZNPHT QQIYAH XPOJHO QQIYAH XRMGAN QQIYAH XZBMXJ QQIYAH YQGREJ QQIYAH YRFYGO QQIYAH YVEOBK QQIYAH ZAZEFX QQIYAH ZMEEAV QQIYAH ZMPUMO QQIYAH ZNPRDY QQJVQJ 1244 QQLHDL 1955 QQLHDL 1956 QQLHDL 1957 QQOKLK 2183 QQPNOD AELKFZ QQPNOD BHQNBW QQPNOD DZMQOW QQPNOD EHQXYJ QQPNOD FJRLCQ QQPNOD FMYSIC QQPNOD GPAKTQ QQPNOD IJOUSF QQPNOD IYQZLY QQPNOD JMVJPJ QQPNOD MYKBNM QQPNOD QVDMVN QQPNOD SKUTPJ QQPNOD SXEKRL QQPNOD TFYDFQ QQPNOD TYMSOB QQPNOD VFLCIZ QQPNOD VQTUPZ QQPNOD VUHBAM QQPNOD YQRMAN QQPTTO 2372 QQRWGW 7919 QQSZCZ PLMKMC QQUHUN PMYPFB QQUHUN PVOPSL QQVNPJ 5890 QQZAVR GKTPEC QRAHXD DQNCZQ QREDLI 845 QREDLI 846 QREGNP 6358 QRIRXF 5691 QRIRXF 5692 QRIRXF 5693 QRIRXF 5694 QRJYUR 3463 QRJYUR 3464 QRJYUR 3465 QRJYUR 3466 QRJYUR 3467 QRJYUR 3468 QRJYUR 3469 QRJYUR 3470 QRKAJP 5075 QRKAJP 5076 QRLGXR 352 QRLGXR 353 QRUHBS 3893 QRUQXT 402 QRXXYL 545 QSBHUE 6146 QSGNWH 633 QSGUXT 6245 QSRCCP 538 QSRDJC TUYETP QSSBJS CSXRNK QSSBJS FUNYXU QSSBJS SQFSSF QSSBJS TMWBUM QSSBJS UYGRJE QSSBJS ZMPTSZ QSVIDO 7033 QTDEEH 871 QTDHOS 7775 QTGERU PLKTPF QTHNRW CKPCYS QTHNRW SGICKU QTHNRW TWYENW QTHNRW URXCNP QTIJDA 7220 QTIJDA 7221 QTIJDA 7222 QTIWDW 940 QTJAAN OLDUIB QTKAZN OXZIDZ QTKEOH 362 QTKNYF MJHWKJ QTPXUT QUVNUE QTQJEL FMLAWI QTQJEL GHVCOK QTQJEL HDWWPG QTQJEL HJGCZP QTQJEL JTPSUU QTQJEL KXJBRT QTQJEL TCIFJE QTQJEL UZTKGM QTSTYK 1194 QTSTYK 1195 QTVBYP 7744 QTYPBM 4465 QTYPBM 4466 QTYVPI 228 QUBYNK OQHJGQ QUJKDX 3000 QUNUSE 1803 QUNUSE 1804 QUNUSE 1805 QUTARR 5721 QUTARR 5722 QUVNUE YLAIXL QUXIGZ 212 QUXIGZ 213 QVCJTA 1958 QVCJTA 1959 QVCJTA 1960 QVDMVN 67 QVDNWN 2142 QVLBOU 5895 QVLBOU 5896 QVLBOU 5897 QVLBOU 5898 QVLBOU 5899 QVLBOU 5900 QVLBOU 5901 QVLBOU 5902 QVLBOU 5903 QVLBOU 5904 QVLBOU 5905 QVLBOU 5906 QVLBOU 5907 QVLRSA 4593 QVMKYE 2536 QVNSQR 820 QVNTGW 4055 QVSBHY 7103 QVSBHY 7104 QVTREL 2734 QWGTQY CILZWA QWGTQY WOEAQC QWPNTT CZDUIC QWPNTT LCZTIX QWPNTT SNXOFR QWPNTT URBCBD QWPNTT YFUAKG QWROOR NYHHME QWROOR ZPBBLX QWUJNK 7376 QWYFLV DQGFTP QWYFLV DYOMFJ QWYFLV EKUVKI QWYFLV FSCLTA QWYFLV HFIISI QWYFLV JZSNSS QWYFLV KQGPSI QWYFLV MELXWC QWYFLV NYEPAI QWYFLV OGWSWG QWYFLV PKJYAZ QWYFLV QQENDP QWYFLV QYPEBH QWYFLV RZDWOQ QWYFLV SBOZFA QWYFLV SKMWXQ QWYFLV SMGSPT QWYFLV UBAOTE QWYFLV USNXJA QWYFLV XFGUNT QWYFLV XZOBMV QWYFLV YVADVK QXERIS 7705 QXERIS 7706 QXHSYF 1269 QXJEFF 52 QXKPNF 7224 QXKVHR 4901 QXLLBW DXXXBP QXOSHS 3581 QXOSUT 4763 QXOSUT 4764 QXSKNL 4725 QXUHUE 922 QXYQXC IUSZZZ QXYQXC MXNUVI QXYQXC RHQMOY QXZBZG 3658 QXZBZG 3659 QXZBZG 3660 QXZBZG 3661 QXZKAE 1471 QYFVUH 138 QYMCSR 546 QYOPQY 318 QYPEBH 2103 QYPODM JFWLWV QYTLRP DOUYPY QYTWLD AMYLUM QYTWLD GRPFMR QYTWLD MIGMXH QYXNKM 837 QYXZQH 3870 QYYGLN 1273 QYYGLN 1274 QZABUS 472 QZAJEK 7494 QZEJIO 5326 QZEJIO 5327 QZEJIO 5328 QZEZAG 907 QZFRIC 4373 QZFRIC 4374 QZFRIC 4375 QZFRIC 4376 QZFRIC 4377 QZFRIC 4378 QZJBNW 6715 QZJBNW 6716 QZVCCO 4280 QZWPRF 4342 QZWPRF 4343 QZWPRF 4344 QZWPRF 4345 QZYNJI 2663 QZYNJI 2664 QZYORP 1665 RAEIGS 539 RAFCWT 2889 RAHADA CQBMPE RAHADA NCSGRW RAHADA OXNOYO RAHADA PHXUKH RAHADA SYYWOK RAHADA YUFPRQ RAJNYJ ANTSNG RAJNYJ DBJATT RAJNYJ FLRPXE RAJNYJ KGNQMX RAJNYJ RQEUOB RALRAV 7915 RAMSGA 1726 RANXDG 6511 RAPUCQ 4090 RAPXYB 4070 RAPYAE 3390 RAPYAE 3391 RAPYAE 3392 RAPYAE 3393 RAPYAE 3394 RAPYAE 3395 RAPYAE 3396 RAPYAE 3397 RAPYAE 3398 RAPYAE 3399 RAPYAE 3400 RAPYAE 3401 RAPYAE 3402 RAPYAE 3403 RARTZC GWVNWC RARTZC KGDUKW RARZFM 4487 RBFPWE JLIRUD RBFPWE JRLMZT RBFPWE KCXVGE RBFPWE MIJINA RBGAJI 1163 RBIEGN 6211 RBIEGN 6212 RBIEGN 6213 RBIEGN 6214 RBKFSB LUTIOY RBNFYB 280 RBNFYB 281 RBQWWX 5647 RBVKSG 2813 RBVKSG 2814 RBVKSG 2815 RBVKSG 2816 RBVKSG 2817 RBVKSG 2818 RBVKSG 2819 RBVKSG 2820 RBVKSG 2821 RBVKSG 2822 RBVKSG 2823 RBVKSG 2824 RBVKSG 2825 RCBZZT 3151 RCDOJY 2791 RCICKO 2526 RCNZEC BIVTCA RCNZEC OMZHKX RCNZEC QJMDFN RCTLDT 7732 RCZKYR IECDQY RDKBHZ 4988 RDKBHZ 4989 RDNKQO 5099 RDNNEZ HWHWBA RDNNEZ OGEJSM RDNNEZ YEQQTC RDODMX 5026 RDOPWD 435 RDQDTR 2809 RDQYSK 1097 RDQYSK 1098 RDQYSK 1099 RDRZHS QAXZFT RDTMJA 223 RDVILB 3155 RDYBGD 117 RDYFTH 7603 RECTJR 2248 REGROX 4049 REHIUA 6263 REHIUA 6264 REHIUA 6265 REHIUA 6266 REQKJD 6147 REYWNH DFSKGS RFDJOZ ACYZDF RFDJOZ AONLMG RFDJOZ AWWQSR RFDJOZ BFGHNK RFDJOZ BOPIMB RFDJOZ CEOFIV RFDJOZ CGRBKH RFDJOZ CKUJUT RFDJOZ CLQBBT RFDJOZ CNBMOU RFDJOZ CYICHN RFDJOZ DFWQGY RFDJOZ DIUSBV RFDJOZ DYBVUM RFDJOZ EFKHWV RFDJOZ EQAKRK RFDJOZ FCPSPW RFDJOZ FGBECY RFDJOZ FMRTWN RFDJOZ FSENQC RFDJOZ GXLNJG RFDJOZ HBOIAK RFDJOZ HEPSCW RFDJOZ HFVWEI RFDJOZ HJYDLF RFDJOZ HONLLL RFDJOZ HQTJOI RFDJOZ HRJCAU RFDJOZ HUCPSC RFDJOZ IINVUM RFDJOZ IKWRWX RFDJOZ IOTCID RFDJOZ IQCKUE RFDJOZ JWBAOK RFDJOZ KDZTTO RFDJOZ KHSPFY RFDJOZ KLPGVX RFDJOZ KQPOFR RFDJOZ LGZIOF RFDJOZ LHQUME RFDJOZ LLAIHE RFDJOZ LVPSBN RFDJOZ MOXRAS RFDJOZ NFTMZX RFDJOZ NZJMIJ RFDJOZ OOQBZQ RFDJOZ OUPUCC RFDJOZ OUSYOA RFDJOZ PDSXQZ RFDJOZ PEJFON RFDJOZ PFAGQH RFDJOZ PJTGQK RFDJOZ PWQETJ RFDJOZ QHUHOT RFDJOZ QMNCXW RFDJOZ QQJVQJ RFDJOZ QXHSYF RFDJOZ QYYGLN RFDJOZ ROPMFN RFDJOZ RPPEFA RFDJOZ RSDXWR RFDJOZ SHHRAL RFDJOZ SIUNPM RFDJOZ TNPEWJ RFDJOZ ULIVMV RFDJOZ UYXHPF RFDJOZ VCFMSK RFDJOZ VCLZLT RFDJOZ VGKQGU RFDJOZ VIBQIU RFDJOZ VIILZK RFDJOZ VPSVBR RFDJOZ VTMZAS RFDJOZ WCZGAT RFDJOZ WOHWIS RFDJOZ WUFOXZ RFDJOZ XCZQMY RFDJOZ XNONOM RFDJOZ YDUEZL RFDJOZ YITMBD RFDJOZ YNVSHY RFDJOZ YUJNVD RFDJOZ ZEZOUV RFDJOZ ZHFBJH RFDJOZ ZJPEAF RFDJOZ ZOXTRZ RFDJOZ ZVCOFT RFINDE 1458 RFJKGS 969 RFJKGS 970 RFJKGS 971 RFOBAR DAOSSC RFODTV 468 RFPJLR 1008 RFRCMB YXMBDU RFSVMP 6618 RFSVMP 6619 RFUJYD 6091 RFUJYD 6092 RFUJYD 6093 RGASRH 4740 RGEJDW 544 RGGLBV AQUJBA RGGLBV KEYVOB RGGOLS 4 RGLLYI GZVGCX RGLLYI OEPLLI RGLLYI PVOSDV RGLLYI QDREZV RGLLYI TIXNOE RGLLYI XJQGBL RGODIT 4167 RGSOAH 29 RGXFHR 7976 RHEXLU XKHUOR RHINEV 3159 RHJISM 7518 RHKCAL CYRFHD RHKCAL DPQIJQ RHKCAL FTAJRE RHKCAL HLPLWX RHKCAL LORWWQ RHKSSI OUDCDG RHQMOY 2525 RHQVGB 3075 RHUTIR 6627 RHUTIR 6628 RHUTIR 6629 RIBVVE 3442 RIJPRP HXLEAY RIJPRP POCCEY RILWNO 2800 RIQLUJ 5565 RIQLUJ 5566 RIQLUJ 5567 RIQLUJ 5568 RIQLUJ 5569 RIXLHZ OYPFMC RIYYIO JWJZBZ RJCPUU 8028 RJCPUU 8029 RJCPUU 8030 RJCPUU 8031 RJCPUU 8032 RJCPUU 8033 RJCPUU 8034 RJCPUU 8035 RJCPUU 8036 RJCPUU 8037 RJCPUU 8038 RJCPUU 8039 RJCPUU 8040 RJCPUU 8041 RJCTUR BRFWGS RJCTUR LXPHUP RJDLOH IESGMX RJINXQ 5113 RJLBSP 2709 RJLBSP 2710 RJOQPR 1697 RJTYYG 3098 RJUORH AIGMZU RJUORH DEVVUT RJUORH HRPLNE RJUORH NWESHK RJUORH TOYBNO RJUORH VGSIXC RJUORH VRQEZA RJUORH YANYZF RJUQDD 1696 RJYJZB 4404 RJYJZB 4405 RJYJZB 4406 RKAURY FGAVCM RKAURY JFDGRK RKAURY MMNYKE RKBZBT SBTHKK RKDVLV RQBYVH RKFQXC 5658 RKIHSV 3124 RKIHSV 3125 RKIHSV 3126 RKIHSV 3127 RKPISS 2138 RKRPBA 1937 RKUSWH 4215 RKUVMW 1867 RKUVMW 1868 RKUVMW 1869 RKUVMW 1870 RKUVMW 1871 RKUVMW 1872 RKVGGE 1514 RKWMUN ILCSUO RKXHPD IVFZEZ RKXHPD ZTSSYF RKXUJZ 5781 RKXUJZ 5782 RKXUJZ 5783 RKXUJZ 5784 RKXUJZ 5785 RKXUJZ 5786 RKXVNH 4968 RLAJEG FWACYW RLCPFE WOOLUY RLDRWD JYKNWZ RLGMLW 2675 RLGPGK 3783 RLICPT 7021 RLICPT 7022 RLICPT 7023 RLLWKY 2182 RLNJZA 650 RLNTUL 876 RLPKVT 4366 RLPNAL 2788 RLPNAL 2789 RLSWXV 6198 RLSWXV 6199 RLSWXV 6200 RLSWXV 6201 RLUXVK 2999 RLVDDX 6633 RLZFZF 6688 RMEHEL 5267 RMEQBA 207 RMGWIR 5221 RMVILE 643 RMYEZV 5712 RNBCMR 5246 RNBCMR 5247 RNDZLY 5858 RNFXSN 3302 RNGKRW 866 RNGMUA 6309 RNGMUA 6310 RNGPWK 1834 RNGPWK 1835 RNGPWK 1836 RNIJUG 449 RNJLJK 4221 RNPDSW 1823 RNPPQM 2296 RNRBHJ 6072 ROCNJW 2875 ROCZYC 2434 ROCZYC 2435 ROGITM 7988 ROGITM 7989 ROITXO 598 ROKWDD FNCQFP ROKWDD TREQNM ROMWUT 7395 ROMWUT 7396 RONMHP 7810 RONMHP 7811 RONMHP 7812 ROPMFN 1330 ROQSSH ATFGSG ROQSSH GHULEP ROQSSH IJRQGS ROQSSH LGUTSC ROQSSH UYWJWM ROQSSH VFZNHW ROSXDZ DIVTIX ROTVJC XHLSRF ROWSHU BRUMTV ROWSHU JUZHTU ROWSHU OFHGLY ROWSHU RCZKYR ROWSHU SQRIOU RPGVAB 1483 RPGVAB 1484 RPGVAB 1485 RPJCQF 998 RPJMZT 6559 RPJMZT 6560 RPJMZT 6561 RPLSFG 6947 RPOPIA 4544 RPOPIA 4545 RPPEFA 1264 RQBXOU GLQAPW RQBYVH 4873 RQCKBH IIVEJE RQEUOB XEYIKW RQFQLO 674 RQFQLO 675 RQFQLO 676 RQFQLO 677 RQFQLO 678 RQFQLO 679 RQFQLO 680 RQMNNW 2934 RQMPWY 3277 RQMPWY 3278 RQMPWY 3279 RQMPWY 3280 RQMPWY 3281 RQMPWY 3282 RQMPWY 3283 RQMPWY 3284 RQMPWY 3285 RQMPWY 3286 RQWFEB 7672 RRMQOA 429 RRMUFW 3503 RRMUFW 3504 RRPOPE 751 RRPOPE 752 RRSUZM HMMGYZ RRSUZM ILTLRX RRSUZM JNULGR RRSUZM MYPCQQ RRSUZM VCEYIK RRYKLN 1846 RRYKLN 1847 RSBZDA 7548 RSBZDA 7549 RSDXWR 1308 RSLNTU 6825 RSLNTU 6826 RSLNTU 6827 RSLNTU 6828 RSLNTU 6829 RSLNTU 6830 RSRMGK VELVOI RSUEAK 1857 RSUEAK 1858 RSUEAK 1859 RSUMTX FIGAHA RSXLLI VHJZON RSZXBC 2166 RSZXBC 2167 RTBKRC 6733 RTBKRC 6734 RTBKRC 6735 RTBKRC 6736 RTBKRC 6737 RTBKRC 6738 RTBKRC 6739 RTENUC 512 RTJSRX EYKAQZ RTJSRX UHXCEC RTSEYC 4198 RTTEAS 749 RTTIWO ABDTJY RTTIWO FQXAFD RTTIWO JCDOGK RTTIWO WUAKOH RTTLDU 2505 RTVUFB 2704 RTVUFB 2705 RTVUFB 2706 RTVUFB 2707 RTWFJI 8046 RTWFJI 8047 RTZFKM 6799 RTZFKM 6800 RTZFKM 6801 RTZFKM 6802 RTZFKM 6803 RTZFKM 6804 RTZFKM 6805 RTZFKM 6806 RTZFKM 6807 RUGHYD 3587 RUGHYD 3588 RUGHYD 3589 RUGHYD 3590 RUHUPQ 411 RUNZIW 1130 RUTKSS 8105 RUTKSS 8106 RUTKSS 8107 RVFFDX BTMPCV RVFFDX GVUBKJ RVFFDX JZLUGP RVGDLK 4656 RVGDLK 4657 RVIJHB PIUPPG RVIJHB QNAKLS RVIJHB RNPDSW RVMZJY 4990 RVPLUW BQHGFA RVUCWW 7399 RVUFOR 6787 RVWBVB 8003 RVWDSY 844 RVWIYP 5531 RVWIYP 5532 RVWIYP 5533 RVWMIG 4317 RVWMIG 4318 RVWMIG 4319 RVWMIG 4320 RVWMIG 4321 RVWMIG 4322 RVWMIG 4323 RVWMIG 4324 RVWMIG 4325 RVWMIG 4326 RVWMIG 4327 RVYGJG 479 RWAASR 6011 RWHOWO 1571 RWNADA 4835 RWSRZM 1769 RWTWXC 7559 RWWLLE 6599 RWWLLE 6600 RWWLLE 6601 RWWLLE 6602 RWWLLE 6603 RWWLLE 6604 RWWLLE 6605 RWWLLE 6606 RWWVCX 2512 RWWVCX 2513 RWXJHV 3617 RXFLAV 555 RXFMFL 3916 RXFMLC 2928 RXFMLC 2929 RXFYAM 6577 RXGWZY BYYLAC RXGWZY CPYGGG RXGWZY IITMEG RXGWZY WWMEMO RXIFWN 227 RXKCTL 3162 RXKCTL 3163 RXKCTL 3164 RXKCTL 3165 RXKCTL 3166 RXKCTL 3167 RXKCTL 3168 RXLNXZ 2433 RXNAIA ZNZARV RXNLYS 3921 RXPCFN 130 RXPRCP 8135 RXUMUN 3516 RXXNQR VOGSQZ RYCCAX 284 RYNIMA 2219 RYOGFU 6403 RYPNNW 3802 RYPNNW 3803 RYYIOZ 4841 RYYMKJ 6884 RYYMKJ 6885 RZCLOQ 575 RZCLOQ 576 RZDWOQ 2109 RZHESQ 7980 RZLNUV 144 RZONDS 1410 RZPJHL 5249 RZRGOO 124 RZTGTP 5681 RZTGTP 5682 RZTGTP 5683 SAARHB 4415 SAAUTZ 6728 SABPZI 648 SACBAH CAHVMW SACBAH JXUACQ SACBAH LVWHSM SACBAH TVLRCX SACBAH VSKHOP SACBAH VYFQBT SACVIG DWCAEC SACVIG EGLFZE SAGSIW 7380 SAIAWI 1807 SAKKZA DREYCJ SALXJN 7321 SAMWZZ 2290 SANCDL 2388 SAQKFN 3845 SAQKFN 3846 SASXFT 7990 SAXVMP JSFWXT SAXVMP OYUFAT SAZEWR 330 SBBBTN 3026 SBDOYX 4017 SBDPYL AMACBJ SBDPYL EANVMZ SBDPYL EYPTQI SBDPYL FDSHEJ SBDPYL GZQAVD SBDPYL HHYBEH SBDPYL IIDPFP SBDPYL OJWQVG SBDPYL TQQXLJ SBDPYL VMACOB SBDPYL YBBXJN SBDPYL YFOIMC SBEYIE XSHNAD SBJIBZ 8093 SBOZFA 2126 SBSBQZ 4556 SBTHKK 6615 SBTHKK 6616 SBTHKK 6617 SBWTPN NTWKMO SBWTPN ULQFCE SBWTPN WXMPRE SBZHTV 4658 SBZYMY JCHCLF SCCZHO 540 SCURPM 416 SCZNNR 2890 SCZNNR 2891 SCZNNR 2892 SCZSVJ 7615 SCZSVJ 7616 SCZSVJ 7617 SDBNBB ZVTYBC SDGTAH 4226 SDGTAH 4227 SDHWYR 7785 SDKLBK 2667 SDPAWF 3498 SDPZTE 7909 SDRLXT 252 SDRNVN 1033 SDSYXB 236 SDSYXB 237 SDZIZO 21 SDZZCW 2625 SEFFEF 1069 SEJDWS 297 SEKKYP ALVODA SEKKYP CCTFQU SEKKYP CQXQPJ SEKKYP CRLODR SEKKYP DAFAIT SEKKYP DGNSFK SEKKYP EELVKC SEKKYP EIRPUK SEKKYP FHADKP SEKKYP FQNIVQ SEKKYP GBHOUZ SEKKYP GKCCBT SEKKYP GMTBUJ SEKKYP GWNZIN SEKKYP HCMWSA SEKKYP HNQWKQ SEKKYP HPPWKR SEKKYP IBMAJZ SEKKYP INVTJS SEKKYP IVVHQY SEKKYP IVXLIO SEKKYP JYLEFH SEKKYP JYRKHR SEKKYP KDTAHH SEKKYP KRPXTQ SEKKYP MCJPNR SEKKYP MOHOJU SEKKYP MPKWDP SEKKYP MVFELO SEKKYP OCTMVN SEKKYP OWKVYR SEKKYP PQTUWI SEKKYP PUKEIR SEKKYP QIWSXN SEKKYP QKYXRX SEKKYP QSGNWH SEKKYP RLNJZA SEKKYP RMVILE SEKKYP RQFQLO SEKKYP SABPZI SEKKYP SOKGUC SEKKYP TIJBOJ SEKKYP TSEGEZ SEKKYP UGWXWZ SEKKYP UISZBU SEKKYP UKSMLG SEKKYP USKWPX SEKKYP UVZSCG SEKKYP VUHFWO SEKKYP WHRQSE SEKKYP WLNNXN SEKKYP WWUTLH SEKKYP XTYKPK SEKKYP XXSQSO SEKKYP YAXNYS SEKKYP ZMFKAF SEKKYP ZRGIDL SEOFQR 722 SEPUZD 269 SEZODY 2064 SEZUXC 6408 SFAYZR 7733 SFAYZR 7734 SFAYZR 7735 SFAYZR 7736 SFAYZR 7737 SFAYZR 7738 SFAYZR 7739 SFIOIN 8077 SFRPFT 323 SFRPFT 324 SFTCCA 1197 SFTYJW 3436 SFTYJW 3437 SFWMCY JJUJBW SFXWRZ GAJSYO SFXWRZ IXUICI SFXWRZ JAFRZE SFXWRZ LNPXFJ SFXWRZ TMJJHT SFXWRZ XYBYWD SGICKU 7406 SGIKMG 3090 SGIKMG 3091 SGIKMG 3092 SGIMMI FOZGED SGIMMI QTVBYP SGIMMI TENWST SGJQMM DPALTR SGJQMM IYPFAC SGXWKS FEYLSK SGXWKS GBZTIR SGXWKS ILANHI SGXWKS IVOMRU SGXWKS KSVEZX SGXWKS NXYIGJ SGXWKS RSZXBC SGXWKS UUAXPT SGXWKS VGCRTU SGXWKS XFNEBX SGXWKS ZPDZFV SGZEYF 467 SHDBPJ 3287 SHDBPJ 3288 SHFVLC RGGLBV SHGSOU 4072 SHHRAL 1251 SHHRAL 1252 SHKVGI 3668 SHLPTH 6834 SHLZHJ 896 SHLZHJ 897 SHQZFN 127 SHSKIQ OYYVWZ SHWGEG 1218 SHWGEG 1219 SHWGEG 1220 SHWTIA JYUWDN SHWTIA OAODNI SHWTIA PXNASU SHWTIA RGXFHR SHWTIA VIQMGZ SHWTIA ZFZVON SHZXFK ZHVLUV SIANEC 4788 SIANEC 4789 SIANEC 4790 SIANEC 4791 SILQTT 3138 SILQTT 3139 SILQTT 3140 SILQTT 3141 SILUUR 1754 SILUUR 1755 SIPBVQ 995 SIPBVQ 996 SIPELB 7618 SIPELB 7619 SIPUZC 3250 SIPUZC 3251 SIUNPM 1313 SIVOXW CZVOID SIVOXW ORFXJU SJLKFU MJHYZV SJLKFU PUDHBX SJNPSA 38 SJQOCR 1019 SJQOXI 3306 SJRSVS 1759 SJRSVS 1760 SJRSVS 1761 SJZDZD 2576 SJZDZD 2577 SKAHXH 4761 SKAHXH 4762 SKBGQI 5145 SKBGQI 5146 SKBKST 3839 SKDVQX RVUCWW SKJIUU 6205 SKJIUU 6206 SKJIUU 6207 SKJIUU 6208 SKMWXQ 2124 SKMWXQ 2125 SKSWKM 6393 SKUTPJ 71 SKYPGW EHGVMC SKYPGW GPYHHB SKYPGW HBRIJS SLAXAJ 489 SLAXAJ 490 SLAXAJ 491 SLAXAJ 492 SLAXAJ 493 SLAXAJ 494 SLAXAJ 495 SLAXAJ 496 SLAXAJ 497 SLAXAJ 498 SLAXAJ 499 SLAXAJ 500 SLAXAJ 501 SLAXAJ 502 SLAXAJ 503 SLAXAJ 504 SLAXAJ 505 SLAXAJ 506 SLAXAJ 507 SLAXAJ 508 SLBYCR 4686 SLKWHP 7921 SLKWHP 7922 SLKWHP 7923 SLNUJQ 1848 SLQSBV SZOBXH SLRMMY 5836 SLRMMY 5837 SLRNES 6945 SLZHCA 5003 SMDJUE 973 SMFKOA 4447 SMFKOA 4448 SMFKOA 4449 SMGSPT 2114 SMIPLV 2445 SMIPLV 2446 SMIPLV 2447 SMIPLV 2448 SMLPEC KYDVOV SMLPEC SBDOYX SMLPEC VNKPWY SMWZNA 3358 SMWZNA 3359 SMYTNY 3841 SNPMAW 7358 SNPMAW 7359 SNQVWD 2570 SNXOFR 4101 SNZTKU 1733 SNZTKU 1734 SOBFVJ MHSFIE SOBWFU 5601 SOHLGD 712 SOKGUC 690 SOKGUC 691 SOTEJS 116 SOXRWL 3173 SPDURS 3923 SPGTTP GJLBHE SPGTTP PFXIYN SPGVSU XNLPGL SPOXNO 1366 SPPPEX DRKMAV SPPPEX FQZCBC SPSYVP PYBSZZ SPUVOG DTLDGW SPVUXV 3722 SPVUXV 3723 SPWCJN AFLDFX SPWCJN BPCYSG SPWCJN IJMURI SPXOMH 4912 SPXSDA LHTZLZ SPZNYX 6111 SQFSSF MCLCED SQPDSR AVMLJW SQPDSR DBQYEM SQPDSR EZFRKK SQPDSR GNBHXD SQPDSR IGAIYA SQPDSR IJWCFZ SQPDSR ITZGRY SQPDSR JRCCIK SQPDSR KIRRFN SQPDSR NNEJIG SQPDSR UKSYWD SQPDSR USEOZQ SQPDSR VJYTAV SQPDSR VKUFLK SQPDSR VLAQKR SQPDSR WYNUCD SQRIOU ABWFNN SQRIOU AEEAUF SQRIOU ALSCAZ SQRIOU APWEOO SQRIOU BBCDPV SQRIOU BIHMKD SQRIOU BJEMIY SQRIOU BKHMHU SQRIOU BKMTJV SQRIOU BORLPW SQRIOU BVFVTW SQRIOU BXBWGB SQRIOU CBAJRM SQRIOU CBARSG SQRIOU CINHSB SQRIOU CPOOUO SQRIOU CPXSGI SQRIOU CWQELT SQRIOU DDXMKF SQRIOU DEBVUZ SQRIOU DHYWUG SQRIOU DKFXGA SQRIOU EARFKG SQRIOU EDINER SQRIOU EHHJBN SQRIOU EJJFGI SQRIOU EQDPHI SQRIOU ERBNUQ SQRIOU FBLYRX SQRIOU FIILZH SQRIOU FRSMRU SQRIOU FWLWCS SQRIOU GDLGSC SQRIOU GITKTV SQRIOU GLCRLI SQRIOU GMCBMC SQRIOU GNRXXR SQRIOU GQVGHL SQRIOU GUADLR SQRIOU GVURYX SQRIOU GXBADD SQRIOU GXFZIK SQRIOU HEXZSG SQRIOU HLCPLP SQRIOU HRNCKB SQRIOU HRZMEL SQRIOU HZCNFS SQRIOU IAUPOP SQRIOU IGDDBJ SQRIOU IJJHTU SQRIOU ILJJCT SQRIOU INYDUQ SQRIOU IRTOWF SQRIOU IYBMOK SQRIOU JGOUYC SQRIOU JIOEPY SQRIOU JJFJMQ SQRIOU JKOCCV SQRIOU JLYSKV SQRIOU JMESUO SQRIOU JNRMZO SQRIOU JSZRZL SQRIOU JTAMXU SQRIOU JYHMMJ SQRIOU JZPVYW SQRIOU KISZXY SQRIOU KITDGD SQRIOU KMKFXD SQRIOU KNICGV SQRIOU KOTELP SQRIOU KUESUI SQRIOU KWZQBH SQRIOU KYUPNH SQRIOU LESUTZ SQRIOU LIQUWE SQRIOU LNWGRT SQRIOU LRRDJM SQRIOU LVJLZU SQRIOU LZXYBT SQRIOU MBRGOO SQRIOU MFGXKM SQRIOU MJWILX SQRIOU MQRKFR SQRIOU NCEFQX SQRIOU NDRPTF SQRIOU NHJNFG SQRIOU NJVGJH SQRIOU NQJIAP SQRIOU NRTTUQ SQRIOU NWMWKH SQRIOU OIHRWN SQRIOU OULYYC SQRIOU OVNWBW SQRIOU OXBYHH SQRIOU OXSCBZ SQRIOU PEULVI SQRIOU PEVPAZ SQRIOU PHRJUY SQRIOU POMIBE SQRIOU PSRRHI SQRIOU PTVBPS SQRIOU PXSOZA SQRIOU PYUTBP SQRIOU QDSPPH SQRIOU QDZQVG SQRIOU QQVNPJ SQRIOU QSBHUE SQRIOU QVLBOU SQRIOU REQKJD SQRIOU RFUJYD SQRIOU RNDZLY SQRIOU RNRBHJ SQRIOU RWAASR SQRIOU SLRMMY SQRIOU SPZNYX SQRIOU SXVMPT SQRIOU TXDXUP SQRIOU UACWQK SQRIOU UCIHBL SQRIOU UDOEND SQRIOU UGPDYM SQRIOU UPRJXD SQRIOU UQWOIJ SQRIOU USHCXH SQRIOU USOPBM SQRIOU UTUDWA SQRIOU UVBUZB SQRIOU UXDYTO SQRIOU UZRNNG SQRIOU VAXIJU SQRIOU VHJFON SQRIOU VHNOKK SQRIOU VOMMGL SQRIOU VOSTXQ SQRIOU VPAMLG SQRIOU VUZNWH SQRIOU WAIHFG SQRIOU WFUPOY SQRIOU WHNPAK SQRIOU WJALPO SQRIOU WMSFHH SQRIOU WMUPXY SQRIOU WQXPVW SQRIOU WRCPKK SQRIOU XDDSTY SQRIOU XKEJEA SQRIOU XMGFCA SQRIOU XPBKWD SQRIOU XPXJAY SQRIOU XQQQYV SQRIOU XTUEDH SQRIOU XVAHTX SQRIOU YBDKRQ SQRIOU YBKHLP SQRIOU YCAYJZ SQRIOU YCFWRC SQRIOU YJWOTY SQRIOU YNVTCC SQRIOU YTFRMN SQRIOU YWRIOM SQRIOU YZEQCW SQRIOU YZZCOE SQRIOU ZEWKJW SQRIOU ZGDJPM SQRIOU ZIYYSR SQRIOU ZMGFZD SQRIOU ZOCECC SQRIOU ZOKYUZ SQRIOU ZPOENK SQRIOU ZUNZKU SQRIOU ZXNNRH SQSAPI 3332 SQSAPI 3333 SQSAPI 3334 SQSZYB 5342 SQSZYB 5343 SQSZYB 5344 SQSZYB 5345 SQSZYB 5346 SQSZYB 5347 SQXJBW 6940 SRANKQ 5195 SRCLNF AMZNUN SRCLNF EREQTI SRCLNF IPMCXP SRCLNF KLULGY SRCLNF MSKDYB SRCLNF MTGSGO SRCLNF NEKQRZ SRCLNF PXYFYY SRCLNF THQBWO SRCLNF WQEYAX SRDSRX BBLGTH SRDSRX JOXJUC SRDSRX LJCXFI SRDSRX MFPGIM SRDSRX OGZYLH SRDSRX PPYNYY SRDSRX QWROOR SRDSRX SIVOXW SRDSRX STSPDJ SRDSRX SVUSAD SRDSRX THZMDN SRIDEE PABKCQ SRINXC 3420 SRINXC 3421 SRINXC 3422 SRINXC 3423 SRINXC 3424 SRINXC 3425 SRINXC 3426 SRINXC 3427 SRINXC 3428 SRINXC 3429 SRINXC 3430 SRJVOH 235 SRLADB 6235 SRSLLN YIKCRW SRVZPZ EQHTLY SRWKZQ CNHWJD SRWKZQ HYVNRF SRWKZQ MULMTP SRWKZQ TLNUDU SRWKZQ UUVWMM SRWKZQ UXDCZI SRYBGH KLFNUR SRYBGH RWXJHV SSADVQ NVVILQ SSFBNN AIPPCK SSFBNN CNWCPR SSFBNN HFRFPX SSHEHB 4690 SSKJPN 5665 SSLJJT 755 SSLJJT 756 SSNOKT IOZGXH SSNOKT KJIJAW SSNOKT LVPVEI SSNOKT SUOHVP SSNOKT TNDLRT SSPBJK 5048 SSXLEY 3642 STAAFL DTGQUS STALPT 434 STKJBN 6924 STQZKP 1672 STRPLZ YLECCQ STSDHP 7234 STSPDJ BYIFXC STSPDJ LCCKLV STSPDJ SUWVCY STZCVJ 1150 SUCYFH 5186 SUEOXO 4218 SULDGB 275 SULXYP GKBPLS SUOHVP 4270 SUOVCW 887 SUQPLE 53 SUVYIU 1742 SUVYIU 1743 SUVYIU 1744 SUWVCY 4707 SVBKUS DSKTNQ SVFQMV AMNEQW SVGQEZ 7455 SVLRXA 1716 SVLTNI 6741 SVLTNI 6742 SVOBHX EHCJNC SVUSAD CEURXR SVVCCK 2786 SVYHCT MJVVMD SWANIU 2173 SWDRHX 3824 SWDRHX 3825 SWDUTE 7900 SWDUTE 7901 SWDUTE 7902 SWKYPE 1721 SWQUXJ 3152 SWQWTA 6271 SWQWTA 6272 SXBPUR BBJJHG SXBPUR CIBFPG SXBPUR GRJPBH SXBPUR HNLCUX SXBPUR JVUWAN SXBPUR KKBAQX SXBPUR OWZUTM SXBPUR OYEYEM SXBPUR QBTUNO SXBPUR RGSOAH SXBPUR SDZIZO SXBPUR SJNPSA SXBPUR UVDGQP SXBPUR VBXHOI SXBPUR YCNJTC SXBPUR YZPLMK SXBPUR ZWJTDC SXEKRL 66 SXEVLT 7724 SXGMOF APBOWC SXGMOF DGDJSG SXGMOF DHBMFM SXGMOF DOSWWH SXGMOF DPXTCC SXGMOF ELJCBN SXGMOF EZUJEU SXGMOF EZZEBW SXGMOF FSJPVW SXGMOF GCDIYR SXGMOF GFOAIR SXGMOF GLCFUT SXGMOF HEDPTI SXGMOF HGUMMF SXGMOF HRVPCW SXGMOF KDOQRR SXGMOF KQNYJM SXGMOF LMDQJH SXGMOF MBGJCK SXGMOF NPPRZX SXGMOF NSMFEI SXGMOF NYRQFR SXGMOF OCUMVQ SXGMOF OJKODM SXGMOF OZBUUO SXGMOF OZXLHX SXGMOF QAJRYN SXGMOF QTPXUT SXGMOF ROSXDZ SXGMOF ROWSHU SXGMOF SZOUWV SXGMOF TDITKW SXGMOF TRNRCH SXGMOF UEUFBQ SXGMOF VAGPCX SXGMOF XMLGRX SXGMOF XOCDTT SXGMOF XVTTWP SXGMOF ZQWBTX SXGWQD 3573 SXGWQD 3574 SXGWQD 3575 SXKMVJ 1879 SXKMVJ 1880 SXKMVJ 1881 SXKMVJ 1882 SXKMVJ 1883 SXKMVJ 1884 SXKMVJ 1885 SXKMVJ 1886 SXKMVJ 1887 SXKMVJ 1888 SXKMVJ 1889 SXKMVJ 1890 SXKMVJ 1891 SXKMVJ 1892 SXKMVJ 1893 SXKMVJ 1894 SXKMVJ 1895 SXKMVJ 1896 SXKMVJ 1897 SXKMVJ 1898 SXQCYE QMNDVK SXQNFP 3686 SXRIUX CZZZEP SXRIUX DXQVRX SXVMPT 5979 SXVMPT 5980 SXVMPT 5981 SXVMPT 5982 SXWCKL 4426 SXWCKL 4427 SXWCKL 4428 SXWCKL 4429 SXWCKL 4430 SXWCKL 4431 SXWCKL 4432 SXWCKL 4433 SXWCKL 4434 SXWCKL 4435 SXWCKL 4436 SXWCKL 4437 SXWCKL 4438 SXWCKL 4439 SXWCKL 4440 SXWCKL 4441 SXWCKL 4442 SXWCKL 4443 SXWCKL 4444 SXWCKL 4445 SXWCKL 4446 SXWVVA 7863 SYBGIZ ZVSDJB SYCCJL LNKUQM SYDXEA 377 SYJEDH HUCITZ SYJILC USZZRR SYNILL 6232 SYOEOS 196 SYPNCL QXJEFF SYTFMP HCVXFJ SYVINB ARMWKF SYVINB CRMEUU SYVINB DFDECI SYVINB DGDWEV SYVINB EADUKU SYVINB EVOOMD SYVINB GHZYKQ SYVINB HCVUAH SYVINB HVGOCL SYVINB IHCKEI SYVINB IUZWUN SYVINB JIAFON SYVINB JPBUOU SYVINB KHWQUN SYVINB KXYFFF SYVINB NIHAFX SYVINB NNXHYB SYVINB OXJEYF SYVINB PJTEGY SYVINB QCFKVM SYVINB QHMYWU SYVINB RJDLOH SYVINB SPWCJN SYVINB SRWKZQ SYVINB SSNOKT SYVINB TOFPLY SYVINB VDOCKJ SYVINB YIZFXE SYWMLU 4067 SYYWOK 4076 SYYWOK 4077 SYYWOK 4078 SZIXIK WSEGXT SZKTUU 8092 SZLGLY 7008 SZLKTV 5433 SZNKOV 6652 SZNKOV 6653 SZOBXH 5139 SZOBXH 5140 SZOUWV IQYLRF SZOUWV UJPLBP SZPKNC 955 SZVRSE DKWIDM SZVRSE PBWPJR SZVRSE SEJDWS SZXBEE 5091 SZYJEW IADLMD SZYJEW JMUMTP SZYJEW LESDWR SZYJEW MYSBXX SZYJEW YVBJGQ TAFGUO 46 TAPRUD 3537 TAUALJ 4996 TAXDYO 1993 TAYUEO 2893 TAYUEO 2894 TAYUEO 2895 TAZMTS 7578 TBAURZ 1404 TBCSEQ EYUVRB TBCSEQ ITKUZG TBCSEQ JQZSLR TBCSEQ LDTROU TBCSEQ PMQLWW TBCSEQ TIKSTQ TBCSEQ UPQJHC TBCSEQ VWENXZ TBCSEQ WJUUVD TBCSEQ YCCKVI TBCTET 4348 TBFDJI 1457 TBFLVZ 926 TBFNTX 7441 TBFNTX 7442 TBFNTX 7443 TBFNTX 7444 TBFNTX 7445 TBFNTX 7446 TBFNTX 7447 TBFNTX 7448 TBIVSB 4371 TBKTCA HBYPVU TBQABK 1669 TBTWCY 6662 TBVWUA 5215 TBVWUA 5216 TBWMMU 5764 TBWWLC 5174 TBXWLI 4804 TBXWLI 4805 TBZCGR 1756 TCIFJE 4522 TCNEWK FKINGU TCQAYA 4575 TCQLUQ 1114 TCRYJQ 3388 TCRYJQ 3389 TCTNIM 4539 TCUXZI 6514 TCXCSC 4647 TCYCTR 7049 TCYFXH BFTHVO TCYFXH CIXPMJ TCYFXH DFILXT TCYFXH JFGNEZ TCYFXH OFFNEQ TCYFXH VCEJEN TCYFXH VLLHLG TCYFXH WXEZEQ TCYFXH ZKEZTK TDGVRW 2491 TDGXEA 5765 TDGXEA 5766 TDITKW PCRBVI TDPIOS IBIQIK TDPLDG GNVQYC TDQDGR FHMSBZ TDSRKD 197 TDSRKD 198 TDTHAX 4991 TDYPZF KNWSSJ TEAZGX 5007 TEAZGX 5008 TEDPLL 7659 TEDPLL 7660 TEDPLL 7661 TEDPLL 7662 TEDPLL 7663 TEDPLL 7664 TEDPLL 7665 TEDPLL 7666 TEDPLL 7667 TEDPLL 7668 TEDPLL 7669 TEDPLL 7670 TEDWEP CCDESN TEDWEP HAMEQJ TEDWEP KCUKEI TEDWEP TGXQFQ TEDWEP TRDBUM TEDWEP TWZFDI TEDWEP YNYHFN TEIPDZ 1385 TEIPDZ 1386 TEJDTU 1070 TEKDON 893 TENWST 7746 TEQFMH 5231 TEQLZF 4135 TEQLZF 4136 TEQLZF 4137 TESQBL 3123 TFALAA 7247 TFEQMK RXPCFN TFGPCG BEMEIG TFGPCG WPZMSQ TFHPZJ 3192 TFIIMV 128 TFOPFV 4313 TFOPFV 4314 TFOPFV 4315 TFQFUD 3582 TFQFUD 3583 TFVPYP 2587 TFXSLJ BAVEBL TFYDFQ 69 TFZPZE 5429 TGOIPT 4735 TGRMUH ASUHXP TGRMUH WOCJCR TGRWTI 4746 TGWFXI 6233 TGXQFQ DTAVNF TGXQFQ NDNGRC TGXQFQ NUMAVF TGXQFQ TKZZRI TGXQFQ WESJCN THBWQM 3004 THBWQM 3005 THBWQM 3006 THBWQM 3007 THBWQM 3008 THBWQM 3009 THBWQM 3010 THBWQM 3011 THBWQM 3012 THBWQM 3013 THBWQM 3014 THBWQM 3015 THBWQM 3016 THBWQM 3017 THBWQM 3018 THBWQM 3019 THBWQM 3020 THEQGX 4340 THHROC 5160 THHROC 5161 THQBWO 6472 THRIFZ 386 THTODE ILEOJD THVZTK 1708 THXMXI NYEXMJ THZMDN XAOWZF TIJBOJ 669 TIKSTQ TDPIOS TIOLEN DGZMIZ TIOLEN DOYMHP TIOLEN GYZUXQ TIOLEN XUJTMP TISSUA SXRIUX TIWLTK 4969 TIWLTK 4970 TIWLTK 4971 TIXNOE 2952 TJBLWX DIUWFV TJBLWX UAZJRD TJDGCG 5002 TJHWCR KNXOKO TJJYMJ 6761 TJQFUD 1537 TJQPAR 3171 TJWOOH 1668 TJZVBU 5623 TKBOUV 8044 TKEIQP GAJFGP TKEIQP RDODMX TKIFVA 3341 TKIFVA 3342 TKINWL 4219 TKQGHH 599 TKQVIJ 8120 TKSQDA 2407 TKTVIH 343 TKYKJL 1798 TKZZRI 5372 TLABEF VZNWRB TLADBG 3682 TLAIZY CLAMEY TLAIZY FBFHHU TLAIZY IMZBHI TLAIZY JGEIFD TLAIZY LRQOAU TLAYDQ XCOQWL TLCLZR PGODLA TLCNDI 6988 TLCNDI 6989 TLCNDI 6990 TLCNDI 6991 TLCNDI 6992 TLCNDI 6993 TLCNDI 6994 TLCNDI 6995 TLCNDI 6996 TLCNDI 6997 TLGLPI 7422 TLHQOX 5031 TLHVTQ 7378 TLNUDU 4387 TLNUDU 4388 TLNUDU 4389 TLOEXS DJLLLC TLTDQA 4930 TLTNDO 1370 TLWFPM 6394 TLWFPM 6395 TLWFPM 6396 TLWFPM 6397 TLWFPM 6398 TLWFPM 6399 TLWFPM 6400 TLWFPM 6401 TLYDOY GBMTXJ TLYDOY KDCOCH TLZTGP 699 TMCAQG 154 TMJJHT 103 TMKGFR 4151 TMKRJC ABPFQU TMKRJC BWCMVK TMKRJC CFOMLG TMKRJC CQWAAB TMKRJC ECYBJL TMKRJC EKUZWG TMKRJC IEZUUU TMKRJC JTLVVL TMKRJC LMAXZU TMKRJC MGAEOB TMKRJC NDPMWO TMKRJC NJQJKI TMKRJC NVMKBY TMKRJC OLGTRE TMKRJC PNJTZC TMKRJC PXSIZG TMKRJC QSGUXT TMKRJC REHIUA TMKRJC SWQWTA TMKRJC TNTLRZ TMKRJC UDNTTK TMKRJC UODDWE TMKRJC WICMDQ TMKRJC XWHLLS TMKRJC ZKOHQS TMKRJC ZYKJAF TMOFLX 3195 TMWBUM YYQTQQ TNAXFN 1707 TNCJEG 4808 TNCJEG 4809 TNCJEG 4810 TNDCEZ 864 TNDIPK 917 TNDIPK 918 TNDLRT 4271 TNDLRT 4272 TNDLRT 4273 TNIDAU 1516 TNIOPE KECZHP TNIOPE REYWNH TNLRNJ 4660 TNOMSC 3364 TNPEWJ 1302 TNSAIT 4157 TNTELI 2307 TNTLRZ 6253 TNWHVJ 3132 TNXBLY 5087 TOBRPO PKUQYK TODVJA 3330 TODVJA 3331 TOFPLY ALIWFF TOKRSW 1161 TOTJOQ DVCOMM TOTJOQ FAECCE TOTJOQ KENCEB TOTJOQ KJOXRP TOTJOQ MDESPU TOTJOQ QVDNWN TOTJOQ RKPISS TOTJOQ VLQVZJ TOUHHN ACTLHX TOUHHN AUEHZI TOUHHN EEQLFD TOUHHN JEXPFV TOUHHN KMWQNZ TOUHHN KVQGCX TOUHHN MOBRTK TOUHHN MTBEGE TOUHHN MZHQNW TOUHHN RAJNYJ TOUHHN SBWTPN TOUHHN VSUBNM TOUHHN VYLCKS TOUHHN WEYLQH TOUHHN WVCHAI TOUHHN WZEEKI TOWUOQ CQXJNW TOWUOQ GNJPMC TOWUOQ KKNOMK TOWUOQ ZMOOYC TOYBNO QJTOLZ TOZLFG XTJXJO TPEKEJ DCSQUD TPILDE 4333 TPILDE 4334 TPLMFJ 215 TPMWVI ZRCGWQ TPNGYV 2746 TPNGYV 2747 TPNGYV 2748 TPOJJW 7947 TPOJJW 7948 TPOZKV 5675 TPOZKV 5676 TPUAFI 7870 TPUAFI 7871 TPUAFI 7872 TPUAFI 7873 TQELVY 2712 TQELVY 2713 TQELVY 2714 TQHWEJ 5426 TQOSTU 1382 TQQXLJ 2478 TQVAGW 7720 TQVAGW 7721 TQVAGW 7722 TQWZKR ONOVYF TRAJMD 1714 TRBPTW 7476 TRBPTW 7477 TRBPTW 7478 TRBPTW 7479 TRDBUM AJNXLB TRDBUM HEBASZ TRDBUM IKEXVN TRDBUM OMSITJ TRDBUM UHGQOA TRDBUM VQANPY TRDBUM WSDSID TRDBUM XTRMIO TRDBUM ZUCKWY TREQNM PRCONG TREQNM QAHTFC TREQNM TZSNIM TREQNM VZKUMK TREQNM ZDAKNB TRFLAV 5444 TRHPHA LWTWGS TRJSOJ 2862 TRLGIE 3756 TRLGIE 3757 TRLGIE 3758 TRNRCH CRUAQU TRNRCH JAGDYY TROFHD 5240 TROFHD 5241 TROFHD 5242 TROFHD 5243 TROFHD 5244 TROFHD 5245 TRRPOC IFRTGI TRSLFE 6481 TRVOSC 174 TRWYLK 303 TSEGEZ 609 TSEGEZ 610 TSEGEZ 611 TSFMJT ROGITM TSFMJT SASXFT TSFXST 6731 TSLJFX AOQTNK TSLJFX FEGBVJ TSLJFX LINCDZ TSLJFX OARQHK TSLJFX QJJPQB TSLJFX UQOLUE TSLJFX VPSIKU TSLJFX ZXIKVH TSRRVK SDZZCW TTAQXZ 7985 TTAQXZ 7986 TTAQXZ 7987 TTEFOV 4830 TTHEAE 6482 TTHICX 6917 TTHICX 6918 TTHICX 6919 TTHLKS 7367 TTIUEV 3546 TTIUEV 3547 TTMNSX 7245 TTOLRD 2609 TTOLRD 2610 TTOLRD 2611 TTOLRD 2612 TTQOIS 140 TTZYBK 2094 TUACOJ 5636 TUACOJ 5637 TUACOJ 5638 TUHJPC 6534 TUIHPO 7815 TUIHPO 7816 TUIHPO 7817 TUOVIF 6321 TUOVIF 6322 TUOVIF 6323 TUOVIF 6324 TUOVIF 6325 TUOVIF 6326 TUOVIF 6327 TUOVIF 6328 TUOVIF 6329 TUOVIF 6330 TUOVIF 6331 TUPECE 832 TUPECE 833 TUTCEY TEQLZF TUYETP 2888 TUYHKY 5283 TVASLJ 3481 TVAXJY 1492 TVAXJY 1493 TVAXJY 1494 TVAXJY 1495 TVAXJY 1496 TVAXJY 1497 TVAXJY 1498 TVAXJY 1499 TVAXJY 1500 TVAXJY 1501 TVCXLH 4407 TVLRCX 3905 TVSAHX OTSQDI TVVGNZ 3571 TVVGNZ 3572 TVXFTM JJIKYY TVXHUA 959 TVXKFT 4129 TVZZHN HJYVGV TWCBIV INSCVP TWCBIV NGGCDS TWCBIV URGWRX TWCBIV XWLCAD TWCBIV YSDCXL TWGQIR 3939 TWGQIR 3940 TWHNPP EDNJHD TWHNPP KXHZJO TWHNPP QMEBJB TWHNPP QWGTQY TWHNPP WCEVTZ TWHNPP XCXGJR TWHVLG BHHKFL TWHVLG DVOCET TWHVLG IGFJZA TWHVLG KIEWJG TWLDYE 2782 TWSPAP 7609 TWSPAP 7610 TWSPAP 7611 TWSPAP 7612 TWSPAP 7613 TWTPQS CSVDQV TWTPQS EVUFWW TWTPQS SKBGQI TWWYUJ 6780 TWYENW 7407 TWYENW 7408 TWZFDI FQVIRY TXAUDU 4209 TXDOVM CIYVPZ TXDOVM FVECAP TXDOVM JVPCEO TXDOVM KEBCDK TXDOVM UBPZZJ TXDXUP 5848 TXDXUP 5849 TXDXUP 5850 TXDXUP 5851 TXJMKG 5250 TXJMKG 5251 TXJMKG 5252 TXMYIK PWYDXB TXSPAA 7405 TXTLWH CEJQSP TXTLWH JIRBAT TXTLWH TUYHKY TXTLWH ZCDOMF TXYNJX 6797 TYALOM 4861 TYCKLJ 5779 TYCKLJ 5780 TYDVLI 1431 TYDVLI 1432 TYDVLI 1433 TYDVLI 1434 TYDVLI 1435 TYDVLI 1436 TYDVLI 1437 TYDVLI 1438 TYDVLI 1439 TYEXWL 853 TYIANG 431 TYJRNM 6280 TYKJZK 326 TYMSOB 65 TYRGCD 1425 TYXOHN 2217 TYXOHN 2218 TZHDZG 3178 TZHDZG 3179 TZHDZG 3180 TZHDZG 3181 TZIKVX 3351 TZMNXF 1003 TZMNXF 1004 TZMNXF 1005 TZQXNS FRJJET TZQXNS UBLVQE TZRLCQ 5679 TZSEZY 453 TZSNIM BGIHXQ TZSNIM FZNPPV TZSNIM IPQQAJ TZSNIM JJBVVI TZSNIM MVCGAB TZSNIM PJWFFN TZSNIM TQELVY TZSNIM YLEMYV TZWLEY 1037 UACWQK 5829 UACWQK 5830 UACWQK 5831 UAHGGQ 5729 UAPJZX 4783 UARPYB 830 UASJGM QHVEYN UAWJGZ GHXXOO UAYJGV 2959 UAYJGV 2960 UAYJGV 2961 UAYJGV 2962 UAYJGV 2963 UAYJGV 2964 UAYJGV 2965 UAYJGV 2966 UAYJGV 2967 UAYJGV 2968 UAYJGV 2969 UAYJGV 2970 UAZJRD 5067 UAZJRD 5068 UAZJRD 5069 UBAOTE 2122 UBAOTE 2123 UBAYYD 2749 UBEUBT 397 UBEUBT 398 UBEUBT 399 UBEUBT 400 UBKAJP 50 UBLVQE 5560 UBMSZF 214 UBPZZJ 7752 UBPZZJ 7753 UBTAPG 956 UBWNYN XUBQMC UCEXQB KZKJSP UCEXQB VRIKTX UCIHBL 6038 UCIHBL 6039 UCSTME 3875 UCWOBA CIPVGL UCWTYJ 4073 UCYNVY 5362 UCYNVY 5363 UCYNVY 5364 UCYNVY 5365 UCYNVY 5366 UCYNVY 5367 UCYNVY 5368 UCYNVY 5369 UCZLJP 965 UCZVSJ 5217 UDCEMI 6519 UDCTWW IMZBTA UDCTWW MZZNMO UDCTWW NUZLRK UDCTWW RVYGJG UDCTWW XNDRIM UDHUQU 4814 UDHUQU 4815 UDLVZR 6935 UDNQHD 1050 UDNTTK 6274 UDOEND 5983 UDOEND 5984 UDOEND 5985 UDXRZD 4411 UEAUWQ 4594 UEIZPS 290 UEMYSE DVZORT UEMYSE TEQFMH UENYTX 6981 UESTHR 3170 UEUFBQ FQMBHV UEULHE 3517 UFJETE 7393 UFJIZS 2062 UFOEDD USHOSI UFRUSH 993 UFTBOW 3856 UFZZPK FDFNKF UGKZRY WIKEUF UGPDYM 6115 UGRUMG 4918 UGSHPI 3172 UGWACH 3696 UGWACH 3697 UGWACH 3698 UGWACH 3699 UGWACH 3700 UGWXWZ 612 UHGQOA 5381 UHNZLJ 1978 UHXCEC 4537 UHXCEC 4538 UHXURH AHGYNT UHZZCG 1609 UIERSN 3778 UIFDBO 3827 UIFDBO 3828 UIFTGM 1451 UIFTGM 1452 UIGJMP 6345 UIGJMP 6346 UIGJMP 6347 UIHERD 828 UIIHVN 7316 UIIHVN 7317 UIIHVN 7318 UIIHVN 7319 UIIHVN 7320 UIIUOG LGJGDT UIIVYC 401 UIOYAW 1417 UIOYAW 1418 UIOYAW 1419 UISZBU 651 UJDCTA 928 UJEFSQ 1461 UJEFSQ 1462 UJFJNH XBABAL UJGLYW 1860 UJIAIN 3033 UJIAIN 3034 UJIAIN 3035 UJIBYD 325 UJJSWO 4983 UJJSWO 4984 UJLEEV 5036 UJPLBP CBGRUJ UJVEVT 3448 UJYPDH 1025 UJYPDH 1026 UJYPDH 1027 UJYPDH 1028 UJYPDH 1029 UJYWVS 2187 UJYWVS 2188 UKBAVT DUSOHK UKEXNT 5502 UKGLRF EAEPRD UKGLRF FPFGED UKGLRF VVHIDS UKGLRF XSGITJ UKIHRB 3866 UKIHRB 3867 UKIHRB 3868 UKIHRB 3869 UKMVDG 1063 UKSMLG 636 UKSMLG 637 UKSMLG 638 UKSMLG 639 UKSYWD EPWCRS UKSYWD OHTSEI UKUUKU HIJUNQ UKWAHI VDZQKU ULEMXB 4490 ULEMXB 4491 ULIVMV 1256 ULQFCE JEDVQJ ULTXLQ 293 ULWGJT 2255 ULWGJT 2256 ULWGJT 2257 ULXLVC 2769 ULXLVC 2770 ULZEAK VEMKCJ UMIGIT 7036 UMJPXH 7916 UMOSJO 1966 UMOSJO 1967 UMOSJO 1968 UMOSJO 1969 UMOSJO 1970 UMOSJO 1971 UMOSJO 1972 UMOSJO 1973 UMQKCH 7910 UMQKCH 7911 UMYPIJ 5428 UNCMHH 4638 UNCMHH 4639 UNCWMZ IWAZDZ UNCWMZ RKAURY UNCWMZ YFNJBL UODDWE 6255 UOFKID 1454 UOHPHI DBMAFU UOHPHI MHMFAX UOHPHI OTOEGC UOHPHI PJHAYJ UOSRVM 4293 UOUBMF 234 UPAGNI BQJTDD UPBXHV 6436 UPBXHV 6437 UPBXHV 6438 UPCXFM FEKVFY UPCXFM PESZEH UPJIDX HPOEOD UPMAFC 7933 UPMAFC 7934 UPNVSX 3507 UPNVSX 3508 UPPECK 3300 UPPECK 3301 UPQJHC YIZOWL UPQJHC ZIHAKD UPQYUZ 4877 UPRJXD 6024 UPRKMB 2771 UPRKMB 2772 UPRKMB 2773 UPRKMB 2774 UPRXNH 5563 UQHXLF 3120 UQIFHK 7390 UQODUO 2743 UQOLUE 3974 UQWOIJ 5893 UQYWZQ 7970 UQYWZQ 7971 URBCBD 4096 URBEIY 4058 URBHFI 7034 URBHFI 7035 URGWRX 5055 URNBYE DXALFQ URNBYE MTAYRS URNPJT BTYGWP URNPJT CDIAEP URNPJT HCGGMD URNPJT IJYPLT URNPJT JYJESG URNPJT QTDHOS URNPJT SDHWYR URNPJT YNHMWT URRFSK 131 URSQZQ DPCGXO URSQZQ XTKYSM URXCNP 7411 URZBVQ 6572 URZBVQ 6573 URZVOV CLTNOL USATIT 835 USATIT 836 USEOZQ FWMQTQ USEOZQ GSRGFF USEOZQ IEYWKY USEOZQ KBXONR USEOZQ QRXXYL USEOZQ QYMCSR USEOZQ RAEIGS USEOZQ RGEJDW USEOZQ SCCZHO USEOZQ VCSVLQ USEOZQ YIJPOY USHCXH 5916 USHOSI RNBCMR USHVEX 7011 USHVEX 7012 USKWPX 664 USKWPX 665 USKWPX 666 USKWPX 667 USNCQM 3654 USNCQM 3655 USNCQM 3656 USNCQM 3657 USNXJA 2105 USOPBM 5958 USSHRH 5739 USSXZG 4109 USSXZG 4110 USUCUD 8124 USZMTQ 1819 USZZRR ZNHHJZ UTFFNM SUEOXO UTFFNM TKINWL UTFUKI 883 UTKQQN AEVKBS UTKQQN CPWQFJ UTKQQN DJRPIV UTKQQN EKRIUF UTKQQN HJTJLN UTKQQN HYGLQR UTKQQN HYOHVQ UTKQQN JDTQCA UTKQQN JPLTMX UTKQQN KAEODW UTKQQN KQNOLE UTKQQN LPPAVI UTKQQN MQUERQ UTKQQN NWKZAO UTKQQN OUHIDN UTKQQN PIRAKO UTKQQN PSCPMS UTKQQN PTCRQG UTKQQN PWENXT UTKQQN RCDOJY UTKQQN RILWNO UTKQQN RLPNAL UTKQQN SVVCCK UTKQQN TPNGYV UTKQQN TWLDYE UTKQQN UBAYYD UTKQQN ULXLVC UTKQQN UPRKMB UTKQQN VFXNAL UTKQQN WKMDEE UTKQQN WOFJXN UTKQQN XGNBMZ UTKQQN XIMZQN UTKQQN YJFIAC UTKQQN ZSVGDU UTPNTR 2811 UTTREW 2436 UTUDWA 6135 UTYWYS 5329 UTYWYS 5330 UTZMJE 1388 UUAXPT 2158 UUAXPT 2159 UUBBMF 6886 UUBBMF 6887 UUCFLQ 5633 UUCFLQ 5634 UUFZVH 1129 UUHCEF CXHLPS UUHCEF FITOGZ UUHCEF OFFAYM UUHCEF TQWZKR UUHCEF UURDUT UUJWHE 1112 UUKDEC 4867 UUPMQC ROITXO UUQAFZ DEFEKY UUQAFZ DSOMSC UUQAFZ RZLNUV UUQAFZ WXJPVE UURDUT JLZNQH UURDUT LLCAFW UURDUT RDNNEZ UUSOQF ZEWIXS UUSOQF ZNTCSI UUVWMM 4383 UUXKJA 6539 UUXRHR 1619 UUZISO 1371 UVBUZB 5828 UVBWGC 5724 UVBZYN DWLIHC UVCUGI 1039 UVDGQP 40 UVIXAG OJVRRW UVZSCG 652 UVZSCG 653 UWEEIR 5411 UWEEIR 5412 UWEEIR 5413 UWEEIR 5414 UWEEVK 1703 UWEEVK 1704 UWEEVK 1705 UWEING 4205 UWEKNI 422 UWFXJZ 8108 UWHQHY 8130 UWMHPC 4715 UWMWUJ 906 UWMZCZ 744 UWNSHH 7471 UXBQRJ 5040 UXBQRJ 5041 UXBQRJ 5042 UXDCZI 4385 UXDCZI 4386 UXDDLA 4976 UXDYTO 6021 UXHBBQ CXWEUU UXHBBQ EIQDVZ UXHBBQ ILWKHL UXMDZZ KXUSZG UXQADH RDRZHS UXRSCJ 7652 UXRSCJ 7653 UXRSCJ 7654 UXRSCJ 7655 UXRSCJ 7656 UXRSCJ 7657 UXRSCJ 7658 UXRXZS 1096 UYFIZT 7002 UYGLVQ 4797 UYGRJE TYXOHN UYLAKD 5401 UYLFBJ 5651 UYNGFL TXTLWH UYPLKO MLWRCL UYPLKO USUCUD UYQZHQ 1934 UYTAWS 1902 UYTAWS 1903 UYTAWS 1904 UYTAWS 1905 UYTAWS 1906 UYTAWS 1907 UYTAWS 1908 UYTAWS 1909 UYTAWS 1910 UYTAWS 1911 UYTAWS 1912 UYTAWS 1913 UYTAWS 1914 UYTAWS 1915 UYTAWS 1916 UYTAWS 1917 UYTBHE 3326 UYTBHE 3327 UYUPMF 4792 UYWHUH 2918 UYWHUH 2919 UYWJWM 2567 UYWJWM 2568 UYXHPF 1319 UYXHPF 1320 UZFNVR HMOWHO UZIJGN 1045 UZRNNG 5852 UZRNNG 5853 UZTKGM 4520 UZUOZX 6501 UZUOZX 6502 VACIWO 6392 VACIYL MNPPWY VAGPCX MRLINP VAGPCX SJLKFU VAXIJU 5833 VBCOKG 5333 VBCSEL JHWHMI VBIAQF 4582 VBJBTD CLHEFL VBJBTD LELQVF VBJBTD LFYFMR VBJBTD TCXCSC VBJBTD XJUWVT VBJBTD ZWOEIU VBXHOI 12 VBYGRX 4014 VCDSJL 390 VCEJEN 2657 VCEYIK 2329 VCFMSK 1248 VCFZRM 4418 VCLZLT 1350 VCSRMG 7550 VCSRMG 7551 VCSRMG 7552 VCSRMG 7553 VCSRMG 7554 VCSRMG 7555 VCSVLQ 549 VCUCYP 4047 VCYJKX 873 VDCSGH SWANIU VDEVWU 1554 VDHGRR UJYWVS VDKRNK 2975 VDKRNK 2976 VDKRNK 2977 VDKRNK 2978 VDKRNK 2979 VDKRNK 2980 VDLNKO KSCDOL VDOCKJ ABRPHY VDOCKJ BIROQD VDOCKJ BRQWLH VDOCKJ CLRKQK VDOCKJ DRXCAF VDOCKJ DZEIWC VDOCKJ ETZOHP VDOCKJ EZWDBC VDOCKJ FKSRHH VDOCKJ GCDWDJ VDOCKJ GEBEYF VDOCKJ GZEDXY VDOCKJ HFVHBQ VDOCKJ IKNGTZ VDOCKJ ISTYAT VDOCKJ JBIRBC VDOCKJ JSKKSD VDOCKJ JSTVGH VDOCKJ JYSNBZ VDOCKJ LGUTJP VDOCKJ LVRDMX VDOCKJ MELVMP VDOCKJ MXBCYZ VDOCKJ NQACNT VDOCKJ OKIPGS VDOCKJ PFRDYQ VDOCKJ QZWPRF VDOCKJ RLPKVT VDOCKJ RVWMIG VDOCKJ TBCTET VDOCKJ TFOPFV VDOCKJ THEQGX VDOCKJ TPILDE VDOCKJ UOSRVM VDOCKJ WSJPNW VDOCKJ XQZHVT VDOCKJ XWUIZT VDOCKJ ZSAODF VDOCKJ ZTGVRS VDPRAP 5705 VDRWQD 1128 VDSDUX HQLJJI VDVCJG 6986 VDZQKU 120 VEINGG AAVWDK VEINGG ZLTEVE VELVOI 6663 VELVOI 6664 VELVOI 6665 VEMKCJ 5034 VEPBWW AEXKOD VEPBWW WQGRRG VEQXGE 2601 VEQXGE 2602 VEQXGE 2603 VEQXGE 2604 VEQXGE 2605 VEQXGE 2606 VEQXGE 2607 VEQXGE 2608 VETOTU 5110 VEUXTH 3461 VEUXTH 3462 VEVGPQ FDCCAV VEVGPQ IVWBRJ VEVGPQ QRJYUR VEYTRP 4568 VFBUDV 1679 VFCTBV 8025 VFCTBV 8026 VFEHGD 6230 VFIBXI 2742 VFKLNK GOGUVK VFLCIZ 82 VFTAAY 3365 VFTAAY 3366 VFTAAY 3367 VFTAAY 3368 VFUFCK 5268 VFXNAL 2804 VFZNHW 2563 VFZNHW 2564 VFZQAL AGVJJQ VFZQAL BGIYKN VFZQAL BPGVFA VFZQAL EOKFPW VFZQAL FJORPX VFZQAL GQJSFU VFZQAL JDEUUQ VFZQAL JKSZXA VFZQAL KAGMCH VFZQAL KRNBQF VFZQAL KTAZVH VFZQAL LCTGOJ VFZQAL MJLJIO VFZQAL MODRJX VFZQAL PDHSYO VFZQAL QIAOBM VFZQAL QWUJNK VFZQAL ROMWUT VFZQAL SAGSIW VFZQAL TLHVTQ VFZQAL TTHLKS VFZQAL UFJETE VFZQAL UQIFHK VFZQAL VKAZBP VFZQAL VXORLR VFZQAL WETJWZ VFZQAL XJPIRX VGBRAB 4288 VGCRTU 2157 VGJRGG DZWBDG VGJRGG ERHYAA VGJRGG GFZKTJ VGJRGG KIETWQ VGJRGG NXOTNM VGJRGG RLGMLW VGJWXH TISSUA VGJWXH XMHKXB VGKQGU 1293 VGKQGU 1294 VGKQGU 1295 VGMNPF 5083 VGMRYC SXQCYE VGQNUA XBCTWO VGQNUA ZNRVOG VGRHRD 2425 VGSIXC AZPFBW VGSIXC WAUDDK VHJFON 6055 VHJFON 6056 VHJFON 6057 VHJZON 3791 VHKAGH 7645 VHNOKK 5881 VHNOKK 5882 VHNOKK 5883 VHNOKK 5884 VHNOKK 5885 VHODIK 6772 VHROIM 5277 VHROIM 5278 VHUQOC 4896 VHZUGK 1818 VIASPW 7558 VIBQIU 1316 VIBQIU 1317 VIBQIU 1318 VIGNBU 5680 VIHOZO 6946 VIILZK 1301 VIJBEI MDSJDD VIJBEI WHNMLQ VIJBEI WRYGZA VIPKVO 3499 VIPKVO 3500 VIPKVO 3501 VIQMGZ 7977 VIRHYN 4911 VITUQL 5696 VIXSTC 6343 VIXSTC 6344 VJBQJG 5143 VJCDTQ 3530 VJCDTQ 3531 VJICYP VSXHNU VJSGLR 4111 VJSPXI 2614 VJYTAV ONTDAT VJZEPU 6773 VKAZBP 7394 VKBDTJ 2945 VKBNRZ FPOKWN VKCELJ 5279 VKEXVK 1750 VKFQPS 7325 VKFQPS 7326 VKFQPS 7327 VKFQPS 7328 VKFQPS 7329 VKFQPS 7330 VKQWEO 5763 VKUFLK LBYQFO VKUFLK ZHGUPS VKYIBH NCMAJB VKZSBY 3627 VKZSBY 3628 VKZWGR 5717 VLAQKR LPWEPY VLECBE 914 VLLFLN ZPYLEF VLLHLG 2643 VLQVZJ 2134 VLRCHT ANTSJY VLRCHT VNSYJK VLRCHT YFKKSF VLRCHT ZTIMCH VLSIFW 7010 VLSZNB 2144 VLYROD KBHQGZ VMACOB 2450 VMACOB 2451 VMACOB 2452 VMEPLQ 2876 VMHLIA 7050 VMJHJJ QNGOKU VMOOGU VTAKNV VMPTCN 1725 VMRDRZ 5028 VMVYSZ 7522 VMVYSZ 7523 VMWGRT 2371 VMWNAZ 1620 VNBNMM 4825 VNKPWY 4018 VNLKYN 3506 VNMPID 300 VNOIBK 7516 VNPHWM 4679 VNPZDO AVXWMT VNPZDO DDWZJT VNPZDO EKXSRO VNPZDO KLDVDO VNPZDO LFRQMU VNPZDO SHKVGI VNPZDO XPJBEZ VNSYJK 7588 VNSYJK 7589 VNZZKU 342 VOAYSV 232 VOERVC XZYTQN VOGAGC 8071 VOGSQZ ZSZWAV VOHGAH 3086 VOHGAH 3087 VOHGAH 3088 VOHGAH 3089 VOIFIY PGNAZZ VOJFMX 1558 VOMMGL 6007 VOMMGL 6008 VOMMGL 6009 VOMMGL 6010 VOPKJW 6382 VOPKJW 6383 VOPKJW 6384 VORVKY 2854 VORVKY 2855 VORVKY 2856 VORVKY 2857 VORVKY 2858 VORVKY 2859 VOSTXQ 6025 VOSTXQ 6026 VOSTXQ 6027 VOSTXQ 6028 VOSTXQ 6029 VOSTXQ 6030 VOSTXQ 6031 VOSTXQ 6032 VOTKHD 5109 VPAMLG 6068 VPAMLG 6069 VPAMLG 6070 VPFEBJ 3887 VPFEBJ 3888 VPFEBJ 3889 VPFEBJ 3890 VPFEBJ 3891 VPFEBJ 3892 VPFVJJ FMVBKC VPFVJJ QTKEOH VPMGNQ 5325 VPPLUR 892 VPSIKU 3968 VPSIKU 3969 VPSVBR 1345 VPSVBR 1346 VPSVBR 1347 VPWHRA IGUQGT VPWHRA JSTAAC VPYTHQ AGYLQN VPZYIC 5749 VQANPY 5383 VQBOGB JCODNF VQTUPZ 83 VQZVFX LKVYZQ VQZVFX ZLZCHU VQZVFX ZVTUIO VRETDB 988 VRGNOU 2414 VRIKTX 3644 VRKQVD 5209 VRLEYL WPMOIA VRLEYL YRVQRK VRMVAT 3 VRQEZA HAPQKK VRTHHD 7007 VRUFYN HZIHHO VRUFYN IHCJFV VRUFYN KCKIHU VRUFYN LAGBIS VRUFYN QLYBHZ VRUFYN RXUMUN VRUFYN UEULHE VRWBEY KEUPND VRWBEY KGLARE VSEHNT 4888 VSEUKH DEPYBE VSEUKH DMSXSK VSEUKH GQRMGD VSKHOP 3908 VSKHOP 3909 VSKHOP 3910 VSPWFB BXMBWZ VSPWFB IEPWAM VSPWFB IJCHVH VSPWFB PKHNJV VSPWFB QCGUZJ VSQSAH 6350 VSQSAH 6351 VSQSAH 6352 VSQSAH 6353 VSQSAH 6354 VSQSAH 6355 VSQSAH 6356 VSUBNM QBZHWK VSUGVT 470 VSUGVT 471 VSXHNU 5227 VTAKNV 7452 VTDIQS 7264 VTDIQS 7265 VTFIYY 4146 VTFVMA ENGAYC VTFVMA FNJZYR VTFVMA UWNSHH VTGVMW 6721 VTHMSI 3952 VTMZAS 1310 VTRWUY 317 VTXKGD QDPPGR VUHBAM 70 VUHBSX VEUXTH VUHBSX YUYKEP VUHFWO 681 VUHFWO 682 VUHFWO 683 VUHMXJ 8083 VUHMXJ 8084 VULASY 537 VUQTGL 4392 VUTTRA ZFXFXM VUZNWH 6053 VVHIDS CSARER VVHIDS MCBJNY VVHIDS YRCXXX VVSGOW 920 VVXMKI ZDMZIB VVZXUY 2395 VWENXZ SXGMOF VWENXZ WLAKKY VWFRNC 3386 VWHIOC 6888 VWHIOC 6889 VWHIOC 6890 VWHIOC 6891 VWHIOC 6892 VWHIOC 6893 VWHIOC 6894 VWHIOC 6895 VWHIOC 6896 VWHIOC 6897 VWHIOC 6898 VWHIOC 6899 VWHIOC 6900 VWHIOC 6901 VWHIOC 6902 VWHIOC 6903 VWHIOC 6904 VWHIOC 6905 VWHIOC 6906 VWHIOC 6907 VWHIOC 6908 VWHIOC 6909 VWHIOC 6910 VWHIOC 6911 VWHIOC 6912 VWHIOC 6913 VWHIOC 6914 VWLSXI 2285 VXAEXA 872 VXGCIR 3025 VXGRLH RRYKLN VXGRLH SLNUJQ VXHJPD YSXCPO VXNFOW AJXWZI VXOGDP 3043 VXOGDP 3044 VXORLR 7365 VXSIMY 7173 VYDXET 1018 VYFQBT 3907 VYHTVP 3383 VYHTVP 3384 VYLCKS KMPLLN VYLQAN 6835 VYLQAN 6836 VYMAIX 1806 VYOUQW 2954 VYOUQW 2955 VYOUQW 2956 VYOUQW 2957 VYOUQW 2958 VZKUMK RTVUFB VZKUMK WTDPVN VZNPHT 5698 VZNWRB 4173 VZUEND 5094 VZUEND 5095 VZUEND 5096 VZVODB QXZBZG VZWOWO 1196 VZXHKJ 255 VZXHKJ 256 WABNPS ZOTKPJ WAIHFG 6144 WAMCKN 229 WAMRNQ 3994 WANNVL 4887 WAOSIB 3352 WAOSIB 3353 WAOSIB 3354 WAOSIB 3355 WAOSIB 3356 WAOSIB 3357 WAUDDK 5119 WAWVYK 3375 WBFNIJ JRIDJA WBFNIJ KEULOP WBFNIJ UWHQHY WBIPPF JMNXTM WBIPPF UZFNVR WBMLQW 306 WBOYNO QHCIUK WBUZCM 915 WBXGPC 1770 WBXGPC 1771 WBXGPC 1772 WCCNXG JGKMZT WCCNXG UKWAHI WCCNXG ZEJNIK WCEVTZ LOVWKP WCGTCC PBNRYR WCQURS 5098 WCTAPX 3447 WCZGAT 1299 WCZGAT 1300 WDAAWP IHDULC WDAAWP TKQVIJ WDAUQI 6593 WDAUQI 6594 WDIDLK 2583 WDMKCN 3941 WDMYRS 4074 WEAJKO 700 WECGEG 1992 WEKHEN 304 WEMRAY 4024 WEMRAY 4025 WERFIK 2382 WERFIK 2383 WERFIK 2384 WESJCN 5373 WETJWZ 7364 WEYLQH IACJYF WEYLQH MYSGUH WEYLQH ZCEYIA WFEWQD 1719 WFGDWT DJFBOB WFGDWT ENFBWK WFGDWT ESJVOD WFGDWT FOASWW WFGDWT FPCIIC WFGDWT FVCFHR WFGDWT GBLWKC WFGDWT GEGMRA WFGDWT HRXMUK WFGDWT HVVLEP WFGDWT IKTGOT WFGDWT KGYBRI WFGDWT KYPABE WFGDWT MDJGQK WFGDWT NHXVFE WFGDWT NPJEZC WFGDWT QVNTGW WFGDWT REGROX WFGDWT URBEIY WFGDWT VCUCYP WFGDWT WHHYBJ WFGDWT WKEPGH WFGDWT XFIPLW WFGDWT ZFSGHE WFGDWT ZREDQV WFGDWT ZUGUEI WFNJFF GFYKYA WFNJFF HJXLBV WFNJFF IAOXOD WFNJFF JGJXTF WFNJFF JZDPWT WFNJFF SAXVMP WFNJFF TLOEXS WFOGDN 4702 WFOGDN 4703 WFOGDN 4704 WFOOPL 3711 WFUPOY 6015 WFWIUP 2394 WGCPCZ 1013 WGCPCZ 1014 WGDNLE 1172 WGDNLE 1173 WGDNLE 1174 WGDNLE 1175 WGGXTE 2573 WGKNKY 6591 WGMTSH 821 WGNGYK 462 WGPSQO 2744 WGQGKE 1718 WGRIQM BKNLEY WGRIQM QKPEBV WGRIQM VOIFIY WGWBNG 2342 WGWBNG 2343 WGWBNG 2344 WHANML UCWTYJ WHANML WDMYRS WHBJMR MICDAU WHDZXC AKWMRK WHDZXC DMXKVH WHHYBJ 4039 WHHYBJ 4040 WHLBBO 3509 WHLSXZ 3113 WHLSXZ 3114 WHNAHD 4261 WHNMLQ 1945 WHNPAK 5923 WHRQSE 621 WHRQSE 622 WHRWCO HMGIBR WHSVWK 4636 WHTVMD 7704 WHUMIH 824 WHXXQK 378 WHYXZD 1730 WHZAUV BHVONV WHZAUV BQEYFF WHZAUV EVNHIQ WHZAUV FMARBP WHZAUV KNGMDB WHZAUV KVNWRM WHZAUV NZPUNO WHZAUV PMBIJJ WHZAUV SQSAPI WHZAUV TKIFVA WHZAUV TZIKVX WHZAUV WAOSIB WHZAUV XZLCJE WHZAUV ZPYFPY WICMDQ 6262 WICSSE 551 WICSSE 552 WIKEUF 1845 WIKOQH 7838 WIKOQH 7839 WINEVC 5434 WINEVC 5435 WINEVC 5436 WINEVC 5437 WIRAVF 8085 WIXIDM CDMWKE WJALPO 6005 WJBIUS 4856 WJEFLI 328 WJGHDO 1586 WJGSUC AUTAYT WJHWGG 602 WJIOXQ 4897 WJKHPL 822 WJMBMQ HIMZBJ WJMBMQ TKBOUV WJNTPF 5162 WJSIYB 5398 WJUUVD FUHOFD WJUUVD HJMSUC WJUUVD OISFCE WJVYCA 1365 WJZXJK 225 WKEPGH 4035 WKJNPD 6641 WKMDEE 2765 WKMDEE 2766 WKMDEE 2767 WKOMGF 6194 WKPXJS 279 WKSGKP 4964 WKSGKP 4965 WKUTRZ 4061 WKWZAV 3735 WKWZAV 3736 WKWZAV 3737 WKXOHZ 1104 WKXOHZ 1105 WKXRBY 2254 WLAKKY ASCGDR WLAKKY BXYSNT WLAKKY EFPYGO WLAKKY EYMQIC WLAKKY FZCFDD WLAKKY TEDWEP WLAKKY UYNGFL WLAKKY XFLTVJ WLAKKY YTQHDY WLCUEW 1477 WLFBCL 1455 WLIQJI 474 WLMSSD 4121 WLNNXN 689 WLQNDL 2090 WLQNDL 2091 WLQNDL 2092 WLQNDL 2093 WLRHUS MAMLLO WMBHBY 3156 WMCVMV 3818 WMCVMV 3819 WMCVMV 3820 WMCVMV 3821 WMCVMV 3822 WMCVMV 3823 WMFLUL 5791 WMFLUL 5792 WMJDIC 916 WMSFHH 6130 WMSFHH 6131 WMSRTG 3643 WMSXHN 188 WMUPXY 6150 WMUPXY 6151 WMUPXY 6152 WMUPXY 6153 WMXPIX 6768 WMXPIX 6769 WMXPIX 6770 WMXPIX 6771 WNAJMC 2673 WNFZED 3230 WNGNBW 8001 WNLDSK 3779 WNLDSK 3780 WNLDSK 3781 WNLRUC 358 WNPDPN KEXGZV WNQCDH 6781 WNQCDH 6782 WNVGPX 6567 WNVGPX 6568 WNYOPS FQZSFH WNYOPS LPINLC WNYOPS NHUWDJ WNYOPS QDUVTR WOCJCR 5203 WOCJCR 5204 WOCJCR 5205 WOCJCR 5206 WODLCK MOASAP WODLCK MWAAUE WODLCK RNPPQM WODLCK YPXRMX WOEAQC 5170 WOFJXN 2768 WOHSEI 4768 WOHSEI 4769 WOHSEI 4770 WOHWIS 1352 WOIAWR 5051 WOIAWR 5052 WOIAWR 5053 WOOLUY 5614 WORRJM TMKGFR WOULVO 7027 WOXLJD IHJJOI WOXLJD QZYORP WPAGQW 5337 WPDEKX 1041 WPEVNA EJMMKP WPEVNA EWLDRI WPEVNA FSFBIJ WPEVNA GNETYN WPEVNA GUSIXV WPEVNA IJMAHR WPEVNA KQCQQD WPEVNA KVUWRS WPEVNA LBIEVY WPEVNA MEVRTV WPEVNA QVSBHY WPEVNA WTBSGR WPEVNA XJFGFS WPEVNA XRRCFS WPEVNA ZMKCQF WPFGYM 1076 WPFGYM 1077 WPFGYM 1078 WPMOIA 2287 WPTYBE DFZZSX WPTYBE GKHMSM WPTYBE ICVRXK WPTYBE LOEBNX WPZMSQ 6440 WPZMSQ 6441 WPZMSQ 6442 WPZPEF CWSOFL WQEYAX 6446 WQEYAX 6447 WQEYAX 6448 WQGRRG JYMQER WQIXMT 5181 WQKVKD 2851 WQWTLL 6285 WQXPVW 6071 WRCPKK 6019 WREMNT 1792 WREQRQ 758 WRGZPH FMYRDU WRGZPH OQCJIH WRJQOS VJBQJG WRMCAF 923 WROJGI 4103 WRPLIC 3684 WRWVKR 1938 WRWVKR 1939 WRWVKR 1940 WRYGZA 1946 WRYGZA 1947 WRYGZA 1948 WRYYCT KCEWIA WSBGYK 1749 WSDSID 5382 WSEGXT 3859 WSFCDJ 340 WSHIMB 3853 WSHIMB 3854 WSHIMB 3855 WSJPNW 4357 WSJPNW 4358 WSJPNW 4359 WSJPNW 4360 WSJPNW 4361 WSJPNW 4362 WSNAPK 5564 WSSQSA 4743 WSSQSA 4744 WSSQSA 4745 WSVPGE WNAJMC WTBSGR 7105 WTBSGR 7106 WTDPVN 2708 WTEEJG 3601 WTEEJG 3602 WTEEJG 3603 WTEEJG 3604 WTJFNJ HAWWZU WTRTVS ACDGDD WTRYHZ 6290 WTSYRM 2942 WTWWUB GPQRMA WTWWUB QLXMDJ WTZOUI BKBCQT WTZOUI RPOPIA WTZOUI TCTNIM WUAKOH 2205 WUDWSC 5275 WUFOXZ 1356 WUINLW LFNODG WUINLW PSYQPH WUINLW WUDWSC WUJWDE 6376 WUOHCX HNXKFO WUOHCX NZNIAZ WUOHCX TYALOM WURTQT 3738 WURTQT 3739 WURTQT 3740 WURTQT 3741 WURTQT 3742 WURTQT 3743 WURTQT 3744 WURTQT 3745 WURTQT 3746 WURTQT 3747 WURTQT 3748 WURTQT 3749 WURTQT 3750 WURTQT 3751 WURTQT 3752 WURTQT 3753 WURTQT 3754 WUYEDY 6209 WUYEDY 6210 WVCHAI DJKDQB WVCHAI DYQILH WVCHAI FOYNLX WVCHAI IHZYQF WVCHAI JTHYGJ WVCHAI ODMXYC WVCHAI OUXLWD WVCHAI ROTVJC WVCHAI SPXSDA WVCHAI UTFFNM WVCHAI YJTLDD WVCHAI YLMNAE WVEOTT 7212 WVEOTT 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XGQZFV 4654 XGQZFV 4655 XGRFMQ 3685 XHBJBL YLOXVQ XHDPOS FGULFH XHDPOS VHUQOC XHDPOS WJIOXQ XHGQOQ 412 XHJLMC 1453 XHLBEX IMLMTS XHLSRF 4224 XHVSHR 5141 XHWUVP FYOSHN XHWUVP HUTEVD XHWUVP KAJNKH XHWUVP RHQVGB XHZCUS ZMVHOT XIDBPC 909 XIDVAB 3618 XIMZQN 2783 XIODXR 4117 XIOHUH 3186 XIWEKR ZAWYGJ XIYCDW 798 XIYCDW 799 XIYCDW 800 XIYCDW 801 XIZMZO 953 XJFGFS 7130 XJFGFS 7131 XJPIRX 7381 XJQGBL 2950 XJRWSZ MZXCHQ XJUWVT 4645 XJUWVT 4646 XJYPWP EHEEOS XKEJEA 5990 XKHQQN GKHWYA XKHQQN KRPDTN XKHUOR IXHUIL XKHUOR TNLRNJ XKIJBF 7638 XKIJBF 7639 XKIJBF 7640 XKLMHF 5338 XKMLXW FCBEZP XKTNQQ 3085 XKXKRA ALQNAP XKXKRA BXAIHZ XKXKRA QYTWLD XKXKRA RXNAIA XLEEJC 4131 XLMNVD 1686 XLPNBR 3369 XLVSBN 1678 XLXMSK 5501 XMABOE 1841 XMABOE 1842 XMAMNH RUHUPQ XMATKF LJZSVH XMBQHV 1072 XMGFCA 6158 XMHKXB TDQDGR XMHUAW CFEKCO XMJVDG MMQMXL XMJVDG UXDDLA XMLGRX BQOSVQ XMLGRX JYFRFH XMLGRX OCFNRY XMLGRX ORAFQU XMLGRX TPMWVI XMMYTD 2853 XMQZPC 2826 XMQZPC 2827 XMQZPC 2828 XMQZPC 2829 XMQZPC 2830 XMQZPC 2831 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7482 XUNMST CBVSLP XUNMST TLHQOX XUNMST VMRDRZ XUXHFG 1449 XUXWTL 6666 XUZDPD CPROKE XUZDPD JCXNFJ XUZDPD NZQHGN XUZDPD QPIUUP XUZDPD QZABUS XUZDPD RFODTV XUZDPD SGZEYF XUZDPD VSUGVT XUZDPD WLIQJI XUZLBD 7424 XVAHTX 6051 XVDSVW 3197 XVDSVW 3198 XVDSVW 3199 XVDUXJ 713 XVKFXP 2376 XVKFXP 2377 XVKFXP 2378 XVLBWM 5442 XVLBWM 5443 XVMGGG 4531 XVTTWP AKDHBG XVTTWP AYJCCE XVTTWP CIAKJD XVTTWP JGYEUS XVTTWP KPHQSZ XVTTWP LDKZIW XVTTWP RKBZBT XVTTWP RSRMGK XVTTWP WABNPS XVVVOC 4979 XVYTGR 248 XVYTGR 249 XWGQNP 1408 XWGQNP 1409 XWHLLS 6261 XWLCAD 5064 XWPZEQ KHETWF XWPZEQ LKRKKV XWPZEQ LYHKPW XWPZEQ OXFLQA XWPZEQ QZAJEK XWPZEQ XTQAWX XWPZEQ YSJYAM XWUIZT 4335 XWUIZT 4336 XWUIZT 4337 XWUIZT 4338 XWUIZT 4339 XWYRBM 985 XXLFKT 2227 XXSQSO 634 XXSUGP 7176 XXUSBY 7595 XXUSBY 7596 XXUSBY 7597 XXUSBY 7598 XXUSBY 7599 XXUSBY 7600 XXUSBY 7601 XXUSBY 7602 XXWYGD 7020 XYBYWD 100 XYGZHY 1486 XYHCYG 218 XYNXME AEIPJX XYNXME EFRBRX XYORFZ 1784 XYSDMH 7344 XYSDMH 7345 XYSDMH 7346 XYSDMH 7347 XYSDMH 7348 XYSDMH 7349 XYSDMH 7350 XYSDMH 7351 XYSDMH 7352 XYSDMH 7353 XYSDMH 7354 XYSDMH 7355 XYWKQA 1459 XYYJKV AKWZLO XYYJKV NSVFGQ XZBMXJ 5697 XZDUGD GNFORH XZEILE ZGENXA XZITPI 4248 XZITPI 4249 XZITPI 4250 XZITPI 4251 XZITPI 4252 XZITPI 4253 XZITPI 4254 XZITPI 4255 XZLCJE 3335 XZOBMV 2113 XZUPLV 122 XZYTQN 5276 YAHOOG 4577 YAMQXI 2480 YANYZF HQCLEK YAQLDS 1378 YAQLDS 1379 YAVXCS 2262 YAXNYS 692 YBBGLT 5132 YBBXJN 2464 YBBXJN 2465 YBBXJN 2466 YBBXJN 2467 YBDKRQ 5936 YBDKRQ 5937 YBDKRQ 5938 YBDKRQ 5939 YBDKRQ 5940 YBDKRQ 5941 YBDKRQ 5942 YBDKRQ 5943 YBDOWQ CXKGJN YBDVUE QDLXNB YBKHLP 5998 YBLPUJ EJZFQN YBNNPV 7647 YBRQOK 5534 YBWQIN 1448 YBYFQT 2898 YCAYJZ 5864 YCAYJZ 5865 YCAYJZ 5866 YCAYJZ 5867 YCCKVI LQWEZK YCFWRC 6006 YCNJTC 26 YCNJTC 27 YCPYWG 5351 YCPYWG 5352 YCPYWG 5353 YCTRQG 1575 YCWBXB 7607 YCWBXB 7608 YDFPAD 3370 YDFPAD 3371 YDFPAD 3372 YDGCJK 877 YDMJHJ 1113 YDPKZV 1073 YDPKZV 1074 YDPKZV 1075 YDUEZL 1282 YDVIZZ 4831 YDWWQQ NZQJCG YEDPUL 3978 YEQQTC 4885 YEZRCH 1166 YFAZBH 2392 YFAZBH 2393 YFDTES 4600 YFDTES 4601 YFDTJC 6936 YFDTJC 6937 YFIKTN 2711 YFKKSF 7590 YFKKSF 7591 YFKKSF 7592 YFNJBL VEINGG YFOIMC 2475 YFPLYO 781 YFUAKG 4102 YFYBYK 182 YGJVNN ZFWZJA YGLOQO 7413 YGRLBA EXLSHC YGRLBA IQXNHM YGRLBA JMYNWE YGRLBA MGPFVC YGRLBA MKVBHJ YGRLBA NFZALA YGRLBA NPIREH YGRLBA NXDXLS YGRLBA PURKEX YGRLBA QRLGXR YGRLBA TKTVIH YGRLBA VNZZKU YGRLBA WSFCDJ YGRLBA XQDUTR YGSLRU 3208 YGSLRU 3209 YGSLRU 3210 YGSLRU 3211 YGSLRU 3212 YGUJWM 7701 YGUJWM 7702 YGVCKM YAMQXI YHFNTO IUXDBH YHFNTO MQIUMO YHFNTO TMCAQG YHKJAQ LMNKVQ YHKJAQ SEZUXC YHLGPM 6291 YHNQBQ 3580 YHUTMM 6569 YHUTMM 6570 YHZCQI CHAGKG YIARHK 270 YIDMBL AUMBLM YIDMBL BHHECI YIDMBL IASQOO YIDMBL LXPGBX YIDMBL MCFXTF YIDMBL UYFIZT YIDMBL VRTHHD YIDMBL ZVAAVJ YIJPOY 541 YIKCRW 603 YITMBD 1357 YITMBD 1358 YITMBD 1359 YITMBD 1360 YIVQRL 3187 YIZFXE VUQTGL YIZOWL HAUDDJ YIZOWL KKTDWJ YIZOWL QHFAVB YIZOWL ZRZPVB YJAILK 4997 YJAILK 4998 YJAILK 4999 YJAILK 5000 YJAILK 5001 YJCCXR LNKZJP YJCCXR LRJWQA YJCVIB 2586 YJEDYP 5081 YJEDYP 5082 YJFIAC 2807 YJHSFO 6729 YJKPTP CQOZRN YJKPTP IRWDMZ YJKPTP PCIECU YJKPTP TBKTCA YJKPTP XDEBAU YJPSKB 2358 YJTLDD LVJSTV YJWBRR 1522 YJWOTY 6116 YKMANJ 2286 YKNESU 4159 YKNWHG 191 YKOULK UCZVSJ YKQJNB 1154 YKVDQO 3954 YKVECW 1919 YKVECW 1920 YKVECW 1921 YKVECW 1922 YKVECW 1923 YKVECW 1924 YKVECW 1925 YKVECW 1926 YKVECW 1927 YKVECW 1928 YKVECW 1929 YKVECW 1930 YKVECW 1931 YKVECW 1932 YKXVEV 244 YKYUEL 4993 YKYUEL 4994 YLAIXL 7467 YLAJSZ 6697 YLECCQ RIYYIO YLECCQ YKOULK YLEMYV 2721 YLEMYV 2722 YLEMYV 2723 YLEMYV 2724 YLEMYV 2725 YLFWAY 1843 YLGEFQ 2096 YLGEFQ 2097 YLHJWU GAOMIO YLHJWU PZOHZG YLHJWU QCHAZE YLHJWU TODVJA YLHJWU UYTBHE YLHJWU WXIZZX YLLTNH 271 YLLTNH 272 YLMNAE FLGELF YLMNAE QDLHYM YLMNAE RKUSWH YLOXVQ 7306 YLOXVQ 7307 YLOXVQ 7308 YLOXVQ 7309 YLOXVQ 7310 YLOXVQ 7311 YLQBCO 8119 YLUWWS RAFCWT YLUWWS SCZNNR YLUWWS TAYUEO YLYJVR 759 YMLRFH 302 YMONYL 413 YMPJID 51 YMQKZZ 1551 YMQKZZ 1552 YMYBDZ 4149 YNATJA 7949 YNATJA 7950 YNATJA 7951 YNATJA 7952 YNATJA 7953 YNATJA 7954 YNATJA 7955 YNATJA 7956 YNATJA 7957 YNATJA 7958 YNATJA 7959 YNATJA 7960 YNATJA 7961 YNATJA 7962 YNATJA 7963 YNATJA 7964 YNATJA 7965 YNATJA 7966 YNATJA 7967 YNATJA 7968 YNATJA 7969 YNHMWT 7778 YNHMWT 7779 YNHMWT 7780 YNHMWT 7781 YNINNL 2916 YNINNL 2917 YNKKZC 4737 YNQNFU 791 YNQNFU 792 YNQNFU 793 YNQNFU 794 YNTVUB RWWVCX YNVSHY 1337 YNVSHY 1338 YNVSHY 1339 YNVTCC 6034 YNYHFN BVGYGR YNYHFN DDMDSK YNYHFN KTEVFQ YNYHFN LBFTVC YNYHFN LEUJYN YNYHFN LHBXJX YNYHFN OWYAFM YNYHFN PHDXMD YNYHFN YOBAPU YNYHFN ZVDEAD YOBAPU 5297 YOOUQZ 997 YOSNVH 6479 YOTPFL BDSREI YOUJMK 7100 YOUJMK 7101 YOUJMK 7102 YPHYJN BJZLLK YPHYJN BPQIXY YPHYJN CTUVRH YPHYJN CUXQLH YPHYJN DHMZXZ YPHYJN DHOZTC YPHYJN DJHCCA YPHYJN DQJAAX YPHYJN FULQPS YPHYJN HCEROB YPHYJN HOENFO YPHYJN HWYYNP YPHYJN IIKPUI YPHYJN LHYVDO YPHYJN MNPBHZ YPHYJN MQXAIP YPHYJN OMZBZQ YPHYJN OXUPCI YPHYJN QXERIS YPHYJN RQWFEB YPHYJN SCZSVJ YPHYJN SIPELB YPHYJN TEDPLL YPHYJN UXRSCJ YPHYJN VHKAGH YPHYJN WHTVMD YPHYJN XKIJBF YPHYJN YBNNPV YPHYJN YGUJWM YPHYJN ZKEWAF YPHYJN ZOXSRN YPHYJN ZYPSYN YPKYWP 6359 YPKYWP 6360 YPKYWP 6361 YPKYWP 6362 YPKYWP 6363 YPKYWP 6364 YPKYWP 6365 YPKYWP 6366 YPKYWP 6367 YPKYWP 6368 YPKYWP 6369 YPKYWP 6370 YPKYWP 6371 YPKYWP 6372 YPKYWP 6373 YPKYWP 6374 YPMJTR FZABQX YPOVNE 760 YPWHRL 1389 YPXRMX 2292 YPXRMX 2293 YPXRMX 2294 YPYQBP 3289 YPYQBP 3290 YPYQBP 3291 YPYQBP 3292 YPYQBP 3293 YQBNFI 2812 YQCUPC 184 YQGREJ 5669 YQGREJ 5670 YQQGPY 1217 YQRMAN 68 YQSPSV 4264 YQZHXX 5742 YQZHXX 5743 YQZHXX 5744 YRAIVI 7357 YRCQAT SSFBNN YRCXXX 3929 YRCXXX 3930 YRFYGO 5656 YRGAKO 6724 YRMIKS RLLWKY YRSZKW AKTFFS YRTLTR 1674 YRTLTR 1675 YRVQRK 2288 YRVQRK 2289 YRZPPM 3721 YSAQKE MFERTY YSAQKE QQIHSQ YSDCXL 5056 YSDCXL 5057 YSDCXL 5058 YSDCXL 5059 YSDCXL 5060 YSDLBK ISNQZP YSFZBT PCEYKN YSFZBT VGQNUA YSJYAM 7493 YSQEUF 7450 YSQEUF 7451 YSXCPO 4071 YSZTDP 1125 YSZWOD CBBAHF YSZWOD DTRIJZ YSZWOD FFZGPI YSZWOD HNRHLO YSZWOD OSJAUE YSZWOD TCQLUQ YSZWOD ZSMXSE YTCQBP 7912 YTDVZL 2873 YTDVZL 2874 YTFRMN 5994 YTFRMN 5995 YTFRMN 5996 YTFRMN 5997 YTIDPE 194 YTIDPE 195 YTLUCG 5035 YTQHDY ALQYLK YTQHDY CAVRQY YTQHDY MLCYJC YTQHDY NATTMZ YTQHDY PCIZPG YTQHDY VOERVC YTQHDY WUINLW YTRYNS YXCGJI YTUNIX CIYRAF YTUNIX GPBBOZ YTUNIX ILPTUC YTUNIX TPOJJW YTUNIX UQYWZQ YTUNIX YNATJA YTVRJB 1820 YTWAZV 738 YTZDKS CQLGPP YTZDKS IRWKCT YTZDKS TVXKFT YTZMGU 3629 YUCNPG DCIOOV YUCNPG GRXPHP YUCNPG UUKDEC YUFPRQ 4081 YUHEPI 3435 YUJNVD 1280 YUPLXW FDMHKI YUPLXW TTQOIS YUQCCB 2981 YUQCCB 2982 YUQCCB 2983 YUQCCB 2984 YUQCCB 2985 YUVGKB 5730 YUYKEP 3460 YUZVUW 7844 YUZVUW 7845 YUZVUW 7846 YUZVUW 7847 YUZVUW 7848 YUZVUW 7849 YUZVUW 7850 YUZVUW 7851 YUZVUW 7852 YUZVUW 7853 YUZVUW 7854 YUZVUW 7855 YUZVUW 7856 YUZVUW 7857 YUZVUW 7858 YUZVUW 7859 YUZVUW 7860 YUZVUW 7861 YUZVUW 7862 YVADVK 2108 YVBJGQ 2365 YVBJGQ 2366 YVBJGQ 2367 YVCFQE 4104 YVCFQE 4105 YVEOBK 5630 YVFWQZ 2506 YVFWQZ 2507 YVKHSN FOZXTB YVKHSN PKKTKI YVKHSN XJRWSZ YVKMNT 6779 YVUIOG 464 YVWHSI 4633 YWCJBJ 4152 YWKWIY 4899 YWRIOM 6049 YWRIOM 6050 YWZJTV 4849 YXCGJI 4824 YXLOWH 6334 YXLOWH 6335 YXLOWH 6336 YXLOWH 6337 YXLOWH 6338 YXLOWH 6339 YXLOWH 6340 YXLOWH 6341 YXLUUN 4584 YXMBDU 7743 YXNGWA 114 YYDOPT 3431 YYFXUE 5446 YYFXUE 5447 YYFXUE 5448 YYNACJ 7614 YYNIAV 5449 YYQTQQ 2222 YYQTQQ 2223 YYQTQQ 2224 YYUCSO 4669 YYWRST BVWJOY YZEQCW 5877 YZEQCW 5878 YZEQCW 5879 YZEQCW 5880 YZEUTG 5103 YZEUTG 5104 YZNKRT 1998 YZOMKJ QMTNIQ YZOMUQ 4196 YZPLMK 25 YZRCTA VJICYP YZSCJI 3635 YZSCJI 3636 YZSCJI 3637 YZTPXF 2897 YZWJHR 1838 YZXHEA 3157 YZZCOE 5834 YZZCOE 5835 ZAAVTB 5727 ZAAXNU LOEQAA ZADVIS IXROHC ZATVWB 4801 ZAWHPK 4748 ZAWHPK 4749 ZAWHPK 4750 ZAWYGJ 4075 ZAYATV 7725 ZAZEFX 5663 ZAZHFU IGIRGV ZBKIZK 4919 ZBKIZK 4920 ZBKIZK 4921 ZBNYAB 6796 ZBQHLH 4488 ZBTWSE 2878 ZBTWSE 2879 ZBWOWO 2540 ZCCDVW 4663 ZCCDVW 4664 ZCDOMF 5282 ZCEPVG DBONSJ ZCEPVG HMOLDT ZCEPVG HPANCF ZCEPVG JDKSOL ZCEPVG JVRGZR ZCEPVG KCVUTD ZCEPVG MIGAVY ZCEPVG NDMGLZ ZCEPVG NYUUSR ZCEPVG OIVNBY ZCEPVG OPUBEV ZCEPVG QBUOTR ZCEPVG QIBMDT ZCEPVG QLUFIL ZCEPVG QMZDGM ZCEPVG SILUUR ZCEPVG SJRSVS ZCEPVG SNZTKU ZCEPVG SUVYIU ZCEPVG TBZCGR ZCEPVG VKEXVK ZCEPVG WSBGYK ZCEPVG ZDDVHB ZCEPVG ZRMSUT ZCEYIA RTSEYC ZCKCIG 3943 ZCKCIG 3944 ZCRYPS OTPQJB ZCRYPS UKEXNT ZCRYPS XLXMSK ZCWYPT 5039 ZCXYYP GLFBCK ZCYIMW 4201 ZDAKNB JVSDEA ZDBHXS 4286 ZDCFTX 5605 ZDCFTX 5606 ZDCXXH 1645 ZDCXXH 1646 ZDCXXH 1647 ZDDVHB 1741 ZDMZIB DCYNRS ZDMZIB JUTLYQ ZDNTTN 724 ZDNTTN 725 ZDNTTN 726 ZDNTTN 727 ZDNTTN 728 ZDNTTN 729 ZDOEXR 1709 ZDQFNC 2596 ZDRUBA AXDWPM ZDRUBA FCBUCN ZDRUBA MYGEGJ ZDRUBA SYVINB ZDSPLJ 5214 ZEFPYM SAZEWR ZEJNIK BIMGZA ZEWCST 3840 ZEWIXS 2198 ZEWKJW 6041 ZEZCSU 4206 ZEZOUV 1355 ZFBSLG 989 ZFEAWQ 3440 ZFFMKO 3308 ZFFQAT 1717 ZFJLNU 1155 ZFLAHE 1443 ZFSGHE 4042 ZFWZJA 2659 ZFWZJA 2660 ZFXFXM 1024 ZFZVON 7973 ZGDHHI 3755 ZGDJPM 6033 ZGENXA 1829 ZGIHBS 5135 ZGIHBS 5136 ZGIHBS 5137 ZGIHBS 5138 ZGIWCN 1222 ZGMYSD NXYUAA ZGMYSD RKUVMW ZGOLAV 4936 ZGOWYN CUPMXT ZGOWYN EBEQYE ZGOWYN HWJFGP ZGOWYN JUMAKU ZGOWYN MNCRAS ZGOWYN MTVRNE ZGOWYN TLGLPI ZHAXJB 1676 ZHAXJB 1677 ZHFBJH 1287 ZHGUPS 557 ZHGUPS 558 ZHHRWO 4959 ZHHRWO 4960 ZHKOAH KJSKYD ZHPSLG 3129 ZHPSLG 3130 ZHPSLG 3131 ZHSZFY 3225 ZHVLUV 3040 ZHWTCD 1639 ZHWTCD 1640 ZIENXR 4967 ZIHAKD SOBFVJ ZIJLFY 7315 ZIJPAI 1002 ZIJVOJ OCULQV ZILHHB 6705 ZIQTZT KQJGCC ZIQTZT UYGLVQ ZIQTZT WYKOYS ZIQTZT ZATVWB ZIVIUW 1089 ZIVJNX RYYIOZ ZIYYSR 5863 ZJBNGK 4108 ZJEGGM 3759 ZJKEMN 1147 ZJKEMN 1148 ZJOEMS HTDHNX ZJOEMS NSANGC ZJOEMS PJUMYQ ZJOEMS XDAKAV ZJOUEA 4691 ZJPEAF 1335 ZJWCHO HREOZU ZJWURR 6581 ZJWURR 6582 ZJWURR 6583 ZJWURR 6584 ZJWURR 6585 ZJWURR 6586 ZJWVCR 776 ZJZGDA 7715 ZKEWAF 7623 ZKEWAF 7624 ZKEZTK 2653 ZKHITZ 5753 ZKOHQS 6240 ZKOHQS 6241 ZKPKBU 1830 ZKPNGO 4178 ZKQKQK ABPVTY ZKQKQK EKHBND ZKQKQK MZZGAX ZKQKQK NZZNCM ZKQKQK OJLCJY ZKQKQK PEAWVP ZKQKQK QGIBMH ZKQKQK RAMSGA ZKQKQK SVLRXA ZKQKQK SWKYPE ZKQKQK TRAJMD ZKQKQK VMPTCN ZKQKQK WFEWQD ZKQKQK WGQGKE ZKQKQK ZFFQAT ZKSYMI 2531 ZKSYMI 2532 ZKULXF 5419 ZKULXF 5420 ZKULXF 5421 ZKULXF 5422 ZKVPKG ASHXUW ZKVPKG BGRTJL ZKVPKG DCWPZC ZKVPKG FIZLCO ZKVPKG GYFGMB ZKVPKG KWWQBB ZKVPKG NEZSSW ZKVPKG OFAZAN ZKVPKG WTRTVS ZKYQGV 177 ZLDXFA CTUEQX ZLDXFA EXGRVX ZLFGWS 6435 ZLJMXW 189 ZLRCTU 2846 ZLRCTU 2847 ZLRCTU 2848 ZLTEVE TCQAYA ZLWIVF 5222 ZLZCHU PUWXNG ZMEEAV 5648 ZMFKAF 607 ZMGFZD 5857 ZMHJFW ONLUVE ZMKCQF 7126 ZMLRLG EOPEFC ZMLRLG KZQBAV ZMOOYC 696 ZMPQNV 371 ZMPTSZ GUIFHR ZMPUMO 5661 ZMSJUR 7840 ZMSJUR 7841 ZMVHOT 8126 ZMZFXW HWMWAE ZMZFXW OXQKTV ZNFYNF 1642 ZNHHJZ 132 ZNKFHY 4092 ZNPRDY 5653 ZNRVOG 4613 ZNTCSI 2199 ZNZARV PIDOXD ZNZARV ZJWCHO ZOBOMR 5266 ZOCECC 5959 ZODSEX XMVCDR ZOGREW 7074 ZOGREW 7075 ZOGREW 7076 ZOGREW 7077 ZOGREW 7078 ZOKYUZ 5964 ZOODAF 2860 ZOODAF 2861 ZOTKPJ 6562 ZOTNHH NEHZYJ ZOXSRN 7646 ZOXTRZ 1243 ZOYDJM 7818 ZOYDJM 7819 ZOZXAR 7303 ZPBBLX 4712 ZPDZFV 2153 ZPDZFV 2154 ZPDZFV 2155 ZPOENK 5960 ZPPBZE 7258 ZPRTHN GBYDRY ZPRTHN GEDAED ZPRTHN LCGCNH ZPRTHN VCDSJL ZPYFPY 3343 ZPYLEF 4780 ZPYLEF 4781 ZPZDNE 5505 ZPZDNE 5506 ZPZDNE 5507 ZPZDNE 5508 ZPZDNE 5509 ZPZDNE 5510 ZPZDNE 5511 ZPZDNE 5512 ZPZDNE 5513 ZPZDNE 5514 ZPZDNE 5515 ZPZDNE 5516 ZPZDNE 5517 ZPZDNE 5518 ZQAHCE 6504 ZQBSXO HCBWUB ZQBSXO RRMUFW ZQCQCD NKKFFV ZQGGGY 2174 ZQIEOC 2426 ZQIEOC 2427 ZQIEOC 2428 ZQIKVP NQMAQW ZQIKVP SCURPM ZQTNWS 2849 ZQVEMX 2281 ZQWBTX BTEVTA ZQWBTX CITNWJ ZQWBTX DDCKKE ZQWBTX DWBMPI ZQWBTX URNPJT ZQWBTX XPQVIQ ZQZUHV 1361 ZQZUHV 1362 ZRCGWQ 5794 ZRCGWQ 5795 ZRCGWQ 5796 ZRCGWQ 5797 ZRCGWQ 5798 ZRCKXC 1706 ZREDQV 4059 ZREDQV 4060 ZRGBRS 2575 ZRGIDL 606 ZRMSUT 1764 ZRNJBH 6535 ZRNJBH 6536 ZRNJBH 6537 ZRPSDI 7086 ZRRGIR 3843 ZRRGIR 3844 ZRRSQZ HUHNYE ZRRSQZ QQZAVR ZRZPVB UYPLKO ZRZPVB VFKLNK ZRZPVB XHZCUS ZSAODF 4352 ZSBNAB 4258 ZSBNAB 4259 ZSDEES PEQBPZ ZSFGJM 1127 ZSLOCB 4265 ZSMXSE 1117 ZSQMMA ODKXXB ZSSDCK ADVEBA ZSSDCK CBXAZA ZSSDCK JFDNHV ZSSDCK MGSGJU ZSSDCK OLBECZ ZSSDCK TPUAFI ZSUYXV 7519 ZSVGDU 2796 ZSYISL 3104 ZSZWAV 5233 ZTFRKB 3760 ZTFRKB 3761 ZTFRKB 3762 ZTFRKB 3763 ZTFRKB 3764 ZTFRKB 3765 ZTGVRS 4308 ZTIMCH 7594 ZTRYWP MRFBPE ZTSRFT QYPODM ZTSSYF 4772 ZTSSYF 4773 ZTXGZN 6881 ZTXGZN 6882 ZTXGZN 6883 ZUBUST 2843 ZUBUST 2844 ZUBUST 2845 ZUCKWY 5394 ZUCKWY 5395 ZUCKWY 5396 ZUCKWY 5397 ZUDJAV 2745 ZUGUEI 4038 ZUJFTG 7215 ZUNZKU 5924 ZUNZKU 5925 ZUNZKU 5926 ZUOILG 5179 ZUOKVN 786 ZVAAVJ 7001 ZVCKUU KCOBXA ZVCKUU OQIVLA ZVCKUU TFVPYP ZVCKUU YJCVIB ZVCOFT 1298 ZVDEAD 5301 ZVEEUG 4138 ZVHBYP AYKORE ZVHBYP BZVMDW ZVHUNQ 6299 ZVMLAK 137 ZVQSBH GLMIGY ZVSDJB BIJJNR ZVSDJB FVAYDW ZVSDJB OFIPMH ZVTUIO QNFJRV ZVTYBC 8141 ZVUPAU 948 ZVUPAU 949 ZVUSSD 1011 ZVWNBO 6838 ZVWXTG DLHZOP ZVWXTG JRUYNB ZVWXTG RDYFTH ZVWXTG TWSPAP ZVWXTG XXUSBY ZVWXTG YCWBXB ZVWXTG YYNACJ ZVXDLO PDSPSI ZVXNBS 5071 ZVXNBS 5072 ZVXNBS 5073 ZWJJDZ 6192 ZWJJDZ 6193 ZWJTDC 39 ZWNAVN 2335 ZWNAVN 2336 ZWNAVN 2337 ZWNTKO LODEIZ ZWOEIU 4649 ZWQLSP 4605 ZWUTRM AKGZFB ZWUTRM EXSTYJ ZWUTRM JJVIZN ZWUTRM PHMYKL ZWUTRM PNRIMQ ZWUTRM RSUEAK ZWUTRM UJGLYW ZWUTRM WYXMOA ZXBLMJ 4610 ZXIKVH 3973 ZXNNRH 5969 ZXNNRH 5970 ZXNNRH 5971 ZXNNRH 5972 ZXNNRH 5973 ZXNNRH 5974 ZXNNRH 5975 ZXNNRH 5976 ZXRIHE 1087 ZXTJFW 4793 ZXWSEY 7214 ZYIWLK 4632 ZYKJAF 6242 ZYPSYN 7629 ZYQKXO 447 ZYQKXO 448 ZYSAIQ 2482 ZYUCWD 6634 ZYUCWD 6635 ZYUCWD 6636 ZYUCWD 6637 ZYUCWD 6638 ZYXWPL 2864 ZYXWPL 2865 ZYXWPL 2866 ZYXWPL 2867 ZYXWPL 2868 ZYYZTG 3510 ZZASLN 1613 ZZQKNF CJEGUB ZZQKNF QTGERU ZZQOAX 3177 ZZRMPH GFFWOU ZZRMPH GFNWUA ZZRMPH JHEUCT ZZRMPH UJVEVT ZZRMPH WCTAPX ZZRMPH XOJRBE ZZSEWX DKWZAN ZZSOFN 6563 ZZWZEF 1207 ZZWZEF 1208 ZZWZEF 1209 ZZWZEF 1210 ZZWZEF 1211 ZZWZEF 1212 ZZXSQM 767 ZZXSQM 768 ZZXSQM 769 ZZXSQM 770 ZZXSQM 771 ZZXSQM 772 ZZXSQM 773 ZZXSQM 774 ZZXSQM 775 __NULL__ GPUHEC __NULL__ JXXWEO __NULL__ OMEYTF __NULL__ QNNNGK __NULL__ TBCSEQ __NULL__ VTXKGD ================================================ FILE: iNaturalist-Hierarchy/hierarchy_inat2019.txt ================================================ AFBSOD 846 AFBSOD 847 AFBSOD 848 AFBSOD 849 AFBSOD 850 AFBSOD 851 AFBSOD 852 AFBSOD 853 AFBSOD 854 AFBSOD 855 AFBSOD 856 AFBSOD 857 AFBSOD 858 AFBSOD 859 AFBSOD 860 AFBSOD 861 AFBSOD 862 AFBSOD 863 AFBSOD 864 AFBSOD 865 AIEVWT 0 AIEVWT 1 AIEVWT 2 AIEVWT 3 AIEVWT 4 AIEVWT 5 AIEVWT 6 AIEVWT 7 AIEVWT 8 AIEVWT 9 AIEVWT 10 AIEVWT 11 AMCTBG UOOYOF AVUODI 996 AVUODI 997 AVUODI 998 AVUODI 999 AVUODI 1000 AVUODI 1001 AVUODI 1002 AVUODI 1003 AVUODI 1004 AVUODI 1005 AVUODI 1006 AVUODI 1007 AVUODI 1008 AVUODI 1009 AXZJRS 153 AXZJRS 154 AXZJRS 155 AXZJRS 156 AXZJRS 157 AXZJRS 158 AXZJRS 159 AXZJRS 160 AXZJRS 161 AXZJRS 162 AZSZCB LZUPOC AZSZCB MDPJPB AZSZCB PMBTTE AZSZCB QMUXKN BBLWZV 341 BBLWZV 342 BBLWZV 343 BBLWZV 344 BBLWZV 345 BBLWZV 346 BBLWZV 347 BBLWZV 348 BBLWZV 349 BBLWZV 350 BBLWZV 351 BBLWZV 352 BEZFEJ 766 BEZFEJ 767 BEZFEJ 768 BEZFEJ 769 BEZFEJ 770 BEZFEJ 771 BEZFEJ 772 BEZFEJ 773 BEZFEJ 774 BEZFEJ 775 BICYMC 307 BICYMC 308 BICYMC 309 BICYMC 310 BICYMC 311 BICYMC 312 BICYMC 313 BICYMC 314 BICYMC 315 BICYMC 316 BICYMC 317 BKJDSR EQAKBJ BUTEEF 705 BUTEEF 706 BUTEEF 707 BUTEEF 708 BUTEEF 709 BUTEEF 710 BUTEEF 711 BUTEEF 712 BUTEEF 713 BUTEEF 714 BUTEEF 715 BUTEEF 716 BUYXNH 416 BUYXNH 417 BUYXNH 418 BUYXNH 419 BUYXNH 420 BUYXNH 421 BUYXNH 422 BUYXNH 423 BUYXNH 424 BUYXNH 425 BUYXNH 426 BUYXNH 427 BUYXNH 428 CDBECV PIWUYM CDHJIZ 202 CDHJIZ 203 CDHJIZ 204 CDHJIZ 205 CDHJIZ 206 CDHJIZ 207 CDHJIZ 208 CDHJIZ 209 CDHJIZ 210 CDHJIZ 211 CFFKSI MAWCSR CFFKSI ZUNWQY CFFKSI ZZHXPK CNROHM 532 CNROHM 533 CNROHM 534 CNROHM 535 CNROHM 536 CNROHM 537 CNROHM 538 CNROHM 539 CNROHM 540 CNROHM 541 CNROHM 542 CNROHM 543 CTGGUD 581 CTGGUD 582 CTGGUD 583 CTGGUD 584 CTGGUD 585 CTGGUD 586 CTGGUD 587 CTGGUD 588 CTGGUD 589 CTGGUD 590 CTGGUD 591 CTGGUD 592 CTGGUD 593 CTGGUD 594 CTGGUD 595 CTYBJT 296 CTYBJT 297 CTYBJT 298 CTYBJT 299 CTYBJT 300 CTYBJT 301 CTYBJT 302 CTYBJT 303 CTYBJT 304 CTYBJT 305 CTYBJT 306 CWTHUX FFDODG CWTHUX THBWTQ DKDPTZ HMWNJU DKDZRW TDUGIB DKEGZA RPJOEP DTSJJA AVUODI EDZBGV 891 EDZBGV 892 EDZBGV 893 EDZBGV 894 EDZBGV 895 EDZBGV 896 EDZBGV 897 EDZBGV 898 EDZBGV 899 EDZBGV 900 EGRPTO 318 EGRPTO 319 EGRPTO 320 EGRPTO 321 EGRPTO 322 EGRPTO 323 EGRPTO 324 EGRPTO 325 EGRPTO 326 EGRPTO 327 EIVVFE WQIPJE EIVVFE XUOUQH EMAIGH 490 EMAIGH 491 EMAIGH 492 EMAIGH 493 EMAIGH 494 EMAIGH 495 EMAIGH 496 EMAIGH 497 EMAIGH 498 EMAIGH 499 EMAIGH 500 EMAIGH 501 EMAIGH 502 EODTWO 400 EODTWO 401 EODTWO 402 EODTWO 403 EODTWO 404 EODTWO 405 EODTWO 406 EODTWO 407 EODTWO 408 EODTWO 409 EODTWO 410 EODTWO 411 EODTWO 412 EODTWO 413 EODTWO 414 EODTWO 415 EQAKBJ JINQFY EQAKBJ LVJBIC EQAKBJ PHYUCE EQAKBJ ZFCTQV ETLGDJ 23 ETLGDJ 24 ETLGDJ 25 ETLGDJ 26 ETLGDJ 27 ETLGDJ 28 ETLGDJ 29 ETLGDJ 30 ETLGDJ 31 ETLGDJ 32 EUFUML NIAUXS FAALSS MBLEXD FFDODG YDTMFM FKBQGX NMRXKJ FLXYQQ LMDCZI FOCWYX DKDPTZ FOCWYX NRTKLD FOCWYX REQZBH FOCWYX XXXXHK FPTEZU 503 FPTEZU 504 FPTEZU 505 FPTEZU 506 FPTEZU 507 FPTEZU 508 FPTEZU 509 FPTEZU 510 FPTEZU 511 FPTEZU 512 FPTEZU 513 FPTEZU 514 FPTEZU 515 FPTEZU 516 FPTEZU 517 GDRUMH HBJFSN GETLHS RWFQYW GFTJUM LVEBLU GKJJDA 282 GKJJDA 283 GKJJDA 284 GKJJDA 285 GKJJDA 286 GKJJDA 287 GKJJDA 288 GKJJDA 289 GKJJDA 290 GKJJDA 291 GKJJDA 292 GKJJDA 293 GKJJDA 294 GKJJDA 295 GNNJLA LSBQHU GNNJLA MSVTLQ GTFYNL 914 GTFYNL 915 GTFYNL 916 GTFYNL 917 GTFYNL 918 GTFYNL 919 GTFYNL 920 GTFYNL 921 GTFYNL 922 GTFYNL 923 GTFYNL 924 GTFYNL 925 GTFYNL 926 GTFYNL 927 GWFTGO RPVDIT GYHBYY EIVVFE GYHBYY NNTROK GYHBYY YPXQLE GYHBYY YWZSDD HBJFSN 235 HBJFSN 236 HBJFSN 237 HBJFSN 238 HBJFSN 239 HBJFSN 240 HBJFSN 241 HBJFSN 242 HBJFSN 243 HBJFSN 244 HBJFSN 245 HBJFSN 246 HBJFSN 247 HBJFSN 248 HBJFSN 249 HBJFSN 250 HBJFSN 251 HBJFSN 252 HBJFSN 253 HBJFSN 254 HBJFSN 255 HBJFSN 256 HGANRF 973 HGANRF 974 HGANRF 975 HGANRF 976 HGANRF 977 HGANRF 978 HGANRF 979 HGANRF 980 HGANRF 981 HGANRF 982 HGANRF 983 HGANRF 984 HGANRF 985 HGANRF 986 HGANRF 987 HGANRF 988 HGANRF 989 HGANRF 990 HGANRF 991 HGANRF 992 HGANRF 993 HGANRF 994 HGANRF 995 HJTFFD NXRDAY HMWNJU KVPGAF IANOWN PVEXNS IICWKH FLXYQQ IIPQCA 963 IIPQCA 964 IIPQCA 965 IIPQCA 966 IIPQCA 967 IIPQCA 968 IIPQCA 969 IIPQCA 970 IIPQCA 971 IIPQCA 972 IKZCCU CFFKSI IKZCCU QVYQKT IQSYME EDZBGV ITHJOL 114 ITHJOL 115 ITHJOL 116 ITHJOL 117 ITHJOL 118 ITHJOL 119 ITHJOL 120 ITHJOL 121 ITHJOL 122 ITHJOL 123 ITHJOL 124 ITHJOL 125 ITHJOL 126 ITHJOL 127 ITHJOL 128 ITHJOL 129 ITHJOL 130 ITHJOL 131 ITHJOL 132 ITHJOL 133 ITHJOL 134 ITHJOL 135 ITHJOL 136 ITHJOL 137 ITHJOL 138 IZQNYE 928 IZQNYE 929 IZQNYE 930 IZQNYE 931 IZQNYE 932 IZQNYE 933 IZQNYE 934 IZQNYE 935 IZQNYE 936 IZQNYE 937 JEVYHJ 881 JEVYHJ 882 JEVYHJ 883 JEVYHJ 884 JEVYHJ 885 JEVYHJ 886 JEVYHJ 887 JEVYHJ 888 JEVYHJ 889 JEVYHJ 890 JGLESV NZNRPC JINQFY YSJGOA JRSWTF PVSGJE JXGDIH 818 JXGDIH 819 JXGDIH 820 JXGDIH 821 JXGDIH 822 JXGDIH 823 JXGDIH 824 JXGDIH 825 JXGDIH 826 JXGDIH 827 JXGDIH 828 JXGDIH 829 JXGDIH 830 JXGDIH 831 JXGDIH 832 JXGDIH 833 KBAAKP JRSWTF KBAAKP TDVDJB KFOQYQ CNROHM KIJSWS CTYBJT KIJSWS GKJJDA KRCREM RLKHLR KRCREM VVJPHB KRCREM XTFFRG KSMQKH GWFTGO KVPGAF 12 KVPGAF 13 KVPGAF 14 KVPGAF 15 KVPGAF 16 KVPGAF 17 KVPGAF 18 KVPGAF 19 KVPGAF 20 KVPGAF 21 KVPGAF 22 KYSZWJ YUJZTA LMDCZI 556 LMDCZI 557 LMDCZI 558 LMDCZI 559 LMDCZI 560 LMDCZI 561 LMDCZI 562 LMDCZI 563 LMDCZI 564 LMDCZI 565 LMDCZI 566 LMDCZI 567 LMDCZI 568 LMDCZI 569 LMDCZI 570 LMDCZI 571 LMDCZI 572 LMDCZI 573 LMDCZI 574 LMDCZI 575 LMDCZI 576 LMDCZI 577 LMDCZI 578 LMDCZI 579 LMDCZI 580 LOWOTH 518 LOWOTH 519 LOWOTH 520 LOWOTH 521 LOWOTH 522 LOWOTH 523 LOWOTH 524 LOWOTH 525 LOWOTH 526 LOWOTH 527 LOWOTH 528 LOWOTH 529 LOWOTH 530 LOWOTH 531 LSBQHU XIJOQI LVEBLU NJFYRX LVJBIC ODQDEO LVJBIC TEYHGD LVJBIC XXYZIZ LWAXIS BUTEEF LWAXIS UVDXBC LWAXIS ZJSJYI LZUPOC 376 LZUPOC 377 LZUPOC 378 LZUPOC 379 LZUPOC 380 LZUPOC 381 LZUPOC 382 LZUPOC 383 LZUPOC 384 LZUPOC 385 LZUPOC 386 LZUPOC 387 LZUPOC 388 LZUPOC 389 MAWCSR KRCREM MBKRYK RMKZPB MBLEXD 80 MBLEXD 81 MBLEXD 82 MBLEXD 83 MBLEXD 84 MBLEXD 85 MBLEXD 86 MBLEXD 87 MBLEXD 88 MBLEXD 89 MBLEXD 90 MDPJPB 390 MDPJPB 391 MDPJPB 392 MDPJPB 393 MDPJPB 394 MDPJPB 395 MDPJPB 396 MDPJPB 397 MDPJPB 398 MDPJPB 399 MHTHLG YTSRPL MMJFDT 192 MMJFDT 193 MMJFDT 194 MMJFDT 195 MMJFDT 196 MMJFDT 197 MMJFDT 198 MMJFDT 199 MMJFDT 200 MMJFDT 201 MSVTLQ BBLWZV MVPOWP 68 MVPOWP 69 MVPOWP 70 MVPOWP 71 MVPOWP 72 MVPOWP 73 MVPOWP 74 MVPOWP 75 MVPOWP 76 MVPOWP 77 MVPOWP 78 MVPOWP 79 NIAUXS 257 NIAUXS 258 NIAUXS 259 NIAUXS 260 NIAUXS 261 NIAUXS 262 NIAUXS 263 NIAUXS 264 NIAUXS 265 NIAUXS 266 NJFYRX 442 NJFYRX 443 NJFYRX 444 NJFYRX 445 NJFYRX 446 NJFYRX 447 NJFYRX 448 NJFYRX 449 NJFYRX 450 NJFYRX 451 NJFYRX 452 NJFYRX 453 NJFYRX 454 NMRXKJ 212 NMRXKJ 213 NMRXKJ 214 NMRXKJ 215 NMRXKJ 216 NMRXKJ 217 NMRXKJ 218 NMRXKJ 219 NMRXKJ 220 NMRXKJ 221 NMRXKJ 222 NMRXKJ 223 NNGPFJ 656 NNGPFJ 657 NNGPFJ 658 NNGPFJ 659 NNGPFJ 660 NNGPFJ 661 NNGPFJ 662 NNGPFJ 663 NNGPFJ 664 NNGPFJ 665 NNGPFJ 666 NNGPFJ 667 NNGPFJ 668 NNGPFJ 669 NNGPFJ 670 NNGPFJ 671 NNGPFJ 672 NNGPFJ 673 NNGPFJ 674 NNGPFJ 675 NNGPFJ 676 NNGPFJ 677 NNGPFJ 678 NNGPFJ 679 NNGPFJ 680 NNGPFJ 681 NNGPFJ 682 NNGPFJ 683 NNGPFJ 684 NNGPFJ 685 NNGPFJ 686 NNGPFJ 687 NNGPFJ 688 NNGPFJ 689 NNGPFJ 690 NNGPFJ 691 NNGPFJ 692 NNGPFJ 693 NNTROK BEZFEJ NRTKLD DKDZRW NRTKLD FAALSS NXRDAY EODTWO NZNRPC 267 NZNRPC 268 NZNRPC 269 NZNRPC 270 NZNRPC 271 NZNRPC 272 NZNRPC 273 NZNRPC 274 NZNRPC 275 NZNRPC 276 NZNRPC 277 NZNRPC 278 NZNRPC 279 NZNRPC 280 NZNRPC 281 ODQDEO KYSZWJ ODQDEO PNPDTG OEHHZB 866 OEHHZB 867 OEHHZB 868 OEHHZB 869 OEHHZB 870 OEHHZB 871 OEHHZB 872 OEHHZB 873 OEHHZB 874 OEHHZB 875 OEHHZB 876 OEHHZB 877 OEHHZB 878 OEHHZB 879 OEHHZB 880 OGIMIE EUFUML OGIMIE FKBQGX OGIMIE GDRUMH OGIMIE GETLHS OGIMIE VYXZFF OJROJZ YHRBFX OMPGCQ 429 OMPGCQ 430 OMPGCQ 431 OMPGCQ 432 OMPGCQ 433 OMPGCQ 434 OMPGCQ 435 OMPGCQ 436 OMPGCQ 437 OMPGCQ 438 OMPGCQ 439 OMPGCQ 440 OMPGCQ 441 OYSRBV 181 OYSRBV 182 OYSRBV 183 OYSRBV 184 OYSRBV 185 OYSRBV 186 OYSRBV 187 OYSRBV 188 OYSRBV 189 OYSRBV 190 OYSRBV 191 PHYUCE AMCTBG PHYUCE CWTHUX PHYUCE DKEGZA PHYUCE GFTJUM PHYUCE GNNJLA PHYUCE GYHBYY PHYUCE HJTFFD PHYUCE IANOWN PHYUCE IICWKH PHYUCE KBAAKP PHYUCE OJROJZ PHYUCE RGQINN PHYUCE SNPMQV PHYUCE UEKOMH PHYUCE UWEJAW PHYUCE VUQUVB PHYUCE WVEEEW PHYUCE XGFWVD PHYUCE ZCGXPA PIWUYM 644 PIWUYM 645 PIWUYM 646 PIWUYM 647 PIWUYM 648 PIWUYM 649 PIWUYM 650 PIWUYM 651 PIWUYM 652 PIWUYM 653 PIWUYM 654 PIWUYM 655 PMBTTE 363 PMBTTE 364 PMBTTE 365 PMBTTE 366 PMBTTE 367 PMBTTE 368 PMBTTE 369 PMBTTE 370 PMBTTE 371 PMBTTE 372 PMBTTE 373 PMBTTE 374 PMBTTE 375 PNHUSI EGRPTO PNPDTG IIPQCA PTERFA 834 PTERFA 835 PTERFA 836 PTERFA 837 PTERFA 838 PTERFA 839 PTERFA 840 PTERFA 841 PTERFA 842 PTERFA 843 PTERFA 844 PTERFA 845 PVEXNS AFBSOD PVEXNS JEVYHJ PVEXNS OEHHZB PVEXNS PTERFA PVSGJE 621 PVSGJE 622 PVSGJE 623 PVSGJE 624 PVSGJE 625 PVSGJE 626 PVSGJE 627 PVSGJE 628 PVSGJE 629 PVSGJE 630 PVSGJE 631 PVSGJE 632 PVSGJE 633 PVSGJE 634 PVSGJE 635 PVSGJE 636 PVSGJE 637 PVSGJE 638 PVSGJE 639 PVSGJE 640 PVSGJE 641 PVSGJE 642 PVSGJE 643 QEKIKU 799 QEKIKU 800 QEKIKU 801 QEKIKU 802 QEKIKU 803 QEKIKU 804 QEKIKU 805 QEKIKU 806 QEKIKU 807 QEKIKU 808 QEKIKU 809 QEKIKU 810 QEKIKU 811 QEKIKU 812 QEKIKU 813 QEKIKU 814 QEKIKU 815 QEKIKU 816 QEKIKU 817 QMUXKN 353 QMUXKN 354 QMUXKN 355 QMUXKN 356 QMUXKN 357 QMUXKN 358 QMUXKN 359 QMUXKN 360 QMUXKN 361 QMUXKN 362 QQGNDG CTGGUD QVXHMU KSMQKH QVYQKT FOCWYX QXHHDA GTFYNL RAWMPW 748 RAWMPW 749 RAWMPW 750 RAWMPW 751 RAWMPW 752 RAWMPW 753 RAWMPW 754 RAWMPW 755 RAWMPW 756 RAWMPW 757 RAWMPW 758 RAWMPW 759 RAWMPW 760 RAWMPW 761 RAWMPW 762 RAWMPW 763 RAWMPW 764 RAWMPW 765 RCKNFS MVPOWP RCKNFS UKGNNX RCKNFS YVHUAD REQZBH MBKRYK REQZBH UJJARO RGQINN QQGNDG RJNJWI IZQNYE RLKHLR OYSRBV RMKZPB 139 RMKZPB 140 RMKZPB 141 RMKZPB 142 RMKZPB 143 RMKZPB 144 RMKZPB 145 RMKZPB 146 RMKZPB 147 RMKZPB 148 RMKZPB 149 RMKZPB 150 RMKZPB 151 RMKZPB 152 RPJOEP EMAIGH RPVDIT AIEVWT RQJEFD 163 RQJEFD 164 RQJEFD 165 RQJEFD 166 RQJEFD 167 RQJEFD 168 RQJEFD 169 RQJEFD 170 RQJEFD 171 RQJEFD 172 RQJEFD 173 RQJEFD 174 RQJEFD 175 RQJEFD 176 RQJEFD 177 RQJEFD 178 RQJEFD 179 RQJEFD 180 RWFQYW 224 RWFQYW 225 RWFQYW 226 RWFQYW 227 RWFQYW 228 RWFQYW 229 RWFQYW 230 RWFQYW 231 RWFQYW 232 RWFQYW 233 RWFQYW 234 SKZTYU PNHUSI SMHLVG QVXHMU SNPMQV AZSZCB SPLTGQ FPTEZU SPLTGQ LOWOTH SREAPX 478 SREAPX 479 SREAPX 480 SREAPX 481 SREAPX 482 SREAPX 483 SREAPX 484 SREAPX 485 SREAPX 486 SREAPX 487 SREAPX 488 SREAPX 489 TCNVSE VPRFRO TDUGIB 91 TDUGIB 92 TDUGIB 93 TDUGIB 94 TDUGIB 95 TDUGIB 96 TDUGIB 97 TDUGIB 98 TDUGIB 99 TDUGIB 100 TDUGIB 101 TDUGIB 102 TDUGIB 103 TDUGIB 104 TDUGIB 105 TDUGIB 106 TDUGIB 107 TDUGIB 108 TDUGIB 109 TDUGIB 110 TDUGIB 111 TDUGIB 112 TDUGIB 113 TDVDJB WNHCHE TEYHGD TQRDJB THBWTQ SREAPX TQRDJB ZBHXYZ UEKOMH KFOQYQ UEKOMH SPLTGQ UEKOMH WKGNLV UJJARO ITHJOL UKGNNX 43 UKGNNX 44 UKGNNX 45 UKGNNX 46 UKGNNX 47 UKGNNX 48 UKGNNX 49 UKGNNX 50 UKGNNX 51 UKGNNX 52 UKGNNX 53 UKGNNX 54 UKGNNX 55 UKGNNX 56 UKGNNX 57 UOOYOF NNGPFJ URAPQG JGLESV URAPQG KIJSWS URAPQG XPBYNO URUPLB WBQBJP UTMQGX 455 UTMQGX 456 UTMQGX 457 UTMQGX 458 UTMQGX 459 UTMQGX 460 UTMQGX 461 UTMQGX 462 UTMQGX 463 UTMQGX 464 UVDXBC 717 UVDXBC 718 UVDXBC 719 UVDXBC 720 UVDXBC 721 UVDXBC 722 UVDXBC 723 UVDXBC 724 UVDXBC 725 UVDXBC 726 UVDXBC 727 UVDXBC 728 UVDXBC 729 UVDXBC 730 UWEJAW CDBECV UWRLDP QEKIKU VPRFRO 901 VPRFRO 902 VPRFRO 903 VPRFRO 904 VPRFRO 905 VPRFRO 906 VPRFRO 907 VPRFRO 908 VPRFRO 909 VPRFRO 910 VPRFRO 911 VPRFRO 912 VPRFRO 913 VUQUVB UWRLDP VUQUVB XNXHIF VVINXC 731 VVINXC 732 VVINXC 733 VVINXC 734 VVINXC 735 VVINXC 736 VVINXC 737 VVINXC 738 VVINXC 739 VVINXC 740 VVINXC 741 VVINXC 742 VVINXC 743 VVINXC 744 VVINXC 745 VVINXC 746 VVINXC 747 VVJPHB RQJEFD VYXZFF CDHJIZ WBQBJP AXZJRS WKGNLV ZKOXFP WNHCHE 596 WNHCHE 597 WNHCHE 598 WNHCHE 599 WNHCHE 600 WNHCHE 601 WNHCHE 602 WNHCHE 603 WNHCHE 604 WNHCHE 605 WNHCHE 606 WNHCHE 607 WNHCHE 608 WNHCHE 609 WNHCHE 610 WNHCHE 611 WNHCHE 612 WNHCHE 613 WNHCHE 614 WNHCHE 615 WNHCHE 616 WNHCHE 617 WNHCHE 618 WNHCHE 619 WNHCHE 620 WQIPJE 789 WQIPJE 790 WQIPJE 791 WQIPJE 792 WQIPJE 793 WQIPJE 794 WQIPJE 795 WQIPJE 796 WQIPJE 797 WQIPJE 798 WVEEEW XQXRYX XGFWVD LWAXIS XIJOQI 328 XIJOQI 329 XIJOQI 330 XIJOQI 331 XIJOQI 332 XIJOQI 333 XIJOQI 334 XIJOQI 335 XIJOQI 336 XIJOQI 337 XIJOQI 338 XIJOQI 339 XIJOQI 340 XNXHIF JXGDIH XPBYNO BICYMC XQXRYX BUYXNH XQXRYX OMPGCQ XSCOME ETLGDJ XSCOME XZMGPD XTFFRG MMJFDT XUOUQH 776 XUOUQH 777 XUOUQH 778 XUOUQH 779 XUOUQH 780 XUOUQH 781 XUOUQH 782 XUOUQH 783 XUOUQH 784 XUOUQH 785 XUOUQH 786 XUOUQH 787 XUOUQH 788 XXXXHK RCKNFS XXXXHK XSCOME XXYZIZ QXHHDA XXYZIZ RJNJWI XXYZIZ TCNVSE XZMGPD 33 XZMGPD 34 XZMGPD 35 XZMGPD 36 XZMGPD 37 XZMGPD 38 XZMGPD 39 XZMGPD 40 XZMGPD 41 XZMGPD 42 YDTMFM 465 YDTMFM 466 YDTMFM 467 YDTMFM 468 YDTMFM 469 YDTMFM 470 YDTMFM 471 YDTMFM 472 YDTMFM 473 YDTMFM 474 YDTMFM 475 YDTMFM 476 YDTMFM 477 YHRBFX UTMQGX YPXQLE VVINXC YSJGOA DTSJJA YTSRPL HGANRF YUJZTA 953 YUJZTA 954 YUJZTA 955 YUJZTA 956 YUJZTA 957 YUJZTA 958 YUJZTA 959 YUJZTA 960 YUJZTA 961 YUJZTA 962 YVHUAD 58 YVHUAD 59 YVHUAD 60 YVHUAD 61 YVHUAD 62 YVHUAD 63 YVHUAD 64 YVHUAD 65 YVHUAD 66 YVHUAD 67 YWZSDD RAWMPW ZBHXYZ 938 ZBHXYZ 939 ZBHXYZ 940 ZBHXYZ 941 ZBHXYZ 942 ZBHXYZ 943 ZBHXYZ 944 ZBHXYZ 945 ZBHXYZ 946 ZBHXYZ 947 ZBHXYZ 948 ZBHXYZ 949 ZBHXYZ 950 ZBHXYZ 951 ZBHXYZ 952 ZCGXPA IQSYME ZFCTQV MHTHLG ZJSJYI 694 ZJSJYI 695 ZJSJYI 696 ZJSJYI 697 ZJSJYI 698 ZJSJYI 699 ZJSJYI 700 ZJSJYI 701 ZJSJYI 702 ZJSJYI 703 ZJSJYI 704 ZKOXFP 544 ZKOXFP 545 ZKOXFP 546 ZKOXFP 547 ZKOXFP 548 ZKOXFP 549 ZKOXFP 550 ZKOXFP 551 ZKOXFP 552 ZKOXFP 553 ZKOXFP 554 ZKOXFP 555 ZUNWQY OGIMIE ZUNWQY SKZTYU ZUNWQY URAPQG ZZHXPK URUPLB __NULL__ BKJDSR __NULL__ IKZCCU __NULL__ SMHLVG ================================================ FILE: iNaturalist-Hierarchy/hierarchy_inat_insecta.txt ================================================ AAVGQC 757 ABKWDJ 951 ABPVTY 1720 ABXJCX 1783 ACHYRA 1524 ACYZDF 1324 ACYZDF 1325 AEDPXJ 152 AEKBPL 983 AGDCJC 220 AGNXBY 805 AGNXBY 806 AGNXBY 807 AGNXBY 808 AGNXBY 809 AGVMXK 357 AHEIIK 962 AHEIIK 963 AHEIIK 964 AIJPTS PVTABR AIMLHJ 1961 AJUOIM 1456 AKGZFB 1864 AKGZFB 1865 ALEHYC 910 ALVODA 642 AMJNUD 936 AMKKIW 1821 AMNEQW 142 ANCODX 1035 ANCODX 1036 ANPVIF AVBENO ANPVIF CCEHSA ANPVIF CVZCPN ANPVIF DGWCKJ ANPVIF DLKMDR ANPVIF ELIJJM ANPVIF FUXGJK ANPVIF GAYHZA ANPVIF HAKQAP ANPVIF HFHRSM ANPVIF HVURRG ANPVIF IKAQGK ANPVIF KGXYFA ANPVIF LGRGBN ANPVIF LTZCEX ANPVIF NBNNBY ANPVIF OROIVC ANPVIF PLPUCP ANPVIF QHBVMV ANPVIF QIHBWL ANPVIF QQEDAM ANPVIF QTKAZN ANPVIF SZVRSE ANPVIF UJFJNH ANPVIF VKYIBH ANPVIF XATHYH ANPVIF XKHQQN ANPVIF YHFNTO AOKJHX 1539 AONLMG 1223 AOXYZX 2007 AOXYZX 2008 AOXYZX 2009 AOXYZX 2010 APOOOQ 418 APOOOQ 419 APUWKA 438 APUWKA 439 APUWKA 440 ARQUQC 1015 ASCXCQ 379 ASFGWH KYWIDM ASFGWH QLELVR ASFGWH QPSBXZ AURLDG 1488 AURLDG 1489 AVBENO IPWAYA AVFSLP 1144 AVFSLP 1145 AVMLJW IEYPYM AWWQSR 1247 AXCOIJ 747 AXHMDJ 974 AXNGPB 912 AYSPSH ASCXCQ AYSPSH FBFOGU AYSPSH FUIUQO AYSPSH FXOMEG AYSPSH HCJVFZ AYSPSH IFDPFG AYSPSH PDKFXC AYSPSH PPVAQC AYSPSH THRIFZ AYXPYN 1502 AYXSVC 1837 AZSQJY 931 AZVCGA 981 AZVXPB OHACTD BCVKVF 1400 BCVKVF 1401 BCVKVF 1402 BDDRGB 1768 BEJEYL 246 BELLVU 1508 BETLWB 157 BFBIMW 952 BFGHNK 1333 BFRVIT 761 BGYHTE 737 BHZTEQ 2045 BHZTEQ 2046 BIASXU QMMORP BIFCYT 958 BIZILI 1712 BKGTXQ 1380 BKKNMK 1123 BKTJYW NAIUJB BLNWKB 972 BMAZXC 925 BNXHMH 834 BOPIMB 1242 BOQXVJ 1699 BOQXVJ 1700 BOQXVJ 1701 BOQXVJ 1702 BOWGGE 1482 BPXZGU 1654 BPXZGU 1655 BPXZGU 1656 BPXZGU 1657 BPXZGU 1658 BTFYOM MHOMYC BUKCOJ 829 BVEHKV 224 BVTIYZ 1622 BVTIYZ 1623 BWLIQU 409 BWNSUJ 1221 BXSGMM 1480 BXSGMM 1481 BYKJZP 868 BYOATK 406 BYPYQN 1090 BYPYQN 1091 BYPYQN 1092 BYPYQN 1093 BYPYQN 1094 BYPYQN 1095 CADBCW 1563 CAVYKN 782 CAVYKN 783 CAVYKN 784 CAVYKN 785 CBBAHF 1116 CBSJEL 292 CCBYGB 1555 CCEHSA GCOGCL CCEHSA HLXBSR CCEHSA HMTVSK CCTFQU 649 CDJVMU 903 CDMDRM 838 CDMWKE 360 CDZUMD RDOPWD CEOFIV 1354 CFCWEE 1009 CFSSQT 465 CFSSQT 466 CGRBKH 1276 CGSVBQ 795 CHGFDV AIJPTS CHTEMK WRWVKR CIFZSH BPXZGU CIFZSH BVTIYZ CIFZSH CPCDQW CIFZSH DSDYNT CIFZSH FGFASL CIFZSH GOEPSN CIFZSH HDEWGA CIFZSH HOZCZM CIFZSH JLFQKI CIFZSH JMLIJU CIFZSH LHVYWI CIFZSH LYTSEP CIFZSH NXJJOL CIFZSH OEZJRC CIFZSH OHJUWP CIFZSH OOQLNS CIFZSH OPNEUT CIFZSH OTCYCU CIFZSH PXNCVF CIFZSH UUXRHR CIFZSH VMWNAZ CIFZSH XCCGDT CIFZSH ZDCXXH CIFZSH ZHWTCD CIFZSH ZNFYNF CILHKP 1935 CJWWHF 160 CJWWHF 161 CJWWHF 162 CJWWHF 163 CJWWHF 164 CJWWHF 165 CJWWHF 166 CJWWHF 167 CJWWHF 168 CJWWHF 169 CJWWHF 170 CJWWHF 171 CJWWHF 172 CJWWHF 173 CKUJUT 1322 CKZOVD 890 CLAMEY 2150 CLQAUR YDMJHJ CLQBBT 1246 CMNJRI 577 CNBMOU 1312 COPBDU 1576 COURWK 1136 COURWK 1137 COURWK 1138 COURWK 1139 COURWK 1140 COURWK 1141 COURWK 1142 COURWK 1143 CPBLXA 276 CPCDQW 1632 CPCDQW 1633 CPROKE 476 CPROKE 477 CPROKE 478 CQLCHR 282 CQLCHR 283 CQXJNW 695 CQXQPJ 604 CQXQPJ 605 CRAXJX 274 CRFGCU 1518 CRHPGX 206 CRLODR 657 CRLODR 658 CRNSAZ 748 CRPQUM IHHMYF CSDDXR 226 CSGFIE 1372 CSGFIE 1373 CSMQJE 1101 CSTWPR 1840 CTGEIQ 186 CTMLTV 233 CUBMTR 811 CUBMTR 812 CUBMTR 813 CVHOYM 934 CVOOZQ 424 CVOOZQ 425 CVZCPN KLMFYV CWFYSG AGVMXK CWFYSG XPBVOF CWGJQI 849 CWGJQI 850 CWIVIQ 579 CWIXMN 927 CXSHAS 1020 CYICHN 1334 CYPLMO 1532 CYPLMO 1533 CYPLMO 1534 CYPLMO 1535 CZRXSB 308 CZRXSB 309 CZRXSB 310 DAFAIT 687 DBOKBP 2024 DBOKBP 2025 DBONSJ 1738 DBQYEM QSRCCP DBWZUO 1767 DDOKGO 763 DEFEKY 147 DEUOQU 1578 DFDAIZ 1109 DFDIVQ 153 DFWQGY 1275 DGNSFK 628 DGWCKJ CBSJEL DGWCKJ CQLCHR DGWCKJ DRVIKI DGWCKJ DWRZMW DGWCKJ ETKRIC DGWCKJ EXZOHX DGWCKJ FEGEFN DGWCKJ JWGKJF DGWCKJ OGPUJZ DGWCKJ RBNFYB DGWCKJ RYCCAX DGWCKJ UEIZPS DGWCKJ ULTXLQ DGWCKJ XPRPFZ DHCCXG 1068 DHNVOG 1490 DINVTZ 1673 DIUSBV 1351 DJICUI 238 DJICUI 239 DJICUI 240 DJICUI 241 DJICUI 242 DJLRCO PGUEBM DKTYWC SVFQMV DKTYWC UPCXFM DKTYWC UUQAFZ DKWIDM 298 DLCYLS 999 DLDVKS XUIFTL DLKMDR BETLWB DLKMDR CJWWHF DLKMDR IMBYTK DLKMDR IRNEWM DLKMDR KLHBTP DLKMDR TRVOSC DLKMDR WXSRMX DLNQNX 1698 DMJWUS 1953 DMJWUS 1954 DMORLL ANCODX DMORLL BYPYQN DMORLL CSMQJE DMORLL DFDAIZ DMORLL DHCCXG DMORLL FCOBLJ DMORLL FEDJIS DMORLL FOEHGK DMORLL GBAKII DMORLL GHLQTU DMORLL GKTPIS DMORLL GVZMQO DMORLL GZYBBH DMORLL HLGBZT DMORLL HNHHZW DMORLL HOSDXQ DMORLL ITAZRY DMORLL JPFYPP DMORLL LDGDSZ DMORLL MANVBN DMORLL MKOBQX DMORLL MTKBQB DMORLL NGDTOH DMORLL OAAFIA DMORLL OAXTZE DMORLL PNTSXI DMORLL QEPPZQ DMORLL RDQYSK DMORLL SDRNVN DMORLL SEFFEF DMORLL TEJDTU DMORLL TZWLEY DMORLL UDNQHD DMORLL UJYPDH DMORLL UKMVDG DMORLL UUJWHE DMORLL UVCUGI DMORLL UXRXZS DMORLL UZIJGN DMORLL WKXOHZ DMORLL WPDEKX DMORLL WPFGYM DMORLL XMBQHV DMORLL XNMXQH DMORLL XPLCEZ DMORLL XSJGCN DMORLL XUECLN DMORLL YDPKZV DMORLL ZIVIUW DMORLL ZXRIHE DNPITE 257 DPCQLE 535 DPPAXX 2087 DPPAXX 2088 DPPAXX 2089 DPTPBM CHTEMK DPTPBM ESOJBS DPTPBM HHPPNR DPTPBM HKFHWW DPTPBM IJXHRD DPTPBM IWHKIM DPTPBM RLAJEG DPTPBM VBCSEL DPTPBM VIJBEI DPTPBM WXGILR DPTPBM ZGMYSD DPTPBM ZWUTRM DQBUDH 278 DQGFTP 2106 DQGFTP 2107 DRFZNF 898 DRLYHQ YLFWAY DRNXUN 596 DRVIKI 295 DSDYNT 1628 DSOMSC 145 DSOMSC 146 DSQPIL 373 DTGZHC 459 DTKJBD 1900 DTRIJZ 1120 DUHVZM 1010 DUJZXV 2006 DUUUKO 804 DVCOMM 2140 DVCOMM 2141 DVKGNR 1831 DVMSON 219 DVPSLR 764 DVPSLR 765 DVPSMP 1811 DVRCEX 2168 DWRZMW 287 DXTSDJ 445 DXTYJX BTFYOM DXTYJX SFWMCY DXTYJX WWGAFA DXTYJX XFYTLR DXTYJX XZEILE DYBVUM 1270 DYOMFJ 2104 DZITQW 950 EACEPT 1374 EACEPT 1375 EACEPT 1376 EBRHJP KCQSCL EBWVIH 1368 EBWVIH 1369 EDJEDT 1982 EEEZMB ABKWDJ EEEZMB AEKBPL EEEZMB AHEIIK EEEZMB ALEHYC EEEZMB AMJNUD EEEZMB ARQUQC EEEZMB AXHMDJ EEEZMB AXNGPB EEEZMB AZSQJY EEEZMB AZVCGA EEEZMB BFBIMW EEEZMB BIFCYT EEEZMB BLNWKB EEEZMB BMAZXC EEEZMB BYKJZP EEEZMB CDJVMU EEEZMB CFCWEE EEEZMB CKZOVD EEEZMB CVHOYM EEEZMB CWIXMN EEEZMB CXSHAS EEEZMB DLCYLS EEEZMB DRFZNF EEEZMB DUHVZM EEEZMB DZITQW EEEZMB EOUCHY EEEZMB EXPBUQ EEEZMB FBFZNM EEEZMB FLQYVY EEEZMB FSLJGD EEEZMB FSYXCK EEEZMB GANPWK EEEZMB GCGGID EEEZMB GGLPFH EEEZMB GQLDWT EEEZMB GZGWQZ EEEZMB GZORSZ EEEZMB HDLIWM EEEZMB HFYLRW EEEZMB HJWTVY EEEZMB HLPKUJ EEEZMB HTNXUZ EEEZMB HZPLKS EEEZMB IDSGCE EEEZMB IIGJHK EEEZMB JJMPEF EEEZMB JVQSGB EEEZMB JZPSHA EEEZMB KHZMFB EEEZMB KISXYG EEEZMB KJMBDY EEEZMB KLFFKQ EEEZMB KSJBFU EEEZMB KXUPLU EEEZMB LIRWWS EEEZMB LVACVJ EEEZMB MCIWZD EEEZMB MCLMII EEEZMB MTQIYM EEEZMB MVGWCA EEEZMB NDLHCW EEEZMB NGZVVV EEEZMB OBLDMS EEEZMB OGUIZW EEEZMB OPFTWJ EEEZMB OSLXCP EEEZMB OTUUAV EEEZMB PGEXNV EEEZMB PIJTXI EEEZMB PJVLRV EEEZMB PKQOTK EEEZMB PNEDBT EEEZMB PURICR EEEZMB PWRCKI EEEZMB PXMIQN EEEZMB QIRTDL EEEZMB QNWRMA EEEZMB QPUJHV EEEZMB QTDEEH EEEZMB QTIWDW EEEZMB QXUHUE EEEZMB QZEZAG EEEZMB RFJKGS EEEZMB RFPJLR EEEZMB RLNTUL EEEZMB RPJCQF EEEZMB SHLZHJ EEEZMB SIPBVQ EEEZMB SJQOCR EEEZMB SMDJUE EEEZMB SUOVCW EEEZMB SZPKNC EEEZMB TBFLVZ EEEZMB TEKDON EEEZMB TNDIPK EEEZMB TVXHUA EEEZMB TZMNXF EEEZMB UBTAPG EEEZMB UCZLJP EEEZMB UFRUSH EEEZMB UJDCTA EEEZMB UTFUKI EEEZMB UWMWUJ EEEZMB VCYJKX EEEZMB VLECBE EEEZMB VPPLUR EEEZMB VRETDB EEEZMB VVSGOW EEEZMB VXAEXA EEEZMB VYDXET EEEZMB WBUZCM EEEZMB WGCPCZ EEEZMB WMJDIC EEEZMB WRMCAF EEEZMB WWRZUV EEEZMB XFQFWF EEEZMB XIDBPC EEEZMB XIZMZO EEEZMB XRPWVJ EEEZMB XSAAJN EEEZMB XWYRBM EEEZMB YDGCJK EEEZMB YOOUQZ EEEZMB ZFBSLG EEEZMB ZIJPAI EEEZMB ZVUPAU EEEZMB ZVUSSD EELVKC 619 EFKHWV 1281 EGCTNI 1832 EHAMOB 254 EHEEOS 597 EIRPUK 644 EKHBND 1723 EKJWOM 701 EKJWOM 702 EKKWJO JUAACS EKUVKI 2112 ELIHUF 600 ELIJJM GDUZCF EMVRER JAJFNE EOUCHY 980 EPHTEG DRNXUN EPWCRS 562 EQAKRK 1323 EQNOCL 745 EQRAPH SFRPFT EQRAPH UJIBYD ESGKEI 1525 ESGKEI 1526 ESOJBS EDJEDT ESOJBS HAHZMH ESOJBS HCATWZ ESOJBS MZFCBN ETKRIC 294 EURFRO CZRXSB EURFRO GBINXA EURFRO IMKSLC EURFRO LRVKBP EURFRO NOWUBE EURFRO PGNAXM EURFRO WBMLQW EUTBEM 1729 EWEOST 1450 EWZMTS 1791 EXLSHC 332 EXLSHC 333 EXLSHC 334 EXLSHC 335 EXPBUQ 937 EXREPR 860 EXREPR 861 EXSTYJ 1861 EXZOHX 288 EYYFAB 183 EZFRKK HOFFJG EZFRKK JFBQXV EZFRKK JOLSLR EZFRKK KBQJLJ EZFRKK MQYSOD EZLZME 1527 EZLZME 1528 EZOWEN 222 EZVAFS 192 FAECCE 2135 FAECCE 2136 FAJJYJ 457 FAPJCU 591 FAPJCU 592 FBFHHU 2147 FBFOGU 385 FBFRJW 762 FBFZNM 881 FBFZNM 882 FBYQAN 1713 FBZPPH 1785 FCOBLJ 1051 FCOBLJ 1052 FCOBLJ 1053 FCOBLJ 1054 FCOBLJ 1055 FCOBLJ 1056 FCOBLJ 1057 FCOBLJ 1058 FCPSPW 1279 FCWGBD 1790 FDHOLU 2072 FDRZTJ BIZILI FDRZTJ BOQXVJ FDRZTJ DLNQNX FDRZTJ FBYQAN FDRZTJ KUJWMB FDRZTJ RJOQPR FDRZTJ THVZTK FDRZTJ TNAXFN FDRZTJ UWEEVK FDRZTJ ZDOEXR FDRZTJ ZRCKXC FEDJIS 1042 FEDJIS 1043 FEGEFN 289 FEKVFY 148 FEYLSK 2162 FEYLSK 2163 FFEYPX 1146 FFLMZM 1901 FFZGPI 1118 FFZGPI 1119 FGBECY 1253 FGFASL 1637 FHADKP 641 FIPTAX 788 FIQIKI 1610 FIQIKI 1611 FISAKT 460 FIZBFX 1387 FJKMPL 1487 FKHBJY 408 FKNCTH 421 FLQYVY 913 FMEMFU 321 FMRTWN 1309 FMVBKC 361 FNAQJV 1412 FNAQJV 1413 FNAQJV 1414 FNAQJV 1415 FOEHGK 1100 FOSINY 2098 FPEKIH 711 FQCBCO 777 FQCBCO 778 FQNIVQ 656 FQVIXV 1157 FQZJCC 817 FRUTXT 564 FSCLTA 2120 FSENQC 1285 FSENQC 1286 FSEPHN 1876 FSLJGD 961 FSYXCK 932 FTGWNA 151 FUIUQO 380 FUXGJK AGDCJC FUXGJK BVEHKV FUXGJK CRHPGX FUXGJK CSDDXR FUXGJK DVMSON FUXGJK EZOWEN FUXGJK GRIQCK FUXGJK GYYAYE FUXGJK HXMLHO FUXGJK KFAUTJ FUXGJK NDQZYF FUXGJK NMKRLM FUXGJK OSVAYV FUXGJK PIXNEE FUXGJK QTYVPI FUXGJK QUXIGZ FUXGJK RDTMJA FUXGJK RMEQBA FUXGJK RXIFWN FUXGJK TPLMFJ FUXGJK UBMSZF FUXGJK WJZXJK FUXGJK XYHCYG FUYKSO 1964 FUYKSO 1965 FVRANH 1553 FVROXV 1383 FWACYW 1866 FWMQTQ 550 FWMWFP 803 FXBZSV 1167 FXBZSV 1168 FXBZSV 1169 FXBZSV 1170 FXGHDV 1691 FXGNSH WJHWGG FXOMEG 388 FXOMEG 389 FYCSUC KVGYAN FZGQWE 1523 GABZVA 446 GANPWK 902 GANYXH 1826 GAQXKY 718 GAQXKY 719 GAYHZA WAMCKN GBAKII 1088 GBHOUZ 668 GBIGAK MGTMVW GBIGAK QYOPQY GBINXA 307 GBYDRY 392 GBYDRY 393 GBYDRY 394 GBYDRY 395 GBZTIR 2160 GCGGID 994 GCNNKX 1420 GCNNKX 1421 GCNNKX 1422 GCOGCL 258 GDGSGP 753 GDLUKL 455 GDTRJW 423 GDUZCF 277 GDWVKG 456 GEDAED 391 GERRXM 810 GFUZXD 525 GFUZXD 526 GFUZXD 527 GFUZXD 528 GFXRWH 2017 GFXRWH 2018 GFXRWH 2019 GFXRWH 2020 GFZUMF 454 GGLPFH 874 GHLQTU 1044 GHNKZV 536 GHTNLZ 2023 GIKSFY LAZOEB GIKSFY LBEUQR GIKSFY WXZXUB GIYNOI 823 GJPCNU 200 GKCCBT 670 GKEAJV 2067 GKEAJV 2068 GKEAJV 2069 GKHWYA 267 GKJZGN 1164 GKTPIS 1110 GLMMKZ 1394 GLQAPW 375 GMAPQQ 1779 GMAPQQ 1780 GMAPQQ 1781 GMAPQQ 1782 GMTBUJ 620 GNBHXD FRUTXT GNBHXD NPYCAO GNJPMC 694 GOEPSN 1624 GOIAGB EXREPR GOIAGB KSRVPQ GOLMHA 573 GOLMHA 574 GOVZYO 178 GOXOGS 570 GOXOGS 571 GQLDWT 968 GQTUTS KIIDHX GRIQCK 202 GSRGFF 547 GSRGFF 548 GSRQBE COPBDU GSRQBE DEUOQU GSRQBE HXUNTH GSRQBE MZGTVW GSRQBE YCTRQG GTAUTU 1809 GTAUTU 1810 GTNTPZ 253 GTOSGP 247 GUURGU 532 GVFXMN 519 GVWRXU 735 GVZMQO 1059 GVZMQO 1060 GWNQFA 187 GWNZIN 623 GWVNWC 366 GXLNJG 1348 GXLNJG 1349 GXLXPS 1695 GXVVPB 1667 GYYAYE 208 GYYAYE 209 GZEHZK LVYHDC GZEHZK ORTJMY GZGWQZ 1021 GZGWQZ 1022 GZGWQZ 1023 GZORSZ 894 GZORSZ 895 GZQCSS 1171 GZYBBH 1038 HAHZMH 1983 HAHZMH 1984 HAHZMH 1985 HAHZMH 1986 HAHZMH 1987 HAHZMH 1988 HAHZMH 1989 HAHZMH 1990 HAKQAP DNPITE HBLFYH 1680 HBOIAK 1340 HBOIAK 1341 HBOIAK 1342 HBOIAK 1343 HBOIAK 1344 HCATWZ 1991 HCJVFZ 387 HCMWSA 629 HDEWGA 1641 HDLIWM 986 HDLIWM 987 HEHFZE 2044 HEPSCW 1267 HFHRSM FTGWNA HFIISI 2110 HFIISI 2111 HFORQO 1442 HFTKEK 802 HFVWEI 1321 HFYLRW 924 HGIELX 1529 HGIELX 1530 HHPPNR AOXYZX HHPPNR BHZTEQ HHPPNR DBOKBP HHPPNR DPPAXX HHPPNR DUJZXV HHPPNR FDHOLU HHPPNR GFXRWH HHPPNR GHTNLZ HHPPNR GKEAJV HHPPNR HEHFZE HHPPNR HMJGDX HHPPNR HPGYTO HHPPNR IOANWN HHPPNR IYNXIZ HHPPNR JIHZFL HHPPNR KHXGHN HHPPNR KLUEKM HHPPNR KUUEYN HHPPNR LTNXUA HHPPNR LUUPYL HHPPNR MDIYCL HHPPNR MFMHDE HHPPNR NBNDBW HHPPNR NDSFHA HHPPNR OKNNJW HHPPNR PCERCU HHPPNR PCQOMB HHPPNR QIIDQG HHPPNR SEZODY HHPPNR TAXDYO HHPPNR TTZYBK HHPPNR UFJIZS HHPPNR WECGEG HHPPNR WLQNDL HHPPNR XFWFEU HHPPNR YZNKRT HJCNVM 1976 HJCNVM 1977 HJNCMM 1519 HJNCMM 1520 HJNCMM 1521 HJWTVY 975 HJWTVY 976 HJYDLF 1283 HKFHWW AIMLHJ HKFHWW DMJWUS HKFHWW FUYKSO HKFHWW HJCNVM HKFHWW LOENXY HKFHWW NYWKZT HKFHWW OGOZTR HKFHWW OKJUSV HKFHWW QBBJDQ HKFHWW QQLHDL HKFHWW QVCJTA HKFHWW UHNZLJ HKFHWW UMOSJO HKZZGE 415 HLGBZT 1048 HLPKUJ 1006 HLSBAK 1612 HLXBSR 259 HMJGDX 2050 HMJGDX 2051 HMOLDT 1751 HMTVSK 260 HNBGRF 432 HNHHZW 1034 HNQWKQ 627 HNRHLO 1115 HNZFPZ 1786 HNZFPZ 1787 HNZFPZ 1788 HNZFPZ 1789 HOFFJG 522 HONKLU 533 HONKLU 534 HONLLL 1249 HOSDXQ 1064 HOSDXQ 1065 HOSDXQ 1066 HOSDXQ 1067 HOZCZM 1621 HPANCF 1737 HPGYTO 2073 HPIFUW 796 HPNBIM DSQPIL HPNBIM IHAQWN HPNBIM LQMBKE HPNBIM ONHYJQ HPNBIM ZMPQNV HPPWKR 660 HQTJOI 1268 HRHKQM CIFZSH HRHKQM CLQAUR HRHKQM DLDVKS HRHKQM DMORLL HRHKQM EBRHJP HRHKQM EEEZMB HRHKQM EKKWJO HRHKQM EPHTEG HRHKQM FDRZTJ HRHKQM FXGNSH HRHKQM GOIAGB HRHKQM GSRQBE HRHKQM HVCGHW HRHKQM IEJVSA HRHKQM JFFZCB HRHKQM JYWQSP HRHKQM LISJCU HRHKQM LWBVXR HRHKQM LZTAZJ HRHKQM MCFUBR HRHKQM MNOYOI HRHKQM MQWUPU HRHKQM MRSMDG HRHKQM NDXFMV HRHKQM OMEKKN HRHKQM ONQTTI HRHKQM POOGXQ HRHKQM PRUOBG HRHKQM PWUGWE HRHKQM QBFOYX HRHKQM QKXFGB HRHKQM RFDJOZ HRHKQM RVIJHB HRHKQM SEKKYP HRHKQM SRSLLN HRHKQM TDYPZF HRHKQM TOWUOQ HRHKQM UUPMQC HRHKQM VUTTRA HRHKQM WOXLJD HRHKQM XJYPWP HRHKQM XOTPEZ HRHKQM YSZWOD HRHKQM ZCEPVG HRHKQM ZKQKQK HRJBFO 814 HRJBFO 815 HRJBFO 816 HRJCAU 1288 HTNXUZ 1012 HUCPSC 1277 HUCPSC 1278 HUPVIP 1833 HVCGHW ELIHUF HVIIQI 2095 HVURRG AEDPXJ HVURRG DFDIVQ HVWCQZ 553 HWBESR 1134 HWNMKC 1681 HWNMKC 1682 HWNMKC 1683 HXMLHO 203 HXUNTH 1577 HYKWCN 851 HZPLKS 930 IAOZTP 697 IAOZTP 698 IBMAJZ 654 IDFECM 732 IDFECM 733 IDFECM 734 IDLFNT 1517 IDSGCE 929 IEJVSA AAVGQC IEJVSA AGNXBY IEJVSA AXCOIJ IEJVSA BFRVIT IEJVSA BGYHTE IEJVSA BNXHMH IEJVSA BUKCOJ IEJVSA CAVYKN IEJVSA CDMDRM IEJVSA CGSVBQ IEJVSA CRNSAZ IEJVSA CUBMTR IEJVSA CWGJQI IEJVSA DDOKGO IEJVSA DUUUKO IEJVSA DVPSLR IEJVSA EKJWOM IEJVSA EQNOCL IEJVSA FBFRJW IEJVSA FIPTAX IEJVSA FPEKIH IEJVSA FQCBCO IEJVSA FQZJCC IEJVSA FWMWFP IEJVSA GAQXKY IEJVSA GDGSGP IEJVSA GERRXM IEJVSA GIYNOI IEJVSA GVWRXU IEJVSA HFTKEK IEJVSA HPIFUW IEJVSA HRJBFO IEJVSA HYKWCN IEJVSA IDFECM IEJVSA IEJWJI IEJVSA IJGPWQ IEJVSA ILTTAZ IEJVSA IMFGDC IEJVSA JEYDQR IEJVSA JMJEQO IEJVSA JQYQYB IEJVSA JTRKWI IEJVSA JVWHME IEJVSA JYJKPA IEJVSA JZOHAA IEJVSA KNIAZS IEJVSA LBZTTT IEJVSA LHYNVI IEJVSA LOBKEO IEJVSA MEFYVW IEJVSA MQBWSQ IEJVSA MYPRIX IEJVSA NYGBYI IEJVSA OCAQER IEJVSA ODQBEJ IEJVSA OFHAUO IEJVSA OGZNKX IEJVSA ONUZIJ IEJVSA ONVJKA IEJVSA OQMGTM IEJVSA OVWPEZ IEJVSA PRGEMN IEJVSA PSRIGS IEJVSA PWJROC IEJVSA QBBMLY IEJVSA QREDLI IEJVSA QVNSQR IEJVSA QYXNKM IEJVSA RRPOPE IEJVSA RTTEAS IEJVSA RVWDSY IEJVSA SEOFQR IEJVSA SOHLGD IEJVSA SSLJJT IEJVSA TUPECE IEJVSA TYEXWL IEJVSA UARPYB IEJVSA UIHERD IEJVSA USATIT IEJVSA UWMZCZ IEJVSA WEAJKO IEJVSA WGMTSH IEJVSA WHUMIH IEJVSA WJKHPL IEJVSA WREQRQ IEJVSA XAVKNG IEJVSA XIYCDW IEJVSA XOPYAF IEJVSA XPLLIH IEJVSA XSOPIO IEJVSA XVDUXJ IEJVSA YFPLYO IEJVSA YLYJVR IEJVSA YNQNFU IEJVSA YPOVNE IEJVSA YTWAZV IEJVSA ZDNTTN IEJVSA ZJWVCR IEJVSA ZUOKVN IEJVSA ZZXSQM IEJWJI 704 IEJWJI 705 IEJWJI 706 IEJWJI 707 IEJWJI 708 IEJWJI 709 IEJWJI 710 IEYPYM 559 IEYWKY 543 IFDPFG 384 IGAIYA GVFXMN IGDWEQ TYKJZK IGQMTC 1427 IGUQGT JNOXTT IHAQWN 369 IHHMYF 320 IHJJOI 1666 IIGJHK 904 IINVUM 1224 IJGPWQ 742 IJMRJT 1564 IJWCFZ DPCQLE IJWCFZ GFUZXD IJWCFZ GHNKZV IJWCFZ GUURGU IJWCFZ HONKLU IJWCFZ MMIJLQ IJWCFZ QDSXQQ IJXHRD HVIIQI IJXHRD YLGEFQ IKAQGK LATHRL IKAQGK VNMPID IKAQGK YMLRFH IKWRWX 1261 IKWRWX 1262 IKWRWX 1263 ILANHI 2164 ILPIFI 1199 ILPIFI 1200 ILTTAZ 746 ILXIIG 1583 ILXIIG 1584 IMBYTK 175 IMFGDC 839 IMKSLC 311 IMTLAR APOOOQ IMTLAR CVOOZQ IMTLAR FKNCTH IMTLAR GDTRJW IMTLAR LXZBFZ IMTLAR UWEKNI IMZBHI 2148 IMZBTA 483 INVTJS 640 IOANWN 2000 IOANWN 2001 IOANWN 2002 IOANWN 2003 IOTCID 1326 IPTLFR MRUAZR IPWAYA 261 IQBJXA 414 IQCKUE 1257 IQCKUE 1258 IQHGKQ 181 IQXNHM 331 IRJUKN WNLRUC IRNEWM 158 ITAZRY 1106 ITAZRY 1107 ITAZRY 1108 ITZGRY HVWCQZ ITZGRY OCJKFM ITZGRY RXFLAV ITZGRY WICSSE IUXDBH 155 IVOMRU 2152 IVVHQY 686 IVXLIO 646 IVXLIO 647 IWHKIM FOSINY IWHKIM PGPQQH IXGFJY 2151 IYEKKT 1565 IYEKKT 1566 IYEKKT 1567 IYEKKT 1568 IYEKKT 1569 IYEKKT 1570 IYIXDA 1766 IYNXIZ 2074 IYNXIZ 2075 JAJCNA WJEFLI JAJFNE 374 JARRHQ 444 JCBZIC 2169 JCHTZD 1395 JCHTZD 1396 JCHTZD 1397 JCHTZD 1398 JCHTZD 1399 JCXNFJ 473 JDKSOL 1731 JEYDQR 721 JFBQXV 524 JFFZCB NKWDBM JFFZCB SPOXNO JFFZCB WJVYCA JFFZCB ZQZUHV JFRWUP 1802 JGEIFD 2149 JGOYIU 1531 JHSSHD 485 JHWHMI 2100 JIDZMW 1132 JIDZMW 1133 JIHZFL 1999 JIJMCP 1693 JIUTWY 1774 JIUTWY 1775 JIUTWY 1776 JIUTWY 1777 JIUTWY 1778 JJMCTR JHSSHD JJMCTR KSCCGA JJMPEF 1007 JJUJBW 1828 JJVIZN 1849 JKBIQJ 179 JLANOO 1936 JLFQKI 1643 JLLVRL DVRCEX JLLVRL JCBZIC JMJEQO 754 JMLIJU 1617 JMYNWE 346 JMYNWE 347 JNMZTO 1933 JNOXTT 305 JOLSLR 523 JOWNTD 1899 JPFYPP 1085 JPFYPP 1086 JQYQYB 852 JRCCIK VULASY JREHPC DJLRCO JREHPC IPTLFR JSTAAC WEKHEN JTRKWI 714 JTRKWI 715 JTRKWI 716 JUAACS 601 JUNLHO 1509 JVQSGB 911 JVRGZR 1745 JVRGZR 1746 JVWHME 856 JVWHME 857 JWBAOK 1245 JWGKJF 291 JYJKPA 797 JYLEFH 659 JYRKHR 671 JYRKHR 672 JYWQSP ZGIWCN JZJXSN 867 JZMOSV 1416 JZOHAA 720 JZPSHA 1016 JZPSHA 1017 JZRIJM 1559 JZRIJM 1560 JZRIJM 1561 JZRIJM 1562 JZSNSS 2119 JZTKGR XHGQOQ JZTKGR YMONYL KBHQGZ KMCDEC KBQJLJ 520 KBXONR 542 KCQSCL 594 KCQSCL 595 KCTTAC 404 KCTTAC 405 KCVUTD 1735 KDTAHH 608 KDZTTO 1265 KDZTTO 1266 KENCEB 2137 KFAUTJ 217 KGDUKW 367 KGDUKW 368 KGXYFA SEPUZD KHSNOE 1403 KHSPFY 1314 KHSPFY 1315 KHXGHN 2070 KHXGHN 2071 KHZMFB 977 KIDLBA 1510 KIDLBA 1511 KIDLBA 1512 KIDLBA 1513 KIIDHX 2145 KIRRFN CMNJRI KIRRFN CWIVIQ KIRRFN FAPJCU KIRRFN GOLMHA KIRRFN MERWEU KIRRFN MNVTGR KIRRFN NZAGCU KIRRFN RZCLOQ KISXYG 954 KJMBDY 884 KJOXRP 2143 KKNOMK 693 KLFFKQ 960 KLHBTP 159 KLMFYV 273 KLPGVX 1259 KLUEKM 2011 KLUEKM 2012 KLUEKM 2013 KLUEKM 2014 KLUEKM 2015 KLUEKM 2016 KMCDEC 2172 KMYSRU HKZZGE KNIAZS 779 KNIAZS 780 KNWSSJ 1825 KOJLZD IXGFJY KQGPSI 2102 KQPOFR 1331 KQPOFR 1332 KQPZQV 450 KRPDTN 268 KRPXTQ 645 KSBXJG 1165 KSCCGA 484 KSJBFU 982 KSRVPQ 862 KSRVPQ 863 KSVEZX 2161 KSYDSA 245 KTJMAR 437 KTQVQX 1131 KTVNQQ 1671 KUJMCY 1827 KUJWMB 1710 KUJWMB 1711 KUUEYN 2043 KVGYAN 410 KXUPLU 966 KYWIDM 427 LATHRL 301 LAYAJR FMEMFU LAYAJR PKHJBO LAZOEB 363 LBEUQR 364 LBYQFO 556 LBZTTT 730 LCGCNH 396 LCNOVZ OCLIWB LDBDXW 1198 LDGDSZ 1030 LFBXIH 1411 LFJIOY 201 LFZCYW 1156 LGRGBN TRWYLK LGZIOF 1225 LGZIOF 1226 LGZIOF 1227 LGZIOF 1228 LGZIOF 1229 LGZIOF 1230 LGZIOF 1231 LGZIOF 1232 LGZIOF 1233 LGZIOF 1234 LHQGPQ 1664 LHQUME 1336 LHVYWI 1635 LHVYWI 1636 LHYNVI 848 LIRWWS 886 LISJCU IAOZTP LISJCU TLZTGP LKALNA 1206 LKRFHX 1440 LKRFHX 1441 LLAIHE 1296 LLAIHE 1297 LNIGQQ 1918 LOBKEO 717 LOENXY 1962 LOENXY 1963 LOWYSQ 1463 LOWYSQ 1464 LOWYSQ 1465 LPWEPY 560 LPWEPY 561 LQMBKE 372 LRQOAU 2146 LRVKBP 316 LTNXUA 1994 LTNXUA 1995 LTZCEX BEJEYL LTZCEX CTMLTV LTZCEX DJICUI LTZCEX EHAMOB LTZCEX GTNTPZ LTZCEX GTOSGP LTZCEX KSYDSA LTZCEX OAJSSD LTZCEX PNYXAH LTZCEX PPUBON LTZCEX SDRLXT LTZCEX SDSYXB LTZCEX SRJVOH LTZCEX UOUBMF LTZCEX VOAYSV LTZCEX VZXHKJ LTZCEX XVYTGR LTZCEX YKXVEV LUUPYL 2047 LUUPYL 2048 LUUPYL 2049 LVACVJ 899 LVACVJ 900 LVACVJ 901 LVBNWW 433 LVPSBN 1235 LVYHDC 354 LWBVXR BKKNMK LWBVXR MPOMJK LWBVXR NUXIHT LWBVXR PWLTVZ LWBVXR VDRWQD LWBVXR YSZTDP LWBVXR ZSFGJM LXAQNC 1877 LXAQNC 1878 LXNXOC 1580 LXZBFZ 420 LYTSEP 1662 LYTSEP 1663 LZTAZJ FXGHDV LZTAZJ GXLXPS LZTAZJ HBLFYH LZTAZJ HWNMKC LZTAZJ JIJMCP LZTAZJ MCWJJQ LZTAZJ NRAPAP LZTAZJ OEMXBD LZTAZJ PTXVVM LZTAZJ PUYHQH LZTAZJ RJUQDD LZTAZJ VFBUDV LZTAZJ XLMNVD LZTAZJ XLVSBN LZTAZJ YRTLTR LZTAZJ ZHAXJB MANVBN 1049 MAOOIM 865 MCFUBR TKQGHH MCIWZD 967 MCJPNR 624 MCJPNR 625 MCJPNR 626 MCLMII 1001 MCWJJQ 1687 MCWJJQ 1688 MCWJJQ 1689 MCWJJQ 1690 MDESPU 2139 MDIYCL 2086 MDMYWH 1149 MDSJDD 1941 MDSJDD 1942 MDSJDD 1943 MDSJDD 1944 MEFYVW 831 MELXWC 2131 MERWEU 593 MFMHDE 2026 MFMHDE 2027 MFMHDE 2028 MFMHDE 2029 MFMHDE 2030 MFMHDE 2031 MFMHDE 2032 MFMHDE 2033 MFMHDE 2034 MFMHDE 2035 MFMHDE 2036 MFMHDE 2037 MFMHDE 2038 MFMHDE 2039 MFMHDE 2040 MFMHDE 2041 MFMHDE 2042 MGPFVC 341 MGTMVW 319 MGVWZM 1162 MHCSQL 1135 MHOMYC 1839 MIGAVY 1762 MIGAVY 1763 MJHWKJ 1844 MKOBQX 1031 MKVBHJ 344 MKVBHJ 345 MMIJLQ 529 MNBGUC 451 MNOYOI ABXJCX MNOYOI AMKKIW MNOYOI DVPSMP MNOYOI EWZMTS MNOYOI FBZPPH MNOYOI FCWGBD MNOYOI GMAPQQ MNOYOI GTAUTU MNOYOI HNZFPZ MNOYOI JFRWUP MNOYOI JIUTWY MNOYOI MPTRLH MNOYOI MRTIEU MNOYOI NTBTXX MNOYOI ODJHKJ MNOYOI PAGSMB MNOYOI PAMKYG MNOYOI QIOUIP MNOYOI QUNUSE MNOYOI SAIAWI MNOYOI TKYKJL MNOYOI USZMTQ MNOYOI VHZUGK MNOYOI VYMAIX MNOYOI WBXGPC MNOYOI WREMNT MNOYOI XYORFZ MNOYOI YTVRJB MNQYHV 1151 MNQYHV 1152 MNQYHV 1153 MNVTGR 578 MOHOJU 673 MOXRAS 1327 MPKWDP 631 MPOMJK 1126 MPTRLH 1812 MPTRLH 1813 MPTRLH 1814 MQBWSQ 736 MQIUMO 156 MQWUPU BKGTXQ MQWUPU CSGFIE MQWUPU EACEPT MQWUPU EBWVIH MQWUPU FIZBFX MQWUPU FVROXV MQWUPU MRMZMP MQWUPU NIQIOA MQWUPU OCERLA MQWUPU OCMTUY MQWUPU TEIPDZ MQWUPU TLTNDO MQWUPU TQOSTU MQWUPU UTZMJE MQWUPU UUZISO MQWUPU XGAZJO MQWUPU YAQLDS MQWUPU YPWHRL MQYSOD 521 MRFBPE 329 MRMZMP 1390 MRMZMP 1391 MRMZMP 1392 MRMZMP 1393 MRSMDG EUTBEM MRTIEU 1815 MRTIEU 1816 MRTIEU 1817 MRUAZR 2170 MTKBQB 1111 MTQIYM 880 MTXGDM 442 MVFELO 630 MVGWCA 905 MWSSFM 1473 MWSSFM 1474 MWSSFM 1475 MWSSFM 1476 MXRLLA 430 MXTPMQ 199 MYPRIX 723 MYROER 1159 MYROER 1160 MZFCBN 1980 MZFCBN 1981 MZGTVW 1579 MZIFGR 1472 MZQVBR ASFGWH MZQVBR AYSPSH MZQVBR CDZUMD MZQVBR EMVRER MZQVBR FYCSUC MZQVBR GIKSFY MZQVBR HPNBIM MZQVBR IMTLAR MZQVBR JJMCTR MZQVBR JZTKGR MZQVBR KMYSRU MZQVBR OIAVHN MZQVBR PFBSHF MZQVBR PLURKH MZQVBR QJHSQM MZQVBR RARTZC MZQVBR RQBXOU MZQVBR UDCTWW MZQVBR VPFVJJ MZQVBR WIXIDM MZQVBR XMAMNH MZQVBR XOMTNZ MZQVBR XTOSII MZQVBR XUZDPD MZQVBR ZPRTHN MZQVBR ZQIKVP MZZGAX 1727 MZZNMO 482 NAIUJB 2133 NBNDBW 2021 NBNDBW 2022 NBNNBY DQBUDH NCMAJB 264 NDLHCW 908 NDMGLZ 1758 NDPXXY 509 NDQZYF 221 NDSFHA 2076 NDSFHA 2077 NDSFHA 2078 NDSFHA 2079 NDSFHA 2080 NDSFHA 2081 NDSFHA 2082 NDSFHA 2083 NDSFHA 2084 NDSFHA 2085 NDXFMV ACHYRA NDXFMV AJUOIM NDXFMV AOKJHX NDXFMV AURLDG NDXFMV AYXPYN NDXFMV BCVKVF NDXFMV BELLVU NDXFMV BOWGGE NDXFMV BXSGMM NDXFMV CADBCW NDXFMV CCBYGB NDXFMV CRFGCU NDXFMV CYPLMO NDXFMV DHNVOG NDXFMV ESGKEI NDXFMV EWEOST NDXFMV EZLZME NDXFMV FJKMPL NDXFMV FNAQJV NDXFMV FVRANH NDXFMV FZGQWE NDXFMV GCNNKX NDXFMV GLMMKZ NDXFMV HFORQO NDXFMV HGIELX NDXFMV HJNCMM NDXFMV IDLFNT NDXFMV IGQMTC NDXFMV IJMRJT NDXFMV IYEKKT NDXFMV JCHTZD NDXFMV JGOYIU NDXFMV JUNLHO NDXFMV JZMOSV NDXFMV JZRIJM NDXFMV KHSNOE NDXFMV KIDLBA NDXFMV LFBXIH NDXFMV LKRFHX NDXFMV LOWYSQ NDXFMV MWSSFM NDXFMV MZIFGR NDXFMV NEABYU NDXFMV NEMOOH NDXFMV NGVVWI NDXFMV NIVCRZ NDXFMV NLXCKN NDXFMV NQGXSW NDXFMV NREVQZ NDXFMV NRFBEA NDXFMV OKVVUW NDXFMV PAXLKL NDXFMV PILJRY NDXFMV PLTUVW NDXFMV PMOMIW NDXFMV PPLGWY NDXFMV PRZWUM NDXFMV QAONZE NDXFMV QBCSKA NDXFMV QHJNDE NDXFMV QXZKAE NDXFMV RFINDE NDXFMV RKVGGE NDXFMV RPGVAB NDXFMV RWHOWO NDXFMV RZONDS NDXFMV TBAURZ NDXFMV TBFDJI NDXFMV TJQFUD NDXFMV TNIDAU NDXFMV TVAXJY NDXFMV TYDVLI NDXFMV TYRGCD NDXFMV UIFTGM NDXFMV UIOYAW NDXFMV UJEFSQ NDXFMV UOFKID NDXFMV VDEVWU NDXFMV VOJFMX NDXFMV WLCUEW NDXFMV WLFBCL NDXFMV WWGLMA NDXFMV WXVFVZ NDXFMV XHJLMC NDXFMV XQLKYS NDXFMV XUXHFG NDXFMV XWGQNP NDXFMV XYGZHY NDXFMV XYWKQA NDXFMV YBWQIN NDXFMV YJWBRR NDXFMV YMQKZZ NDXFMV ZFLAHE NEABYU 1470 NEMOOH 1466 NEMOOH 1467 NFFLDQ 190 NFTMZX 1328 NFTMZX 1329 NFZALA 336 NFZALA 337 NGDTOH 1081 NGDTOH 1082 NGDTOH 1083 NGDTOH 1084 NGQNVX 443 NGVLNC 1176 NGVLNC 1177 NGVLNC 1178 NGVLNC 1179 NGVLNC 1180 NGVLNC 1181 NGVLNC 1182 NGVLNC 1183 NGVLNC 1184 NGVLNC 1185 NGVLNC 1186 NGVLNC 1187 NGVLNC 1188 NGVLNC 1189 NGVLNC 1190 NGVLNC 1191 NGVLNC 1192 NGVLNC 1193 NGVVWI 1503 NGVVWI 1504 NGZVVV 921 NIQIOA 1367 NIVCRZ 1515 NKSPPO 458 NKWDBM 1363 NKWDBM 1364 NLXCKN 1426 NMKRLM 216 NNEJIG GOXOGS NNEJIG NUPDNY NNEJIG OVAPUO NNEJIG PAQMWA NOOVAB 263 NOWUBE 313 NOWUBE 314 NOWUBE 315 NPEYNM 185 NPIREH 350 NPIREH 351 NPYCAO 565 NPYCAO 566 NQFIXE 1670 NQGXSW 1468 NQGXSW 1469 NQMAQW 417 NRAPAP 1684 NREVQZ 1546 NREVQZ 1547 NREVQZ 1548 NREVQZ 1549 NREVQZ 1550 NRFBEA 1505 NRFBEA 1506 NRFBEA 1507 NTBTXX 1808 NUPDNY 567 NUXIHT 1122 NUZLRK 481 NXDXLS 349 NXJJOL 1659 NXJJOL 1660 NXJJOL 1661 NXYIGJ 2156 NXYUAA 1873 NXYUAA 1874 NXYUAA 1875 NYEPAI 2132 NYGBYI 840 NYGBYI 841 NYGBYI 842 NYGBYI 843 NYUUSR 1747 NYUUSR 1748 NYWKZT 1974 NYWKZT 1975 NZAGCU 580 NZAGCU 581 NZAGCU 582 NZAGCU 583 NZAGCU 584 NZAGCU 585 NZAGCU 586 NZAGCU 587 NZAGCU 588 NZAGCU 589 NZAGCU 590 NZCGXE VTRWUY NZJMIJ 1272 NZQHGN 469 NZZNCM 1724 OAAFIA 1080 OAJSSD 250 OAJSSD 251 OAMCPG AZVXPB OAMCPG CRPQUM OAMCPG CWFYSG OAMCPG EQRAPH OAMCPG EURFRO OAMCPG GBIGAK OAMCPG GZEHZK OAMCPG IGDWEQ OAMCPG IRJUKN OAMCPG JAJCNA OAMCPG LAYAJR OAMCPG NZCGXE OAMCPG YGRLBA OAMCPG ZEFPYM OAMCPG ZTRYWP OAXTZE 1040 OAYXNU 1213 OAYXNU 1214 OAYXNU 1215 OAYXNU 1216 OBLDMS 957 OCAQER 854 OCAQER 855 OCERLA 1377 OCJKFM 554 OCLIWB ANPVIF OCLIWB BIASXU OCLIWB CHGFDV OCLIWB DKTYWC OCLIWB DPTPBM OCLIWB DXTYJX OCLIWB HRHKQM OCLIWB JREHPC OCLIWB MZQVBR OCLIWB OAMCPG OCLIWB QBETTE OCLIWB SQPDSR OCLIWB VLYROD OCLIWB VPWHRA OCLIWB WXEMXQ OCLIWB WZOHAL OCMTUY 1384 OCTMVN 613 OCTMVN 614 OCTMVN 615 OCTMVN 616 OCTMVN 617 OCTMVN 618 ODJHKJ 1799 ODJHKJ 1800 ODJHKJ 1801 ODQBEJ 825 OEMXBD 1692 OEZJRC 1638 OFHAUO 743 OGOZTR 1979 OGPUJZ 285 OGPUJZ 286 OGUIZW 933 OGWSWG 2115 OGWSWG 2116 OGWSWG 2117 OGWSWG 2118 OGZNKX 731 OHACTD 327 OHJUWP 1634 OHTSEI 563 OIAVHN HNBGRF OIAVHN LVBNWW OIAVHN MXRLLA OIAVHN RRMQOA OIAVHN STALPT OIAVHN TYIANG OIVNBY 1757 OJLCJY 1722 OKJUSV 1949 OKJUSV 1950 OKNNJW 2052 OKNNJW 2053 OKNNJW 2054 OKNNJW 2055 OKNNJW 2056 OKNNJW 2057 OKNNJW 2058 OKNNJW 2059 OKNNJW 2060 OKNNJW 2061 OKVVUW 1444 OKVVUW 1445 OKVVUW 1446 OKVVUW 1447 OMEKKN FIQIKI OMEKKN HLSBAK OMEKKN ILXIIG OMEKKN LXNXOC OMEKKN OVMMLJ OMEKKN PPEXNG OMEKKN PRGOHZ OMEKKN PSDTPJ OMEKKN UHZZCG OMEKKN WJGHDO OMEKKN ZZASLN OMEYTF LCNOVZ ONHYJQ 370 ONQTTI BDDRGB ONQTTI DBWZUO ONQTTI IYIXDA ONQTTI RWSRZM ONTDAT 572 ONUZIJ 766 ONVJKA 787 ONZRLA 463 OOQBZQ 1250 OOQLNS 1644 OPFTWJ 947 OPJZAF 513 OPJZAF 514 OPJZAF 515 OPJZAF 516 OPJZAF 517 OPJZAF 518 OPNEUT 1625 OPNEUT 1626 OPNEUT 1627 OPUBEV 1753 OQMGTM 826 OROIVC NOOVAB OROIVC POWGTR ORTJMY 355 OSJAUE 1121 OSLXCP 979 OSVAYV 204 OSVAYV 205 OTCYCU 1629 OTCYCU 1630 OTCYCU 1631 OTUUAV 875 OUPUCC 1255 OUSYOA 1271 OVAPUO 568 OVMMLJ 1585 OVVPNI 1158 OVWPEZ 847 OWKVYR 655 OXZIDZ 265 OXZIDZ 266 PAGSMB 1796 PAGSMB 1797 PAMKYG 1773 PAQMWA 569 PAXLKL 1556 PAXLKL 1557 PBWPJR 299 PCERCU 2004 PCERCU 2005 PCQOMB 2063 PDKFXC 381 PDKFXC 382 PDSXQZ 1304 PDSXQZ 1305 PDSXQZ 1306 PDSXQZ 1307 PEAWVP 1728 PEJFON 1236 PEJFON 1237 PEJFON 1238 PEJFON 1239 PEJFON 1240 PEJFON 1241 PESZEH 149 PFAGQH 1303 PFBSHF SYDXEA PFBSHF WHXXQK PFBSHF XRUXWV PGEXNV 885 PGNAXM 312 PGPQQH 2099 PGUEBM 2171 PHMYKL 1863 PIGEJQ 510 PIJTXI 1000 PILJRY 1538 PIUPPG 1822 PIXNEE 210 PIXNEE 211 PJTGQK 1260 PJVLRV 938 PKHJBO 322 PKJYAZ 2121 PKQOTK 891 PLDGPM 403 PLPUCP CPBLXA PLPUCP CRAXJX PLPUCP SULDGB PLTUVW 1405 PLTUVW 1406 PLTUVW 1407 PLURKH CFSSQT PLURKH YVUIOG PMOMIW 1423 PMOMIW 1424 PNEDBT 984 PNRIMQ 1862 PNTSXI 1032 PNYXAH 243 POOGXQ LHQGPQ POWGTR 262 PPEXNG 1614 PPEXNG 1615 PPEXNG 1616 PPLGWY 1428 PPLGWY 1429 PPLGWY 1430 PPUBON 230 PPUBON 231 PPVAQC 383 PQTUWI 684 PRGEMN 750 PRGOHZ 1587 PRGOHZ 1588 PRGOHZ 1589 PRGOHZ 1590 PRGOHZ 1591 PRGOHZ 1592 PRGOHZ 1593 PRGOHZ 1594 PRGOHZ 1595 PRGOHZ 1596 PRGOHZ 1597 PRGOHZ 1598 PRGOHZ 1599 PRGOHZ 1600 PRGOHZ 1601 PRGOHZ 1602 PRGOHZ 1603 PRGOHZ 1604 PRGOHZ 1605 PRGOHZ 1606 PRGOHZ 1607 PRGOHZ 1608 PRIOQA VLSZNB PRUOBG WHYXZD PRZWUM 1478 PRZWUM 1479 PSDTPJ 1581 PSDTPJ 1582 PSRIGS 827 PTXVVM 1685 PTZVRD 180 PUELRP 511 PUKEIR 661 PUKEIR 662 PUKEIR 663 PURICR 870 PURKEX 348 PUWXTM 1205 PUYHQH 1694 PVTABR 359 PWJROC 858 PWJROC 859 PWLTVZ 1124 PWQETJ 1353 PWRCKI 978 PWUGWE AVFSLP PWUGWE BWNSUJ PWUGWE COURWK PWUGWE FFEYPX PWUGWE FQVIXV PWUGWE FXBZSV PWUGWE GKJZGN PWUGWE GZQCSS PWUGWE HWBESR PWUGWE ILPIFI PWUGWE JIDZMW PWUGWE KSBXJG PWUGWE KTQVQX PWUGWE LDBDXW PWUGWE LFZCYW PWUGWE LKALNA PWUGWE MDMYWH PWUGWE MGVWZM PWUGWE MHCSQL PWUGWE MNQYHV PWUGWE MYROER PWUGWE NGVLNC PWUGWE OAYXNU PWUGWE OVVPNI PWUGWE PUWXTM PWUGWE QTSTYK PWUGWE RBGAJI PWUGWE RUNZIW PWUGWE SFTCCA PWUGWE SHWGEG PWUGWE STZCVJ PWUGWE TOKRSW PWUGWE UUFZVH PWUGWE VZWOWO PWUGWE WGDNLE PWUGWE WXJZLH PWUGWE XRHOHZ PWUGWE YEZRCH PWUGWE YKQJNB PWUGWE YQQGPY PWUGWE ZFJLNU PWUGWE ZJKEMN PWUGWE ZZWZEF PXMIQN 990 PXMIQN 991 PXMIQN 992 PXNCVF 1618 PZXFUJ 407 QAONZE 1540 QBBJDQ 1951 QBBJDQ 1952 QBBMLY 703 QBCSKA 1541 QBCSKA 1542 QBCSKA 1543 QBCSKA 1544 QBCSKA 1545 QBETTE DRLYHQ QBETTE QTKNYF QBETTE UGKZRY QBETTE VXGRLH QBFOYX JZJXSN QBFOYX MAOOIM QBFOYX RNGKRW QBFOYX TNDCEZ QBUOTR 1736 QCZGYW 441 QDSXQQ 530 QDSXQQ 531 QEPPZQ 1061 QEPPZQ 1062 QEZSVB 193 QGIBMH 1715 QHBVMV YIARHK QHJNDE 1572 QHJNDE 1573 QHJNDE 1574 QHUHOT 1254 QIBMDT 1739 QIBMDT 1740 QIHBWL YLLTNH QIIDQG 2065 QIIDQG 2066 QIJZEP 486 QIJZEP 487 QIJZEP 488 QIOUIP 1793 QIOUIP 1794 QIOUIP 1795 QIRTDL 878 QIRTDL 879 QIWSXN 632 QJHSQM APUWKA QJHSQM DTGZHC QJHSQM DXTSDJ QJHSQM FAJJYJ QJHSQM FISAKT QJHSQM GABZVA QJHSQM GDLUKL QJHSQM GDWVKG QJHSQM GFZUMF QJHSQM JARRHQ QJHSQM KQPZQV QJHSQM KTJMAR QJHSQM MNBGUC QJHSQM MTXGDM QJHSQM NGQNVX QJHSQM NKSPPO QJHSQM ONZRLA QJHSQM QCZGYW QJHSQM QLKFCY QJHSQM QMGIWE QJHSQM QMNQNB QJHSQM RNIJUG QJHSQM TZSEZY QJHSQM WGNGYK QJHSQM ZYQKXO QKXFGB DINVTZ QKXFGB GXVVPB QKXFGB KTVNQQ QKXFGB NQFIXE QKXFGB STQZKP QKXFGB TBQABK QKXFGB TJWOOH QKYXRX 688 QLELVR 426 QLKFCY 436 QLUFIL 1732 QMGIWE 452 QMMORP CSTWPR QMMORP XMABOE QMNCXW 1289 QMNCXW 1290 QMNCXW 1291 QMNCXW 1292 QMNQNB 461 QMZDGM 1752 QNAKLS 1824 QNWRMA 941 QNWRMA 942 QNWRMA 943 QNWRMA 944 QNWRMA 945 QNWRMA 946 QPIUUP 475 QPSBXZ 428 QPUJHV 935 QQEDAM WKPXJS QQENDP 2127 QQENDP 2128 QQENDP 2129 QQENDP 2130 QQJVQJ 1244 QQLHDL 1955 QQLHDL 1956 QQLHDL 1957 QREDLI 845 QREDLI 846 QRLGXR 352 QRLGXR 353 QRUQXT 402 QRXXYL 545 QSGNWH 633 QSRCCP 538 QTDEEH 871 QTIWDW 940 QTKAZN OXZIDZ QTKEOH 362 QTKNYF MJHWKJ QTSTYK 1194 QTSTYK 1195 QTYVPI 228 QUNUSE 1803 QUNUSE 1804 QUNUSE 1805 QUXIGZ 212 QUXIGZ 213 QVCJTA 1958 QVCJTA 1959 QVCJTA 1960 QVDNWN 2142 QVNSQR 820 QWYFLV DQGFTP QWYFLV DYOMFJ QWYFLV EKUVKI QWYFLV FSCLTA QWYFLV HFIISI QWYFLV JZSNSS QWYFLV KQGPSI QWYFLV MELXWC QWYFLV NYEPAI QWYFLV OGWSWG QWYFLV PKJYAZ QWYFLV QQENDP QWYFLV QYPEBH QWYFLV RZDWOQ QWYFLV SBOZFA QWYFLV SKMWXQ QWYFLV SMGSPT QWYFLV UBAOTE QWYFLV USNXJA QWYFLV XFGUNT QWYFLV XZOBMV QWYFLV YVADVK QXHSYF 1269 QXUHUE 922 QXZKAE 1471 QYMCSR 546 QYOPQY 318 QYPEBH 2103 QYXNKM 837 QYYGLN 1273 QYYGLN 1274 QZABUS 472 QZEZAG 907 QZYORP 1665 RAEIGS 539 RAMSGA 1726 RARTZC GWVNWC RARTZC KGDUKW RBGAJI 1163 RBNFYB 280 RBNFYB 281 RDOPWD 435 RDQYSK 1097 RDQYSK 1098 RDQYSK 1099 RDTMJA 223 RFDJOZ ACYZDF RFDJOZ AONLMG RFDJOZ AWWQSR RFDJOZ BFGHNK RFDJOZ BOPIMB RFDJOZ CEOFIV RFDJOZ CGRBKH RFDJOZ CKUJUT RFDJOZ CLQBBT RFDJOZ CNBMOU RFDJOZ CYICHN RFDJOZ DFWQGY RFDJOZ DIUSBV RFDJOZ DYBVUM RFDJOZ EFKHWV RFDJOZ EQAKRK RFDJOZ FCPSPW RFDJOZ FGBECY RFDJOZ FMRTWN RFDJOZ FSENQC RFDJOZ GXLNJG RFDJOZ HBOIAK RFDJOZ HEPSCW RFDJOZ HFVWEI RFDJOZ HJYDLF RFDJOZ HONLLL RFDJOZ HQTJOI RFDJOZ HRJCAU RFDJOZ HUCPSC RFDJOZ IINVUM RFDJOZ IKWRWX RFDJOZ IOTCID RFDJOZ IQCKUE RFDJOZ JWBAOK RFDJOZ KDZTTO RFDJOZ KHSPFY RFDJOZ KLPGVX RFDJOZ KQPOFR RFDJOZ LGZIOF RFDJOZ LHQUME RFDJOZ LLAIHE RFDJOZ LVPSBN RFDJOZ MOXRAS RFDJOZ NFTMZX RFDJOZ NZJMIJ RFDJOZ OOQBZQ RFDJOZ OUPUCC RFDJOZ OUSYOA RFDJOZ PDSXQZ RFDJOZ PEJFON RFDJOZ PFAGQH RFDJOZ PJTGQK RFDJOZ PWQETJ RFDJOZ QHUHOT RFDJOZ QMNCXW RFDJOZ QQJVQJ RFDJOZ QXHSYF RFDJOZ QYYGLN RFDJOZ ROPMFN RFDJOZ RPPEFA RFDJOZ RSDXWR RFDJOZ SHHRAL RFDJOZ SIUNPM RFDJOZ TNPEWJ RFDJOZ ULIVMV RFDJOZ UYXHPF RFDJOZ VCFMSK RFDJOZ VCLZLT RFDJOZ VGKQGU RFDJOZ VIBQIU RFDJOZ VIILZK RFDJOZ VPSVBR RFDJOZ VTMZAS RFDJOZ WCZGAT RFDJOZ WOHWIS RFDJOZ WUFOXZ RFDJOZ XCZQMY RFDJOZ XNONOM RFDJOZ YDUEZL RFDJOZ YITMBD RFDJOZ YNVSHY RFDJOZ YUJNVD RFDJOZ ZEZOUV RFDJOZ ZHFBJH RFDJOZ ZJPEAF RFDJOZ ZOXTRZ RFDJOZ ZVCOFT RFINDE 1458 RFJKGS 969 RFJKGS 970 RFJKGS 971 RFODTV 468 RFPJLR 1008 RGEJDW 544 RJOQPR 1697 RJUQDD 1696 RKPISS 2138 RKRPBA 1937 RKUVMW 1867 RKUVMW 1868 RKUVMW 1869 RKUVMW 1870 RKUVMW 1871 RKUVMW 1872 RKVGGE 1514 RLAJEG FWACYW RLNJZA 650 RLNTUL 876 RMEQBA 207 RMVILE 643 RNGKRW 866 RNGPWK 1834 RNGPWK 1835 RNGPWK 1836 RNIJUG 449 RNPDSW 1823 ROITXO 598 ROPMFN 1330 RPGVAB 1483 RPGVAB 1484 RPGVAB 1485 RPJCQF 998 RPPEFA 1264 RQBXOU GLQAPW RQFQLO 674 RQFQLO 675 RQFQLO 676 RQFQLO 677 RQFQLO 678 RQFQLO 679 RQFQLO 680 RRMQOA 429 RRPOPE 751 RRPOPE 752 RRYKLN 1846 RRYKLN 1847 RSDXWR 1308 RSUEAK 1857 RSUEAK 1858 RSUEAK 1859 RSZXBC 2166 RSZXBC 2167 RTENUC 512 RTTEAS 749 RUHUPQ 411 RUNZIW 1130 RVIJHB PIUPPG RVIJHB QNAKLS RVIJHB RNPDSW RVWDSY 844 RVYGJG 479 RWHOWO 1571 RWSRZM 1769 RXFLAV 555 RXIFWN 227 RYCCAX 284 RZCLOQ 575 RZCLOQ 576 RZDWOQ 2109 RZLNUV 144 RZONDS 1410 SABPZI 648 SAIAWI 1807 SAZEWR 330 SBOZFA 2126 SCCZHO 540 SCURPM 416 SDRLXT 252 SDRNVN 1033 SDSYXB 236 SDSYXB 237 SEFFEF 1069 SEJDWS 297 SEKKYP ALVODA SEKKYP CCTFQU SEKKYP CQXQPJ SEKKYP CRLODR SEKKYP DAFAIT SEKKYP DGNSFK SEKKYP EELVKC SEKKYP EIRPUK SEKKYP FHADKP SEKKYP FQNIVQ SEKKYP GBHOUZ SEKKYP GKCCBT SEKKYP GMTBUJ SEKKYP GWNZIN SEKKYP HCMWSA SEKKYP HNQWKQ SEKKYP HPPWKR SEKKYP IBMAJZ SEKKYP INVTJS SEKKYP IVVHQY SEKKYP IVXLIO SEKKYP JYLEFH SEKKYP JYRKHR SEKKYP KDTAHH SEKKYP KRPXTQ SEKKYP MCJPNR SEKKYP MOHOJU SEKKYP MPKWDP SEKKYP MVFELO SEKKYP OCTMVN SEKKYP OWKVYR SEKKYP PQTUWI SEKKYP PUKEIR SEKKYP QIWSXN SEKKYP QKYXRX SEKKYP QSGNWH SEKKYP RLNJZA SEKKYP RMVILE SEKKYP RQFQLO SEKKYP SABPZI SEKKYP SOKGUC SEKKYP TIJBOJ SEKKYP TSEGEZ SEKKYP UGWXWZ SEKKYP UISZBU SEKKYP UKSMLG SEKKYP USKWPX SEKKYP UVZSCG SEKKYP VUHFWO SEKKYP WHRQSE SEKKYP WLNNXN SEKKYP WWUTLH SEKKYP XTYKPK SEKKYP XXSQSO SEKKYP YAXNYS SEKKYP ZMFKAF SEKKYP ZRGIDL SEOFQR 722 SEPUZD 269 SEZODY 2064 SFRPFT 323 SFRPFT 324 SFTCCA 1197 SFWMCY JJUJBW SGXWKS FEYLSK SGXWKS GBZTIR SGXWKS ILANHI SGXWKS IVOMRU SGXWKS KSVEZX SGXWKS NXYIGJ SGXWKS RSZXBC SGXWKS UUAXPT SGXWKS VGCRTU SGXWKS XFNEBX SGXWKS ZPDZFV SGZEYF 467 SHHRAL 1251 SHHRAL 1252 SHLZHJ 896 SHLZHJ 897 SHWGEG 1218 SHWGEG 1219 SHWGEG 1220 SILUUR 1754 SILUUR 1755 SIPBVQ 995 SIPBVQ 996 SIUNPM 1313 SJQOCR 1019 SJRSVS 1759 SJRSVS 1760 SJRSVS 1761 SKMWXQ 2124 SKMWXQ 2125 SLAXAJ 489 SLAXAJ 490 SLAXAJ 491 SLAXAJ 492 SLAXAJ 493 SLAXAJ 494 SLAXAJ 495 SLAXAJ 496 SLAXAJ 497 SLAXAJ 498 SLAXAJ 499 SLAXAJ 500 SLAXAJ 501 SLAXAJ 502 SLAXAJ 503 SLAXAJ 504 SLAXAJ 505 SLAXAJ 506 SLAXAJ 507 SLAXAJ 508 SLNUJQ 1848 SMDJUE 973 SMGSPT 2114 SNZTKU 1733 SNZTKU 1734 SOHLGD 712 SOKGUC 690 SOKGUC 691 SPOXNO 1366 SQPDSR AVMLJW SQPDSR DBQYEM SQPDSR EZFRKK SQPDSR GNBHXD SQPDSR IGAIYA SQPDSR IJWCFZ SQPDSR ITZGRY SQPDSR JRCCIK SQPDSR KIRRFN SQPDSR NNEJIG SQPDSR UKSYWD SQPDSR USEOZQ SQPDSR VJYTAV SQPDSR VKUFLK SQPDSR VLAQKR SQPDSR WYNUCD SRJVOH 235 SRSLLN YIKCRW SSLJJT 755 SSLJJT 756 STALPT 434 STQZKP 1672 STZCVJ 1150 SULDGB 275 SUOVCW 887 SUVYIU 1742 SUVYIU 1743 SUVYIU 1744 SVFQMV AMNEQW SVLRXA 1716 SWKYPE 1721 SXKMVJ 1879 SXKMVJ 1880 SXKMVJ 1881 SXKMVJ 1882 SXKMVJ 1883 SXKMVJ 1884 SXKMVJ 1885 SXKMVJ 1886 SXKMVJ 1887 SXKMVJ 1888 SXKMVJ 1889 SXKMVJ 1890 SXKMVJ 1891 SXKMVJ 1892 SXKMVJ 1893 SXKMVJ 1894 SXKMVJ 1895 SXKMVJ 1896 SXKMVJ 1897 SXKMVJ 1898 SYDXEA 377 SYOEOS 196 SZPKNC 955 SZVRSE DKWIDM SZVRSE PBWPJR SZVRSE SEJDWS TAXDYO 1993 TBAURZ 1404 TBFDJI 1457 TBFLVZ 926 TBQABK 1669 TBZCGR 1756 TCQLUQ 1114 TDSRKD 197 TDSRKD 198 TDYPZF KNWSSJ TEIPDZ 1385 TEIPDZ 1386 TEJDTU 1070 TEKDON 893 THRIFZ 386 THVZTK 1708 TIJBOJ 669 TJQFUD 1537 TJWOOH 1668 TKQGHH 599 TKTVIH 343 TKYKJL 1798 TLAIZY CLAMEY TLAIZY FBFHHU TLAIZY IMZBHI TLAIZY JGEIFD TLAIZY LRQOAU TLTNDO 1370 TLZTGP 699 TMCAQG 154 TNAXFN 1707 TNDCEZ 864 TNDIPK 917 TNDIPK 918 TNIDAU 1516 TNPEWJ 1302 TOKRSW 1161 TOTJOQ DVCOMM TOTJOQ FAECCE TOTJOQ KENCEB TOTJOQ KJOXRP TOTJOQ MDESPU TOTJOQ QVDNWN TOTJOQ RKPISS TOTJOQ VLQVZJ TOWUOQ CQXJNW TOWUOQ GNJPMC TOWUOQ KKNOMK TOWUOQ ZMOOYC TPLMFJ 215 TQOSTU 1382 TRAJMD 1714 TRVOSC 174 TRWYLK 303 TSEGEZ 609 TSEGEZ 610 TSEGEZ 611 TTZYBK 2094 TUPECE 832 TUPECE 833 TVAXJY 1492 TVAXJY 1493 TVAXJY 1494 TVAXJY 1495 TVAXJY 1496 TVAXJY 1497 TVAXJY 1498 TVAXJY 1499 TVAXJY 1500 TVAXJY 1501 TVXHUA 959 TYDVLI 1431 TYDVLI 1432 TYDVLI 1433 TYDVLI 1434 TYDVLI 1435 TYDVLI 1436 TYDVLI 1437 TYDVLI 1438 TYDVLI 1439 TYEXWL 853 TYIANG 431 TYKJZK 326 TYRGCD 1425 TZMNXF 1003 TZMNXF 1004 TZMNXF 1005 TZSEZY 453 TZWLEY 1037 UARPYB 830 UBAOTE 2122 UBAOTE 2123 UBEUBT 397 UBEUBT 398 UBEUBT 399 UBEUBT 400 UBMSZF 214 UBTAPG 956 UCZLJP 965 UDCTWW IMZBTA UDCTWW MZZNMO UDCTWW NUZLRK UDCTWW RVYGJG UDCTWW XNDRIM UDNQHD 1050 UEIZPS 290 UFJIZS 2062 UFRUSH 993 UGKZRY WIKEUF UGWXWZ 612 UHNZLJ 1978 UHZZCG 1609 UIFTGM 1451 UIFTGM 1452 UIHERD 828 UIIVYC 401 UIOYAW 1417 UIOYAW 1418 UIOYAW 1419 UISZBU 651 UJDCTA 928 UJEFSQ 1461 UJEFSQ 1462 UJFJNH XBABAL UJGLYW 1860 UJIBYD 325 UJYPDH 1025 UJYPDH 1026 UJYPDH 1027 UJYPDH 1028 UJYPDH 1029 UKMVDG 1063 UKSMLG 636 UKSMLG 637 UKSMLG 638 UKSMLG 639 UKSYWD EPWCRS UKSYWD OHTSEI ULIVMV 1256 ULTXLQ 293 UMOSJO 1966 UMOSJO 1967 UMOSJO 1968 UMOSJO 1969 UMOSJO 1970 UMOSJO 1971 UMOSJO 1972 UMOSJO 1973 UOFKID 1454 UOUBMF 234 UPCXFM FEKVFY UPCXFM PESZEH USATIT 835 USATIT 836 USEOZQ FWMQTQ USEOZQ GSRGFF USEOZQ IEYWKY USEOZQ KBXONR USEOZQ QRXXYL USEOZQ QYMCSR USEOZQ RAEIGS USEOZQ RGEJDW USEOZQ SCCZHO USEOZQ VCSVLQ USEOZQ YIJPOY USKWPX 664 USKWPX 665 USKWPX 666 USKWPX 667 USNXJA 2105 USZMTQ 1819 UTFUKI 883 UTZMJE 1388 UUAXPT 2158 UUAXPT 2159 UUFZVH 1129 UUJWHE 1112 UUPMQC ROITXO UUQAFZ DEFEKY UUQAFZ DSOMSC UUQAFZ RZLNUV UUQAFZ WXJPVE UUXRHR 1619 UUZISO 1371 UVCUGI 1039 UVZSCG 652 UVZSCG 653 UWEEVK 1703 UWEEVK 1704 UWEEVK 1705 UWEKNI 422 UWMWUJ 906 UWMZCZ 744 UXRXZS 1096 UYQZHQ 1934 UYTAWS 1902 UYTAWS 1903 UYTAWS 1904 UYTAWS 1905 UYTAWS 1906 UYTAWS 1907 UYTAWS 1908 UYTAWS 1909 UYTAWS 1910 UYTAWS 1911 UYTAWS 1912 UYTAWS 1913 UYTAWS 1914 UYTAWS 1915 UYTAWS 1916 UYTAWS 1917 UYXHPF 1319 UYXHPF 1320 UZIJGN 1045 VBCSEL JHWHMI VCDSJL 390 VCFMSK 1248 VCLZLT 1350 VCSVLQ 549 VCYJKX 873 VDEVWU 1554 VDRWQD 1128 VFBUDV 1679 VGCRTU 2157 VGKQGU 1293 VGKQGU 1294 VGKQGU 1295 VHZUGK 1818 VIBQIU 1316 VIBQIU 1317 VIBQIU 1318 VIILZK 1301 VIJBEI MDSJDD VIJBEI WHNMLQ VIJBEI WRYGZA VJYTAV ONTDAT VKEXVK 1750 VKUFLK LBYQFO VKUFLK ZHGUPS VKYIBH NCMAJB VLAQKR LPWEPY VLECBE 914 VLQVZJ 2134 VLSZNB 2144 VLYROD KBHQGZ VMPTCN 1725 VMWNAZ 1620 VNMPID 300 VNZZKU 342 VOAYSV 232 VOJFMX 1558 VPFVJJ FMVBKC VPFVJJ QTKEOH VPPLUR 892 VPSVBR 1345 VPSVBR 1346 VPSVBR 1347 VPWHRA IGUQGT VPWHRA JSTAAC VRETDB 988 VSUGVT 470 VSUGVT 471 VTMZAS 1310 VTRWUY 317 VUHFWO 681 VUHFWO 682 VUHFWO 683 VULASY 537 VUTTRA ZFXFXM VVSGOW 920 VXAEXA 872 VXGRLH RRYKLN VXGRLH SLNUJQ VYDXET 1018 VYMAIX 1806 VZWOWO 1196 VZXHKJ 255 VZXHKJ 256 WAMCKN 229 WBMLQW 306 WBUZCM 915 WBXGPC 1770 WBXGPC 1771 WBXGPC 1772 WCZGAT 1299 WCZGAT 1300 WEAJKO 700 WECGEG 1992 WEKHEN 304 WFEWQD 1719 WGCPCZ 1013 WGCPCZ 1014 WGDNLE 1172 WGDNLE 1173 WGDNLE 1174 WGDNLE 1175 WGMTSH 821 WGNGYK 462 WGQGKE 1718 WHNMLQ 1945 WHRQSE 621 WHRQSE 622 WHUMIH 824 WHXXQK 378 WHYXZD 1730 WICSSE 551 WICSSE 552 WIKEUF 1845 WIXIDM CDMWKE WJEFLI 328 WJGHDO 1586 WJHWGG 602 WJKHPL 822 WJVYCA 1365 WJZXJK 225 WKPXJS 279 WKXOHZ 1104 WKXOHZ 1105 WLCUEW 1477 WLFBCL 1455 WLIQJI 474 WLNNXN 689 WLQNDL 2090 WLQNDL 2091 WLQNDL 2092 WLQNDL 2093 WMJDIC 916 WMSXHN 188 WNLRUC 358 WOHWIS 1352 WOXLJD IHJJOI WOXLJD QZYORP WPDEKX 1041 WPFGYM 1076 WPFGYM 1077 WPFGYM 1078 WREMNT 1792 WREQRQ 758 WRMCAF 923 WRWVKR 1938 WRWVKR 1939 WRWVKR 1940 WRYGZA 1946 WRYGZA 1947 WRYGZA 1948 WSBGYK 1749 WSFCDJ 340 WUFOXZ 1356 WWGAFA AYXSVC WWGAFA DVKGNR WWGAFA EGCTNI WWGAFA HUPVIP WWGAFA RNGPWK WWGAFA ZKPKBU WWGLMA 1491 WWRZUV 888 WWRZUV 889 WWUTLH 635 WXEMXQ BKTJYW WXEMXQ GQTUTS WXEMXQ KOJLZD WXEMXQ PRIOQA WXEMXQ QWYFLV WXEMXQ SGXWKS WXEMXQ TLAIZY WXEMXQ TOTJOQ WXGILR CILHKP WXGILR DTKJBD WXGILR FFLMZM WXGILR FSEPHN WXGILR JLANOO WXGILR JNMZTO WXGILR JOWNTD WXGILR LNIGQQ WXGILR LXAQNC WXGILR RKRPBA WXGILR SXKMVJ WXGILR UYQZHQ WXGILR UYTAWS WXGILR YKVECW WXJPVE 143 WXJZLH 1201 WXJZLH 1202 WXJZLH 1203 WXSRMX 176 WXVFVZ 1460 WXZXUB 365 WYNUCD NDPXXY WYNUCD OPJZAF WYNUCD PIGEJQ WYNUCD PUELRP WYNUCD QIJZEP WYNUCD RTENUC WYNUCD SLAXAJ WYXMOA 1850 WYXMOA 1851 WYXMOA 1852 WYXMOA 1853 WYXMOA 1854 WYXMOA 1855 WYXMOA 1856 WZOHAL JLLVRL XATHYH CTGEIQ XATHYH EYYFAB XATHYH EZVAFS XATHYH GJPCNU XATHYH GOVZYO XATHYH GWNQFA XATHYH IQHGKQ XATHYH JKBIQJ XATHYH LFJIOY XATHYH MXTPMQ XATHYH NFFLDQ XATHYH NPEYNM XATHYH PTZVRD XATHYH QEZSVB XATHYH SYOEOS XATHYH TDSRKD XATHYH WMSXHN XATHYH YFYBYK XATHYH YKNWHG XATHYH YQCUPC XATHYH YTIDPE XATHYH ZKYQGV XATHYH ZLJMXW XAVKNG 818 XAVKNG 819 XBABAL 150 XCCGDT 1648 XCCGDT 1649 XCCGDT 1650 XCCGDT 1651 XCCGDT 1652 XCCGDT 1653 XCZQMY 1284 XFGUNT 2101 XFNEBX 2165 XFQFWF 939 XFWFEU 1996 XFWFEU 1997 XFYTLR YZWJHR XGAZJO 1381 XHGQOQ 412 XHJLMC 1453 XIDBPC 909 XIYCDW 798 XIYCDW 799 XIYCDW 800 XIYCDW 801 XIZMZO 953 XJYPWP EHEEOS XKHQQN GKHWYA XKHQQN KRPDTN XLMNVD 1686 XLVSBN 1678 XMABOE 1841 XMABOE 1842 XMAMNH RUHUPQ XMBQHV 1072 XNDRIM 480 XNMXQH 1071 XNONOM 1311 XOMTNZ IQBJXA XOPYAF 789 XOTPEZ GANYXH XOTPEZ KUJMCY XPBVOF 356 XPLCEZ 1046 XPLCEZ 1047 XPLLIH 790 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ZRGIDL 606 ZRMSUT 1764 ZSFGJM 1127 ZSMXSE 1117 ZTRYWP MRFBPE ZUOKVN 786 ZVCOFT 1298 ZVUPAU 948 ZVUPAU 949 ZVUSSD 1011 ZWUTRM AKGZFB ZWUTRM EXSTYJ ZWUTRM JJVIZN ZWUTRM PHMYKL ZWUTRM PNRIMQ ZWUTRM RSUEAK ZWUTRM UJGLYW ZWUTRM WYXMOA ZXRIHE 1087 ZYQKXO 447 ZYQKXO 448 ZZASLN 1613 ZZWZEF 1207 ZZWZEF 1208 ZZWZEF 1209 ZZWZEF 1210 ZZWZEF 1211 ZZWZEF 1212 ZZXSQM 767 ZZXSQM 768 ZZXSQM 769 ZZXSQM 770 ZZXSQM 771 ZZXSQM 772 ZZXSQM 773 ZZXSQM 774 ZZXSQM 775 __NULL__ OMEYTF ================================================ FILE: iNaturalist-Hierarchy/iNaturalist_hierarchies.py ================================================ import json def generate_parent_child_pairs(path, supercategory=None): classes = [ #"supercategory", "kingdom", "phylum", "class", "order", "family", "genus", "id" ] with open(path, "r") as f: data = json.loads(f.read()) parent_child_pairs = set() for category in data["categories"]: if (supercategory is None) or (category["supercategory"] == supercategory): # Super-super category to connect all kingdoms into a tree parent_child_pairs.add(("__NULL__", category["kingdom"])) for i in range(len(classes) - 1): parent_child_pairs.add((category[classes[i]], category[classes[i + 1]])) for pair in sorted(list(parent_child_pairs)): print("{} {}".format(*pair)) if __name__ == "__main__": import argparse parser = argparse.ArgumentParser(description="This tool generates a parent-child file for semantic embeddings for " "the iNaturalist dataset and possibly a selected supercategory.") parser.add_argument("dataset_path", type=str, help="The path to the training file of the iNaturalist dataset.") parser.add_argument("--supercategory", type=str, default=None, help="The name of the supercategory the hierarchy will be based on (for iNaturalist 2018).") args = parser.parse_args() generate_parent_child_pairs(args.dataset_path, supercategory=args.supercategory) ================================================ FILE: iNaturalist-Hierarchy/inat_class_index.json ================================================ {"918": ["918", "Euchlaena serrata"], "2643": ["2643", "Osteopilus septentrionalis"], "6625": ["6625", "Ipomopsis tenuituba"], "7070": ["7070", "Scutellaria integrifolia"], "4698": ["4698", "Lottia limatula"], "1564": ["1564", "Tirumala limniace"], "1042": ["1042", "Chioides albofasciatus"], "2486": ["2486", "Scarus ghobban"], "4088": ["4088", "Felis catus"], "655": ["655", "Mimoschinia rufofascialis"], "4740": ["4740", "Aeolidia loui"], "2013": ["2013", "Erythemis peruviana"], "7531": ["7531", "Anemone patens"], "8045": ["8045", "Histiopteris incisa"], "595": ["595", "Adela trigrapha"], "6184": ["6184", "Amsinckia intermedia"], "1041": ["1041", "Celotes nessus"], "1205": ["1205", "Pseudozizeeria maha"], "510": ["510", "Melissodes bimaculatus"], "5122": ["5122", "Pisolithus arhizus"], "1292": ["1292", "Lacinipolia renigera"], "7191": ["7191", "Penstemon speciosus"], "8026": ["8026", "Deparia petersenii"], "4824": ["4824", "Zachrysia provisoria"], "7365": ["7365", "Allowissadula holosericea"], "2875": ["2875", "Oxyura jamaicensis"], "2239": ["2239", "Muraena helena"], "199": ["199", "Trachyderes mandibularis"], "3575": ["3575", "Ammodramus savannarum"], "6435": ["6435", "Nyctaginia capitata"], "766": ["766", "Horama panthalon"], "1311": ["1311", "Noctua pronuba"], "5142": ["5142", "Gloeophyllum sepiarium"], "732": ["732", "Cisthene packardii"], "4669": ["4669", "Crucibulum spinosum"], "3410": ["3410", "Quiscalus lugubris"], "6902": ["6902", "Asclepias oenotheroides"], "3687": ["3687", "Paroaria coronata"], "5340": ["5340", "Liriope muscari"], "4238": ["4238", "Sciurus alleni"], "2453": ["2453", "Amphiprion bicinctus"], "1089": ["1089", "Potanthus omaha"], "5168": ["5168", "Ganoderma oregonense"], "3082": ["3082", "Mycteria americana"], "7712": ["7712", "Ulmus pumila"], "8105": ["8105", "Pteris cretica"], "8033": ["8033", "Blechnum fluviatile"], "3095": ["3095", "Geopelia striata"], "3585": ["3585", "Melospiza lincolnii"], "103": ["103", "Synema globosum"], "3166": ["3166", "Falco rusticolus"], "7309": ["7309", "Hypericum kalmianum"], "6893": ["6893", "Asclepias engelmanniana"], "2771": ["2771", "Circus approximans"], "5384": ["5384", "Iris douglasiana"], "5850": ["5850", "Baccharis pilularis"], "5136": ["5136", "Craterellus cornucopioides"], "2429": ["2429", "Upeneichthys lineatus"], "418": ["418", "Lygaeus equestris"], "7574": ["7574", "Ranunculus reflexus"], "3523": ["3523", "Poecile gambeli"], "5387": ["5387", "Iris macrosiphon"], "3630": ["3630", "Ploceus baglafecht"], "1743": ["1743", "Hemaris thetis"], "3517": ["3517", "Lophophanes cristatus"], "1166": ["1166", "Hypolycaena erylus"], "554": ["554", "Augochloropsis metallica"], "6": ["6", "Spirobranchus giganteus"], "3405": ["3405", "Molothrus ater"], "2917": ["2917", "Archilochus colubris"], "6699": ["6699", "Caesalpinia bonduc"], "5495": ["5495", "Tradescantia spathacea"], "1596": ["1596", "Papilio machaon"], "334": ["334", "Eristalis tenax"], "2490": ["2490", "Aplodinotus grunniens"], "8067": ["8067", "Polystichum munitum"], "3976": ["3976", "Strix occidentalis"], "7994": ["7994", "Hymenophyllum multifidum"], "5094": ["5094", "Psilocybe allenii"], "6848": ["6848", "Quercus havardii"], "8003": ["8003", "Leptopteris hymenophylloides"], "3468": ["3468", "Anthus spinoletta"], "832": ["832", "Renia discoloralis"], "5946": ["5946", "Eriophyllum staechadifolium"], "3427": ["3427", "Lanius meridionalis"], "2347": ["2347", "Coryphaena hippurus"], "4913": ["4913", "Rhizoplaca chrysoleuca"], "89": ["89", "Aphonopelma hentzi"], "21": ["21", "Cyrtophora citricola"], "1641": ["1641", "Kricogonia lyside"], "2348": ["2348", "Dinolestes lewini"], "2979": ["2979", "Vanellus senegallus"], "5509": ["5509", "Calochortus clavatus"], "5084": ["5084", "Agrocybe pediades"], "4391": ["4391", "Lygodactylus capensis"], "929": ["929", "Glenoides texanaria"], "603": ["603", "Cossus cossus"], "4137": ["4137", "Ursus maritimus"], "3960": ["3960", "Asio otus"], "2808": ["2808", "Trigonoceps occipitalis"], "6178": ["6178", "Lobelia puberula"], "4323": ["4323", "Lampropeltis nigra"], "3220": ["3220", "Porzana carolina"], "179": ["179", "Arhopalus ferus"], "7098": ["7098", "Fraxinus texensis"], "2832": ["2832", "Anser rossii"], "2672": ["2672", "Xenopus laevis"], "6922": ["6922", "Gomphocarpus physocarpus"], "6557": ["6557", "Valeriana officinalis"], "6080": ["6080", "Senecio glaucophyllus"], "5463": ["5463", "Platanthera blephariglottis"], "27": ["27", "Mangora gibberosa"], "6445": ["6445", "Bistorta bistortoides"], "764": ["764", "Haploa clymene"], "6366": ["6366", "Opuntia littoralis"], "2063": ["2063", "Palpopleura lucia"], "465": ["465", "Dysdercus bimaculatus"], "1933": ["1933", "Nehalennia gracilis"], "6248": ["6248", "Cardamine concatenata"], "6883": ["6883", "Amsonia tomentosa"], "5641": ["5641", "Bromus diandrus"], "7330": ["7330", "Populus tremuloides"], "1240": ["1240", "Agrotis porphyricollis"], "513": ["513", "Xylocopa californica"], "3627": ["3627", "Euplectes franciscanus"], "1579": ["1579", "Promalactis suzukiella"], "4630": ["4630", "Lampsilis cardium"], "4036": ["4036", "Capra ibex"], "5625": ["5625", "Alopecurus pratensis"], "5832": ["5832", "Arctotheca prostrata"], "3929": ["3929", "Calyptorhynchus banksii"], "6811": ["6811", "Vicia gigantea"], "6573": ["6573", "Chimaphila umbellata"], "2499": ["2499", "Hypoplectrodes maccullochi"], "4170": ["4170", "Macropus rufogriseus"], "1678": ["1678", "Clydonopteron sacculana"], "7493": ["7493", "Caulophyllum thalictroides"], "460": ["460", "Proxys punctulatus"], "7841": ["7841", "Dichondra repens"], "919": ["919", "Eufidonia notataria"], "3470": ["3470", "Anthus trivialis"], "473": ["473", "Rasahus hamatus"], "4227": ["4227", "Callosciurus notatus"], "2386": ["2386", "Hemigymnus melapterus"], "6349": ["6349", "Lophocereus schottii"], "6604": ["6604", "Rhododendron lapponicum"], "7138": ["7138", "Pedicularis lanceolata"], "481": ["481", "Jadera haematoloma"], "6417": ["6417", "Calyptridium umbellatum"], "3856": ["3856", "Eubucco bourcierii"], "7618": ["7618", "Adenostoma fasciculatum"], "2282": ["2282", "Zebrasoma flavescens"], "7376": ["7376", "Malacothamnus davidsonii"], "7294": ["7294", "Euphorbia serpillifolia"], "2305": ["2305", "Micropterus salmoides"], "455": ["455", "Mormidea lugens"], "855": ["855", "Virbia laeta"], "8025": ["8025", "Deparia acrostichoides"], "7361": ["7361", "Helianthemum nummularium"], "1004": ["1004", "Scopula limboundata"], "8038": ["8038", "Blechnum novae-zelandiae"], "5741": ["5741", "Gingidia montana"], "5263": ["5263", "Anthurium schlechtendalii"], "1370": ["1370", "Destolmia lineata"], "6222": ["6222", "Phacelia fremontii"], "2554": ["2554", "Hippocampus pontohi"], "4094": ["4094", "Panthera tigris"], "4806": ["4806", "Rostanga pulchra"], "4794": ["4794", "Phyllidia ocellata"], "996": ["996", "Prasinocyma semicrocea"], "4873": ["4873", "Phascolosoma agassizii"], "5205": ["5205", "Russula cremoricolor"], "2212": ["2212", "Stenopus hispidus"], "862": ["862", "Paectes abrostoloides"], "4536": ["4536", "Kinosternon sonoriense"], "6644": ["6644", "Lysimachia borealis"], "4994": ["4994", "Hypomyces hyalinus"], "4172": ["4172", "Wallabia bicolor"], "619": ["619", "Culladia cuneiferellus"], "1338": ["1338", "Schinia rivulosa"], "3768": ["3768", "Machetornis rixosa"], "1559": ["1559", "Speyeria atlantis"], "7092": ["7092", "Lindernia dubia"], "2948": ["2948", "Brachyramphus marmoratus"], "6778": ["6778", "Pediomelum tenuiflorum"], "2017": ["2017", "Erythrodiplax basifusca"], "2278": ["2278", "Ctenochaetus strigosus"], "4539": ["4539", "Chersina angulata"], "2928": ["2928", "Eugenes fulgens"], "1021": ["1021", "Xanthorhoe ferrugata"], "2113": ["2113", "Lactista gibbosus"], "3130": ["3130", "Megaceryle maxima"], "8002": ["8002", "Trichomanes elongatum"], "2596": ["2596", "Sphoeroides testudineus"], "7278": ["7278", "Euphorbia esula"], "1891": ["1891", "Argia oenea"], "5612": ["5612", "Scirpus microcarpus"], "8116": ["8116", "Schizaea dichotoma"], "2387": ["2387", "Labroides dimidiatus"], "6464": ["6464", "Muehlenbeckia complexa"], "1650": ["1650", "Pieris marginalis"], "2838": ["2838", "Aythya ferina"], "7641": ["7641", "Geum aleppicum"], "1144": ["1144", "Calycopis cecrops"], "5517": ["5517", "Calochortus uniflorus"], "5298": ["5298", "Hymenocallis liriosme"], "350": ["350", "Toxomerus marginatus"], "1103": ["1103", "Thorybes pylades"], "1133": ["1133", "Aricia cramera"], "7601": ["7601", "Ceanothus oliganthus"], "2172": ["2172", "Lepisma saccharina"], "5330": ["5330", "Dasylirion wheeleri"], "7388": ["7388", "Sida ciliaris"], "1783": ["1783", "Cenopis pettitana"], "3496": ["3496", "Aethopyga siparaja"], "4814": ["4814", "Elysia crispata"], "5545": ["5545", "Trillium flexipes"], "2572": ["2572", "Diodon nicthemerus"], "7508": ["7508", "Dicentra cucullaria"], "5909": ["5909", "Coreopsis basalis"], "7936": ["7936", "Taxodium distichum"], "1344": ["1344", "Spodoptera ornithogalli"], "2269": ["2269", "Acanthurus chirurgus"], "4576": ["4576", "Asterias rubens"], "5647": ["5647", "Cenchrus spinifex"], "2093": ["2093", "Trithemis kirbyi"], "8077": ["8077", "Loxogramme dictyopteris"], "6518": ["6518", "Ecballium elaterium"], "3731": ["3731", "Hylocichla mustelina"], "5561": ["5561", "Aechmea bracteata"], "5783": ["5783", "Pseudopanax crassifolius"], "6389": ["6389", "Moehringia lateriflora"], "5860": ["5860", "Bidens bipinnata"], "6507": ["6507", "Mentzelia hispida"], "3335": ["3335", "Carduelis carduelis"], "6944": ["6944", "Zeltnera venusta"], "2455": ["2455", "Amphiprion clarkii"], "3425": ["3425", "Lanius excubitor"], "4751": ["4751", "Glossodoris rufomarginata"], "189": ["189", "Oemona hirta"], "7616": ["7616", "Acaena novae-zelandiae"], "3155": ["3155", "Eudynamys scolopaceus"], "1102": ["1102", "Thorybes bathyllus"], "4627": ["4627", "Pecten novaezelandiae"], "1654": ["1654", "Pontia beckerii"], "7718": ["7718", "Parietaria pensylvanica"], "896": ["896", "Dichorda illustraria"], "5921": ["5921", "Dittrichia graveolens"], "3928": ["3928", "Cacatua tenuirostris"], "6108": ["6108", "Solidago ulmifolia"], "7034": ["7034", "Lamium amplexicaule"], "4892": ["4892", "Costaria costata"], "682": ["682", "Samea ecclesialis"], "6728": ["6728", "Gymnocladus dioicus"], "1591": ["1591", "Papilio cresphontes"], "5272": ["5272", "Zantedeschia aethiopica"], "6205": ["6205", "Lithospermum caroliniense"], "5635": ["5635", "Bothriochloa barbinodis"], "3112": ["3112", "Streptopelia senegalensis"], "5877": ["5877", "Celmisia gracilenta"], "5690": ["5690", "Schizachyrium scoparium"], "1176": ["1176", "Lycaena alciphron"], "7241": ["7241", "Laurus nobilis"], "4768": ["4768", "Doto amyra"], "1492": ["1492", "Junonia atlites"], "4816": ["4816", "Deroceras reticulatum"], "7528": ["7528", "Anemone cylindrica"], "3789": ["3789", "Tyrannus vociferans"], "8068": ["8068", "Polystichum neozelandicum"], "4508": ["4508", "Crotalus tigris"], "5097": ["5097", "Stropharia rugosoannulata"], "4157": ["4157", "Epomophorus gambianus"], "3393": ["3393", "Icterus chrysater"], "5782": ["5782", "Pseudopanax colensoi"], "7178": ["7178", "Penstemon deustus"], "1336": ["1336", "Rachiplusia ou"], "7656": ["7656", "Potentilla indica"], "1241": ["1241", "Agrotis venerabilis"], "257": ["257", "Cucujus clavipes"], "7170": ["7170", "Keckiella ternata"], "5017": ["5017", "Amanita caesarea"], "840": ["840", "Spilosoma congrua"], "2312": ["2312", "Chaetodon flavirostris"], "2279": ["2279", "Naso brevirostris"], "5954": ["5954", "Gaillardia aristata"], "6311": ["6311", "Sarcocornia quinqueflora"], "3447": ["3447", "Melanoptila glabrirostris"], "162": ["162", "Cicindela duodecimguttata"], "4063": ["4063", "Alces americanus"], "4764": ["4764", "Diaulula sandiegensis"], "617": ["617", "Crambus praefectellus"], "4347": ["4347", "Pituophis catenifer"], "2650": ["2650", "Pseudacris regilla"], "5045": ["5045", "Hygrocybe singeri"], "2600": ["2600", "Bombina variegata"], "6782": ["6782", "Prosopis velutina"], "4573": ["4573", "Physalia physalis"], "625": ["625", "Elophila icciusalis"], "5728": ["5728", "Conium maculatum"], "3914": ["3914", "Thalassarche cauta"], "2283": ["2283", "Zebrasoma scopas"], "2847": ["2847", "Bucephala clangula"], "5108": ["5108", "Exidia recisa"], "1998": ["1998", "Brechmorhoga mendax"], "6939": ["6939", "Sabatia campestris"], "3549": ["3549", "Seiurus aurocapilla"], "5193": ["5193", "Trametes hirsuta"], "2390": ["2390", "Novaculichthys taeniourus"], "1994": ["1994", "Brachymesia furcata"], "492": ["492", "Bombus ephippiatus"], "4041": ["4041", "Eudorcas thomsonii"], "3640": ["3640", "Prunella modularis"], "591": ["591", "Vespa crabro"], "2827": ["2827", "Anser anser"], "597": ["597", "Argyresthia oreasella"], "7859": ["7859", "Ipomoea stans"], "5584": ["5584", "Carex oligosperma"], "5602": ["5602", "Eriophorum angustifolium"], "2344": ["2344", "Cirrhitichthys oxycephalus"], "4174": ["4174", "Pseudocheirus peregrinus"], "6806": ["6806", "Trifolium subterraneum"], "7943": ["7943", "Abies lasiocarpa"], "419": ["419", "Lygaeus kalmii"], "6118": ["6118", "Symphyotrichum divaricatum"], "3101": ["3101", "Patagioenas flavirostris"], "2042": ["2042", "Libellula vibrans"], "4202": ["4202", "Cercopithecus mitis"], "1939": ["1939", "Cordulegaster maculata"], "1773": ["1773", "Amorbia humerosana"], "7654": ["7654", "Potentilla canadensis"], "4277": ["4277", "Stellagama stellio"], "7576": ["7576", "Thalictrum dasycarpum"], "2104": ["2104", "Chimarocephala pacifica"], "6233": ["6233", "Tiquilia plicata"], "4279": ["4279", "Anguis veronensis"], "2034": ["2034", "Libellula fulva"], "3923": ["3923", "Fulmarus glacialis"], "3231": ["3231", "Acrocephalus arundinaceus"], "4029": ["4029", "Trygonorrhina fasciata"], "4974": ["4974", "Xanthoria parietina"], "8055": ["8055", "Dryopteris expansa"], "2480": ["2480", "Pomatomus saltatrix"], "3203": ["3203", "Grus grus"], "6156": ["6156", "Wyethia amplexicaulis"], "1976": ["1976", "Progomphus borealis"], "3063": ["3063", "Phalaropus tricolor"], "7793": ["7793", "Umbilicus rupestris"], "6948": ["6948", "Cephalanthus occidentalis"], "6721": ["6721", "Enterolobium cyclocarpum"], "7332": ["7332", "Salix bebbiana"], "6092": ["6092", "Silphium integrifolium"], "1437": ["1437", "Chlosyne nycteis"], "7880": ["7880", "Physalis heterophylla"], "3043": ["3043", "Arenaria interpres"], "1200": ["1200", "Plebejus idas"], "1067": ["1067", "Hesperia sassacus"], "8058": ["8058", "Dryopteris intermedia"], "4073": ["4073", "Phacochoerus africanus"], "3486": ["3486", "Oenanthe isabellina"], "1436": ["1436", "Chlosyne lacinia"], "848": ["848", "Termessa gratiosa"], "4182": ["4182", "Lepus americanus"], "7795": ["7795", "Ribes aureum"], "4685": ["4685", "Calliostoma canaliculatum"], "7777": ["7777", "Crassula moschata"], "4583": ["4583", "Stichaster australis"], "1791": ["1791", "Coelostathma discopunctana"], "7632": ["7632", "Crataegus douglasii"], "4163": ["4163", "Dasypus novemcinctus"], "5573": ["5573", "Carex cherokeensis"], "1482": ["1482", "Heteronympha merope"], "3522": ["3522", "Poecile carolinensis"], "7231": ["7231", "Lantana horrida"], "1890": ["1890", "Argia nahuana"], "5373": ["5373", "Dianella nigra"], "8060": ["8060", "Lastreopsis glabella"], "1925": ["1925", "Ischnura hastata"], "2964": ["2964", "Charadrius nivosus"], "1147": ["1147", "Celastrina echo"], "860": ["860", "Marathyssa basalis"], "1069": ["1069", "Iambrix salsala"], "1180": ["1180", "Lycaena dorcas"], "6810": ["6810", "Vicia cracca"], "3823": ["3823", "Egretta tricolor"], "7086": ["7086", "Pinguicula moranensis"], "6545": ["6545", "Lonicera periclymenum"], "309": ["309", "Laphria macquarti"], "6047": ["6047", "Pinaropappus roseus"], "8012": ["8012", "Asplenium hookerianum"], "2045": ["2045", "Micrathyria aequalis"], "4554": ["4554", "Condylactis gigantea"], "4345": ["4345", "Pantherophis vulpinus"], "3530": ["3530", "Basileuterus culicivorus"], "1801": ["1801", "Epiblema strenuana"], "240": ["240", "Coccinella transversalis"], "7822": ["7822", "Saxifraga oppositifolia"], "2852": ["2852", "Clangula hyemalis"], "6169": ["6169", "Campanula rotundifolia"], "2459": ["2459", "Chromis chromis"], "4532": ["4532", "Rhinoclemmys areolata"], "1763": ["1763", "Theretra nessus"], "4982": ["4982", "Caloscypha fulgens"], "6120": ["6120", "Symphyotrichum laeve"], "1405": ["1405", "Anartia amathea"], "405": ["405", "Leptoglossus phyllopus"], "6643": ["6643", "Cyclamen persicum"], "6068": ["6068", "Rudbeckia hirta"], "5943": ["5943", "Erigeron sumatrensis"], "7515": ["7515", "Eschscholzia parishii"], "2725": ["2725", "Eurycea wilderae"], "7454": ["7454", "Aristotelia serrata"], "7041": ["7041", "Mentha aquatica"], "2288": ["2288", "Plagiotremus rhinorhynchos"], "2025": ["2025", "Leucorrhinia intacta"], "7293": ["7293", "Euphorbia polygonifolia"], "1770": ["1770", "Acleris forsskaleana"], "4394": ["4394", "Ctenosaura acanthura"], "8046": ["8046", "Hypolepis ambigua"], "6653": ["6653", "Myrsine salicina"], "3074": ["3074", "Stercorarius maccormicki"], "1912": ["1912", "Enallagma exsulans"], "5962": ["5962", "Grindelia integrifolia"], "4248": ["4248", "Tamias amoenus"], "322": ["322", "Rhopalomyia californica"], "4320": ["4320", "Lampropeltis calligaster"], "6055": ["6055", "Pseudognaphalium biolettii"], "7215": ["7215", "Myoporum laetum"], "5184": ["5184", "Laetiporus sulphureus"], "3214": ["3214", "Gallinula galeata"], "501": ["501", "Bombus pensylvanicus"], "3266": ["3266", "Certhia familiaris"], "3387": ["3387", "Dolichonyx oryzivorus"], "3070": ["3070", "Tringa stagnatilis"], "6737": ["6737", "Lathyrus palustris"], "6227": ["6227", "Phacelia ramosissima"], "2759": ["2759", "Buteo lineatus"], "2897": ["2897", "Phoeniculus purpureus"], "2031": ["2031", "Libellula depressa"], "1443": ["1443", "Cupha erymanthis"], "5221": ["5221", "Bryum argenteum"], "7769": ["7769", "Aesculus pavia"], "7815": ["7815", "Micranthes oregana"], "2291": ["2291", "Eocallionymus papilio"], "1431": ["1431", "Chlosyne acastus"], "3463": ["3463", "Anthus cervinus"], "1764": ["1764", "Xylophanes falco"], "2810": ["2810", "Aix sponsa"], "6163": ["6163", "Zinnia elegans"], "1346": ["1346", "Spragueia guttata"], "3010": ["3010", "Larus dominicanus"], "5437": ["5437", "Goodyera tesselata"], "5458": ["5458", "Orchis militaris"], "6426": ["6426", "Lewisia leeana"], "3086": ["3086", "Columba guinea"], "5733": ["5733", "Eryngium carlinae"], "3972": ["3972", "Megascops trichopsis"], "1226": ["1226", "Acronicta fragilis"], "1044": ["1044", "Chiomara georgina"], "2245": ["2245", "Neoniphon sammara"], "3980": ["3980", "Fregata magnificens"], "7044": ["7044", "Mentha pulegium"], "91": ["91", "Cryptachaea veruculata"], "7928": ["7928", "Juniperus horizontalis"], "5863": ["5863", "Blennosperma nanum"], "5944": ["5944", "Eriophyllum confertiflorum"], "4439": ["4439", "Sceloporus poinsettii"], "4168": ["4168", "Macropus agilis"], "2267": ["2267", "Acanthurus achilles"], "5341": ["5341", "Luzuriaga parviflora"], "6781": ["6781", "Prosopis glandulosa"], "6993": ["6993", "Geranium pratense"], "4136": ["4136", "Ursus arctos"], "3583": ["3583", "Junco phaeonotus"], "3131": ["3131", "Megaceryle torquata"], "6065": ["6065", "Raoulia grandiflora"], "3682": ["3682", "Dacnis cayana"], "5218": ["5218", "Tremella foliacea"], "3683": ["3683", "Embernagra platensis"], "601": ["601", "Trilocha varians"], "1343": ["1343", "Spodoptera mauritia"], "6642": ["6642", "Cyclamen hederifolium"], "8133": ["8133", "Mazzaella splendens"], "876": ["876", "Campaea perlata"], "5958": ["5958", "Gamochaeta pensylvanica"], "380": ["380", "Cuerna costalis"], "4282": ["4282", "Ophisaurus ventralis"], "4960": ["4960", "Sticta limbata"], "6675": ["6675", "Acacia paradoxa"], "2153": ["2153", "Conocephalus fasciatus"], "7874": ["7874", "Nicandra physalodes"], "5241": ["5241", "Equisetum fluviatile"], "5468": ["5468", "Platanthera stricta"], "658": ["658", "Nomophila noctuella"], "4519": ["4519", "Actinemys marmorata"], "7937": ["7937", "Taxodium mucronatum"], "2333": ["2333", "Heniochus diphreutes"], "558": ["558", "Megarhyssa macrurus"], "348": ["348", "Paragus haemorrhous"], "5806": ["5806", "Alseuosmia macrophylla"], "4140": ["4140", "Balaenoptera acutorostrata"], "2947": ["2947", "Vultur gryphus"], "843": ["843", "Spilosoma virginica"], "4059": ["4059", "Tragelaphus angasii"], "8057": ["8057", "Dryopteris goldiana"], "2328": ["2328", "Chelmonops truncatus"], "4342": ["4342", "Pantherophis alleghaniensis"], "6094": ["6094", "Silybum marianum"], "633": ["633", "Glaphyria sequistrialis"], "972": ["972", "Neoalcis californiaria"], "3002": ["3002", "Ichthyaetus melanocephalus"], "5557": ["5557", "Smilax pumila"], "4788": ["4788", "Acanthodoris hudsoni"], "2071": ["2071", "Plathemis subornata"], "3873": ["3873", "Dryocopus martius"], "6519": ["6519", "Echinocystis lobata"], "6962": ["6962", "Coprosma rugosa"], "6847": ["6847", "Quercus engelmannii"], "726": ["726", "Catocala cerogama"], "3145": ["3145", "Momotus aequatorialis"], "3216": ["3216", "Gallirallus australis"], "3119": ["3119", "Zenaida macroura"], "3804": ["3804", "Ardea alba"], "4619": ["4619", "Xenostrobus neozelanicus"], "1494": ["1494", "Junonia hedonia"], "3290": ["3290", "Cyanocorax chrysops"], "810": ["810", "Nigetia formosalis"], "7749": ["7749", "Melicope ternata"], "6043": ["6043", "Petasites albus"], "266": ["266", "Alaus oculatus"], "1284": ["1284", "Galgula partita"], "5305": ["5305", "Zephyranthes drummondii"], "6093": ["6093", "Silphium laciniatum"], "1424": ["1424", "Brenthis ino"], "256": ["256", "Psyllobora vigintiduopunctata"], "4043": ["4043", "Hippotragus equinus"], "6529": ["6529", "Viburnum lentago"], "1386": ["1386", "Oligocentria semirufescens"], "4145": ["4145", "Grampus griseus"], "2131": ["2131", "Valanga nigricornis"], "7095": ["7095", "Fraxinus americana"], "5938": ["5938", "Erigeron coulteri"], "5077": ["5077", "Phyllotopsis nidulans"], "5544": ["5544", "Trillium erectum"], "7894": ["7894", "Solanum tridynamum"], "6776": ["6776", "Parkinsonia microphylla"], "2018": ["2018", "Erythrodiplax berenice"], "6309": ["6309", "Salsola australis"], "7271": ["7271", "Ditaxis lanceolata"], "4385": ["4385", "Gekko chinensis"], "12": ["12", "Araniella displicata"], "4737": ["4737", "Tritia obsoleta"], "712": ["712", "Arctia virginalis"], "7666": ["7666", "Prunus pensylvanica"], "3454": ["3454", "Toxostoma crissale"], "7540": ["7540", "Clematis crispa"], "48": ["48", "Porrhothele antipodiana"], "4076": ["4076", "Canis adustus"], "292": ["292", "Phyllopertha horticola"], "2083": ["2083", "Sympetrum rubicundulum"], "7084": ["7084", "Trichostema lanceolatum"], "4035": ["4035", "Boselaphus tragocamelus"], "1394": ["1394", "Acraea terpsicore"], "6028": ["6028", "Olearia ilicifolia"], "7791": ["7791", "Sedum palmeri"], "1076": ["1076", "Panoquina ocola"], "7320": ["7320", "Passiflora tripartita"], "5778": ["5778", "Oplopanax horridus"], "7871": ["7871", "Lycium berlandieri"], "6329": ["6329", "Cylindropuntia spinosior"], "4635": ["4635", "Tridacna crocea"], "5087": ["5087", "Deconica coprophila"], "846": ["846", "Syntomeida melanthus"], "7370": ["7370", "Hibiscus denudatus"], "2970": ["2970", "Charadrius wilsonia"], "4763": ["4763", "Diaulula odonoghuei"], "7646": ["7646", "Holodiscus discolor"], "6022": ["6022", "Nabalus albus"], "1118": ["1118", "Malacosoma americanum"], "3913": ["3913", "Phoebastria nigripes"], "7622": ["7622", "Agrimonia parviflora"], "3053": ["3053", "Calidris pusilla"], "7004": ["7004", "Hypoestes phyllostachya"], "3235": ["3235", "Psaltriparus minimus"], "6494": ["6494", "Cornus canadensis"], "4287": ["4287", "Chamaeleo chamaeleon"], "6976": ["6976", "Houstonia longifolia"], "7390": ["7390", "Sidalcea malviflora"], "229": ["229", "Trichodes apiarius"], "2112": ["2112", "Hippiscus ocelote"], "3551": ["3551", "Setophaga caerulescens"], "7413": ["7413", "Rhexia virginica"], "4944": ["4944", "Ramalina celastri"], "7805": ["7805", "Myriophyllum spicatum"], "7405": ["7405", "Laguncularia racemosa"], "8090": ["8090", "Adiantum jordanii"], "7525": ["7525", "Anemone americana"], "4836": ["4836", "Helminthoglypta arrosa"], "773": ["773", "Hypena palparia"], "233": ["233", "Azya orbigera"], "7535": ["7535", "Aquilegia chrysantha"], "5064": ["5064", "Sarcomyxa serotina"], "1306": ["1306", "Mythimna oxygala"], "8100": ["8100", "Pellaea cordifolia"], "1848": ["1848", "Zeugomantispa minuta"], "7924": ["7924", "Juniperus ashei"], "2420": ["2420", "Morone americana"], "4302": ["4302", "Conopsis lineata"], "3300": ["3300", "Nucifraga caryocatactes"], "2403": ["2403", "Thalassoma lunare"], "3150": ["3150", "Centropus superciliosus"], "1296": ["1296", "Leuconycta diphteroides"], "6033": ["6033", "Oncosiphon piluliferum"], "2": ["2", "Eudistylia vancouveri"], "2804": ["2804", "Rupornis magnirostris"], "1011": ["1011", "Speranza pustularia"], "7060": ["7060", "Salvia leucophylla"], "5416": ["5416", "Corybas macranthus"], "1833": ["1833", "Phyllovates chlorophaea"], "3757": ["3757", "Contopus sordidulus"], "2585": ["2585", "Acanthostracion quadricornis"], "184": ["184", "Megacyllene robiniae"], "6543": ["6543", "Lonicera japonica"], "5903": ["5903", "Cirsium palustre"], "3808": ["3808", "Ardea intermedia"], "4562": ["4562", "Urticina grebelnyi"], "6951": ["6951", "Coprosma acerosa"], "1923": ["1923", "Ischnura elegans"], "7958": ["7958", "Pinus hartwegii"], "533": ["533", "Diplolepis polita"], "5721": ["5721", "Apium nodiflorum"], "2942": ["2942", "Cariama cristata"], "7244": ["7244", "Persea borbonia"], "1750": ["1750", "Macroglossum stellatarum"], "6620": ["6620", "Eriastrum densifolium"], "7838": ["7838", "Cuscuta pacifica"], "2118": ["2118", "Melanoplus punctulatus"], "3782": ["3782", "Todirostrum cinereum"], "8137": ["8137", "Neogastroclonium subarticulatum"], "2342": ["2342", "Cirrhitichthys aprinus"], "656": ["656", "Nacoleia rhoeoalis"], "5757": ["5757", "Sanicula canadensis"], "7368": ["7368", "Entelea arborescens"], "3313": ["3313", "Dicaeum cruentatum"], "2447": ["2447", "Pomacanthus paru"], "79": ["79", "Plexippus paykulli"], "2511": ["2511", "Sarpa salpa"], "555": ["555", "Halictus ligatus"], "4864": ["4864", "Stenoplax conspicua"], "4120": ["4120", "Neovison vison"], "5515": ["5515", "Calochortus monophyllus"], "1547": ["1547", "Polygonia c-aureum"], "6715": ["6715", "Cytisus proliferus"], "7575": ["7575", "Ranunculus repens"], "4930": ["4930", "Tuckermannopsis orbata"], "400": ["400", "Acanthocephala thomasi"], "7593": ["7593", "Maclura pomifera"], "7750": ["7750", "Ptelea crenulata"], "3353": ["3353", "Spinus magellanicus"], "7036": ["7036", "Leonotis nepetifolia"], "1946": ["1946", "Somatochlora linearis"], "3358": ["3358", "Furnarius leucopus"], "5673": ["5673", "Microstegium vimineum"], "1216": ["1216", "Strymon rufofusca"], "1406": ["1406", "Anartia fatima"], "332": ["332", "Eristalis arbustorum"], "6765": ["6765", "Medicago sativa"], "4489": ["4489", "Varanus nebulosus"], "738": ["738", "Creatonotos transiens"], "786": ["786", "Isogona tenuis"], "2659": ["2659", "Leiopelma archeyi"], "6268": ["6268", "Nasturtium officinale"], "3705": ["3705", "Tangara vitriolina"], "847": ["847", "Tathorhynchus exsiccata"], "4872": ["4872", "Pseudobiceros ferrugineus"], "4158": ["4158", "Pteropus poliocephalus"], "5774": ["5774", "Hedera helix"], "3371": ["3371", "Progne subis"], "4379": ["4379", "Mokopirirakau granulatus"], "2004": ["2004", "Crocothemis erythraea"], "2358": ["2358", "Valenciennea strigata"], "2022": ["2022", "Ladona julia"], "1695": ["1695", "Spectrotrota fimbrialis"], "6998": ["6998", "Gunnera monoica"], "5896": ["5896", "Cirsium arizonicum"], "8013": ["8013", "Asplenium lamprophyllum"], "2087": ["2087", "Tramea calverti"], "5376": ["5376", "Astelia nervosa"], "3910": ["3910", "Tachybaptus ruficollis"], "1575": ["1575", "Agriophara confertella"], "2216": ["2216", "Hemigrapsus sexdentatus"], "1253": ["1253", "Autographa precationis"], "7899": ["7899", "Cissus trifoliata"], "2183": ["2183", "Pugettia producta"], "2024": ["2024", "Leucorrhinia glacialis"], "3259": ["3259", "Pheucticus melanocephalus"], "5820": ["5820", "Ambrosia psilostachya"], "3254": ["3254", "Passerina caerulea"], "1885": ["1885", "Argia fumipennis"], "2449": ["2449", "Pygoplites diacanthus"], "3157": ["3157", "Guira guira"], "3915": ["3915", "Thalassarche melanophris"], "3452": ["3452", "Mimus polyglottos"], "3397": ["3397", "Icterus mesomelas"], "5439": ["5439", "Himantoglossum hircinum"], "808": ["808", "Mocis texana"], "4151": ["4151", "Phocoenoides dalli"], "5203": ["5203", "Russula brevipes"], "5403": ["5403", "Caladenia chlorostyla"], "6527": ["6527", "Viburnum lantana"], "5543": ["5543", "Trillium chloropetalum"], "1280": ["1280", "Eudryas grata"], "4664": ["4664", "Nerita picea"], "5256": ["5256", "Lycopodium fastigiatum"], "3747": ["3747", "Turdus libonyana"], "1867": ["1867", "Calopteryx aequabilis"], "4355": ["4355", "Storeria storerioides"], "6486": ["6486", "Euonymus europaeus"], "827": ["827", "Phoberia atomaris"], "4668": ["4668", "Crepipatella lingulata"], "1767": ["1767", "Homostinea curviliniella"], "961": ["961", "Melanodes anthracitaria"], "5526": ["5526", "Fritillaria biflora"], "1643": ["1643", "Leptosia nina"], "3331": ["3331", "Uraeginthus bengalus"], "7018": ["7018", "Tabebuia rosea"], "2529": ["2529", "Dendrochirus brachypterus"], "6868": ["6868", "Carya illinoinensis"], "7078": ["7078", "Stachys rigida"], "3509": ["3509", "Chamaea fasciata"], "6168": ["6168", "Campanula rapunculus"], "491": ["491", "Bombus californicus"], "1806": ["1806", "Eumarozia malachitana"], "6398": ["6398", "Silene nutans"], "172": ["172", "Cicindela tranquebarica"], "1519": ["1519", "Melitaea athalia"], "6500": ["6500", "Cornus suecica"], "3826": ["3826", "Nyctanassa violacea"], "35": ["35", "Nephila clavata"], "3482": ["3482", "Monticola saxatilis"], "5154": ["5154", "Mutinus elegans"], "3202": ["3202", "Antigone canadensis"], "1204": ["1204", "Pseudolycaena damo"], "924": ["924", "Eutrapela clemataria"], "5973": ["5973", "Helianthus giganteus"], "7302": ["7302", "Ricinus communis"], "7725": ["7725", "Arceuthobium campylopodum"], "5074": ["5074", "Strobilurus trullisatus"], "4263": ["4263", "Orycteropus afer"], "2914": ["2914", "Anthracothorax nigricollis"], "2043": ["2043", "Macrodiplax balteata"], "7355": ["7355", "Viola sororia"], "5521": ["5521", "Erythronium americanum"], "7051": ["7051", "Prunella vulgaris"], "6995": ["6995", "Geranium robertianum"], "6328": ["6328", "Cylindropuntia leptocaulis"], "7720": ["7720", "Urtica dioica"], "7192": ["7192", "Penstemon spectabilis"], "1273": ["1273", "Dargida diffusa"], "5694": ["5694", "Setaria viridis"], "7213": ["7213", "Buddleja davidii"], "1233": ["1233", "Acronicta rubricoma"], "7209": ["7209", "Veronica scutellata"], "1800": ["1800", "Epiblema scudderiana"], "6788": ["6788", "Senna armata"], "2392": ["2392", "Oxycheilinus bimaculatus"], "1707": ["1707", "Emesis emesia"], "5615": ["5615", "Juncus acutus"], "7127": ["7127", "Epifagus virginiana"], "5428": ["5428", "Drymoanthus adversus"], "5230": ["5230", "Rhytidiadelphus triquetrus"], "4509": ["4509", "Crotalus viridis"], "1961": ["1961", "Hagenius brevistylus"], "4294": ["4294", "Coluber bilineatus"], "6247": ["6247", "Cardamine californica"], "3286": ["3286", "Corvus sinaloae"], "539": ["539", "Anoplolepis gracilipes"], "6510": ["6510", "Petalonyx thurberi"], "6584": ["6584", "Gaultheria macrostigma"], "160": ["160", "Cicindela aurulenta"], "4070": ["4070", "Rusa unicolor"], "6878": ["6878", "Lophozonia menziesii"], "1815": ["1815", "Platynota exasperatana"], "4849": ["4849", "Mesodon thyroidus"], "4540": ["4540", "Gopherus agassizii"], "799": ["799", "Melipotis cellaris"], "831": ["831", "Pyrrharctia isabella"], "1010": ["1010", "Spargania magnoliata"], "2568": ["2568", "Sufflamen chrysopterum"], "7696": ["7696", "Rubus schmidelioides"], "1840": ["1840", "Archichauliodes diversus"], "2310": ["2310", "Chaetodon citrinellus"], "7202": ["7202", "Plantago triandra"], "5508": ["5508", "Calochortus catalinae"], "1907": ["1907", "Enallagma carunculatum"], "3997": ["3997", "Sula sula"], "2226": ["2226", "Trachelipus rathkii"], "1275": ["1275", "Diachrysia balluca"], "2614": ["2614", "Epidalea calamita"], "1454": ["1454", "Dryas iulia"], "6930": ["6930", "Frasera caroliniensis"], "8085": ["8085", "Pyrrosia eleagnifolia"], "3542": ["3542", "Oreothlypis peregrina"], "7967": ["7967", "Pinus strobus"], "1402": ["1402", "Aglais urticae"], "6284": ["6284", "Pseudowintera axillaris"], "1647": ["1647", "Phoebis sennae"], "6725": ["6725", "Gleditsia triacanthos"], "5042": ["5042", "Laccaria laccata"], "1088": ["1088", "Pompeius verna"], "5003": ["5003", "Calvatia sculpta"], "4081": ["4081", "Otocyon megalotis"], "1881": ["1881", "Argia anceps"], "2892": ["2892", "Lophoceros nasutus"], "911": ["911", "Epirrhoe alternata"], "4245": ["4245", "Sciurus niger"], "1823": ["1823", "Micronia aculeata"], "1979": ["1979", "Stylurus plagiatus"], "552": ["552", "Agapostemon virescens"], "6639": ["6639", "Polemonium pulcherrimum"], "1618": ["1618", "Anthocharis sara"], "2457": ["2457", "Amphiprion ocellaris"], "7658": ["7658", "Potentilla reptans"], "8107": ["8107", "Pteris vittata"], "7604": ["7604", "Frangula alnus"], "1332": ["1332", "Protodeltote muscosula"], "5572": ["5572", "Carex buxbaumii"], "6299": ["6299", "Beta vulgaris"], "3984": ["3984", "Microcarbo pygmeus"], "6419": ["6419", "Claytonia exigua"], "5196": ["5196", "Tyromyces chioneus"], "5887": ["5887", "Chaenactis fremontii"], "260": ["260", "Eudiagogus pulcher"], "7731": ["7731", "Pachycormus discolor"], "1243": ["1243", "Alypia octomaculata"], "6819": ["6819", "Polygala polygama"], "170": ["170", "Cicindela sedecimpunctata"], "2477": ["2477", "Pomacentrus moluccensis"], "1323": ["1323", "Phlogophora iris"], "5978": ["5978", "Helminthotheca echioides"], "727": ["727", "Catocala lineella"], "5137": ["5137", "Craterellus fallax"], "3198": ["3198", "Gavia pacifica"], "406": ["406", "Mozena lunata"], "7824": ["7824", "Saxifraga tricuspidata"], "2882": ["2882", "Spatula discors"], "1056": ["1056", "Erynnis propertius"], "1391": ["1391", "Schizura ipomaeae"], "5756": ["5756", "Sanicula bipinnatifida"], "6017": ["6017", "Matricaria discoidea"], "4917": ["4917", "Flavoparmelia caperata"], "7584": ["7584", "Humulus japonicus"], "6332": ["6332", "Echinocactus platyacanthus"], "600": ["600", "Blastobasis glandulella"], "2460": ["2460", "Chromis cyanea"], "5723": ["5723", "Astrantia major"], "2665": ["2665", "Kaloula pulchra"], "526": ["526", "Andricus fullawayi"], "6016": ["6016", "Matricaria chamomilla"], "4940": ["4940", "Niebla cephalota"], "6393": ["6393", "Saponaria officinalis"], "1832": ["1832", "Miomantis caffra"], "3431": ["3431", "Leiothrix lutea"], "5826": ["5826", "Antennaria neglecta"], "8113": ["8113", "Azolla filiculoides"], "7697": ["7697", "Rubus spectabilis"], "6171": ["6171", "Campanulastrum americanum"], "5989": ["5989", "Isocoma acradenia"], "7441": ["7441", "Oenothera biennis"], "4039": ["4039", "Damaliscus lunatus"], "3487": ["3487", "Oenanthe oenanthe"], "1174": ["1174", "Leptotes pirithous"], "4828": ["4828", "Haplotrema vancouverense"], "4675": ["4675", "Littorina keenae"], "1486": ["1486", "Historis odius"], "6861": ["6861", "Quercus shumardii"], "7048": ["7048", "Monarda punctata"], "1191": ["1191", "Lycaena tityrus"], "1456": ["1456", "Elymnias hypermnestra"], "2098": ["2098", "Tachopteryx thoreyi"], "1787": ["1787", "Clepsis peritana"], "6404": ["6404", "Stellaria graminea"], "7840": ["7840", "Dichondra carolinensis"], "3377": ["3377", "Stelgidopteryx serripennis"], "5614": ["5614", "Eriocaulon aquaticum"], "1674": ["1674", "Aglossa costiferalis"], "718": ["718", "Brunia antica"], "5981": ["5981", "Heterotheca subaxillaris"], "5034": ["5034", "Crepidotus mollis"], "4823": ["4823", "Rabdotus mooreanus"], "6116": ["6116", "Stephanomeria pauciflora"], "2692": ["2692", "Rana dalmatina"], "3120": ["3120", "Alcedo atthis"], "454": ["454", "Monteithiella humeralis"], "1259": ["1259", "Chloridea virescens"], "6003": ["6003", "Leptinella dioica"], "2241": ["2241", "Latropiscis purpurissatus"], "4150": ["4150", "Eschrichtius robustus"], "5776": ["5776", "Hydrocotyle moschata"], "1122": ["1122", "Apoda biguttata"], "5206": ["5206", "Russula sanguinea"], "5247": ["5247", "Ephedra viridis"], "6023": ["6023", "Nabalus trifoliolatus"], "4860": ["4860", "Sypharochiton sinclairi"], "1555": ["1555", "Siderone galanthis"], "1814": ["1814", "Pelochrista similiana"], "1299": ["1299", "Maliattha concinnimacula"], "2475": ["2475", "Plectroglyphidodon lacrymatus"], "5103": ["5103", "Tricholoma dryophilum"], "355": ["355", "Trigonospila brevifacies"], "3296": ["3296", "Dendrocitta formosae"], "4199": ["4199", "Alouatta caraya"], "939": ["939", "Hypagyrtis unipunctata"], "3790": ["3790", "Prionops plumatus"], "4200": ["4200", "Callithrix jacchus"], "5739": ["5739", "Ferula communis"], "344": ["344", "Ocyptamus fascipennis"], "4611": ["4611", "Nuttallia obscurata"], "6039": ["6039", "Palafoxia rosea"], "6923": ["6923", "Nerium oleander"], "1068": ["1068", "Hylephila phyleus"], "7270": ["7270", "Croton setiger"], "530": ["530", "Callirhytis quercuspomiformis"], "4026": ["4026", "Stegostoma fasciatum"], "4557": ["4557", "Oulactis magna"], "4652": ["4652", "Octopus cyanea"], "7979": ["7979", "Torreya californica"], "5404": ["5404", "Caladenia lyallii"], "6255": ["6255", "Draba cuneifolia"], "346": ["346", "Palpada furcata"], "4241": ["4241", "Sciurus carolinensis"], "1942": ["1942", "Epitheca petechialis"], "3763": ["3763", "Empidonax oberholseri"], "1479": ["1479", "Heliconius hortense"], "5009": ["5009", "Leucoagaricus americanus"], "5935": ["5935", "Ericameria laricifolia"], "942": ["942", "Idaea demissaria"], "2008": ["2008", "Dythemis nigrescens"], "3765": ["3765", "Empidonax wrightii"], "4019": ["4019", "Myliobatis tenuicaudatus"], "677": ["677", "Pyrausta laticlavia"], "3867": ["3867", "Dendrocopos medius"], "3764": ["3764", "Empidonax virescens"], "5170": ["5170", "Grifola frondosa"], "6489": ["6489", "Parnassia fimbriata"], "3115": ["3115", "Turtur chalcospilos"], "7156": ["7156", "Mimulus torreyi"], "2174": ["2174", "Orconectes virilis"], "1195": ["1195", "Ministrymon leda"], "734": ["734", "Cisthene tenuifascia"], "3121": ["3121", "Chloroceryle amazona"], "587": ["587", "Polistes exclamans"], "5498": ["5498", "Pontederia cordata"], "5748": ["5748", "Lomatium triternatum"], "2834": ["2834", "Aythya affinis"], "1879": ["1879", "Argia agrioides"], "367": ["367", "Pachypsylla celtidismamma"], "1813": ["1813", "Pelochrista dorsisignatana"], "1379": ["1379", "Lochmaeus manteo"], "6954": ["6954", "Coprosma dumosa"], "2885": ["2885", "Tadorna tadornoides"], "4649": ["4649", "Saxidomus nuttalli"], "2320": ["2320", "Chaetodon ornatissimus"], "7301": ["7301", "Mercurialis perennis"], "5609": ["5609", "Schoenoplectus californicus"], "5858": ["5858", "Berlandiera lyrata"], "6381": ["6381", "Cardionema ramosissimum"], "3243": ["3243", "Bombycilla garrulus"], "7983": ["7983", "Cyathea medullaris"], "3729": ["3729", "Catharus guttatus"], "1878": ["1878", "Amphiagrion saucium"], "2831": ["2831", "Anser fabalis"], "4222": ["4222", "Dipodomys merriami"], "7628": ["7628", "Cercocarpus montanus"], "4910": ["4910", "Cladonia stellaris"], "3599": ["3599", "Pipilo maculatus"], "1785": ["1785", "Choristoneura houstonana"], "769": ["769", "Hypena bijugalis"], "5407": ["5407", "Cephalanthera damasonium"], "7532": ["7532", "Anemone quinquefolia"], "6272": ["6272", "Sisymbrium officinale"], "5273": ["5273", "Elodea canadensis"], "480": ["480", "Corizus hyoscyami"], "6062": ["6062", "Rafinesquia californica"], "5398": ["5398", "Acianthus sinclairii"], "1855": ["1855", "Aeshna verticalis"], "345": ["345", "Ocyptamus fuscipennis"], "3986": ["3986", "Phalacrocorax auritus"], "1809": ["1809", "Olethreutes bipartitana"], "1616": ["1616", "Zerynthia rumina"], "3205": ["3205", "Heliornis fulica"], "2777": ["2777", "Geranoaetus albicaudatus"], "6600": ["6600", "Rhododendron canescens"], "5709": ["5709", "Heliconia rostrata"], "1957": ["1957", "Erpetogomphus eutainia"], "3083": ["3083", "Mycteria leucocephala"], "2696": ["2696", "Rana luteiventris"], "5581": ["5581", "Carex lacustris"], "3122": ["3122", "Chloroceryle americana"], "2038": ["2038", "Libellula pulchella"], "2188": ["2188", "Emerita talpoida"], "6230": ["6230", "Pholisma arenarium"], "4622": ["4622", "Magallana gigas"], "1247": ["1247", "Anaplectoides prasina"], "8131": ["8131", "Chondrus crispus"], "2037": ["2037", "Libellula needhami"], "1553": ["1553", "Pyrrhogyra neaerea"], "3832": ["3832", "Tigrisoma mexicanum"], "4515": ["4515", "Chelonia mydas"], "5916": ["5916", "Delairea odorata"], "3892": ["3892", "Picoides villosus"], "3091": ["3091", "Columbina passerina"], "5349": ["5349", "Muilla maritima"], "448": ["448", "Euschistus tristigmus"], "2213": ["2213", "Hemigrapsus crenulatus"], "5718": ["5718", "Anisotome aromatica"], "3354": ["3354", "Spinus notatus"], "282": ["282", "Cotinis mutabilis"], "1681": ["1681", "Endotricha flammealis"], "6413": ["6413", "Drosera pygmaea"], "5270": ["5270", "Syngonium podophyllum"], "4506": ["4506", "Crotalus ruber"], "4067": ["4067", "Hydropotes inermis"], "4492": ["4492", "Bitis arietans"], "5501": ["5501", "Burchardia umbellata"], "3080": ["3080", "Ciconia nigra"], "2966": ["2966", "Charadrius ruficapillus"], "4754": ["4754", "Corambe pacifica"], "2969": ["2969", "Charadrius vociferus"], "2802": ["2802", "Pseudastur albicollis"], "2134": ["2134", "Gryllodes sigillatus"], "2160": ["2160", "Microcentrum retinerve"], "7433": ["7433", "Epilobium coloratum"], "6794": ["6794", "Sophora secundiflora"], "1016": ["1016", "Timandra amaturaria"], "604": ["604", "Achyra affinitalis"], "5487": ["5487", "Commelina coelestis"], "7050": ["7050", "Origanum vulgare"], "1822": ["1822", "Callizzia amorata"], "227": ["227", "Xanthogaleruca luteola"], "6655": ["6655", "Primula hendersonii"], "4307": ["4307", "Drymarchon melanurus"], "6053": ["6053", "Prenanthes purpurea"], "5738": ["5738", "Eryngium yuccifolium"], "2487": ["2487", "Scarus iseri"], "487": ["487", "Apis dorsata"], "3931": ["3931", "Eolophus roseicapilla"], "6075": ["6075", "Senecio aronicoides"], "4432": ["4432", "Sceloporus malachiticus"], "6061": ["6061", "Pulicaria dysenterica"], "4854": ["4854", "Paryphanta busbyi"], "3355": ["3355", "Spinus pinus"], "2992": ["2992", "Chroicocephalus cirrocephalus"], "13": ["13", "Argiope appensa"], "3728": ["3728", "Catharus fuscescens"], "5265": ["5265", "Arisaema triphyllum"], "4655": ["4655", "Octopus vulgaris"], "6365": ["6365", "Opuntia humifusa"], "5460": ["5460", "Piperia elegans"], "1914": ["1914", "Enallagma novaehispaniae"], "1696": ["1696", "Tosale oviplagalis"], "931": ["931", "Haematopis grataria"], "1438": ["1438", "Chlosyne palla"], "33": ["33", "Neoscona oaxacensis"], "5764": ["5764", "Taenidia integerrima"], "6646": ["6646", "Lysimachia latifolia"], "2681": ["2681", "Lithobates grylio"], "8059": ["8059", "Dryopteris marginalis"], "1514": ["1514", "Manataria hercyna"], "7424": ["7424", "Camissoniopsis bistorta"], "1554": ["1554", "Satyrus ferula"], "3139": ["3139", "Merops nubicoides"], "4761": ["4761", "Dirona albolineata"], "6841": ["6841", "Quercus berberidifolia"], "3429": ["3429", "Lanius schach"], "1874": ["1874", "Hetaerina titia"], "4513": ["4513", "Vipera aspis"], "2492": ["2492", "Cynoscion nebulosus"], "4437": ["4437", "Sceloporus olivaceus"], "1325": ["1325", "Phosphila turbulenta"], "4327": ["4327", "Lampropeltis zonata"], "3632": ["3632", "Ploceus philippinus"], "7394": ["7394", "Thespesia populnea"], "1375": ["1375", "Heterocampa obliqua"], "4839": ["4839", "Helminthoglypta traskii"], "4643": ["4643", "Tagelus californianus"], "1544": ["1544", "Phyciodes pulchella"], "7623": ["7623", "Amelanchier arborea"], "5689": ["5689", "Poa pratensis"], "4447": ["4447", "Urosaurus bicarinatus"], "6576": ["6576", "Dracophyllum traversii"], "5430": ["5430", "Epidendrum radicans"], "6469": ["6469", "Persicaria punctata"], "6532": ["6532", "Viburnum rafinesquianum"], "4093": ["4093", "Panthera leo"], "6736": ["6736", "Lathyrus ochroleucus"], "423": ["423", "Oncopeltus fasciatus"], "5510": ["5510", "Calochortus gunnisonii"], "6194": ["6194", "Ehretia anacua"], "1789": ["1789", "Clepsis virescana"], "2690": ["2690", "Pelophylax nigromaculatus"], "2728": ["2728", "Plethodon cinereus"], "596": ["596", "Anthela ocellata"], "8062": ["8062", "Lastreopsis microsora"], "774": ["774", "Hypena proboscidalis"], "425": ["425", "Spilostethus saxatilis"], "639": ["639", "Herpetogramma phaeopteralis"], "4846": ["4846", "Meghimatium bilineatum"], "5594": ["5594", "Carex stipata"], "2693": ["2693", "Rana draytonii"], "4049": ["4049", "Oreotragus oreotragus"], "3653": ["3653", "Remiz pendulinus"], "1496": ["1496", "Junonia iphita"], "2110": ["2110", "Hesperotettix speciosus"], "6188": ["6188", "Anchusa officinalis"], "4833": ["4833", "Eobania vermiculata"], "878": ["878", "Caripeta divisata"], "5283": ["5283", "Cocos nucifera"], "2262": ["2262", "Culaea inconstans"], "2762": ["2762", "Buteo regalis"], "3042": ["3042", "Actitis macularius"], "5063": ["5063", "Panellus stipticus"], "115": ["115", "Paruroctonus silvestrii"], "4634": ["4634", "Dinocardium robustum"], "2582": ["2582", "Monacanthus chinensis"], "1005": ["1005", "Scopula umbilicata"], "5502": ["5502", "Gloriosa superba"], "7378": ["7378", "Malvastrum coromandelianum"], "700": ["700", "Allotria elonympha"], "2325": ["2325", "Chaetodon ulietensis"], "389": ["389", "Tylozygus geometricus"], "5750": ["5750", "Osmorhiza claytonii"], "7197": ["7197", "Plantago major"], "5716": ["5716", "Aegopodium podagraria"], "7108": ["7108", "Castilleja ambigua"], "2124": ["2124", "Schistocerca lineata"], "3816": ["3816", "Butorides striata"], "8094": ["8094", "Cryptogramma acrostichoides"], "338": ["338", "Helophilus fasciatus"], "7673": ["7673", "Rosa acicularis"], "4449": ["4449", "Urosaurus ornatus"], "1364": ["1364", "Meganola phylla"], "1434": ["1434", "Chlosyne harrisii"], "3992": ["3992", "Phalacrocorax punctatus"], "845": ["845", "Syntomeida epilais"], "1857": ["1857", "Anax junius"], "1689": ["1689", "Hypsopygia costalis"], "5008": ["5008", "Lepiota rubrotinctoides"], "4822": ["4822", "Monadenia infumata"], "316": ["316", "Stichopogon trifasciatus"], "2080": ["2080", "Sympetrum obtrusum"], "2073": ["2073", "Pseudoleon superbus"], "2419": ["2419", "Schuettea scalaripinnis"], "3964": ["3964", "Bubo bubo"], "5503": ["5503", "Uvularia grandiflora"], "4061": ["4061", "Lama guanicoe"], "7543": ["7543", "Clematis lasiantha"], "1143": ["1143", "Callophrys xami"], "6077": ["6077", "Senecio biserratus"], "6359": ["6359", "Opuntia basilaris"], "5144": ["5144", "Ramaria stricta"], "6026": ["6026", "Olearia avicenniifolia"], "1740": ["1740", "Erinnyis obscura"], "8091": ["8091", "Adiantum pedatum"], "3755": ["3755", "Arundinicola leucocephala"], "6612": ["6612", "Vaccinium parvifolium"], "622": ["622", "Diaphania indica"], "1899": ["1899", "Ceriagrion cerinorubellum"], "3945": ["3945", "Psittacara leucophthalmus"], "5032": ["5032", "Cortinarius iodes"], "86": ["86", "Leucauge argyra"], "4932": ["4932", "Usnea rubicunda"], "2433": ["2433", "Heteroscarus acroptilus"], "4444": ["4444", "Sceloporus uniformis"], "5688": ["5688", "Poa bulbosa"], "6932": ["6932", "Gentiana asclepiadea"], "5797": ["5797", "Pittosporum tenuifolium"], "4774": ["4774", "Phidiana hiltoni"], "4656": ["4656", "Sepia apama"], "304": ["304", "Forficula auricularia"], "589": ["589", "Polistes major"], "4962": ["4962", "Peltigera collina"], "7664": ["7664", "Prunus fremontii"], "1020": ["1020", "Triphosa haesitata"], "92": ["92", "Enoplognatha ovata"], "2952": ["2952", "Synthliboramphus antiquus"], "5091": ["5091", "Hypholoma capnoides"], "1224": ["1224", "Acontia trabealis"], "451": ["451", "Graphosoma italicum"], "1598": ["1598", "Papilio multicaudata"], "2807": ["2807", "Torgos tracheliotos"], "5583": ["5583", "Carex magellanica"], "2014": ["2014", "Erythemis plebeja"], "2139": ["2139", "Nisitrus vittatus"], "5016": ["5016", "Amanita bisporigera"], "4175": ["4175", "Vombatus ursinus"], "4414": ["4414", "Callisaurus draconoides"], "6793": ["6793", "Sophora prostrata"], "5380": ["5380", "Aristea ecklonii"], "2418": ["2418", "Monodactylus argenteus"], "96": ["96", "Latrodectus mactans"], "1530": ["1530", "Myscelia ethusa"], "3678": ["3678", "Sylvia communis"], "181": ["181", "Eburia quadrigeminata"], "6212": ["6212", "Myosotis discolor"], "4863": ["4863", "Lepidozona mertensii"], "4560": ["4560", "Urticina coriacea"], "7692": ["7692", "Rubus parviflorus"], "1529": ["1529", "Myscelia cyananthe"], "1328": ["1328", "Ponometia candefacta"], "8086": ["8086", "Adiantum aleuticum"], "7381": ["7381", "Melochia pyramidata"], "3741": ["3741", "Turdus falcklandii"], "2371": ["2371", "Achoerodus viridis"], "7121": ["7121", "Castilleja sessiliflora"], "2323": ["2323", "Chaetodon striatus"], "7587": ["7587", "Shepherdia canadensis"], "2515": ["2515", "Enneapterygius atrogulare"], "1354": ["1354", "Tripudia quadrifera"], "4580": ["4580", "Pisaster giganteus"], "4723": ["4723", "Amphissa columbiana"], "7785": ["7785", "Hylotelephium telephium"], "1229": ["1229", "Acronicta insularis"], "5199": ["5199", "Lactarius deliciosus"], "1225": ["1225", "Acronicta dactylina"], "1483": ["1483", "Hipparchia fidia"], "1820": ["1820", "Sparganothoides lentiginosana"], "6693": ["6693", "Astragalus purshii"], "5986": ["5986", "Hymenopappus artemisiifolius"], "4113": ["4113", "Martes foina"], "5176": ["5176", "Phlebia incarnata"], "7400": ["7400", "Daphne gnidium"], "3204": ["3204", "Grus monacha"], "1517": ["1517", "Megisto cymela"], "5258": ["5258", "Spinulum annotinum"], "7695": ["7695", "Rubus pubescens"], "4071": ["4071", "Giraffa camelopardalis"], "624": ["624", "Elophila gyralis"], "892": ["892", "Costaconvexa centrostrigaria"], "6502": ["6502", "Hydrangea quercifolia"], "7710": ["7710", "Ulmus crassifolia"], "5040": ["5040", "Laccaria amethysteo-occidentalis"], "1012": ["1012", "Sphacelodes vulneraria"], "7225": ["7225", "Duranta erecta"], "2368": ["2368", "Microcanthus strigatus"], "5304": ["5304", "Zephyranthes chlorosolen"], "6285": ["6285", "Carpobrotus edulis"], "6700": ["6700", "Caesalpinia gilliesii"], "5599": ["5599", "Cyperus papyrus"], "7246": ["7246", "Umbellularia californica"], "6249": ["6249", "Cardamine diphylla"], "1283": ["1283", "Feralia comstocki"], "1959": ["1959", "Gomphurus fraternus"], "7272": ["7272", "Euphorbia abramsiana"], "2051": ["2051", "Orthemis ferruginea"], "4712": ["4712", "Lunella smaragdus"], "463": ["463", "Thyanta custator"], "6301": ["6301", "Chenopodium murale"], "748": ["748", "Ercheia cyllaria"], "689": ["689", "Udea rubigalis"], "6672": ["6672", "Acacia dealbata"], "7269": ["7269", "Croton monanthogynus"], "2062": ["2062", "Pachydiplax longipennis"], "6072": ["6072", "Scorzoneroides autumnalis"], "5801": ["5801", "Ilex glabra"], "6288": ["6288", "Mesembryanthemum nodiflorum"], "2974": ["2974", "Pluvialis squatarola"], "2454": ["2454", "Amphiprion chrysopterus"], "1149": ["1149", "Chilades pandava"], "496": ["496", "Bombus impatiens"], "8022": ["8022", "Asplenium trichomanes"], "271": ["271", "Lucanus cervus"], "1513": ["1513", "Limenitis lorquini"], "2465": ["2465", "Dascyllus aruanus"], "6164": ["6164", "Zinnia grandiflora"], "6460": ["6460", "Eriogonum wrightii"], "5014": ["5014", "Amanita amerirubescens"], "4377": ["4377", "Anolis roquet"], "6945": ["6945", "Geniostoma ligustrifolium"], "6844": ["6844", "Quercus coccinea"], "2220": ["2220", "Pentidotea wosnesenskii"], "5413": ["5413", "Corallorhiza trifida"], "887": ["887", "Circopetes obtusata"], "6138": ["6138", "Tithonia tubaeformis"], "4488": ["4488", "Microlophus albemarlensis"], "494": ["494", "Bombus griseocollis"], "173": ["173", "Cicindela trifasciata"], "6857": ["6857", "Quercus nigra"], "3742": ["3742", "Turdus fuscater"], "3497": ["3497", "Anthreptes malacensis"], "7818": ["7818", "Mitella diphylla"], "5188": ["5188", "Polyporus alveolaris"], "7520": ["7520", "Aconitum delphiniifolium"], "7073": ["7073", "Scutellaria parvula"], "6439": ["6439", "Rivina humilis"], "516": ["516", "Xylocopa tabaniformis"], "7767": ["7767", "Aesculus californica"], "7428": ["7428", "Circaea canadensis"], "1193": ["1193", "Lycaena xanthoides"], "5079": ["5079", "Panaeolus antillarum"], "992": ["992", "Plagodis serinaria"], "4373": ["4373", "Anolis carolinensis"], "2769": ["2769", "Circaetus cinereus"], "6894": ["6894", "Asclepias erosa"], "6131": ["6131", "Tagetes lucida"], "2719": ["2719", "Desmognathus quadramaculatus"], "2985": ["2985", "Haematopus unicolor"], "1470": ["1470", "Euthalia aconthea"], "2747": ["2747", "Accipiter cooperii"], "2899": ["2899", "Aeronautes saxatalis"], "839": ["839", "Selenisa sueroides"], "1844": ["1844", "Chrysoperla carnea"], "6563": ["6563", "Diospyros virginiana"], "1035": ["1035", "Astraptes anaphus"], "649": ["649", "Lygropia rivulalis"], "2926": ["2926", "Colibri thalassinus"], "7238": ["7238", "Verbena hastata"], "4034": ["4034", "Bison bison"], "7781": ["7781", "Dudleya saxosa"], "7463": ["7463", "Oxalis pes-caprae"], "932": ["932", "Hammaptera parinotata"], "351": ["351", "Toxomerus occidentalis"], "3005": ["3005", "Larus belcheri"], "7698": ["7698", "Rubus trivialis"], "82": ["82", "Sitticus fasciger"], "2469": ["2469", "Mecaenichthys immaculatus"], "3685": ["3685", "Geospiza fuliginosa"], "2360": ["2360", "Haemulon chrysargyreum"], "742": ["742", "Cycnia collaris"], "3102": ["3102", "Patagioenas maculosa"], "7425": ["7425", "Chamaenerion angustifolium"], "7287": ["7287", "Euphorbia micromera"], "5623": ["5623", "Agropyron cristatum"], "6450": ["6450", "Eriogonum cinereum"], "3937": ["3937", "Brotogeris chiriri"], "3703": ["3703", "Tangara gyrola"], "3851": ["3851", "Phaethon rubricauda"], "4483": ["4483", "Cnemidophorus lemniscatus"], "759": ["759", "Euplagia quadripunctaria"], "1995": ["1995", "Brachymesia gravida"], "5039": ["5039", "Fistulina hepatica"], "6052": ["6052", "Porophyllum gracile"], "607": ["607", "Argyria lacteella"], "6714": ["6714", "Crotalaria pumila"], "6703": ["6703", "Calliandra eriophylla"], "2275": ["2275", "Acanthurus triostegus"], "899": ["899", "Digrammia continuata"], "3448": ["3448", "Melanotis caerulescens"], "7551": ["7551", "Delphinium carolinianum"], "1210": ["1210", "Satyrium favonius"], "3419": ["3419", "Corvinella melanoleuca"], "6231": ["6231", "Pholistoma membranaceum"], "1501": ["1501", "Junonia villida"], "5382": ["5382", "Crocus vernus"], "264": ["264", "Thermonectus marmoratus"], "3336": ["3336", "Chloris chloris"], "209": ["209", "Chrysolina fastuosa"], "5299": ["5299", "Leucojum aestivum"], "5213": ["5213", "Guepiniopsis alpina"], "5616": ["5616", "Juncus bufonius"], "1795": ["1795", "Cydia pomonella"], "2563": ["2563", "Melichthys niger"], "5046": ["5046", "Hygrophorus eburneus"], "1993": ["1993", "Brachydiplax chalybea"], "6649": ["6649", "Lysimachia quadriflora"], "7747": ["7747", "Citrus trifoliata"], "4760": ["4760", "Dendronotus venustus"], "2268": ["2268", "Acanthurus bahianus"], "7999": ["7999", "Hymenophyllum scabrum"], "4242": ["4242", "Sciurus colliaei"], "6241": ["6241", "Barbarea vulgaris"], "791": ["791", "Lophocampa annulosa"], "7898": ["7898", "Ampelopsis glandulosa"], "2786": ["2786", "Haliastur sphenurus"], "2951": ["2951", "Ptychoramphus aleuticus"], "2799": ["2799", "Pernis ptilorhynchus"], "3128": ["3128", "Ispidina picta"], "4376": ["4376", "Anolis distichus"], "8050": ["8050", "Pteridium esculentum"], "7911": ["7911", "Guaiacum coulteri"], "6347": ["6347", "Ferocactus viridescens"], "245": ["245", "Cryptolaemus montrouzieri"], "7802": ["7802", "Ribes sanguineum"], "3524": ["3524", "Poecile hudsonicus"], "6269": ["6269", "Physaria gordonii"], "3488": ["3488", "Phoenicurus auroreus"], "640": ["640", "Hileithia magualis"], "1982": ["1982", "Chalcolestes viridis"], "2717": ["2717", "Desmognathus conanti"], "1038": ["1038", "Atrytonopsis hianna"], "3604": ["3604", "Spizella pusilla"], "7729": ["7729", "Cotinus coggygria"], "2519": ["2519", "Oncorhynchus gorbuscha"], "5287": ["5287", "Agapanthus praecox"], "7758": ["7758", "Acer negundo"], "1772": ["1772", "Acleris semipurpurana"], "4196": ["4196", "Ceratotherium simum"], "8115": ["8115", "Lygodium articulatum"], "4178": ["4178", "Neurotrichus gibbsii"], "51": ["51", "Anoteropsis litoralis"], "1761": ["1761", "Sphinx perelegans"], "5898": ["5898", "Cirsium edule"], "4126": ["4126", "Zalophus californianus"], "825": ["825", "Phalaenostola larentioides"], "4567": ["4567", "Corynactis californica"], "2086": ["2086", "Tholymis tillarga"], "4953": ["4953", "Lobaria anomala"], "4100": ["4100", "Herpestes sanguineus"], "1286": ["1286", "Helicoverpa zea"], "3442": ["3442", "Meliphaga lewinii"], "858": ["858", "Zanclognatha cruralis"], "6807": ["6807", "Trifolium wormskioldii"], "7862": ["7862", "Ipomoea triloba"], "7823": ["7823", "Saxifraga paniculata"], "3796": ["3796", "Vireo gilvus"], "6211": ["6211", "Myosotis arvensis"], "7102": ["7102", "Ligustrum sinense"], "7573": ["7573", "Ranunculus recurvatus"], "7765": ["7765", "Acer saccharum"], "5995": ["5995", "Lactuca canadensis"], "5362": ["5362", "Yucca brevifolia"], "3715": ["3715", "Campylorhynchus griseus"], "3329": ["3329", "Spermestes cucullata"], "7026": ["7026", "Blephilia hirsuta"], "2998": ["2998", "Chroicocephalus scopulinus"], "7406": ["7406", "Ammannia coccinea"], "6341": ["6341", "Echinocereus rigidissimus"], "2576": ["2576", "Cantherhines dumerilii"], "6744": ["6744", "Lupinus arboreus"], "5194": ["5194", "Trametes versicolor"], "5833": ["5833", "Argyroxiphium sandwicense"], "900": ["900", "Digrammia gnophosaria"], "4732": ["4732", "Haustrum scobina"], "5411": ["5411", "Corallorhiza maculata"], "7853": ["7853", "Ipomoea murucoides"], "1614": ["1614", "Zerynthia cassandra"], "1172": ["1172", "Leptotes cassius"], "7338": ["7338", "Salix laevigata"], "7510": ["7510", "Dicentra uniflora"], "2775": ["2775", "Elanus caeruleus"], "6549": ["6549", "Plectritis congesta"], "7655": ["7655", "Potentilla erecta"], "4511": ["4511", "Sistrurus tergeminus"], "1321": ["1321", "Papaipema inquaesita"], "4007": ["4007", "Heterodontus francisci"], "4900": ["4900", "Herpothallon rubrocinctum"], "2340": ["2340", "Herichthys cyanoguttatus"], "3813": ["3813", "Botaurus lentiginosus"], "2704": ["2704", "Ambystoma californiense"], "3474": ["3474", "Motacilla cinerea"], "5038": ["5038", "Entoloma medianox"], "3458": ["3458", "Toxostoma rufum"], "3415": ["3415", "Sturnella magna"], "4117": ["4117", "Mellivora capensis"], "1209": ["1209", "Satyrium edwardsii"], "1489": ["1489", "Hypolimnas misippus"], "893": ["893", "Crypsiphona ocultaria"], "7357": ["7357", "Cochlospermum vitifolium"], "3195": ["3195", "Pternistis afer"], "2724": ["2724", "Eurycea troglodytes"], "4909": ["4909", "Cladonia squamosa"], "1227": ["1227", "Acronicta hasta"], "289": ["289", "Melolontha melolontha"], "4817": ["4817", "Ariolimax columbianus"], "669": ["669", "Pediasia trisecta"], "5633": ["5633", "Avena barbata"], "6286": ["6286", "Conicosia pugioniformis"], "1202": ["1202", "Polyommatus coridon"], "1565": ["1565", "Vanessa annabella"], "3142": ["3142", "Baryphthengus martii"], "6150": ["6150", "Vernonia baldwinii"], "6809": ["6809", "Vachellia farnesiana"], "5834": ["5834", "Arnica cordifolia"], "6141": ["6141", "Tridax procumbens"], "1754": ["1754", "Paonias excaecata"], "7571": ["7571", "Ranunculus lyallii"], "2651": ["2651", "Pseudacris sierra"], "2604": ["2604", "Anaxyrus cognatus"], "6209": ["6209", "Mertensia maritima"], "4787": ["4787", "Aegires albopunctatus"], "6273": ["6273", "Streptanthus glandulosus"], "1082": ["1082", "Poanes melane"], "1298": ["1298", "Magusa divaricata"], "6656": ["6656", "Primula jeffreyi"], "148": ["148", "Blattella germanica"], "7884": ["7884", "Solanum dimidiatum"], "4450": ["4450", "Uta stansburiana"], "2396": ["2396", "Semicossyphus pulcher"], "4829": ["4829", "Arianta arbustorum"], "6079": ["6079", "Senecio glastifolius"], "1161": ["1161", "Euphilotes bernardino"], "4505": ["4505", "Crotalus ravus"], "6679": ["6679", "Acmispon argophyllus"], "5441": ["5441", "Limodorum abortivum"], "7186": ["7186", "Penstemon palmeri"], "449": ["449", "Euthyrhynchus floridanus"], "3842": ["3842", "Platalea ajaja"], "970": ["970", "Nemoria lixaria"], "7077": ["7077", "Stachys officinalis"], "58": ["58", "Dolomedes albineus"], "72": ["72", "Naphrys pulex"], "2234": ["2234", "Gymnothorax flavimarginatus"], "570": ["570", "Sphex ichneumoneus"], "6146": ["6146", "Urospermum dalechampii"], "5200": ["5200", "Lactarius rubrilacteus"], "5288": ["5288", "Allium acuminatum"], "366": ["366", "Glycaspis brimblecombei"], "3709": ["3709", "Tiaris bicolor"], "4296": ["4296", "Coluber flagellum"], "1935": ["1935", "Pseudagrion microcephalum"], "2370": ["2370", "Tilodon sexfasciatus"], "7159": ["7159", "Chelone glabra"], "2734": ["2734", "Notophthalmus viridescens"], "4708": ["4708", "Tegula aureotincta"], "576": ["576", "Euodynerus pratensis"], "950": ["950", "Isturgia dislocaria"], "7745": ["7745", "Dysoxylum spectabile"], "1055": ["1055", "Erynnis juvenalis"], "1803": ["1803", "Eucosma ochroterminana"], "1720": ["1720", "Callosamia angulifera"], "2933": ["2933", "Ocreatus underwoodii"], "820": ["820", "Panopoda carneicosta"], "6818": ["6818", "Polygala paucifolia"], "7539": ["7539", "Caltha palustris"], "7760": ["7760", "Acer pensylvanicum"], "5861": ["5861", "Bidens laevis"], "324": ["324", "Aedes albopictus"], "5985": ["5985", "Hieracium lepidulum"], "1487": ["1487", "Hypanartia lethe"], "3379": ["3379", "Tachycineta albiventer"], "7240": ["7240", "Beilschmiedia tarairi"], "1148": ["1148", "Celastrina neglecta"], "7470": ["7470", "Asarum hartwegii"], "5335": ["5335", "Hesperaloe parviflora"], "1389": ["1389", "Pheosia rimosa"], "3722": ["3722", "Thryophilus pleurostictus"], "6292": ["6292", "Amaranthus albus"], "5409": ["5409", "Cephalanthera rubra"], "4722": ["4722", "Alia carinata"], "6610": ["6610", "Vaccinium ovalifolium"], "3554": ["3554", "Setophaga discolor"], "3598": ["3598", "Pipilo erythrophthalmus"], "731": ["731", "Cisseps fulvicollis"], "8020": ["8020", "Asplenium rhizophyllum"], "3534": ["3534", "Geothlypis poliocephala"], "1954": ["1954", "Dromogomphus spoliatus"], "3943": ["3943", "Pionus menstruus"], "2610": ["2610", "Bufo bufo"], "5328": ["5328", "Cordyline fruticosa"], "3167": ["3167", "Falco sparverius"], "8014": ["8014", "Asplenium lyallii"], "7775": ["7775", "Cotyledon orbiculata"], "4908": ["4908", "Cladonia macilenta"], "6373": ["6373", "Opuntia streptacantha"], "6278": ["6278", "Koeberlinia spinosa"], "1399": ["1399", "Adelpha iphicleola"], "1396": ["1396", "Adelpha californica"], "946": ["946", "Idaea tacturata"], "6492": ["6492", "Ascarina lucida"], "5467": ["5467", "Platanthera lacera"], "5752": ["5752", "Pastinaca sativa"], "4896": ["4896", "Macrocystis pyrifera"], "4945": ["4945", "Ramalina leptocarpha"], "461": ["461", "Rhaphigaster nebulosa"], "2794": ["2794", "Milvus milvus"], "382": ["382", "Graphocephala versuta"], "378": ["378", "Prosapia bicincta"], "7547": ["7547", "Clematis vitalba"], "1130": ["1130", "Anthene emolus"], "6617": ["6617", "Fouquieria splendens"], "7642": ["7642", "Geum canadense"], "4821": ["4821", "Athoracophorus bitentaculatus"], "2484": ["2484", "Chlorurus sordidus"], "3798": ["3798", "Vireo huttoni"], "5803": ["5803", "Ilex opaca"], "4289": ["4289", "Trioceros jacksonii"], "5198": ["5198", "Hericium americanum"], "7681": ["7681", "Rubus australis"], "838": ["838", "Scolecocampa liburna"], "599": ["599", "Oegoconia novimundi"], "190": ["190", "Plinthocoelium suaveolens"], "7850": ["7850", "Ipomoea cordatotriloba"], "3954": ["3954", "Rhea pennata"], "1664": ["1664", "Plutella xylostella"], "8048": ["8048", "Paesia scaberula"], "6234": ["6234", "Tournefortia gnaphalodes"], "968": ["968", "Nematocampa resistaria"], "6901": ["6901", "Asclepias obovata"], "7825": ["7825", "Tellima grandiflora"], "687": ["687", "Spoladea recurvalis"], "729": ["729", "Catocala vidua"], "3667": ["3667", "Aplonis panayensis"], "6843": ["6843", "Quercus coccifera"], "3461": ["3461", "Terpsiphone mutata"], "2820": ["2820", "Anas platyrhynchos"], "6631": ["6631", "Linanthus pungens"], "4343": ["4343", "Pantherophis emoryi"], "4326": ["4326", "Lampropeltis triangulum"], "2790": ["2790", "Kaupifalco monogrammicus"], "6280": ["6280", "Limnanthes douglasii"], "6289": ["6289", "Tetragonia implexicoma"], "6101": ["6101", "Solidago nemoralis"], "6122": ["6122", "Symphyotrichum novae-angliae"], "3734": ["3734", "Myadestes townsendi"], "6390": ["6390", "Petrorhagia prolifera"], "6312": ["6312", "Tidestromia lanuginosa"], "1115": ["1115", "Euthrix potatoria"], "1506": ["1506", "Lethe eurydice"], "6459": ["6459", "Eriogonum ovalifolium"], "6303": ["6303", "Dysphania pumilio"], "2010": ["2010", "Dythemis velox"], "7783": ["7783", "Echeveria secunda"], "5790": ["5790", "Schefflera digitata"], "6978": ["6978", "Houstonia pusilla"], "4146": ["4146", "Lagenorhynchus obliquidens"], "6293": ["6293", "Amaranthus palmeri"], "5300": ["5300", "Narcissus tazetta"], "6709": ["6709", "Cercis canadensis"], "7709": ["7709", "Ulmus americana"], "3882": ["3882", "Melanerpes hypopolius"], "4887": ["4887", "Ecklonia radiata"], "3569": ["3569", "Setophaga townsendi"], "4160": ["4160", "Lasiurus blossevillii"], "4236": ["4236", "Otospermophilus variegatus"], "3841": ["3841", "Phimosus infuscatus"], "3156": ["3156", "Geococcyx californianus"], "4883": ["4883", "Carpophyllum plumosum"], "3698": ["3698", "Sporophila minuta"], "2618": ["2618", "Incilius nebulifer"], "2668": ["2668", "Ranoidea aurea"], "5885": ["5885", "Centaurea solstitialis"], "3613": ["3613", "Passer griseus"], "6943": ["6943", "Zeltnera texensis"], "7477": ["7477", "Platanus occidentalis"], "6074": ["6074", "Senecio angulatus"], "4017": ["4017", "Aetobatus ocellatus"], "6717": ["6717", "Dalea aurea"], "7726": ["7726", "Korthalsella lindsayi"], "5848": ["5848", "Baccharis conferta"], "5574": ["5574", "Carex comosa"], "5654": ["5654", "Danthonia spicata"], "3579": ["3579", "Atlapetes pileatus"], "2549": ["2549", "Hippocampus denise"], "135": ["135", "Semibalanus cariosus"], "6475": ["6475", "Rumex crispus"], "6882": ["6882", "Amsonia tabernaemontana"], "7096": ["7096", "Fraxinus pennsylvanica"], "3311": ["3311", "Gymnorhina tibicen"], "6172": ["6172", "Hippobroma longiflora"], "2372": ["2372", "Bodianus rufus"], "5607": ["5607", "Rhynchospora corniculata"], "4852": ["4852", "Polygyra cereolus"], "6801": ["6801", "Trifolium depauperatum"], "1586": ["1586", "Pachliopta aristolochiae"], "2100": ["2100", "Platycnemis pennipes"], "537": ["537", "Diprion similis"], "720": ["720", "Bulia deducta"], "5868": ["5868", "Bradburia pilosa"], "2313": ["2313", "Chaetodon fremblii"], "182": ["182", "Evodinus monticola"], "2594": ["2594", "Canthigaster rostrata"], "4500": ["4500", "Crotalus molossus"], "4216": ["4216", "Cuniculus paca"], "5174": ["5174", "Gloeoporus dichrous"], "7177": ["7177", "Penstemon davidsonii"], "1315": ["1315", "Orthodes majuscula"], "1652": ["1652", "Pieris rapae"], "2155": ["2155", "Conocephalus strictus"], "377": ["377", "Huaina inca"], "7960": ["7960", "Pinus muricata"], "6696": ["6696", "Baptisia sphaerocarpa"], "2744": ["2744", "Cnemidocarpa finmarkiensis"], "1121": ["1121", "Trabala vishnou"], "2078": ["2078", "Sympetrum illotum"], "125": ["125", "Harpaphe haydeniana"], "2181": ["2181", "Coenobita compressus"], "7081": ["7081", "Teucrium cubense"], "6030": ["6030", "Olearia nummulariifolia"], "6155": ["6155", "Wedelia hispida"], "1667": ["1667", "Anstenoptilia marmarodactyla"], "6917": ["6917", "Cynanchum laeve"], "7968": ["7968", "Pinus torreyana"], "2574": ["2574", "Aluterus scriptus"], "6633": ["6633", "Navarretia leptalea"], "6322": ["6322", "Cylindropuntia alcahes"], "4939": ["4939", "Physcia stellaris"], "3338": ["3338", "Coccothraustes coccothraustes"], "8138": ["8138", "Lycogala epidendrum"], "6556": ["6556", "Valeriana edulis"], "5893": ["5893", "Chrysothamnus viscidiflorus"], "6424": ["6424", "Claytonia sibirica"], "5990": ["5990", "Iva frutescens"], "278": ["278", "Odontotaenius disjunctus"], "4672": ["4672", "Hipponix tumens"], "8087": ["8087", "Adiantum capillus-veneris"], "221": ["221", "Paranapiacaba tricincta"], "7900": ["7900", "Parthenocissus inserta"], "5965": ["5965", "Hazardia squarrosa"], "1084": ["1084", "Poanes zabulon"], "4861": ["4861", "Ischnochiton maorianus"], "3643": ["3643", "Ptilonorhynchus violaceus"], "6012": ["6012", "Logfia gallica"], "1550": ["1550", "Polygonia satyrus"], "4481": ["4481", "Aspidoscelis tigris"], "7016": ["7016", "Macfadyena unguis-cati"], "6437": ["6437", "Phytolacca icosandra"], "329": ["329", "Pyrgota undata"], "1810": ["1810", "Olethreutes fasciatana"], "6046": ["6046", "Peucephyllum schottii"], "789": ["789", "Leptocneria reducta"], "4156": ["4156", "Eidolon helvum"], "166": ["166", "Cicindela ocellata"], "7816": ["7816", "Micranthes pensylvanica"], "6660": ["6660", "Samolus repens"], "2516": ["2516", "Forsterygion lapillum"], "6133": ["6133", "Taraxacum erythrospermum"], "2981": ["2981", "Haematopus bachmani"], "1866": ["1866", "Austroargiolestes icteromelas"], "6084": ["6084", "Senecio integerrimus"], "4009": ["4009", "Carcharodon carcharias"], "949": ["949", "Iridopsis larvaria"], "7711": ["7711", "Ulmus parvifolia"], "94": ["94", "Latrodectus hesperus"], "2714": ["2714", "Aneides lugubris"], "1622": ["1622", "Belenois aurota"], "2997": ["2997", "Chroicocephalus ridibundus"], "248": ["248", "Harmonia axyridis"], "631": ["631", "Fissicrambus mutabilis"], "1097": ["1097", "Staphylus ceos"], "2631": ["2631", "Hyla arborea"], "6992": ["6992", "Geranium maculatum"], "6291": ["6291", "Alternanthera caracasana"], "4177": ["4177", "Notiosorex crawfordi"], "3332": ["3332", "Acanthis cabaret"], "1449": ["1449", "Dione moneta"], "7206": ["7206", "Veronica odora"], "7833": ["7833", "Calystegia subacaulis"], "1747": ["1747", "Hyles euphorbiae"], "6410": ["6410", "Drosera binata"], "5580": ["5580", "Carex hystericina"], "3756": ["3756", "Contopus cooperi"], "4756": ["4756", "Doriopsilla albopunctata"], "68": ["68", "Hentzia palmarum"], "7072": ["7072", "Scutellaria ovata"], "2309": ["2309", "Chaetodon baronessa"], "3148": ["3148", "Centropus senegalensis"], "6167": ["6167", "Campanula persicifolia"], "2415": ["2415", "Ocyurus chrysurus"], "2742": ["2742", "Botrylloides violaceus"], "6876": ["6876", "Myrica gale"], "8099": ["8099", "Pellaea bridgesii"], "3453": ["3453", "Mimus saturninus"], "7728": ["7728", "Phoradendron juniperinum"], "6306": ["6306", "Grayia spinosa"], "7558": ["7558", "Nigella damascena"], "3028": ["3028", "Sterna hirundo"], "4112": ["4112", "Martes americana"], "4600": ["4600", "Tripneustes gratilla"], "2829": ["2829", "Anser caerulescens"], "5030": ["5030", "Clavulinopsis laeticolor"], "2427": ["2427", "Parupeneus multifasciatus"], "2589": ["2589", "Ostracion meleagris"], "830": ["830", "Ptichodis vinculum"], "3547": ["3547", "Parkesia noveboracensis"], "4594": ["4594", "Protoreaster nodosus"], "4862": ["4862", "Lepidozona cooperi"], "7756": ["7756", "Acer ginnala"], "550": ["550", "Veromessor pergandei"], "5768": ["5768", "Zizia aurea"], "4975": ["4975", "Lasallia papulosa"], "6173": ["6173", "Jasione montana"], "4467": ["4467", "Trachylepis margaritifera"], "3147": ["3147", "Momotus mexicanus"], "4961": ["4961", "Peltigera canina"], "3576": ["3576", "Amphispiza bilineata"], "3215": ["3215", "Gallinula tenebrosa"], "4857": ["4857", "Acanthopleura granulata"], "7888": ["7888", "Solanum laciniatum"], "3094": ["3094", "Geopelia placida"], "3152": ["3152", "Coccyzus americanus"], "3144": ["3144", "Eumomota superciliosa"], "6119": ["6119", "Symphyotrichum drummondii"], "3038": ["3038", "Himantopus mexicanus"], "7917": ["7917", "Conocephalum salebrosum"], "1698": ["1698", "Anteros carausius"], "5779": ["5779", "Panax quinquefolius"], "3863": ["3863", "Colaptes chrysoides"], "6430": ["6430", "Boerhavia erecta"], "7392": ["7392", "Sphaeralcea coccinea"], "427": ["427", "Entylia carinata"], "7164": ["7164", "Collinsia verna"], "242": ["242", "Coccinella undecimpunctata"], "6561": ["6561", "Impatiens walleriana"], "7834": ["7834", "Calystegia tuguriorum"], "4808": ["4808", "Tenellia albocrusta"], "5587": ["5587", "Carex pendula"], "6777": ["6777", "Pediomelum linearifolium"], "8078": ["8078", "Microsorum pustulatum"], "4072": ["4072", "Hippopotamus amphibius"], "1440": ["1440", "Coenonympha pamphilus"], "5294": ["5294", "Allium tricoccum"], "5838": ["5838", "Artemisia californica"], "1208": ["1208", "Satyrium calanus"], "1705": ["1705", "Calephelis virginiensis"], "870": ["870", "Anachloris subochraria"], "7563": ["7563", "Ranunculus bulbosus"], "4433": ["4433", "Sceloporus minor"], "1043": ["1043", "Chioides zilpa"], "7896": ["7896", "Solanum umbelliferum"], "3029": ["3029", "Sterna paradisaea"], "2916": ["2916", "Archilochus alexandri"], "4461": ["4461", "Plestiodon obsoletus"], "5217": ["5217", "Ductifera pululahuana"], "2660": ["2660", "Leiopelma hochstetteri"], "1029": ["1029", "Amblyscirtes vialis"], "3510": ["3510", "Sinosuthora webbiana"], "1448": ["1448", "Diaethria clymena"], "1580": ["1580", "Battus philenor"], "5359": ["5359", "Scilla bifolia"], "2691": ["2691", "Rana cascadae"], "6789": ["6789", "Senna covesii"], "1929": ["1929", "Ischnura posita"], "7252": ["7252", "Magnolia acuminata"], "5910": ["5910", "Coreopsis palmata"], "4368": ["4368", "Basiliscus basiliscus"], "737": ["737", "Crambidia pallida"], "4888": ["4888", "Egregia menziesii"], "1679": ["1679", "Condylolomia participalis"], "2431": ["2431", "Upeneus tragula"], "4124": ["4124", "Otaria byronia"], "6409": ["6409", "Drosera auriculata"], "891": ["891", "Comostola laesaria"], "294": ["294", "Popillia japonica"], "1786": ["1786", "Clepsis melaleucana"], "1123": ["1123", "Doratifera pinguis"], "2331": ["2331", "Heniochus acuminatus"], "6336": ["6336", "Echinocereus dasyacanthus"], "5816": ["5816", "Ambrosia artemisiifolia"], "3578": ["3578", "Artemisiospiza nevadensis"], "2844": ["2844", "Branta canadensis"], "5450": ["5450", "Ophrys apifera"], "2603": ["2603", "Anaxyrus californicus"], "1595": ["1595", "Papilio glaucus"], "4984": ["4984", "Gyromitra infula"], "6871": ["6871", "Juglans californica"], "2876": ["2876", "Plectropterus gambensis"], "4520": ["4520", "Chrysemys picta"], "7262": ["7262", "Acalypha phleoides"], "1137": ["1137", "Callophrys dumetorum"], "4079": ["4079", "Cerdocyon thous"], "8103": ["8103", "Pellaea ternifolia"], "5344": ["5344", "Maianthemum dilatatum"], "7119": ["7119", "Castilleja parviflora"], "3692": ["3692", "Saltator aurantiirostris"], "5851": ["5851", "Baccharis salicifolia"], "2535": ["2535", "Taenianotus triacanthus"], "629": ["629", "Eustixia pupula"], "4578": ["4578", "Evasterias troschelii"], "7932": ["7932", "Juniperus virginiana"], "4443": ["4443", "Sceloporus undulatus"], "3541": ["3541", "Oreothlypis luciae"], "5007": ["5007", "Lepiota magnispora"], "1964": ["1964", "Ophiogomphus bison"], "7426": ["7426", "Chamaenerion latifolium"], "2639": ["2639", "Hyla japonica"], "2557": ["2557", "Hippocampus whitei"], "6352": ["6352", "Mammillaria grahamii"], "792": ["792", "Lophocampa argentata"], "4789": ["4789", "Acanthodoris lutea"], "6959": ["6959", "Coprosma repens"], "1063": ["1063", "Heliopyrgus domicella"], "3827": ["3827", "Nycticorax caledonicus"], "2825": ["2825", "Anas zonorhyncha"], "3622": ["3622", "Peucedramus taeniatus"], "7305": ["7305", "Triadica sebifera"], "4473": ["4473", "Aspidoscelis exsanguis"], "761": ["761", "Goniapteryx servia"], "2965": ["2965", "Charadrius obscurus"], "7534": ["7534", "Aquilegia canadensis"], "842": ["842", "Spilosoma lubricipeda"], "6914": ["6914", "Asclepias viridis"], "2661": ["2661", "Leptodactylus melanonotus"], "4855": ["4855", "Rumina decollata"], "7360": ["7360", "Helianthemum glomeratum"], "7404": ["7404", "Pimelea villosa"], "7620": ["7620", "Agrimonia eupatoria"], "5859": ["5859", "Bidens aristosa"], "7087": ["7087", "Utricularia cornuta"], "7553": ["7553", "Delphinium parishii"], "2401": ["2401", "Thalassoma hardwicke"], "120": ["120", "Trombidium holosericeum"], "5773": ["5773", "Fatsia japonica"], "6910": ["6910", "Asclepias texana"], "2123": ["2123", "Pseudochorthippus parallelus"], "4462": ["4462", "Plestiodon skiltonianus"], "3736": ["3736", "Sialia mexicana"], "2197": ["2197", "Palaemon affinis"], "2048": ["2048", "Neurothemis fulvia"], "3919": ["3919", "Ardenna grisea"], "6629": ["6629", "Leptosiphon parviflorus"], "5678": ["5678", "Oplismenus hirtellus"], "7787": ["7787", "Sedum acre"], "852": ["852", "Tyria jacobaeae"], "2466": ["2466", "Dascyllus reticulatus"], "3218": ["3218", "Porphyrio martinica"], "3476": ["3476", "Cercomela familiaris"], "6174": ["6174", "Lobelia anceps"], "7030": ["7030", "Glechoma hederacea"], "5132": ["5132", "Tapinella atrotomentosa"], "6562": ["6562", "Cyrilla racemiflora"], "2026": ["2026", "Libellula auripennis"], "5212": ["5212", "Dacrymyces chrysospermus"], "4077": ["4077", "Canis aureus"], "5436": ["5436", "Goodyera repens"], "823": ["823", "Pareuchaetes insulata"], "5872": ["5872", "Calyptocarpus vialis"], "369": ["369", "Aphis nerii"], "6582": ["6582", "Gaultheria crassa"], "4469": ["4469", "Trachylepis striata"], "4826": ["4826", "Zonitoides arboreus"], "5841": ["5841", "Artemisia dracunculus"], "6933": ["6933", "Gentiana lutea"], "2993": ["2993", "Chroicocephalus genei"], "3462": ["3462", "Terpsiphone viridis"], "1371": ["1371", "Ecnomodes sagittaria"], "664": ["664", "Parapoynx allionealis"], "828": ["828", "Phyprosopus callitrichoides"], "2761": ["2761", "Buteo platypterus"], "268": ["268", "Megalodacne heros"], "3924": ["3924", "Macronectes giganteus"], "4665": ["4665", "Lymnaea stagnalis"], "902": ["902", "Disclisioprocta stellata"], "372": ["372", "Tamalia coweni"], "4705": ["4705", "Melanoides tuberculata"], "3889": ["3889", "Picoides nuttallii"], "141": ["141", "Tetraclita rubescens"], "779": ["779", "Hypoprepia fucosa"], "522": ["522", "Philanthus gibbosus"], "277": ["277", "Oedemera nobilis"], "1245": ["1245", "Amphipyra pyramidoides"], "4996": ["4996", "Kretzschmaria deusta"], "2362": ["2362", "Plectorhinchus chaetodonoides"], "3833": ["3833", "Pelecanus conspicillatus"], "2474": ["2474", "Parma victoriae"], "7624": ["7624", "Amelanchier utahensis"], "2569": ["2569", "Allomycterus pilatus"], "1690": ["1690", "Hypsopygia olinalis"], "4999": ["4999", "Agaricus californicus"], "251": ["251", "Hippodamia parenthesis"], "5167": ["5167", "Ganoderma curtisii"], "7267": ["7267", "Croton glandulosus"], "436": ["436", "Agonoscelis puberula"], "6938": ["6938", "Halenia deflexa"], "5475": ["5475", "Pterostylis patens"], "383": ["383", "Homalodisca vitripennis"], "6971": ["6971", "Galium odoratum"], "3906": ["3906", "Poliocephalus rufopectus"], "4075": ["4075", "Pecari tajacu"], "5472": ["5472", "Pterostylis banksii"], "5658": ["5658", "Eleusine indica"], "6607": ["6607", "Sarcodes sanguinea"], "2102": ["2102", "Amblytropidia mysteca"], "3676": ["3676", "Sturnus vulgaris"], "6147": ["6147", "Venegasia carpesioides"], "3580": ["3580", "Chlorospingus flavopectus"], "3677": ["3677", "Sylvia atricapilla"], "1812": ["1812", "Pelochrista derelicta"], "1155": ["1155", "Drupadia ravindra"], "3111": ["3111", "Streptopelia semitorquata"], "6477": ["6477", "Rumex pulcher"], "4348": ["4348", "Rhabdophis tigrinus"], "6160": ["6160", "Xanthium strumarium"], "5054": ["5054", "Megacollybia rodmanii"], "4315": ["4315", "Hypsiglena ochrorhyncha"], "411": ["411", "Cryptococcus fagisuga"], "7311": ["7311", "Hypericum punctatum"], "2880": ["2880", "Spatula clypeata"], "6197": ["6197", "Eucrypta chrysanthemifolia"], "7998": ["7998", "Hymenophyllum sanguinolentum"], "1778": ["1778", "Archips semiferana"], "1362": ["1362", "Baileya ophthalmica"], "8130": ["8130", "Chondracanthus canaliculatus"], "7922": ["7922", "Cupressus macrocarpa"], "6484": ["6484", "Euonymus americanus"], "7488": ["7488", "Berberis glaucocarpa"], "7881": ["7881", "Physalis peruviana"], "6331": ["6331", "Cylindropuntia versicolor"], "2196": ["2196", "Pagurus novizealandiae"], "3421": ["3421", "Lanius bucephalus"], "5730": ["5730", "Cyclospermum leptophyllum"], "5762": ["5762", "Sium suave"], "5695": ["5695", "Sorghastrum nutans"], "941": ["941", "Idaea aversata"], "2202": ["2202", "Loxorhynchus grandis"], "6799": ["6799", "Trifolium angustifolium"], "2106": ["2106", "Chortophaga australior"], "5947": ["5947", "Eucephalus breweri"], "993": ["993", "Pleuroprucha insulsaria"], "7200": ["7200", "Plantago rhodosperma"], "6691": ["6691", "Astragalus lentiginosus"], "3774": ["3774", "Myiodynastes maculatus"], "3743": ["3743", "Turdus grayi"], "5453": ["5453", "Ophrys lutea"], "7606": ["7606", "Paliurus spina-christi"], "1460": ["1460", "Eueides isabella"], "6758": ["6758", "Macroptilium atropurpureum"], "4507": ["4507", "Crotalus scutulatus"], "102": ["102", "Sidymella trapezia"], "7167": ["7167", "Hippuris vulgaris"], "1101": ["1101", "Systasea pulverulenta"], "7969": ["7969", "Pinus virginiana"], "42": ["42", "Cupiennius salei"], "2562": ["2562", "Balistoides viridescens"], "4657": ["4657", "Sepia officinalis"], "2689": ["2689", "Pelophylax chosenicus"], "15": ["15", "Argiope aurantia"], "6579": ["6579", "Erica cinerea"], "2082": ["2082", "Sympetrum pedemontanum"], "1884": ["1884", "Argia emma"], "7645": ["7645", "Heteromeles arbutifolia"], "575": ["575", "Euodynerus hidalgo"], "4870": ["4870", "Tonicella lineata"], "295": ["295", "Trichiotinus texanus"], "238": ["238", "Coccinella novemnotata"], "6759": ["6759", "Macroptilium gibbosifolium"], "1978": ["1978", "Stylogomphus albistylus"], "7568": ["7568", "Ranunculus glaberrimus"], "1331": ["1331", "Protodeltote albidula"], "2946": ["2946", "Gymnogyps californianus"], "6337": ["6337", "Echinocereus engelmannii"], "4183": ["4183", "Lepus californicus"], "1502": ["1502", "Kaniska canace"], "6911": ["6911", "Asclepias tuberosa"], "6706": ["6706", "Carmichaelia australis"], "7131": ["7131", "Melampyrum pratense"], "7703": ["7703", "Sibbaldia procumbens"], "1749": ["1749", "Laothoe populi"], "3672": ["3672", "Lamprotornis nitens"], "4083": ["4083", "Urocyon littoralis"], "3382": ["3382", "Agelaioides badius"], "3339": ["3339", "Coccothraustes vespertinus"], "5237": ["5237", "Cephaleuros lagerheimii"], "497": ["497", "Bombus lapidarius"], "4695": ["4695", "Haliotis rufescens"], "6082": ["6082", "Senecio hispidulus"], "912": ["912", "Epirrita autumnata"], "3633": ["3633", "Ploceus velatus"], "5068": ["5068", "Gymnopus dryophilus"], "1845": ["1845", "Micromus tasmaniae"], "2887": ["2887", "Chauna torquata"], "4184": ["4184", "Lepus europaeus"], "2332": ["2332", "Heniochus chrysostomus"], "4171": ["4171", "Thylogale billardierii"], "4832": ["4832", "Cornu aspersum"], "2091": ["2091", "Trithemis aurora"], "7226": ["7226", "Glandularia bipinnatifida"], "5093": ["5093", "Pholiota aurivella"], "5285": ["5285", "Sabal mexicana"], "6670": ["6670", "Acacia constricta"], "6816": ["6816", "Vicia villosa"], "7483": ["7483", "Hakea sericea"], "6257": ["6257", "Erysimum capitatum"], "3291": ["3291", "Cyanocorax sanblasianus"], "6443": ["6443", "Plumbago auriculata"], "4928": ["4928", "Pseudevernia consocians"], "580": ["580", "Polistes annularis"], "4762": ["4762", "Dirona picta"], "1505": ["1505", "Lethe anthedon"], "1262": ["1262", "Chrysodeixis eriosoma"], "2909": ["2909", "Amazilia candida"], "7829": ["7829", "Calystegia sepium"], "1843": ["1843", "Libelloides coccajus"], "2399": ["2399", "Thalassoma amblycephalum"], "3897": ["3897", "Ramphastos toco"], "2198": ["2198", "Jasus edwardsii"], "2321": ["2321", "Chaetodon quadrimaculatus"], "4107": ["4107", "Eira barbara"], "5698": ["5698", "Spinifex sericeus"], "7920": ["7920", "Calocedrus decurrens"], "2975": ["2975", "Vanellus albiceps"], "7053": ["7053", "Salvia apiana"], "6666": ["6666", "Symplocos tinctoria"], "1805": ["1805", "Eucosma tomonana"], "3186": ["3186", "Centrocercus urophasianus"], "50": ["50", "Neriene radiata"], "3350": ["3350", "Loxia curvirostra"], "430": ["430", "Closterotomus norwegicus"], "5567": ["5567", "Tillandsia recurvata"], "2255": ["2255", "Fundulus diaphanus"], "2954": ["2954", "Burhinus bistriatus"], "7286": ["7286", "Euphorbia melanadenia"], "6263": ["6263", "Lepidium campestre"], "1600": ["1600", "Papilio paris"], "6183": ["6183", "Phyllachne colensoi"], "5914": ["5914", "Cotula coronopifolia"], "5102": ["5102", "Leucopaxillus gentianeus"], "2961": ["2961", "Charadrius collaris"], "5976": ["5976", "Helianthus petiolaris"], "6774": ["6774", "Onobrychis viciifolia"], "4570": ["4570", "Pseudodiploria strigosa"], "1347": ["1347", "Spragueia jaguaralis"], "443": ["443", "Chlorochroa ligata"], "5053": ["5053", "Marasmius rotula"], "7991": ["7991", "Hymenophyllum bivalve"], "7580": ["7580", "Celtis australis"], "1059": ["1059", "Euphyes dion"], "6187": ["6187", "Anchusa arvensis"], "2175": ["2175", "Procambarus acutus"], "7930": ["7930", "Juniperus occidentalis"], "710": ["710", "Apantesis virguncula"], "7359": ["7359", "Cistus salviifolius"], "3051": ["3051", "Calidris minutilla"], "438": ["438", "Banasa calva"], "2944": ["2944", "Cathartes aura"], "2107": ["2107", "Chortophaga viridifasciata"], "6825": ["6825", "Betula alleghaniensis"], "5400": ["5400", "Aporostylis bifolia"], "1776": ["1776", "Archips grisea"], "3520": ["3520", "Periparus ater"], "5089": ["5089", "Gymnopilus sapineus"], "3771": ["3771", "Myiarchus crinitus"], "7868": ["7868", "Datura stramonium"], "3802": ["3802", "Zosterops lateralis"], "3192": ["3192", "Pavo cristatus"], "7266": ["7266", "Croton fruticulosus"], "3281": ["3281", "Corvus coronoides"], "4528": ["4528", "Terrapene ornata"], "7369": ["7369", "Herissantia crispa"], "2510": ["2510", "Rhabdosargus sarba"], "6990": ["6990", "Geranium erianthum"], "2532": ["2532", "Pterois miles"], "5593": ["5593", "Carex squarrosa"], "5072": ["5072", "Armillaria sinapina"], "2209": ["2209", "Portunus pelagicus"], "7003": ["7003", "Dyschoriste linearis"], "2641": ["2641", "Hyla versicolor"], "224": ["224", "Plagiodera versicolora"], "7242": ["7242", "Lindera benzoin"], "267": ["267", "Ischyrus quadripunctatus"], "3939": ["3939", "Eupsittula canicularis"], "7104": ["7104", "Agalinis tenuifolia"], "6970": ["6970", "Galium mollugo"], "3797": ["3797", "Vireo griseus"], "969": ["969", "Nemoria bistriaria"], "4468": ["4468", "Trachylepis quinquetaeniata"], "4991": ["4991", "Urnula craterium"], "5975": ["5975", "Helianthus occidentalis"], "2912": ["2912", "Amazilia violiceps"], "6310": ["6310", "Salsola kali"], "5968": ["5968", "Helenium flexuosum"], "4068": ["4068", "Odocoileus hemionus"], "3465": ["3465", "Anthus petrosus"], "5478": ["5478", "Spathoglottis plicata"], "1493": ["1493", "Junonia coenia"], "5982": ["5982", "Heterotheca villosa"], "236": ["236", "Chilocorus cacti"], "3582": ["3582", "Junco hyemalis"], "7317": ["7317", "Passiflora lutea"], "99": ["99", "Diaea ambara"], "2126": ["2126", "Syrbula montezuma"], "944": ["944", "Idaea furciferata"], "3839": ["3839", "Eudocimus albus"], "2877": ["2877", "Sarkidiornis melanotos"], "6921": ["6921", "Funastrum hirtellum"], "1033": ["1033", "Apyrrothrix araxes"], "8140": ["8140", "Leocarpus fragilis"], "6219": ["6219", "Onosmodium bejariense"], "7849": ["7849", "Ipomoea coccinea"], "4138": ["4138", "Civettictis civetta"], "5663": ["5663", "Hilaria rigida"], "1663": ["1663", "Zerene eurydice"], "6775": ["6775", "Oxytropis lambertii"], "7915": ["7915", "Bazzania trilobata"], "6567": ["6567", "Arbutus arizonica"], "750": ["750", "Estigmene acrea"], "415": ["415", "Gelastocoris oculatus"], "1480": ["1480", "Hermeuptychia hermes"], "6490": ["6490", "Parnassia glauca"], "1735": ["1735", "Darapsa myron"], "6467": ["6467", "Persicaria hydropiperoides"], "3154": ["3154", "Crotophaga sulcirostris"], "3857": ["3857", "Lybius torquatus"], "788": ["788", "Laspeyria concavata"], "7282": ["7282", "Euphorbia hirta"], "4733": ["4733", "Nucella lapillus"], "2607": ["2607", "Anaxyrus speciosus"], "1656": ["1656", "Pontia edusa"], "2218": ["2218", "Armadillidium vulgare"], "6628": ["6628", "Leptosiphon bicolor"], "605": ["605", "Achyra rantalis"], "5744": ["5744", "Heracleum sphondylium"], "6067": ["6067", "Ratibida columnifera"], "4747": ["4747", "Doriprismatica atromarginata"], "3172": ["3172", "Monasa nigrifrons"], "4631": ["4631", "Lampsilis teres"], "4164": ["4164", "Galeopterus variegatus"], "6335": ["6335", "Echinocereus coccineus"], "2005": ["2005", "Crocothemis servilia"], "2224": ["2224", "Porcellio spinicornis"], "984": ["984", "Pero morrisonaria"], "7845": ["7845", "Ipomoea batatas"], "4949": ["4949", "Stereocaulon ramulosum"], "2787": ["2787", "Hieraaetus pennatus"], "479": ["479", "Boisea trivittata"], "1671": ["1671", "Platyptilia carduidactylus"], "4367": ["4367", "Virginia valeriae"], "7028": ["7028", "Galeopsis bifida"], "5585": ["5585", "Carex pedunculata"], "1427": ["1427", "Catonephele numilia"], "2687": ["2687", "Lithobates sylvaticus"], "1851": ["1851", "Aeshna eremita"], "1503": ["1503", "Lasiommata maera"], "5456": ["5456", "Ophrys sphegodes"], "5957": ["5957", "Galactites tomentosa"], "2886": ["2886", "Tadorna variegata"], "3403": ["3403", "Icterus spurius"], "441": ["441", "Carpocoris mediterraneus"], "6487": ["6487", "Euonymus obovatus"], "4514": ["4514", "Xantusia henshawi"], "7740": ["7740", "Schinus molle"], "6244": ["6244", "Brassica tournefortii"], "5281": ["5281", "Phyllospadix torreyi"], "7299": ["7299", "Hura polyandra"], "6955": ["6955", "Coprosma grandifolia"], "305": ["305", "Labidura riparia"], "2767": ["2767", "Buteogallus urubitinga"], "3370": ["3370", "Progne chalybea"], "3357": ["3357", "Spinus tristis"], "1753": ["1753", "Pachylia ficus"], "490": ["490", "Bombus borealis"], "128": ["128", "Anadenobolus monilicornis"], "4518": ["4518", "Macrochelys temminckii"], "5722": ["5722", "Apium prostratum"], "4364": ["4364", "Trimorphodon paucimaculatus"], "7724": ["7724", "Peraxilla tetrapetala"], "5449": ["5449", "Oeceoclades maculata"], "7857": ["7857", "Ipomoea quamoclit"], "5665": ["5665", "Koeleria macrantha"], "2967": ["2967", "Charadrius semipalmatus"], "5470": ["5470", "Pterostylis agathicola"], "2244": ["2244", "Holocentrus rufus"], "2467": ["2467", "Dascyllus trimaculatus"], "6812": ["6812", "Vicia hirsuta"], "1859": ["1859", "Anax parthenope"], "5378": ["5378", "Hypoxis hirsuta"], "897": ["897", "Dichorda iridaria"], "4115": ["4115", "Martes pennanti"], "2137": ["2137", "Hapithus agitator"], "5377": ["5377", "Astelia solandri"], "192": ["192", "Saperda tridentata"], "1900": ["1900", "Chromagrion conditum"], "1893": ["1893", "Argia plana"], "3708": ["3708", "Thraupis sayaca"], "3601": ["3601", "Spizella breweri"], "5569": ["5569", "Tillandsia usneoides"], "1036": ["1036", "Astraptes fulgerator"], "7492": ["7492", "Berberis trifoliolata"], "6344": ["6344", "Escobaria vivipara"], "4730": ["4730", "Ceratostoma foliatum"], "3163": ["3163", "Falco columbarius"], "81": ["81", "Sassacus vitis"], "4278": ["4278", "Anguis fragilis"], "1050": ["1050", "Epargyreus clarus"], "647": ["647", "Lineodes interrupta"], "4087": ["4087", "Caracal caracal"], "3959": ["3959", "Spheniscus mendiculus"], "3606": ["3606", "Zonotrichia albicollis"], "7389": ["7389", "Sida rhombifolia"], "3232": ["3232", "Acrocephalus schoenobaenus"], "1310": ["1310", "Neumoegenia poetica"], "7243": ["7243", "Litsea calicaris"], "5699": ["5699", "Sporobolus heterolepis"], "5308": ["5308", "Agave inaequidens"], "1334": ["1334", "Pseudeustrotia carneola"], "343": ["343", "Myathropa florea"], "630": ["630", "Evergestis rimosalis"], "4062": ["4062", "Alces alces"], "6947": ["6947", "Bouvardia ternifolia"], "477": ["477", "Zelus renardii"], "4318": ["4318", "Lampropeltis annulata"], "2601": ["2601", "Anaxyrus americanus"], "584": ["584", "Polistes comanchus"], "2266": ["2266", "Mugil cephalus"], "149": ["149", "Parcoblatta americana"], "3912": ["3912", "Diomedea exulans"], "4430": ["4430", "Sceloporus graciosus"], "1834": ["1834", "Stagmomantis californica"], "3364": ["3364", "Delichon urbicum"], "3": ["3", "Galeolaria hystrix"], "159": ["159", "Carabus coriaceus"], "5480": ["5480", "Spiranthes magnicamporum"], "4636": ["4636", "Chama arcana"], "735": ["735", "Clemensia albata"], "1488": ["1488", "Hypolimnas anomala"], "1985": ["1985", "Lestes eurinus"], "5785": ["5785", "Pseudopanax lessonii"], "871": ["871", "Anticlea vasiliata"], "534": ["534", "Diplolepis rosae"], "3297": ["3297", "Dendrocitta vagabunda"], "6340": ["6340", "Echinocereus pentalophus"], "3222": ["3222", "Rallus elegans"], "8039": ["8039", "Blechnum parrisiae"], "4963": ["4963", "Peltigera membranacea"], "3369": ["3369", "Petrochelidon pyrrhonota"], "2753": ["2753", "Aquila rapax"], "6264": ["6264", "Lepidium didymum"], "434": ["434", "Taylorilygus apicalis"], "2351": ["2351", "Enoplosus armatus"], "1971": ["1971", "Phanogomphus militaris"], "957": ["957", "Lophosis labeculata"], "4890": ["4890", "Pterygophora californica"], "4565": ["4565", "Metridium farcimen"], "1429": ["1429", "Cercyonis pegala"], "5516": ["5516", "Calochortus pulchellus"], "4180": ["4180", "Talpa europaea"], "5642": ["5642", "Bromus inermis"], "5798": ["5798", "Pittosporum undulatum"], "3075": ["3075", "Anastomus oscitans"], "4054": ["4054", "Ovis dalli"], "3451": ["3451", "Mimus parvulus"], "1838": ["1838", "Iris oratoria"], "158": ["158", "Calosoma sayi"], "5327": ["5327", "Cordyline banksii"], "3444": ["3444", "Prosthemadera novaeseelandiae"], "4499": ["4499", "Crotalus lepidus"], "1581": ["1581", "Eurytides marcellus"], "5541": ["5541", "Trillium albidum"], "2526": ["2526", "Scorpaenichthys marmoratus"], "3024": ["3024", "Phaetusa simplex"], "485": ["485", "Xanthochilus saturnius"], "4534": ["4534", "Kinosternon baurii"], "2657": ["2657", "Tlalocohyla smithii"], "7346": ["7346", "Viola filicaulis"], "7029": ["7029", "Galeopsis tetrahit"], "4044": ["4044", "Hippotragus niger"], "4771": ["4771", "Eubranchus rustyus"], "3333": ["3333", "Acanthis flammea"], "8023": ["8023", "Asplenium viride"], "1592": ["1592", "Papilio demoleus"], "4941": ["4941", "Niebla combeoides"], "7080": ["7080", "Teucrium chamaedrys"], "2471": ["2471", "Microspathodon dorsalis"], "8136": ["8136", "Sarcodiotheca gaudichaudii"], "2645": ["2645", "Pseudacris clarkii"], "2527": ["2527", "Hexagrammos decagrammus"], "7919": ["7919", "Ricciocarpos natans"], "2152": ["2152", "Anabrus simplex"], "26": ["26", "Mangora acalypha"], "4868": ["4868", "Mopalia hindsii"], "6742": ["6742", "Lotus pedunculatus"], "5098": ["5098", "Caulorhiza umbonata"], "1504": ["1504", "Lasiommata megera"], "5883": ["5883", "Centaurea nigra"], "3821": ["3821", "Egretta rufescens"], "4676": ["4676", "Littorina obtusata"], "2552": ["2552", "Hippocampus histrix"], "4537": ["4537", "Sternotherus carinatus"], "7437": ["7437", "Eulobus californicus"], "2662": ["2662", "Leptodactylus savagei"], "1194": ["1194", "Ministrymon clytie"], "7564": ["7564", "Ranunculus californicus"], "5827": ["5827", "Antennaria plantaginifolia"], "4734": ["4734", "Pteropurpura festiva"], "8128": ["8128", "Corallina officinalis"], "3831": ["3831", "Tigrisoma lineatum"], "6613": ["6613", "Vaccinium stamineum"], "3258": ["3258", "Pheucticus ludovicianus"], "4211": ["4211", "Castor canadensis"], "3143": ["3143", "Electron platyrhynchum"], "6608": ["6608", "Vaccinium arboreum"], "2558": ["2558", "Phyllopteryx taeniolatus"], "2090": ["2090", "Trithemis arteriosa"], "2757": ["2757", "Buteo jamaicensis"], "5357": ["5357", "Polygonatum pubescens"], "4258": ["4258", "Urocitellus parryii"], "4281": ["4281", "Ophisaurus attenuatus"], "2129": ["2129", "Trimerotropis pallidipennis"], "1817": ["1817", "Platynota rostrana"], "5360": ["5360", "Triteleia hyacinthina"], "7757": ["7757", "Acer macrophyllum"], "4903": ["4903", "Cladia retipora"], "7417": ["7417", "Leptospermum scoparium"], "6534": ["6534", "Centranthus ruber"], "6900": ["6900", "Asclepias longifolia"], "1267": ["1267", "Conistra vaccinii"], "288": ["288", "Gymnetis caseyi"], "4616": ["4616", "Mytilus californianus"], "3761": ["3761", "Empidonax difficilis"], "5619": ["5619", "Juncus tenuis"], "5952": ["5952", "Eutrochium maculatum"], "2705": ["2705", "Ambystoma maculatum"], "6560": ["6560", "Impatiens pallida"], "8129": ["8129", "Endocladia muricata"], "153": ["153", "Agrilus ruficollis"], "3247": ["3247", "Plectrophenax nivalis"], "2229": ["2229", "Anguilla australis"], "4752": ["4752", "Hypselodoris imperialis"], "1151": ["1151", "Cupido amyntula"], "5830": ["5830", "Arctium minus"], "19": ["19", "Colaranea viriditas"], "1302": ["1302", "Micrathetis triplex"], "2284": ["2284", "Zebrasoma velifer"], "3023": ["3023", "Onychoprion anaethetus"], "7402": ["7402", "Dirca occidentalis"], "7358": ["7358", "Cistus albidus"], "74": ["74", "Paraphidippus fartilis"], "1377": ["1377", "Hyperaeschra georgica"], "6879": ["6879", "Garrya ovata"], "2669": ["2669", "Ranoidea caerulea"], "5649": ["5649", "Chloris cucullata"], "5128": ["5128", "Suillus granulatus"], "3217": ["3217", "Gallirallus philippensis"], "1221": ["1221", "Zizula hylax"], "7431": ["7431", "Clarkia unguiculata"], "5145": ["5145", "Inonotus dryadeus"], "6260": ["6260", "Hesperidanthus linearifolius"], "7258": ["7258", "Chrysobalanus icaco"], "5681": ["5681", "Paspalum notatum"], "4237": ["4237", "Paraxerus cepapi"], "1788": ["1788", "Clepsis persicana"], "3417": ["3417", "Xanthocephalus xanthocephalus"], "4797": ["4797", "Crimora coneja"], "1608": ["1608", "Papilio zelicaon"], "3246": ["3246", "Calcarius ornatus"], "3213": ["3213", "Gallinula chloropus"], "3891": ["3891", "Picoides scalaris"], "519": ["519", "Chrysis angolensis"], "6779": ["6779", "Phaseolus coccineus"], "3027": ["3027", "Sterna forsteri"], "5231": ["5231", "Buckiella undulata"], "2036": ["2036", "Libellula luctuosa"], "7445": ["7445", "Oenothera deltoides"], "1796": ["1796", "Ecdytolopha insiticiana"], "4929": ["4929", "Punctelia rudecta"], "6370": ["6370", "Opuntia robusta"], "6627": ["6627", "Leptosiphon androsaceus"], "5189": ["5189", "Polyporus squamosus"], "4706": ["4706", "Diloma aethiops"], "5992": ["5992", "Jacobaea vulgaris"], "4003": ["4003", "Trogon rufus"], "5823": ["5823", "Anaphalioides trinervis"], "2830": ["2830", "Anser cygnoides"], "2376": ["2376", "Coris gaimard"], "8132": ["8132", "Mazzaella flaccida"], "7151": ["7151", "Mimulus kelloggii"], "7811": ["7811", "Heuchera rubescens"], "3983": ["3983", "Microcarbo niger"], "2540": ["2540", "Pylodictis olivaris"], "6903": ["6903", "Asclepias purpurascens"], "5319": ["5319", "Arthropodium cirratum"], "904": ["904", "Dysphania militaris"], "3381": ["3381", "Tachycineta thalassina"], "864": ["864", "Anacampsis fullonella"], "7774": ["7774", "Liquidambar styraciflua"], "6565": ["6565", "Andromeda polifolia"], "1927": ["1927", "Ischnura kellicotti"], "6804": ["6804", "Trifolium repens"], "1781": ["1781", "Argyrotaenia quercifoliana"], "121": ["121", "Scolopendra subspinipes"], "6862": ["6862", "Quercus stellata"], "7324": ["7324", "Rhizophora mangle"], "5746": ["5746", "Ligusticum scoticum"], "6866": ["6866", "Quercus velutina"], "4396": ["4396", "Ctenosaura macrolopha"], "1047": ["1047", "Copaeodes minima"], "4976": ["4976", "Umbilicaria phaea"], "6385": ["6385", "Herniaria glabra"], "4680": ["4680", "Cyphoma gibbosum"], "3089": ["3089", "Columba palumbus"], "1601": ["1601", "Papilio polyxenes"], "7771": ["7771", "Dodonaea viscosa"], "4273": ["4273", "Agama lionotus"], "3623": ["3623", "Phylloscopus collybita"], "2841": ["2841", "Aythya nyroca"], "3219": ["3219", "Porphyrio melanotus"], "1541": ["1541", "Phyciodes cocyta"], "5392": ["5392", "Libertia ixioides"], "5105": ["5105", "Tricholomopsis rutilans"], "3113": ["3113", "Treron calvus"], "1181": ["1181", "Lycaena editha"], "1655": ["1655", "Pontia daplidice"], "4045": ["4045", "Kobus kob"], "7303": ["7303", "Stillingia sylvatica"], "25": ["25", "Gea heptagon"], "4176": ["4176", "Erinaceus europaeus"], "743": ["743", "Cyligramma latona"], "2760": ["2760", "Buteo plagiatus"], "7220": ["7220", "Verbascum blattaria"], "7230": ["7230", "Lantana camara"], "6677": ["6677", "Acacia rigidula"], "5869": ["5869", "Brickellia eupatorioides"], "7644": ["7644", "Geum triflorum"], "3894": ["3894", "Sphyrapicus ruber"], "4772": ["4772", "Hermissenda crassicornis"], "8096": ["8096", "Myriopteris aurea"], "4091": ["4091", "Leptailurus serval"], "856": ["856", "Zale lunata"], "3210": ["3210", "Fulica armillata"], "4434": ["4434", "Sceloporus mucronatus"], "2378": ["2378", "Coris picta"], "4122": ["4122", "Arctocephalus forsteri"], "784": ["784", "Idia julia"], "253": ["253", "Mulsantina picta"], "4985": ["4985", "Helvella acetabulum"], "5485": ["5485", "Thelymitra pulchella"], "6623": ["6623", "Gilia achilleifolia"], "7101": ["7101", "Ligustrum quihoui"], "2061": ["2061", "Orthetrum testaceum"], "7821": ["7821", "Saxifraga aizoides"], "1419": ["1419", "Asterocampa leilia"], "5971": ["5971", "Helianthus debilis"], "7126": ["7126", "Cordylanthus rigidus"], "7486": ["7486", "Berberis aquifolium"], "6743": ["6743", "Lupinus albifrons"], "1297": ["1297", "Leuconycta lepidula"], "113": ["113", "Hadrurus arizonensis"], "851": ["851", "Trigonodes hyppasia"], "39": ["39", "Poecilopachys australasia"], "6300": ["6300", "Chenopodium album"], "6342": ["6342", "Epithelantha micromeris"], "5928": ["5928", "Emilia fosbergii"], "6650": ["6650", "Lysimachia terrestris"], "2905": ["2905", "Nyctibius grandis"], "3494": ["3494", "Saxicola rubetra"], "4436": ["4436", "Sceloporus occidentalis"], "2373": ["2373", "Cheilinus fasciatus"], "1687": ["1687", "Hypsopygia albidalis"], "7158": ["7158", "Chaenorhinum minus"], "3171": ["3171", "Malacoptila panamensis"], "3141": ["3141", "Merops philippinus"], "3596": ["3596", "Peucaea cassinii"], "6440": ["6440", "Limonium californicum"], "5076": ["5076", "Pleurotus pulmonarius"], "4218": ["4218", "Coendou mexicanus"], "152": ["152", "Acmaeodera flavomarginata"], "4745": ["4745", "Cadlina modesta"], "7475": ["7475", "Nelumbo nucifera"], "5474": ["5474", "Pterostylis montana"], "4959": ["4959", "Sticta fuliginosa"], "4886": ["4886", "Alaria marginata"], "1040": ["1040", "Carcharodus alceae"], "1019": ["1019", "Trichodezia albovittata"], "5314": ["5314", "Agave shawii"], "6897": ["6897", "Asclepias incarnata"], "681": ["681", "Samea baccatalis"], "1717": ["1717", "Arsenura armida"], "7237": ["7237", "Verbena halei"], "6918": ["6918", "Cynanchum louiseae"], "7797": ["7797", "Ribes californicum"], "5777": ["5777", "Hydrocotyle umbellata"], "6761": ["6761", "Marina parryi"], "763": ["763", "Halysidota tessellaris"], "3638": ["3638", "Promerops cafer"], "2247": ["2247", "Catostomus commersonii"], "3449": ["3449", "Mimus gilvus"], "2824": ["2824", "Anas undulata"], "5687": ["5687", "Phragmites australis"], "1425": ["1425", "Brintesia circe"], "4014": ["4014", "Pastinachus ater"], "4684": ["4684", "Acmaea mitra"], "2237": ["2237", "Gymnothorax meleagris"], "5381": ["5381", "Chasmanthe floribunda"], "2097": ["2097", "Macromia taeniolata"], "6514": ["6514", "Bryonia cretica"], "4080": ["4080", "Lycalopex griseus"], "1481": ["1481", "Hermeuptychia hermybius"], "5708": ["5708", "Heliconia latispatha"], "319": ["319", "Poecilanthrax lucifer"], "2936": ["2936", "Phaethornis guy"], "6049": ["6049", "Pluchea odorata"], "3054": ["3054", "Calidris ruficollis"], "1635": ["1635", "Eurema blanda"], "3616": ["3616", "Passer montanus"], "3359": ["3359", "Furnarius rufus"], "352": ["352", "Volucella pellucens"], "1562": ["1562", "Speyeria cybele"], "3837": ["3837", "Pelecanus rufescens"], "3367": ["3367", "Hirundo smithii"], "1897": ["1897", "Argia translata"], "7447": ["7447", "Oenothera gaura"], "3110": ["3110", "Streptopelia roseogrisea"], "1351": ["1351", "Tricholita signata"], "5591": ["5591", "Carex secta"], "5477": ["5477", "Serapias lingua"], "5389": ["5389", "Iris tenax"], "3642": ["3642", "Ptiliogonys cinereus"], "6912": ["6912", "Asclepias verticillata"], "3237": ["3237", "Alauda arvensis"], "7235": ["7235", "Stachytarpheta jamaicensis"], "923": ["923", "Eusarca confusaria"], "1422": ["1422", "Boloria euphrosyne"], "7457": ["7457", "Oxalis dillenii"], "2622": ["2622", "Rhinella horribilis"], "4335": ["4335", "Nerodia clarkii"], "73": ["73", "Opisthoncus polyphemus"], "906": ["906", "Ectropis bhurmitra"], "3253": ["3253", "Passerina amoena"], "3106": ["3106", "Streptopelia chinensis"], "3242": ["3242", "Bombycilla cedrorum"], "5431": ["5431", "Epipactis helleborine"], "7827": ["7827", "Calystegia collina"], "1538": ["1538", "Pareuptychia ocirrhoe"], "5286": ["5286", "Sabal minor"], "1560": ["1560", "Speyeria callippe"], "255": ["255", "Psyllobora renifer"], "3546": ["3546", "Parkesia motacilla"], "7688": ["7688", "Rubus fruticosus"], "803": ["803", "Metria amella"], "5418": ["5418", "Corybas trilobus"], "5374": ["5374", "Phormium tenax"], "2889": ["2889", "Anthracoceros albirostris"], "3965": ["3965", "Bubo lacteus"], "4417": ["4417", "Holbrookia lacerata"], "954": ["954", "Lobophora nivigerata"], "6771": ["6771", "Mimosa strigillosa"], "3809": ["3809", "Ardea melanocephala"], "5549": ["5549", "Trillium undulatum"], "6287": ["6287", "Disphyma australe"], "2265": ["2265", "Antennarius striatus"], "1983": ["1983", "Lestes alacer"], "4677": ["4677", "Littorina scutulata"], "6148": ["6148", "Verbesina alternifolia"], "6763": ["6763", "Medicago minima"], "4249": ["4249", "Tamias merriami"], "4869": ["4869", "Mopalia muscosa"], "1511": ["1511", "Limenitis arthemis"], "4973": ["4973", "Xanthomendoza hasseana"], "6886": ["6886", "Araujia hortorum"], "6940": ["6940", "Swertia perennis"], "5331": ["5331", "Dichelostemma capitatum"], "7639": ["7639", "Fragaria vesca"], "4938": ["4938", "Physcia millegrana"], "6814": ["6814", "Vicia sativa"], "6966": ["6966", "Galium andrewsii"], "623": ["623", "Diathrausta harlequinalis"], "853": ["853", "Utetheisa pulchella"], "2861": ["2861", "Dendrocygna javanica"], "1898": ["1898", "Argia vivida"], "2737": ["2737", "Salamandrina perspicillata"], "1915": ["1915", "Enallagma praevarum"], "2493": ["2493", "Pogonias cromis"], "2437": ["2437", "Perca fluviatilis"], "5961": ["5961", "Grindelia ciliata"], "579": ["579", "Parapolybia indica"], "467": ["467", "Apiomerus flaviventris"], "3274": ["3274", "Aphelocoma insularis"], "685": ["685", "Saucrobotys futilalis"], "4189": ["4189", "Sylvilagus bachmani"], "6465": ["6465", "Persicaria arifolia"], "8125": ["8125", "Microcladia coulteri"], "3564": ["3564", "Setophaga petechia"], "1368": ["1368", "Datana integerrima"], "375": ["375", "Lethocerus americanus"], "8101": ["8101", "Pellaea ovata"], "8134": ["8134", "Erythrophyllum delesserioides"], "2901": ["2901", "Streptoprocne zonaris"], "581": ["581", "Polistes aurifer"], "3941": ["3941", "Forpus conspicillatus"], "1724": ["1724", "Hemileuca maia"], "4531": ["4531", "Mauremys caspica"], "2154": ["2154", "Conocephalus fuscus"], "6361": ["6361", "Opuntia cochenillifera"], "7339": ["7339", "Salix nigra"], "7383": ["7383", "Pachira aquatica"], "6547": ["6547", "Lonicera subspicata"], "1745": ["1745", "Hippotion celerio"], "6516": ["6516", "Cucurbita palmata"], "5610": ["5610", "Schoenoplectus pungens"], "1039": ["1039", "Cabares potrillo"], "7046": ["7046", "Monarda citriodora"], "4247": ["4247", "Sciurus yucatanensis"], "7572": ["7572", "Ranunculus muricatus"], "2895": ["2895", "Tockus rufirostris"], "696": ["696", "Machimia tentoriferella"], "7550": ["7550", "Delphinium californicum"], "7079": ["7079", "Teucrium canadense"], "3805": ["3805", "Ardea cinerea"], "5693": ["5693", "Setaria pumila"], "2012": ["2012", "Erythemis collocata"], "6953": ["6953", "Coprosma crassifolia"], "4427": ["4427", "Sceloporus consobrinus"], "5889": ["5889", "Chaenactis stevioides"], "3838": ["3838", "Pelecanus thagus"], "5178": ["5178", "Podoscypha petalodes"], "4480": ["4480", "Aspidoscelis sonorae"], "4400": ["4400", "Iguana iguana"], "3079": ["3079", "Ciconia maguari"], "3744": ["3744", "Turdus ignobilis"], "834": ["834", "Rhapsa scotosialis"], "6772": ["6772", "Neptunia pubescens"], "2410": ["2410", "Lutjanus bohar"], "7498": ["7498", "Akebia quinata"], "844": ["844", "Sympis rufibasis"], "4710": ["4710", "Tegula funebralis"], "6531": ["6531", "Viburnum opulus"], "2388": ["2388", "Macropharyngodon meleagris"], "578": ["578", "Pachodynerus erynnis"], "206": ["206", "Charidotella sexpunctata"], "7830": ["7830", "Calystegia silvatica"], "1238": ["1238", "Agrotis malefida"], "133": ["133", "Pollicipes polymerus"], "7316": ["7316", "Passiflora incarnata"], "1714": ["1714", "Actias luna"], "2122": ["2122", "Pseudochorthippus curtipennis"], "7981": ["7981", "Cyathea cunninghamii"], "249": ["249", "Harmonia conformis"], "1949": ["1949", "Aphylla angustifolia"], "2872": ["2872", "Mergellus albellus"], "3226": ["3226", "Lissotis melanogaster"], "1955": ["1955", "Erpetogomphus compositus"], "4392": ["4392", "Heloderma horridum"], "6694": ["6694", "Astragalus trichopodus"], "3822": ["3822", "Egretta thula"], "7464": ["7464", "Oxalis purpurea"], "7867": ["7867", "Datura inoxia"], "333": ["333", "Eristalis dimidiata"], "8081": ["8081", "Phlebodium pseudoaureum"], "670": ["670", "Perispasta caeculalis"], "3390": ["3390", "Icterus abeillei"], "6006": ["6006", "Leucogenes grandiceps"], "2768": ["2768", "Chondrohierax uncinatus"], "6127": ["6127", "Symphyotrichum sericeum"], "7296": ["7296", "Euphorbia spathulata"], "7135": ["7135", "Orthocarpus cuspidatus"], "5891": ["5891", "Chrysactinia mexicana"], "3702": ["3702", "Tangara cyanicollis"], "1326": ["1326", "Plusia putnami"], "2435": ["2435", "Pempheris compressa"], "2763": ["2763", "Buteo rufinus"], "2986": ["2986", "Jacana spinosa"], "2828": ["2828", "Anser brachyrhynchus"], "2545": ["2545", "Solenostomus paradoxus"], "5559": ["5559", "Freycinetia banksii"], "2315": ["2315", "Chaetodon lineolatus"], "3395": ["3395", "Icterus galbula"], "2286": ["2286", "Ostorhinchus limenus"], "499": ["499", "Bombus mixtus"], "207": ["207", "Chrysochus auratus"], "4998": ["4998", "Agaricus bernardii"], "6418": ["6418", "Claytonia caroliniana"], "3047": ["3047", "Calidris alpina"], "6913": ["6913", "Asclepias viridiflora"], "3714": ["3714", "Campylorhynchus brunneicapillus"], "3188": ["3188", "Gallus gallus"], "3062": ["3062", "Phalaropus lobatus"], "4582": ["4582", "Pycnopodia helianthoides"], "1349": ["1349", "Tarache quadriplaga"], "7846": ["7846", "Ipomoea bracteata"], "5950": ["5950", "Euthamia graminifolia"], "7221": ["7221", "Verbascum nigrum"], "4454": ["4454", "Morelia spilota"], "4074": ["4074", "Sus scrofa"], "200": ["200", "Trichocnemis spiculatus"], "7430": ["7430", "Clarkia rubicunda"], "4058": ["4058", "Syncerus caffer"], "6238": ["6238", "Arabidopsis lyrata"], "1996": ["1996", "Brachythemis contaminata"], "5749": ["5749", "Oenanthe sarmentosa"], "298": ["298", "Oiceoptoma noveboracense"], "756": ["756", "Euclidia glyphica"], "3420": ["3420", "Lanius borealis"], "4691": ["4691", "Scutus breviculus"], "4224": ["4224", "Mus musculus"], "956": ["956", "Lomographa glomeraria"], "621": ["621", "Diaphania costata"], "1872": ["1872", "Calopteryx virgo"], "5628": ["5628", "Andropogon ternarius"], "6348": ["6348", "Hylocereus undatus"], "4969": ["4969", "Teloschistes chrysophthalmus"], "7349": ["7349", "Viola macloskeyi"], "7474": ["7474", "Anemopsis californica"], "4051": ["4051", "Ourebia ourebi"], "2077": ["2077", "Sympetrum corruptum"], "2978": ["2978", "Vanellus indicus"], "6730": ["6730", "Hoffmannseggia glauca"], "7948": ["7948", "Picea rubens"], "7408": ["7408", "Cuphea carthagenensis"], "1107": ["1107", "Urbanus procne"], "3645": ["3645", "Pycnonotus aurigaster"], "7522": ["7522", "Actaea pachypoda"], "3848": ["3848", "Threskiornis molucca"], "1903": ["1903", "Enallagma antennatum"], "3712": ["3712", "Tityra inquisitor"], "5964": ["5964", "Gymnosperma glutinosum"], "144": ["144", "Drymaplaneta semivitta"], "4423": ["4423", "Phrynosoma modestum"], "4937": ["4937", "Physcia adscendens"], "1746": ["1746", "Hippotion scrofa"], "6001": ["6001", "Leontopodium nivale"], "5296": ["5296", "Crinum americanum"], "889": ["889", "Cladara limitaria"], "6153": ["6153", "Vernonia noveboracensis"], "2805": ["2805", "Spilornis cheela"], "2483": ["2483", "Chlorurus microrhinos"], "300": ["300", "Bolitotherus cornutus"], "331": ["331", "Eristalinus taeniops"], "7976": ["7976", "Lepidothamnus laxifolius"], "5895": ["5895", "Cirsium altissimum"], "2902": ["2902", "Antrostomus carolinensis"], "5448": ["5448", "Neottia ovata"], "3227": ["3227", "Acanthisitta chloris"], "4002": ["4002", "Trogon personatus"], "6685": ["6685", "Amorpha californica"], "1119": ["1119", "Malacosoma disstria"], "3899": ["3899", "Aechmophorus occidentalis"], "4878": ["4878", "Fucus distichus"], "7247": ["7247", "Hedycarya arborea"], "1853": ["1853", "Aeshna tuberculifera"], "6333": ["6333", "Echinocactus polycephalus"], "7031": ["7031", "Hedeoma acinoides"], "1432": ["1432", "Chlosyne californica"], "6097": ["6097", "Solidago flexicaulis"], "7796": ["7796", "Ribes bracteosum"], "7609": ["7609", "Rhamnus alaternus"], "651": ["651", "Metoeca foedalis"], "5197": ["5197", "Auriscalpium vulgare"], "1639": ["1639", "Gonepteryx cleopatra"], "7097": ["7097", "Fraxinus quadrangulata"], "2682": ["2682", "Lithobates magnaocularis"], "4365": ["4365", "Trimorphodon tau"], "1702": ["1702", "Apodemia virgulti"], "5784": ["5784", "Pseudopanax ferox"], "2199": ["2199", "Panulirus argus"], "1074": ["1074", "Ochlodes sylvanoides"], "5058": ["5058", "Mycena haematopus"], "287": ["287", "Exomala orientalis"], "3956": ["3956", "Pygoscelis adeliae"], "3182": ["3182", "Colinus virginianus"], "3944": ["3944", "Pionus senilis"], "7895": ["7895", "Solanum triquetrum"], "3159": ["3159", "Corythaixoides concolor"], "4610": ["4610", "Eontia ponderosa"], "7630": ["7630", "Coleogyne ramosissima"], "1169": ["1169", "Icaricia lupini"], "5155": ["5155", "Phallus hadriani"], "3191": ["3191", "Meleagris gallopavo"], "1401": ["1401", "Aglais milberti"], "3118": ["3118", "Zenaida galapagoensis"], "4904": ["4904", "Cladonia chlorophaea"], "6360": ["6360", "Opuntia chlorotica"], "1049": ["1049", "Eantis thraso"], "2988": ["2988", "Chlidonias hybrida"], "5751": ["5751", "Oxypolis rigidior"], "2149": ["2149", "Taeniopoda tamaulipensis"], "3588": ["3588", "Melozone crissalis"], "2919": ["2919", "Calypte costae"], "6929": ["6929", "Centaurium pulchellum"], "5372": ["5372", "Asphodelus ramosus"], "6294": ["6294", "Amaranthus retroflexus"], "8040": ["8040", "Blechnum spicant"], "1112": ["1112", "Zopyrion sandace"], "695": ["695", "Ethmia delliella"], "5831": ["5831", "Arctium tomentosum"], "2764": ["2764", "Buteo swainsoni"], "1790": ["1790", "Cnephasia jactatana"], "7009": ["7009", "Catalpa bignonioides"], "5979": ["5979", "Heterotheca grandiflora"], "303": ["303", "Zopherus nodulosus"], "4693": ["4693", "Haliotis fulgens"], "7505": ["7505", "Corydalis flavula"], "4804": ["4804", "Limacia cockerelli"], "2864": ["2864", "Mareca americana"], "5960": ["5960", "Gnaphalium uliginosum"], "4835": ["4835", "Otala lactea"], "23": ["23", "Eriophora ravilla"], "3402": ["3402", "Icterus pustulatus"], "2166": ["2166", "Scudderia mexicana"], "2972": ["2972", "Pluvialis apricaria"], "3700": ["3700", "Sporophila torqueola"], "6821": ["6821", "Alnus rhombifolia"], "3788": ["3788", "Tyrannus verticalis"], "6980": ["6980", "Mitchella repens"], "2176": ["2176", "Procambarus clarkii"], "7473": ["7473", "Piper excelsum"], "2035": ["2035", "Libellula incesta"], "2468": ["2468", "Hypsypops rubicundus"], "4650": ["4650", "Tivela stultorum"], "5853": ["5853", "Bahiopsis parishii"], "5657": ["5657", "Ehrharta erecta"], "3535": ["3535", "Geothlypis tolmiei"], "7935": ["7935", "Sequoia sempervirens"], "3057": ["3057", "Limnodromus griseus"], "6688": ["6688", "Anthyllis vulneraria"], "7452": ["7452", "Weinmannia racemosa"], "1281": ["1281", "Euplexia benesimilis"], "5640": ["5640", "Bromus catharticus"], "2729": ["2729", "Plethodon cylindraceus"], "6009": ["6009", "Liatris elegans"], "3926": ["3926", "Puffinus opisthomelas"], "6018": ["6018", "Melampodium leucanthum"], "5141": ["5141", "Hydnum repandum"], "2416": ["2416", "Nemateleotris magnifica"], "5618": ["5618", "Juncus patens"], "2377": ["2377", "Coris julis"], "5496": ["5496", "Tradescantia zebrina"], "8064": ["8064", "Polystichum braunii"], "5190": ["5190", "Poronidulus conchifer"], "7923": ["7923", "Cupressus nootkatensis"], "4501": ["4501", "Crotalus oreganus"], "3282": ["3282", "Corvus cryptoleucus"], "568": ["568", "Chlorion aerarium"], "824": ["824", "Perina nuda"], "6220": ["6220", "Pentaglottis sempervirens"], "6081": ["6081", "Senecio glomeratus"], "2620": ["2620", "Phrynoidis asper"], "3574": ["3574", "Ammodramus leconteii"], "2258": ["2258", "Gambusia affinis"], "1769": ["1769", "Tinea apicimaculella"], "2684": ["2684", "Lithobates pipiens"], "2597": ["2597", "Tetractenos glaber"], "5427": ["5427", "Dichromanthus aurantiacus"], "7908": ["7908", "Krameria erecta"], "8071": ["8071", "Rumohra adiantiformis"], "7014": ["7014", "Jacaranda mimosifolia"], "3669": ["3669", "Gracupica contra"], "7007": ["7007", "Ruellia simplex"], "6422": ["6422", "Claytonia perfoliata"], "6176": ["6176", "Lobelia cardinalis"], "6986": ["6986", "Sherardia arvensis"], "4330": ["4330", "Leptophis diplotropis"], "4116": ["4116", "Meles meles"], "657": ["657", "Nomophila nearctica"], "6601": ["6601", "Rhododendron catawbiense"], "3176": ["3176", "Ortalis wagleri"], "2785": ["2785", "Haliaeetus leucocephalus"], "6994": ["6994", "Geranium pyrenaicum"], "2726": ["2726", "Karsenia koreana"], "7298": ["7298", "Euphorbia terracina"], "489": ["489", "Bombus auricomus"], "41": ["41", "Nyssus coloripes"], "4361": ["4361", "Thamnophis proximus"], "431": ["431", "Leptopterna dolabrata"], "709": ["709", "Apantesis virgo"], "3689": ["3689", "Ramphocelus dimidiatus"], "4142": ["4142", "Balaenoptera physalus"], "7897": ["7897", "Ampelopsis arborea"], "156": ["156", "Chauliognathus pensylvanicus"], "6237": ["6237", "Alliaria petiolata"], "4618": ["4618", "Perna canaliculus"], "3434": ["3434", "Malurus splendens"], "444": ["444", "Dolycoris baccarum"], "1686": ["1686", "Galasa nigrinodis"], "4726": ["4726", "Triplofusus giganteus"], "6982": ["6982", "Psychotria nervosa"], "6020": ["6020", "Monoptilon bellioides"], "6461": ["6461", "Fallopia japonica"], "2426": ["2426", "Parupeneus cyclostomus"], "1062": ["1062", "Heliopetes macaira"], "2271": ["2271", "Acanthurus lineatus"], "6673": ["6673", "Acacia longifolia"], "5525": ["5525", "Fritillaria atropurpurea"], "3753": ["3753", "Turdus rufopalliatus"], "5291": ["5291", "Allium falcifolium"], "3260": ["3260", "Piranga ludoviciana"], "3304": ["3304", "Pica nuttalli"], "1527": ["1527", "Mycalesis mineus"], "3707": ["3707", "Thraupis episcopus"], "2891": ["2891", "Lophoceros fasciatus"], "2117": ["2117", "Melanoplus femurrubrum"], "2148": ["2148", "Romalea microptera"], "3655": ["3655", "Rhipidura fuliginosa"], "636": ["636", "Herpetogramma abdominalis"], "3791": ["3791", "Vidua macroura"], "4811": ["4811", "Zelentia fulgens"], "4397": ["4397", "Ctenosaura pectinata"], "5597": ["5597", "Cyperus echinatus"], "7957": ["7957", "Pinus halepensis"], "1290": ["1290", "Lacinipolia laudabilis"], "6713": ["6713", "Clitoria ternatea"], "6769": ["6769", "Mimosa borealis"], "1359": ["1359", "Xestia smithii"], "2857": ["2857", "Cygnus cygnus"], "798": ["798", "Melipotis acontioides"], "2406": ["2406", "Thalassoma trilobatum"], "385": ["385", "Sobara palliolata"], "3786": ["3786", "Tyrannus melancholicus"], "3584": ["3584", "Melospiza georgiana"], "6117": ["6117", "Symphyotrichum chilense"], "973": ["973", "Nothomiza flavicosta"], "4838": ["4838", "Helminthoglypta sequoicola"], "2407": ["2407", "Lethrinus nebulosus"], "1683": ["1683", "Endotricha pyrosalis"], "1452": ["1452", "Doxocopa pavon"], "3850": ["3850", "Phaethon lepturus"], "4201": ["4201", "Saimiri sciureus"], "1199": ["1199", "Plebejus argus"], "3952": ["3952", "Trichoglossus haematodus"], "665": ["665", "Parapoynx badiusalis"], "6770": ["6770", "Mimosa quadrivalvis"], "903": ["903", "Dissomorphia australiaria"], "4802": ["4802", "Triopha catalinae"], "3375": ["3375", "Riparia riparia"], "7132": ["7132", "Orobanche hederae"], "5069": ["5069", "Gymnopus quercophilus"], "7107": ["7107", "Bellardia viscosa"], "913": ["913", "Epyaxa rosearia"], "3648": ["3648", "Pycnonotus sinensis"], "6936": ["6936", "Gentianopsis ciliata"], "2120": ["2120", "Paroxya clavuliger"], "2329": ["2329", "Forcipiger flavissimus"], "8141": ["8141", "Brefeldia maxima"], "7926": ["7926", "Juniperus communis"], "7526": ["7526", "Anemone berlandieri"], "6125": ["6125", "Symphyotrichum pilosum"], "3938": ["3938", "Brotogeris jugularis"], "2528": ["2528", "Platycephalus fuscus"], "3485": ["3485", "Oenanthe hispanica"], "4458": ["4458", "Plestiodon fasciatus"], "5876": ["5876", "Carthamus glaucus"], "6748": ["6748", "Lupinus bicolor"], "7626": ["7626", "Cercocarpus betuloides"], "3611": ["3611", "Passer diffusus"], "6690": ["6690", "Astragalus crassicarpus"], "5158": ["5158", "Phallus rubicundus"], "1520": ["1520", "Melitaea cinxia"], "6586": ["6586", "Gaultheria shallon"], "1128": ["1128", "Tortricidia testacea"], "4092": ["4092", "Lynx rufus"], "7103": ["7103", "Agalinis heterophylla"], "1322": ["1322", "Peridroma saucia"], "1543": ["1543", "Phyciodes phaon"], "6896": ["6896", "Asclepias humistrata"], "7556": ["7556", "Eranthis hyemalis"], "5173": ["5173", "Bjerkandera adusta"], "5696": ["5696", "Sorghum halepense"], "2835": ["2835", "Aythya americana"], "1930": ["1930", "Ischnura ramburii"], "5644": ["5644", "Bromus madritensis"], "1977": ["1977", "Progomphus obscurus"], "1013": ["1013", "Synchlora aerata"], "7219": ["7219", "Scrophularia nodosa"], "1532": ["1532", "Nymphalis antiopa"], "5862": ["5862", "Bidens pilosa"], "1057": ["1057", "Erynnis tages"], "6803": ["6803", "Trifolium pratense"], "4050": ["4050", "Oryx gazella"], "4031": ["4031", "Aepyceros melampus"], "7152": ["7152", "Mimulus moschatus"], "234": ["234", "Calvia quatuordecimguttata"], "2644": ["2644", "Pseudacris cadaverina"], "1988": ["1988", "Lestes inaequalis"], "4820": ["4820", "Megaustenia imperator"], "4372": ["4372", "Crotaphytus collaris"], "1381": ["1381", "Nadata gibbosa"], "7959": ["7959", "Pinus longaeva"], "4306": ["4306", "Diadophis punctatus"], "7947": ["7947", "Picea engelmannii"], "5913": ["5913", "Cotula australis"], "5433": ["5433", "Glossodia major"], "3475": ["3475", "Motacilla maderaspatensis"], "8028": ["8028", "Blechnum blechnoides"], "1566": ["1566", "Vanessa atalanta"], "5884": ["5884", "Centaurea scabiosa"], "6864": ["6864", "Quercus turbinella"], "5073": ["5073", "Armillaria tabescens"], "3778": ["3778", "Pyrocephalus rubinus"], "6501": ["6501", "Hydrangea macrophylla"], "1373": ["1373", "Furcula cinerea"], "7185": ["7185", "Penstemon newberryi"], "154": ["154", "Atalantycha bilineata"], "7600": ["7600", "Ceanothus megacarpus"], "5260": ["5260", "Selaginella lepidophylla"], "5096": ["5096", "Psilocybe cyanescens"], "7032": ["7032", "Hedeoma reverchonii"], "5435": ["5435", "Goodyera pubescens"], "5564": ["5564", "Hechtia texensis"], "3255": ["3255", "Passerina ciris"], "5560": ["5560", "Pandanus tectorius"], "7318": ["7318", "Passiflora suberosa"], "5364": ["5364", "Yucca glauca"], "6136": ["6136", "Thelesperma filifolium"], "1100": ["1100", "Suastus gremius"], "2634": ["2634", "Hyla cinerea"], "2231": ["2231", "Heteroconger hassi"], "1842": ["1842", "Chauliodes rastricornis"], "105": ["105", "Uliodon albopunctatus"], "7082": ["7082", "Teucrium laciniatum"], "7149": ["7149", "Mimulus dentatus"], "8017": ["8017", "Asplenium obtusatum"], "4435": ["4435", "Sceloporus nelsoni"], "1189": ["1189", "Lycaena rubidus"], "3347": ["3347", "Himatione sanguinea"], "5551": ["5551", "Veratrum viride"], "7037": ["7037", "Lycopus europaeus"], "1548": ["1548", "Polygonia comma"], "5927": ["5927", "Elephantopus tomentosus"], "5325": ["5325", "Chlorogalum pomeridianum"], "6898": ["6898", "Asclepias latifolia"], "5724": ["5724", "Bifora americana"], "543": ["543", "Dorymyrmex bicolor"], "4711": ["4711", "Cookia sulcata"], "3902": ["3902", "Podiceps grisegena"], "948": ["948", "Iridopsis defectaria"], "4393": ["4393", "Conolophus subcristatus"], "2850": ["2850", "Chenonetta jubata"], "3532": ["3532", "Cardellina pusilla"], "4571": ["4571", "Velella velella"], "2173": ["2173", "Blepharipoda occidentalis"], "2294": ["2294", "Caranx sexfasciatus"], "2316": ["2316", "Chaetodon lunula"], "2346": ["2346", "Paracirrhites forsteri"], "1997": ["1997", "Brachythemis leucosticta"], "61": ["61", "Pisaura mirabilis"], "6854": ["6854", "Quercus macrocarpa"], "241": ["241", "Coccinella trifasciata"], "1236": ["1236", "Agrotis exclamationis"], "2856": ["2856", "Cygnus columbianus"], "1715": ["1715", "Anisota stigma"], "7990": ["7990", "Sticherus cunninghamii"], "1731": ["1731", "Acherontia atropos"], "5571": ["5571", "Carex aurea"], "6919": ["6919", "Cynanchum rossicum"], "1797": ["1797", "Ecdytolopha mana"], "4988": ["4988", "Morchella americana"], "3795": ["3795", "Vireo flavoviridis"], "6100": ["6100", "Solidago multiradiata"], "2530": ["2530", "Dendrochirus zebra"], "4337": ["4337", "Nerodia fasciata"], "6315": ["6315", "Ariocarpus retusus"], "816": ["816", "Orgyia leucostigma"], "2289": ["2289", "Plagiotremus tapeinosoma"], "6412": ["6412", "Drosera capillaris"], "8054": ["8054", "Dryopteris cristata"], "7297": ["7297", "Euphorbia stictospora"], "4356": ["4356", "Tantilla gracilis"], "5275": ["5275", "Najas minor"], "1552": ["1552", "Pyronia cecilia"], "2817": ["2817", "Anas flavirostris"], "5538": ["5538", "Toxicoscordion fremontii"], "5734": ["5734", "Eryngium hookeri"], "214": ["214", "Disonycha glabrata"], "7672": ["7672", "Rhodotypos scandens"], "4028": ["4028", "Trygonorrhina dumerilii"], "7537": ["7537", "Aquilegia formosa"], "3467": ["3467", "Anthus rufulus"], "6618": ["6618", "Collomia heterophylla"], "3710": ["3710", "Volatinia jacarina"], "7268": ["7268", "Croton lindheimeri"], "6254": ["6254", "Dithyrea californica"], "571": ["571", "Sphex nudus"], "5052": ["5052", "Marasmius plicatulus"], "5577": ["5577", "Carex flava"], "2000": ["2000", "Celithemis amanda"], "4021": ["4021", "Trygonoptera testacea"], "5535": ["5535", "Prosartes lanuginosa"], "512": ["512", "Trigona fulviventris"], "416": ["416", "Largus californicus"], "5565": ["5565", "Tillandsia caput-medusae"], "2700": ["2700", "Polypedates leucomystax"], "4494": ["4494", "Crotalus aquilus"], "469": ["469", "Melanolestes picipes"], "422": ["422", "Neacoryphus bicrucis"], "6711": ["6711", "Chamaecrista fasciculata"], "5323": ["5323", "Brodiaea terrestris"], "5933": ["5933", "Ericameria cuneata"], "161": ["161", "Cicindela campestris"], "4810": ["4810", "Tenellia lagunae"], "7988": ["7988", "Gleichenia dicarpa"], "4090": ["4090", "Leopardus wiedii"], "6985": ["6985", "Richardia scabra"], "1741": ["1741", "Eumorpha labruscae"], "4524": ["4524", "Graptemys versa"], "5601": ["5601", "Dulichium arundinaceum"], "936": ["936", "Homodotis megaspilata"], "6960": ["6960", "Coprosma rhamnoides"], "4": ["4", "Serpula columbiana"], "7962": ["7962", "Pinus pinea"], "5727": ["5727", "Cicuta bulbifera"], "5684": ["5684", "Pennisetum ciliare"], "4159": ["4159", "Corynorhinus townsendii"], "4894": ["4894", "Laminaria sinclairii"], "6832": ["6832", "Corylus cornuta"], "6525": ["6525", "Viburnum acerifolium"], "397": ["397", "Acanthocephala alata"], "538": ["538", "Evania appendigaster"], "3746": ["3746", "Turdus leucomelas"], "5306": ["5306", "Agave americana"], "4398": ["4398", "Ctenosaura similis"], "3777": ["3777", "Pitangus sulphuratus"], "2219": ["2219", "Idotea resecata"], "1464": ["1464", "Euphydryas chalcedona"], "4743": ["4743", "Cadlina flavomaculata"], "7062": ["7062", "Salvia mellifera"], "1725": ["1725", "Hyalophora cecropia"], "2304": ["2304", "Micropterus punctulatus"], "6550": ["6550", "Plectritis macrocera"], "3307": ["3307", "Pyrrhocorax pyrrhocorax"], "1609": ["1609", "Parides photinus"], "6343": ["6343", "Escobaria missouriensis"], "4951": ["4951", "Graphis scripta"], "6505": ["6505", "Eucnide urens"], "6378": ["6378", "Stenocereus gummosus"], "673": ["673", "Pilocrocis ramentalis"], "3295": ["3295", "Cyanopica cyanus"], "356": ["356", "Ceratitis capitata"], "7657": ["7657", "Potentilla recta"], "698": ["698", "Drepana bilineata"], "4879": ["4879", "Pelvetiopsis limitata"], "8123": ["8123", "Smithora naiadum"], "8006": ["8006", "Osmundastrum cinnamomeum"], "1758": ["1758", "Sphecodina abbottii"], "2222": ["2222", "Porcellio dilatatus"], "3552": ["3552", "Setophaga citrina"], "59": ["59", "Dolomedes minor"], "6057": ["6057", "Pseudognaphalium stramineum"], "4749": ["4749", "Felimare tricolor"], "3864": ["3864", "Colaptes melanochloros"], "3624": ["3624", "Phylloscopus trochilus"], "6616": ["6616", "Fouquieria diguetii"], "3472": ["3472", "Motacilla alba"], "1578": ["1578", "Olbonoma triptycha"], "2159": ["2159", "Meconema thalassinum"], "6319": ["6319", "Coryphantha erecta"], "586": ["586", "Polistes dorsalis"], "6351": ["6351", "Mammillaria chionocephala"], "4066": ["4066", "Cervus elaphus"], "2646": ["2646", "Pseudacris crucifer"], "2246": ["2246", "Dorosoma cepedianum"], "4121": ["4121", "Pteronura brasiliensis"], "3890": ["3890", "Picoides pubescens"], "2138": ["2138", "Neoxabea bipunctata"], "6704": ["6704", "Calliandra grandiflora"], "6058": ["6058", "Psilocarphus tenellus"], "7025": ["7025", "Ballota nigra"], "3385": ["3385", "Cacicus cela"], "5092": ["5092", "Leratiomyces percevalii"], "5804": ["5804", "Ilex verticillata"], "3229": ["3229", "Gerygone igata"], "6964": ["6964", "Diodia teres"], "4025": ["4025", "Orectolobus maculatus"], "2243": ["2243", "Strongylura marina"], "6448": ["6448", "Chorizanthe rigida"], "280": ["280", "Chrysina beyeri"], "2491": ["2491", "Argyrosomus japonicus"], "3380": ["3380", "Tachycineta bicolor"], "3194": ["3194", "Phasianus colchicus"], "2578": ["2578", "Eubalichthys mosaicus"], "6102": ["6102", "Solidago ohioensis"], "5558": ["5558", "Smilax smallii"], "2795": ["2795", "Necrosyrtes monachus"], "2708": ["2708", "Dicamptodon ensatus"], "1621": ["1621", "Ascia monuste"], "4086": ["4086", "Vulpes vulpes"], "1079": ["1079", "Pellicia arina"], "1463": ["1463", "Euphydryas aurinia"], "4457": ["4457", "Oligosoma polychroma"], "4453": ["4453", "Thecadactylus rapicauda"], "6096": ["6096", "Solidago canadensis"], "2307": ["2307", "Centropomus undecimalis"], "577": ["577", "Mischocyttarus flavitarsis"], "5402": ["5402", "Bulbophyllum pygmaeum"], "3767": ["3767", "Hymenops perspicillatus"], "867": ["867", "Stegasta bosqueella"], "4001": ["4001", "Trogon mexicanus"], "7290": ["7290", "Euphorbia oblongata"], "4477": ["4477", "Aspidoscelis lineattissima"], "2485": ["2485", "Scarus frenatus"], "7762": ["7762", "Acer pseudoplatanus"], "7110": ["7110", "Castilleja arvensis"], "1356": ["1356", "Xerociris wilsonii"], "3342": ["3342", "Euphonia laniirostris"], "2395": ["2395", "Pseudolabrus guentheri"], "5994": ["5994", "Lactuca biennis"], "6449": ["6449", "Eriogonum arborescens"], "4865": ["4865", "Cyanoplax hartwegii"], "618": ["618", "Crambus saltuellus"], "3511": ["3511", "Baeolophus atricristatus"], "5905": ["5905", "Cirsium quercetorum"], "7883": ["7883", "Solanum carolinense"], "1136": ["1136", "Callophrys augustinus"], "5726": ["5726", "Centella uniflora"], "1173": ["1173", "Leptotes marina"], "3780": ["3780", "Sayornis phoebe"], "2391": ["2391", "Ophthalmolepis lineolata"], "1051": ["1051", "Erynnis baptisiae"], "2625": ["2625", "Oophaga pumilio"], "4147": ["4147", "Orcinus orca"], "6181": ["6181", "Selliera radicans"], "5972": ["5972", "Helianthus divaricatus"], "1168": ["1168", "Icaricia icarioides"], "6889": ["6889", "Asclepias arenaria"], "5371": ["5371", "Aloidendron dichotomum"], "3679": ["3679", "Sylvia curruca"], "7143": ["7143", "Mimulus alatus"], "5605": ["5605", "Ficinia nodosa"], "1569": ["1569", "Vanessa itea"], "5297": ["5297", "Habranthus tubispathus"], "2920": ["2920", "Campylopterus curvipennis"], "6835": ["6835", "Castanea dentata"], "5268": ["5268", "Spirodela polyrhiza"], "7458": ["7458", "Oxalis drummondii"], "2193": ["2193", "Minuca pugnax"], "7578": ["7578", "Trollius europaeus"], "7942": ["7942", "Abies fraseri"], "4204": ["4204", "Chlorocebus tantalus"], "5712": ["5712", "Etlingera elatior"], "446": ["446", "Eurydema ornata"], "7382": ["7382", "Napaea dioica"], "1583": ["1583", "Graphium agamemnon"], "7499": ["7499", "Cocculus carolinus"], "5991": ["5991", "Jacobaea maritima"], "2442": ["2442", "Genicanthus melanospilos"], "882": ["882", "Chiasmia emersaria"], "7396": ["7396", "Tilia cordata"], "5997": ["5997", "Lactuca serriola"], "6697": ["6697", "Bauhinia divaricata"], "6143": ["6143", "Trixis californica"], "1279": ["1279", "Emarginea percara"], "4510": ["4510", "Sistrurus catenatus"], "6963": ["6963", "Cruciata laevipes"], "5713": ["5713", "Hedychium coronarium"], "4599": ["4599", "Strongylocentrotus purpuratus"], "1398": ["1398", "Adelpha fessonia"], "1759": ["1759", "Sphinx chersis"], "5546": ["5546", "Trillium grandiflorum"], "2109": ["2109", "Dissosteira pictipennis"], "3317": ["3317", "Donacobius atricapilla"], "7907": ["7907", "Krameria bicolor"], "5029": ["5029", "Clavulinopsis fusiformis"], "1324": ["1324", "Phosphila miselioides"], "2778": ["2778", "Geranoaetus melanoleucus"], "5071": ["5071", "Armillaria novae-zelandiae"], "4795": ["4795", "Phyllidia varicosa"], "2476": ["2476", "Pomacentrus coelestis"], "1605": ["1605", "Papilio thoas"], "4374": ["4374", "Anolis cristatellus"], "8035": ["8035", "Blechnum membranaceum"], "4134": ["4134", "Procyon lotor"], "2067": ["2067", "Perithemis domitia"], "1613": ["1613", "Troides helena"], "7837": ["7837", "Convolvulus equitans"], "4840": ["4840", "Helminthoglypta tudiculata"], "733": ["733", "Cisthene plumbea"], "6853": ["6853", "Quercus lobata"], "5651": ["5651", "Cynodon dactylon"], "8084": ["8084", "Polypodium virginianum"], "641": ["641", "Hydriris ornatalis"], "7902": ["7902", "Parthenocissus tricuspidata"], "4773": ["4773", "Hermissenda opalescens"], "7863": ["7863", "Jacquemontia tamnifolia"], "4408": ["4408", "Teira dugesii"], "614": ["614", "Crambus albellus"], "3859": ["3859", "Psilopogon haemacephalus"], "2463": ["2463", "Chromis viridis"], "7814": ["7814", "Lithophragma parviflorum"], "5589": ["5589", "Carex pumila"], "5769": ["5769", "Aralia elata"], "2577": ["2577", "Cantherhines macrocerus"], "4785": ["4785", "Janolus barbarensis"], "4980": ["4980", "Leotia lubrica"], "626": ["626", "Elophila obliteralis"], "6935": ["6935", "Gentianella quinquefolia"], "7730": ["7730", "Malosma laurina"], "4269": ["4269", "Sphenodon punctatus"], "2991": ["2991", "Chroicocephalus bulleri"], "3879": ["3879", "Melanerpes erythrocephalus"], "2105": ["2105", "Chorthippus brunneus"], "5680": ["5680", "Panicum capillare"], "2335": ["2335", "Cheilodactylus fuscus"], "565": ["565", "Scolia bicincta"], "3989": ["3989", "Phalacrocorax carbo"], "56": ["56", "Oxyopes scalaris"], "7198": ["7198", "Plantago ovata"], "645": ["645", "Leucinodes cordalis"], "7174": ["7174", "Mohavea breviflora"], "4717": ["4717", "Cominella maculosa"], "3673": ["3673", "Lamprotornis superbus"], "2397": ["2397", "Stethojulis bandanensis"], "4264": ["4264", "Alligator mississippiensis"], "2135": ["2135", "Gryllus campestris"], "2494": ["2494", "Sciaenops ocellatus"], "5318": ["5318", "Agave vivipara"], "5871": ["5871", "Calycadenia multiglandulosa"], "5700": ["5700", "Stenotaphrum secundatum"], "768": ["768", "Hypena baltimoralis"], "4721": ["4721", "Sinistrofulgur pulleyi"], "440": ["440", "Banasa euchlora"], "3376": ["3376", "Stelgidopteryx ruficollis"], "1934": ["1934", "Protoneura cara"], "4842": ["4842", "Limax maximus"], "6488": ["6488", "Maytenus boaria"], "4637": ["4637", "Corbicula fluminea"], "2878": ["2878", "Somateria mollissima"], "4689": ["4689", "Diodora aspera"], "6817": ["6817", "Polygala lutea"], "279": ["279", "Pyrochroa coccinea"], "276": ["276", "Lytta magister"], "7020": ["7020", "Rhabdothamnus solandri"], "7794": ["7794", "Ribes americanum"], "6064": ["6064", "Raoulia australis"], "4553": ["4553", "Anthopleura xanthogrammica"], "6307": ["6307", "Krascheninnikovia lanata"], "1556": ["1556", "Siproeta epaphus"], "5807": ["5807", "Achillea millefolium"], "2162": ["2162", "Orchelimum nigripes"], "3783": ["3783", "Tolmomyias sulphurescens"], "2075": ["2075", "Rhyothemis variegata"], "6438": ["6438", "Phytolacca octandra"], "1080": ["1080", "Phocides pigmalion"], "2095": ["2095", "Didymops transversa"], "2813": ["2813", "Anas acuta"], "4127": ["4127", "Zalophus wollebaeki"], "2883": ["2883", "Spatula querquedula"], "4798": ["4798", "Polycera atra"], "6353": ["6353", "Mammillaria haageana"], "1945": ["1945", "Hemicordulia australiae"], "7581": ["7581", "Celtis laevigata"], "114": ["114", "Paravaejovis spinigerus"], "6071": ["6071", "Sanvitalia procumbens"], "5912": ["5912", "Cosmos sulphureus"], "4352": ["4352", "Spilotes pullatus"], "3068": ["3068", "Tringa semipalmata"], "5846": ["5846", "Artemisia vulgaris"], "1028": ["1028", "Amblyscirtes nysa"], "3129": ["3129", "Megaceryle alcyon"], "250": ["250", "Hippodamia convergens"], "4948": ["4948", "Ramalina subleptocarpha"], "7313": ["7313", "Linum monogynum"], "2658": ["2658", "Hyperolius marmoratus"], "4046": ["4046", "Madoqua kirkii"], "3521": ["3521", "Poecile atricapillus"], "4479": ["4479", "Aspidoscelis sexlineata"], "4775": ["4775", "Abronica abronia"], "7274": ["7274", "Euphorbia capitellata"], "7196": ["7196", "Plantago lanceolata"], "2259": ["2259", "Esox americanus"], "6457": ["6457", "Eriogonum longifolium"], "5025": ["5025", "Amanita vaginata"], "6530": ["6530", "Viburnum nudum"], "2450": ["2450", "Abudefduf sexfasciatus"], "4995": ["4995", "Annulohypoxylon thouarsianum"], "2295": ["2295", "Pseudocaranx georgianus"], "2518": ["2518", "Oncorhynchus clarkii"], "306": ["306", "Dioctria hyalipennis"], "3799": ["3799", "Vireo olivaceus"], "6363": ["6363", "Opuntia engelmannii"], "5010": ["5010", "Leucoagaricus leucothites"], "6145": ["6145", "Uropappus lindleyi"], "546": ["546", "Paraponera clavata"], "3105": ["3105", "Streptopelia capicola"], "5239": ["5239", "Ulva intestinalis"], "3738": ["3738", "Turdus amaurochalinus"], "5012": ["5012", "Montagnea arenaria"], "3373": ["3373", "Ptyonoprogne rupestris"], "6928": ["6928", "Blackstonia perfoliata"], "1557": ["1557", "Siproeta stelenes"], "2094": ["2094", "Tyriobapta torrida"], "5183": ["5183", "Laetiporus conifericola"], "8032": ["8032", "Blechnum filiforme"], "3730": ["3730", "Catharus ustulatus"], "2533": ["2533", "Scorpaena jacksoniensis"], "7872": ["7872", "Lycium californicum"], "2301": ["2301", "Lepomis gulosus"], "3209": ["3209", "Fulica americana"], "1457": ["1457", "Epiphile adrasta"], "2177": ["2177", "Cancer irroratus"], "262": ["262", "Rhodobaenus quinquepunctatus"], "908": ["908", "Ennomos subsignaria"], "7975": ["7975", "Halocarpus bidwillii"], "7308": ["7308", "Hypericum gentianoides"], "3548": ["3548", "Protonotaria citrea"], "1061": ["1061", "Heliopetes ericetorum"], "723": ["723", "Calliteara pudibunda"], "2666": ["2666", "Pelobates fuscus"], "2505": ["2505", "Archosargus probatocephalus"], "2655": ["2655", "Smilisca baudinii"], "6029": ["6029", "Olearia lineata"], "323": ["323", "Aedes aegypti"], "3493": ["3493", "Saxicola maurus"], "1703": ["1703", "Calephelis nemesis"], "11": ["11", "Araneus gemma"], "4912": ["4912", "Protoparmeliopsis pinguis"], "7377": ["7377", "Malva parviflora"], "4687": ["4687", "Janthina janthina"], "2040": ["2040", "Libellula saturata"], "7893": ["7893", "Solanum rostratum"], "7734": ["7734", "Rhus copallinum"], "2811": ["2811", "Alopochen aegyptiaca"], "3363": ["3363", "Cecropis daurica"], "3762": ["3762", "Empidonax flaviventris"], "3697": ["3697", "Sporophila corvina"], "2306": ["2306", "Pomoxis annularis"], "6015": ["6015", "Malacothrix saxatilis"], "7538": ["7538", "Aquilegia pubescens"], "7175": ["7175", "Mohavea confertiflora"], "7865": ["7865", "Hydrolea ovata"], "4584": ["4584", "Acanthaster planci"], "5099": ["5099", "Clitocybe nebularis"], "7701": ["7701", "Sanguisorba canadensis"], "1263": ["1263", "Chrysodeixis includens"], "4915": ["4915", "Evernia mesomorpha"], "6189": ["6189", "Cordia sebestena"], "6038": ["6038", "Palafoxia arida"], "194": ["194", "Stictoleptura canadensis"], "4859": ["4859", "Sypharochiton pelliserpentis"], "7340": ["7340", "Salix \u00d7fragilis"], "145": ["145", "Periplaneta australasiae"], "4738": ["4738", "Americoliva sayana"], "3614": ["3614", "Passer hispaniolensis"], "1271": ["1271", "Ctenoplusia oxygramma"], "5219": ["5219", "Tremella mesenterica"], "6734": ["6734", "Lathyrus latifolius"], "7660": ["7660", "Prunus caroliniana"], "4404": ["4404", "Podarcis muralis"], "916": ["916", "Eubaphe unicolor"], "4293": ["4293", "Chionactis occipitalis"], "3835": ["3835", "Pelecanus erythrorhynchos"], "7806": ["7806", "Hamamelis virginiana"], "4359": ["4359", "Thamnophis eques"], "7403": ["7403", "Dirca palustris"], "7648": ["7648", "Malus fusca"], "2564": ["2564", "Melichthys vidua"], "3306": ["3306", "Psilorhinus morio"], "3533": ["3533", "Cardellina rubrifrons"], "2749": ["2749", "Aegypius monachus"], "1697": ["1697", "Abisara echerius"], "339": ["339", "Helophilus pendulus"], "129": ["129", "Narceus annularis"], "3818": ["3818", "Egretta caerulea"], "3456": ["3456", "Toxostoma longirostre"], "4338": ["4338", "Nerodia rhombifer"], "34": ["34", "Neoscona orizabensis"], "4585": ["4585", "Henricia leviuscula"], "5115": ["5115", "Xerocomellus dryophilus"], "3409": ["3409", "Psarocolius wagleri"], "3612": ["3612", "Passer domesticus"], "5747": ["5747", "Lomatium mohavense"], "1563": ["1563", "Tanaecia pelea"], "4543": ["4543", "Gopherus polyphemus"], "8082": ["8082", "Pleopeltis polypodioides"], "4215": ["4215", "Peromyscus fraterculus"], "3078": ["3078", "Ciconia episcopus"], "5844": ["5844", "Artemisia stelleriana"], "9": ["9", "Araneus bicentenarius"], "2647": ["2647", "Pseudacris feriarum"], "7472": ["7472", "Piper auritum"], "1217": ["1217", "Zizeeria knysna"], "7858": ["7858", "Ipomoea sagittata"], "4265": ["4265", "Caiman yacare"], "1260": ["1260", "Choephora fungorum"], "5988": ["5988", "Hypochaeris radicata"], "7746": ["7746", "Melia azedarach"], "5638": ["5638", "Bouteloua rigidiseta"], "3975": ["3975", "Strix aluco"], "1585": ["1585", "Iphiclides feisthamelii"], "692": ["692", "Urola nivalis"], "5312": ["5312", "Agave salmiana"], "2513": ["2513", "Sphyraena jello"], "171": ["171", "Cicindela sexguttata"], "2251": ["2251", "Luxilus chrysocephalus"], "3801": ["3801", "Vireo solitarius"], "3866": ["3866", "Dendrocopos major"], "874": ["874", "Biston betularia"], "1474": ["1474", "Hamadryas feronia"], "5159": ["5159", "Daedalea quercina"], "6327": ["6327", "Cylindropuntia imbricata"], "483": ["483", "Niesthrea louisianica"], "4403": ["4403", "Lacerta viridis"], "6511": ["6511", "Begonia gracilis"], "2553": ["2553", "Hippocampus kuda"], "7179": ["7179", "Penstemon eatonii"], "6151": ["6151", "Vernonia fasciculata"], "958": ["958", "Lycia ypsilon"], "2550": ["2550", "Hippocampus erectus"], "5636": ["5636", "Bouteloua curtipendula"], "6651": ["6651", "Lysimachia vulgaris"], "2630": ["2630", "Dendropsophus microcephalus"], "6392": ["6392", "Sagina procumbens"], "4897": ["4897", "Nereocystis luetkeana"], "1335": ["1335", "Pseudohermonassa bicarnea"], "5556": ["5556", "Smilax laurifolia"], "4259": ["4259", "Urocitellus richardsonii"], "2803": ["2803", "Rostrhamus sociabilis"], "1244": ["1244", "Amphipoea americana"], "275": ["275", "Epicauta pennsylvanica"], "7434": ["7434", "Epilobium densiflorum"], "6161": ["6161", "Xylorhiza tortifolia"], "2906": ["2906", "Nyctibius griseus"], "3817": ["3817", "Butorides virescens"], "620": ["620", "Diacme adipaloides"], "4207": ["4207", "Papio cynocephalus"], "1723": ["1723", "Eupackardia calleta"], "4341": ["4341", "Opheodrys aestivus"], "3413": ["3413", "Quiscalus quiscula"], "330": ["330", "Exaireta spinigera"], "3050": ["3050", "Calidris minuta"], "4424": ["4424", "Phrynosoma solare"], "4968": ["4968", "Rusavskia elegans"], "960": ["960", "Macaria bisignata"], "6246": ["6246", "Capsella bursa-pastoris"], "962": ["962", "Melanolophia canadaria"], "291": ["291", "Pelidnota punctata"], "1951": ["1951", "Arigomphus furcifer"], "5519": ["5519", "Clintonia borealis"], "327": ["327", "Rainieria antennaepes"], "977": ["977", "Opisthograptis luteolata"], "2053": ["2053", "Orthetrum brunneum"], "540": ["540", "Atta mexicana"], "688": ["688", "Syngamia florella"], "90": ["90", "Brachypelma emilia"], "3646": ["3646", "Pycnonotus goiavier"], "3310": ["3310", "Cracticus torquatus"], "2456": ["2456", "Amphiprion melanopus"], "4525": ["4525", "Pseudemys rubriventris"], "4642": ["4642", "Siliqua patula"], "462": ["462", "Stiretrus anchorago"], "3136": ["3136", "Eurystomus glaucurus"], "548": ["548", "Pogonomyrmex rugosus"], "5248": ["5248", "Huperzia lucidula"], "2635": ["2635", "Hyla eximia"], "6764": ["6764", "Medicago polymorpha"], "5050": ["5050", "Lycoperdon perlatum"], "3439": ["3439", "Entomyzon cyanotis"], "6606": ["6606", "Rhododendron tomentosum"], "3505": ["3505", "Sphecotheres vieilloti"], "6258": ["6258", "Erysimum cheiranthoides"], "2389": ["2389", "Notolabrus gymnogenis"], "536": ["536", "Dryocosmus minusculus"], "7421": ["7421", "Metrosideros robusta"], "5117": ["5117", "Xerocomus subtomentosus"], "5622": ["5622", "Luzula multiflora"], "907": ["907", "Ematurga atomaria"], "3268": ["3268", "Camaroptera brachyura"], "4924": ["4924", "Parmotrema hypotropum"], "6471": ["6471", "Persicaria vivipara"], "6106": ["6106", "Solidago speciosa"], "5685": ["5685", "Pennisetum setaceum"], "1341": ["1341", "Spodoptera exigua"], "6858": ["6858", "Quercus phellos"], "3065": ["3065", "Tringa flavipes"], "5548": ["5548", "Trillium ovatum"], "3100": ["3100", "Patagioenas fasciata"], "5917": ["5917", "Diaperia prolifera"], "7889": ["7889", "Solanum mauritianum"], "4517": ["4517", "Chelydra serpentina"], "8102": ["8102", "Pellaea rotundifolia"], "8011": ["8011", "Asplenium gracillimum"], "1266": ["1266", "Condica videns"], "5792": ["5792", "Griselinia lucida"], "3352": ["3352", "Spinus lawrencei"], "7233": ["7233", "Lantana velutina"], "5245": ["5245", "Equisetum variegatum"], "2058": ["2058", "Orthetrum glaucum"], "3230": ["3230", "Sericornis frontalis"], "4601": ["4601", "Tripneustes ventricosus"], "3424": ["3424", "Lanius cristatus"], "6142": ["6142", "Tripleurospermum inodorum"], "5894": ["5894", "Cichorium intybus"], "3326": ["3326", "Lonchura atricapilla"], "3671": ["3671", "Lamprotornis chalybaeus"], "4084": ["4084", "Vulpes lagopus"], "7251": ["7251", "Liriodendron tulipifera"], "3340": ["3340", "Crithagra mozambica"], "7798": ["7798", "Ribes cynosbati"], "5078": ["5078", "Lacrymaria lacrymabunda"], "1524": ["1524", "Moduza procris"], "472": ["472", "Pselliopus barberi"], "5259": ["5259", "Selaginella kraussiana"], "2254": ["2254", "Semotilus atromaculatus"], "2776": ["2776", "Elanus leucurus"], "7150": ["7150", "Mimulus guttatus"], "5088": ["5088", "Galerina marginata"], "3927": ["3927", "Cacatua sanguinea"], "5818": ["5818", "Ambrosia deltoidea"], "2555": ["2555", "Hippocampus reidi"], "6470": ["6470", "Persicaria virginiana"], "1421": ["1421", "Boloria epithore"], "7570": ["7570", "Ranunculus insignis"], "4552": ["4552", "Anthopleura sola"], "4606": ["4606", "Lissothuria nutriens"], "3170": ["3170", "Milvago chimango"], "3504": ["3504", "Oriolus oriolus"], "1849": ["1849", "Adversaeschna brevistyla"], "6083": ["6083", "Senecio inaequidens"], "6615": ["6615", "Fouquieria columnaris"], "5004": ["5004", "Chlorophyllum brunneum"], "139": ["139", "Chamaesipho columna"], "3187": ["3187", "Dendroperdix sephaena"], "6805": ["6805", "Trifolium resupinatum"], "6678": ["6678", "Acacia verticillata"], "6791": ["6791", "Senna obtusifolia"], "7336": ["7336", "Salix gooddingii"], "5725": ["5725", "Bowlesia incana"], "3589": ["3589", "Melozone fusca"], "7776": ["7776", "Crassula connata"], "188": ["188", "Obrium maculatum"], "7439": ["7439", "Lopezia racemosa"], "2445": ["2445", "Pomacanthus arcuatus"], "4456": ["4456", "Eutropis multifasciata"], "965": ["965", "Mellilla xanthometata"], "4807": ["4807", "Melibe leonina"], "6198": ["6198", "Heliotropium angiospermum"], "4654": ["4654", "Octopus tetricus"], "6110": ["6110", "Solidago virgaurea"], "5192": ["5192", "Trametes gibbosa"], "6860": ["6860", "Quercus rugosa"], "5332": ["5332", "Dichelostemma volubile"], "4688": ["4688", "Opalia wroblewskyi"], "7397": ["7397", "Urena lobata"], "6541": ["6541", "Lonicera hispidula"], "2943": ["2943", "Dromaius novaehollandiae"], "4784": ["4784", "Okenia rosacea"], "4040": ["4040", "Damaliscus pygargus"], "6415": ["6415", "Mollugo verticillata"], "1146": ["1146", "Castalius rosimon"], "4617": ["4617", "Mytilus galloprovincialis"], "1249": ["1249", "Anicla infecta"], "6228": ["6228", "Phacelia sericea"], "6196": ["6196", "Eriodictyon trichocalyx"], "2915": ["2915", "Anthracothorax prevostii"], "2751": ["2751", "Aquila chrysaetos"], "4782": ["4782", "Ancula gibbosa"], "3550": ["3550", "Setophaga americana"], "6533": ["6533", "Viburnum tinus"], "365": ["365", "Riptortus pedestris"], "3412": ["3412", "Quiscalus mexicanus"], "6536": ["6536", "Dipsacus laciniatus"], "2404": ["2404", "Thalassoma lutescens"], "2074": ["2074", "Rhyothemis phyllis"], "4739": ["4739", "Hallaxa chani"], "3277": ["3277", "Corvus brachyrhynchos"], "7536": ["7536", "Aquilegia coerulea"], "3609": ["3609", "Zonotrichia leucophrys"], "5511": ["5511", "Calochortus kennedyi"], "4647": ["4647", "Dosinia anus"], "5143": ["5143", "Neolentinus ponderosus"], "1360": ["1360", "Xestia xanthographa"], "6683": ["6683", "Acmispon wrangelianus"], "157": ["157", "Calathus ruficollis"], "5461": ["5461", "Piperia transversa"], "6182": ["6182", "Donatia novae-zelandiae"], "7579": ["7579", "Cannabis sativa"], "1762": ["1762", "Theretra latreillii"], "5011": ["5011", "Leucocoprinus cepistipes"], "1451": ["1451", "Doxocopa laure"], "1546": ["1546", "Polygonia c-album"], "2911": ["2911", "Amazilia rutila"], "1869": ["1869", "Calopteryx haemorrhoidalis"], "2675": ["2675", "Glandirana emeljanovi"], "1587": ["1587", "Papilio aegeus"], "2240": ["2240", "Rhinomuraena quaesita"], "7910": ["7910", "Guaiacum angustifolium"], "5127": ["5127", "Suillus caerulescens"], "4646": ["4646", "Chione elevata"], "5156": ["5156", "Phallus indusiatus"], "5104": ["5104", "Tricholoma terreum"], "5326": ["5326", "Cordyline australis"], "7589": ["7589", "Artocarpus heterophyllus"], "5857": ["5857", "Bellis perennis"], "4512": ["4512", "Trimeresurus albolabris"], "6555": ["6555", "Valeriana californica"], "5706": ["5706", "Typha latifolia"], "1839": ["1839", "Thesprotia graminis"], "3224": ["3224", "Zapornia flavirostra"], "7961": ["7961", "Pinus pinaster"], "3718": ["3718", "Catherpes mexicanus"], "3508": ["3508", "Pachycephala rufiventris"], "7773": ["7773", "Ailanthus altissima"], "5484": ["5484", "Thelymitra pauciflora"], "2186": ["2186", "Pachygrapsus crassipes"], "2500": ["2500", "Paralabrax clathratus"], "2504": ["2504", "Acanthopagrus australis"], "5252": ["5252", "Dendrolycopodium obscurum"], "2636": ["2636", "Hyla femoralis"], "4574": ["4574", "Chrysaora fuscescens"], "7459": ["7459", "Oxalis exilis"], "6891": ["6891", "Asclepias californica"], "196": ["196", "Strangalepta abbreviata"], "982": ["982", "Patalene olyzonaria"], "557": ["557", "Megarhyssa atrata"], "7039": ["7039", "Marrubium vulgare"], "3435": ["3435", "Acanthorhynchus tenuirostris"], "5697": ["5697", "Spartina alterniflora"], "5163": ["5163", "Piptoporus betulinus"], "988": ["988", "Pholodes sinistraria"], "7140": ["7140", "Rhinanthus alectorolophus"], "4608": ["4608", "Ophionereis fasciata"], "119": ["119", "Tetranychus lintearius"], "5828": ["5828", "Anthemis cotula"], "1523": ["1523", "Minois dryas"], "193": ["193", "Sphaenothecus bilineatus"], "5648": ["5648", "Chasmanthium latifolium"], "588": ["588", "Polistes instabilis"], "6872": ["6872", "Juglans cinerea"], "3751": ["3751", "Turdus pilaris"], "2923": ["2923", "Chlorostilbon ricordii"], "3269": ["3269", "Cisticola juncidis"], "137": ["137", "Balanus nubilus"], "3085": ["3085", "Chalcophaps indica"], "1032": ["1032", "Antigonus erosus"], "1087": ["1087", "Polygonus leo"], "2583": ["2583", "Oxymonacanthus longirostris"], "1765": ["1765", "Thyris maculata"], "6756": ["6756", "Lupinus texensis"], "2092": ["2092", "Trithemis festiva"], "6013": ["6013", "Machaeranthera tanacetifolia"], "4851": ["4851", "Patera roemeri"], "6267": ["6267", "Lobularia maritima"], "2680": ["2680", "Lithobates clamitans"], "7415": ["7415", "Kunzea ericoides"], "4718": ["4718", "Cominella virgata"], "7089": ["7089", "Utricularia intermedia"], "2755": ["2755", "Buteo buteo"], "6710": ["6710", "Cercis siliquastrum"], "1206": ["1206", "Rapala pheretima"], "5118": ["5118", "Chroogomphus vinicolor"], "1254": ["1254", "Bagisara repanda"], "6121": ["6121", "Symphyotrichum lanceolatum"], "175": ["175", "Laemostenus complanatus"], "3059": ["3059", "Numenius americanus"], "5907": ["5907", "Cirsium vulgare"], "545": ["545", "Neoponera villosa"], "5121": ["5121", "Paxillus involutus"], "5471": ["5471", "Pterostylis alobula"], "7398": ["7398", "Waltheria indica"], "1110": ["1110", "Wallengrenia egeremet"], "1531": ["1531", "Neptis hylas"], "4052": ["4052", "Ovibos moschatus"], "2314": ["2314", "Chaetodon kleinii"], "2414": ["2414", "Macolor macularis"], "6552": ["6552", "Symphoricarpos albus"], "6732": ["6732", "Hylodesmum glutinosum"], "3501": ["3501", "Cinnyris venustus"], "5736": ["5736", "Eryngium maritimum"], "3001": ["3001", "Hydroprogne caspia"], "6256": ["6256", "Eruca vesicaria"], "1054": ["1054", "Erynnis horatius"], "7633": ["7633", "Crataegus marshallii"], "2853": ["2853", "Coscoroba coscoroba"], "5420": ["5420", "Cypripedium candidum"], "5740": ["5740", "Foeniculum vulgare"], "5815": ["5815", "Ambrosia ambrosioides"], "2398": ["2398", "Stethojulis interrupta"], "4815": ["4815", "Elysia hedgpethi"], "93": ["93", "Latrodectus geometricus"], "7875": ["7875", "Nicotiana glauca"], "5177": ["5177", "Phlebia tremellosa"], "3034": ["3034", "Thalasseus maximus"], "3478": ["3478", "Cossypha caffra"], "760": ["760", "Gnophaela latipennis"], "930": ["930", "Gymnoscelis rufifasciata"], "1304": ["1304", "Mythimna albipuncta"], "7634": ["7634", "Crataegus monogyna"], "1525": ["1525", "Morpho helenor"], "5948": ["5948", "Eupatorium perfoliatum"], "394": ["394", "Neotibicen resh"], "6354": ["6354", "Mammillaria magnimamma"], "353": ["353", "Volucella zonaria"], "999": ["999", "Pseudocoremia suavis"], "4324": ["4324", "Lampropeltis polyzona"], "6989": ["6989", "Geranium caespitosum"], "4621": ["4621", "Pododesmus macrochisma"], "1726": ["1726", "Opodiphthera eucalypti"], "2302": ["2302", "Lepomis macrochirus"], "1235": ["1235", "Agnorisma badinodis"], "3876": ["3876", "Melanerpes aurifrons"], "169": ["169", "Cicindela scutellaris"], "3036": ["3036", "Himantopus himantopus"], "3571": ["3571", "Aimophila rufescens"], "6472": ["6472", "Polygonum aviculare"], "3013": ["3013", "Larus glaucoides"], "4032": ["4032", "Alcelaphus buselaphus"], "5120": ["5120", "Hygrophoropsis aurantiaca"], "1852": ["1852", "Aeshna juncea"], "3745": ["3745", "Turdus iliacus"], "1170": ["1170", "Icaricia saepiolus"], "3803": ["3803", "Zosterops palpebrosus"], "6867": ["6867", "Carya cordiformis"], "6785": ["6785", "Robinia neomexicana"], "1197": ["1197", "Phaeostrymon alcestis"], "6070": ["6070", "Rudbeckia texana"], "7422": ["7422", "Myrtus communis"], "5315": ["5315", "Agave striata"], "7892": ["7892", "Solanum ptychanthum"], "7671": ["7671", "Purshia stansburyana"], "4319": ["4319", "Lampropeltis californiae"], "4986": ["4986", "Helvella crispa"], "4662": ["4662", "Haminoea japonica"], "3628": ["3628", "Euplectes orix"], "1631": ["1631", "Colias philodice"], "2178": ["2178", "Cancer productus"], "6334": ["6334", "Echinocereus cinerascens"], "2839": ["2839", "Aythya fuligula"], "4030": ["4030", "Antilocapra americana"], "2385": ["2385", "Hemigymnus fasciatus"], "2393": ["2393", "Oxycheilinus digramma"], "5856": ["5856", "Bebbia juncea"], "6112": ["6112", "Sonchus arvensis"], "2754": ["2754", "Buteo augur"], "1006": ["1006", "Scotopteryx chenopodiata"], "5847": ["5847", "Aster alpinus"], "7717": ["7717", "Parietaria officinalis"], "4422": ["4422", "Phrynosoma mcallii"], "894": ["894", "Cyclophora nanaria"], "2452": ["2452", "Abudefduf vaigiensis"], "5692": ["5692", "Setaria parviflora"], "6733": ["6733", "Lathyrus hirsutus"], "2602": ["2602", "Anaxyrus boreas"], "5691": ["5691", "Setaria faberi"], "2796": ["2796", "Neophron percnopterus"], "778": ["778", "Hyperstrotia secta"], "218": ["218", "Leptinotarsa juncta"], "5578": ["5578", "Carex gracillima"], "4166": ["4166", "Didelphis virginiana"], "187": ["187", "Neoclytus acuminatus"], "1699": ["1699", "Apodemia mejicanus"], "1152": ["1152", "Cupido comyntas"], "2800": ["2800", "Polemaetus bellicosus"], "3559": ["3559", "Setophaga magnolia"], "4935": ["4935", "Heterodermia leucomela"], "7714": ["7714", "Cecropia obtusifolia"], "5395": ["5395", "Sisyrinchium bellum"], "3619": ["3619", "Petroica australis"], "4219": ["4219", "Erethizon dorsatum"], "7782": ["7782", "Echeveria gibbiflora"], "632": ["632", "Fumibotys fumalis"], "2789": ["2789", "Ictinia plumbea"], "998": ["998", "Psamatodes abydata"], "6103": ["6103", "Solidago ptarmicoides"], "5447": ["5447", "Neottia nidus-avis"], "5670": ["5670", "Leymus mollis"], "5949": ["5949", "Eupatorium serotinum"], "757": ["757", "Eudocima phalonia"], "7373": ["7373", "Hibiscus tiliaceus"], "2903": ["2903", "Antrostomus vociferus"], "6836": ["6836", "Castanea pumila"], "7561": ["7561", "Ranunculus alismifolius"], "3935": ["3935", "Ara ararauna"], "3018": ["3018", "Larus occidentalis"], "1258": ["1258", "Callopistria floridensis"], "6304": ["6304", "Froelichia floridana"], "6157": ["6157", "Wyethia helenioides"], "6175": ["6175", "Lobelia angulata"], "7523": ["7523", "Actaea rubra"], "7363": ["7363", "Hudsonia tomentosa"], "364": ["364", "Megalotomus quinquespinosus"], "3657": ["3657", "Rhipidura leucophrys"], "4874": ["4874", "Nostoc commune"], "6515": ["6515", "Cucurbita foetidissima"], "7391": ["7391", "Sphaeralcea ambigua"], "6571": ["6571", "Chamaedaphne calyculata"], "1274": ["1274", "Dargida procinctus"], "4497": ["4497", "Crotalus cerastes"], "6098": ["6098", "Solidago gigantea"], "4276": ["4276", "Japalura swinhonis"], "7012": ["7012", "Crescentia cujete"], "6741": ["6741", "Lotus corniculatus"], "7448": ["7448", "Oenothera speciosa"], "556": ["556", "Enicospilus purgatus"], "1722": ["1722", "Eacles imperialis"], "3563": ["3563", "Setophaga pensylvanica"], "7469": ["7469", "Asarum canadense"], "7265": ["7265", "Cnidoscolus texanus"], "706": ["706", "Apantesis ornata"], "4399": ["4399", "Dipsosaurus dorsalis"], "6722": ["6722", "Erythrina flabelliformis"], "953": ["953", "Lobocleta ossularia"], "5311": ["5311", "Agave potatorum"], "928": ["928", "Glena quinquelinearia"], "4856": ["4856", "Acanthochitona zelandica"], "3617": ["3617", "Petronia petronia"], "2590": ["2590", "Arothron hispidus"], "1760": ["1760", "Sphinx dollii"], "3512": ["3512", "Baeolophus bicolor"], "4884": ["4884", "Cystophora retroflexa"], "6916": ["6916", "Cascabela ovata"], "4791": ["4791", "Acanthodoris rhodoceras"], "563": ["563", "Tachypompilus ferrugineus"], "5902": ["5902", "Cirsium oleraceum"], "5123": ["5123", "Pisolithus arrhizus"], "1365": ["1365", "Nola cereella"], "4304": ["4304", "Crotaphopeltis hotamboeia"], "5066": ["5066", "Cyathus olla"], "3399": ["3399", "Icterus parisorum"], "6762": ["6762", "Medicago lupulina"], "5808": ["5808", "Achillea ptarmica"], "1153": ["1153", "Cupido minimus"], "976": ["976", "Operophtera brumata"], "2960": ["2960", "Charadrius bicinctus"], "1108": ["1108", "Urbanus proteus"], "2019": ["2019", "Erythrodiplax funerea"], "650": ["650", "Maruca vitrata"], "3538": ["3538", "Mniotilta varia"], "5238": ["5238", "Trentepohlia aurea"], "5908": ["5908", "Conoclinium coelestinum"], "2780": ["2780", "Geranospiza caerulescens"], "3724": ["3724", "Thryothorus ludovicianus"], "3930": ["3930", "Calyptorhynchus funereus"], "642": ["642", "Hygraula nitens"], "3030": ["3030", "Sterna striata"], "370": ["370", "Brevicoryne brassicae"], "55": ["55", "Oxyopes salticus"], "6826": ["6826", "Betula cordifolia"], "3985": ["3985", "Phalacrocorax aristotelis"], "5394": ["5394", "Sisyrinchium albidum"], "3737": ["3737", "Sialia sialis"], "4590": ["4590", "Dermasterias imbricata"], "7375": ["7375", "Hoheria sexstylosa"], "407": ["407", "Narnia femorata"], "7690": ["7690", "Rubus leucodermis"], "110": ["110", "Centruroides gracilis"], "5444": ["5444", "Malaxis unifolia"], "741": ["741", "Ctenucha virginica"], "3414": ["3414", "Sturnella loyca"], "7844": ["7844", "Ipomoea alba"], "3815": ["3815", "Bubulcus ibis"], "1638": ["1638", "Glutophrissa drusilla"], "1265": ["1265", "Condica vecors"], "5251": ["5251", "Dendrolycopodium hickeyi"], "2968": ["2968", "Charadrius tricollaris"], "4229": ["4229", "Callospermophilus saturatus"], "7934": ["7934", "Libocedrus plumosa"], "7478": ["7478", "Platanus racemosa"], "6429": ["6429", "Abronia latifolia"], "4389": ["4389", "Hemidactylus turcicus"], "3323": ["3323", "Emberiza rustica"], "7348": ["7348", "Viola lanceolata"], "7678": ["7678", "Rosa setigera"], "2833": ["2833", "Anser serrirostris"], "5566": ["5566", "Tillandsia ionantha"], "6274": ["6274", "Turritis glabra"], "116": ["116", "Uroctonus mordax"], "4818": ["4818", "Arion hortensis"], "3500": ["3500", "Cinnyris osea"], "7691": ["7691", "Rubus odoratus"], "410": ["410", "Sehirus cinctus"], "7652": ["7652", "Potentilla anserina"], "7566": ["7566", "Ranunculus fascicularis"], "7835": ["7835", "Convolvulus althaeoides"], "6873": ["6873", "Juglans major"], "4555": ["4555", "Epiactis prolifera"], "3288": ["3288", "Cyanocitta stelleri"], "3022": ["3022", "Leucophaeus pipixcan"], "5542": ["5542", "Trillium catesbaei"], "598": ["598", "Atteva aurea"], "2356": ["2356", "Neogobius melanostomus"], "6973": ["6973", "Galium porrigens"], "2257": ["2257", "Fundulus notatus"], "2565": ["2565", "Odonus niger"], "2990": ["2990", "Chlidonias niger"], "3626": ["3626", "Manacus candei"], "259": ["259", "Diaprepes abbreviatus"], "3087": ["3087", "Columba livia"], "3031": ["3031", "Sternula albifrons"], "6622": ["6622", "Eriastrum sapphirinum"], "5162": ["5162", "Ischnoderma resinosum"], "500": ["500", "Bombus pascuorum"], "466": ["466", "Dysdercus mimulus"], "6553": ["6553", "Symphoricarpos oreophilus"], "6458": ["6458", "Eriogonum nudum"], "5164": ["5164", "Postia caesia"], "7754": ["7754", "Acer circinatum"], "2707": ["2707", "Ambystoma talpoideum"], "2752": ["2752", "Aquila nipalensis"], "7763": ["7763", "Acer rubrum"], "1462": ["1462", "Eunica tatila"], "1018": ["1018", "Traminda aventiaria"], "4313": ["4313", "Hypsiglena chlorophaea"], "5880": ["5880", "Celmisia spectabilis"], "708": ["708", "Apantesis proxima"], "4431": ["4431", "Sceloporus horridus"], "6050": ["6050", "Pluchea sericea"], "4101": ["4101", "Ichneumia albicauda"], "8109": ["8109", "Parathelypteris noveboracensis"], "6447": ["6447", "Chorizanthe fimbriata"], "6924": ["6924", "Parsonsia heterophylla"], "7059": ["7059", "Salvia lavanduloides"], "4380": ["4380", "Woodworthia maculatus"], "3824": ["3824", "Ixobrychus minutus"], "4130": ["4130", "Phoca vitulina"], "4129": ["4129", "Mirounga angustirostris"], "7263": ["7263", "Acalypha rhomboidea"], "7677": ["7677", "Rosa multiflora"], "3769": ["3769", "Megarynchus pitangua"], "6290": ["6290", "Allenrolfea occidentalis"], "2070": ["2070", "Plathemis lydia"], "1837": ["1837", "Tenodera sinensis"], "2375": ["2375", "Cheilio inermis"], "888": ["888", "Cladara atroliturata"], "4577": ["4577", "Coscinasterias muricata"], "5223": ["5223", "Plagiomnium cuspidatum"], "524": ["524", "Trypoxylon politum"], "4700": ["4700", "Lottia scutum"], "701": ["701", "Amata huebneri"], "4658": ["4658", "Spirula spirula"], "3000": ["3000", "Hydrocoloeus minutus"], "7530": ["7530", "Anemone narcissiflora"], "4018": ["4018", "Manta alfredi"], "270": ["270", "Lucidota atra"], "2652": ["2652", "Pseudacris triseriata"], "995": ["995", "Prasinocyma rhodocosma"], "4271": ["4271", "Agama agama"], "5354": ["5354", "Ornithogalum umbellatum"], "4719": ["4719", "Lirabuccinum dirum"], "7331": ["7331", "Salix alba"], "1407": ["1407", "Anartia jatrophae"], "2143": ["2143", "Velarifictorus micado"], "2559": ["2559", "Anoplocapros inermis"], "106": ["106", "Amblyomma maculatum"], "2509": ["2509", "Pagrus auratus"], "4704": ["4704", "Cellana radians"], "272": ["272", "Lucanus elaphus"], "1355": ["1355", "Tyta luctuosa"], "458": ["458", "Oebalus pugnax"], "955": ["955", "Lomaspilis marginata"], "7723": ["7723", "Alepis flavida"], "3003": ["3003", "Larosterna inca"], "2621": ["2621", "Rhaebo haematiticus"], "3032": ["3032", "Sternula antillarum"], "1768": ["1768", "Monopis pavlovskii"], "6702": ["6702", "Caesalpinia platyloba"], "3900": ["3900", "Podiceps auritus"], "8005": ["8005", "Osmunda regalis"], "2195": ["2195", "Pagurus hirsutiusculus"], "1732": ["1732", "Amorpha juglandis"], "1060": ["1060", "Euphyes vestris"], "1953": ["1953", "Dromogomphus spinosus"], "4370": ["4370", "Basiliscus vittatus"], "5775": ["5775", "Hydrocotyle heteromeria"], "8024": ["8024", "Athyrium filix-femina"], "284": ["284", "Digitonthophagus gazella"], "2132": ["2132", "Xenocatantops humilis"], "44": ["44", "Dysdera crocata"], "2133": ["2133", "Hemideina crassidens"], "7513": ["7513", "Eschscholzia lobbii"], "4605": ["4605", "Holothuria atra"], "37": ["37", "Nephila pilipes"], "2050": ["2050", "Orthemis discolor"], "952": ["952", "Leptostales pannaria"], "2214": ["2214", "Hemigrapsus nudus"], "6113": ["6113", "Sonchus asper"], "4957": ["4957", "Lobaria scrobiculata"], "5059": ["5059", "Mycena interrupta"], "2863": ["2863", "Lophodytes cucullatus"], "2411": ["2411", "Lutjanus fulvus"], "3241": ["3241", "Artamus leucorynchus"], "525": ["525", "Andricus confertus"], "1485": ["1485", "Hipparchia statilinus"], "8065": ["8065", "Polystichum imbricans"], "4217": ["4217", "Dasyprocta mexicana"], "3021": ["3021", "Leucophaeus atricilla"], "2750": ["2750", "Aquila audax"], "2180": ["2180", "Romaleon antennarium"], "1594": ["1594", "Papilio garamas"], "4015": ["4015", "Taeniura lymma"], "2732": ["2732", "Speleomantes strinatii"], "5901": ["5901", "Cirsium occidentale"], "873": ["873", "Besma endropiaria"], "4731": ["4731", "Dicathais orbita"], "7204": ["7204", "Veronica elliptica"], "1567": ["1567", "Vanessa cardui"], "320": ["320", "Calliphora vicina"], "3168": ["3168", "Falco tinnunculus"], "1185": ["1185", "Lycaena heteronea"], "7451": ["7451", "Nymphaea odorata"], "7142": ["7142", "Martynia annua"], "2417": ["2417", "Ptereleotris evides"], "6926": ["6926", "Vinca minor"], "6750": ["6750", "Lupinus concinnus"], "4885": ["4885", "Stephanocystis osmundacea"], "4593": ["4593", "Oreaster reticulatus"], "7153": ["7153", "Mimulus nanus"], "393": ["393", "Neotibicen pruinosus"], "6004": ["6004", "Leptinella squalida"], "3905": ["3905", "Podilymbus podiceps"], "7903": ["7903", "Vitis aestivalis"], "4926": ["4926", "Platismatia herrei"], "4220": ["4220", "Thomomys bottae"], "833": ["833", "Renia flavipunctalis"], "2551": ["2551", "Hippocampus guttulatus"], "2400": ["2400", "Thalassoma duperrey"], "3620": ["3620", "Petroica boodang"], "2855": ["2855", "Cygnus buccinator"], "7112": ["7112", "Castilleja densiflora"], "527": ["527", "Andricus gigas"], "3469": ["3469", "Anthus spragueii"], "4633": ["4633", "Pyganodon grandis"], "2383": ["2383", "Halichoeres garnoti"], "1442": ["1442", "Colobura dirce"], "6822": ["6822", "Alnus rubra"], "3681": ["3681", "Coereba flaveola"], "2472": ["2472", "Parma microlepis"], "3071": ["3071", "Xenus cinereus"], "2683": ["2683", "Lithobates palustris"], "1536": ["1536", "Orsotriaena medus"], "1510": ["1510", "Limenitis archippus"], "1675": ["1675", "Aglossa disciferalis"], "2001": ["2001", "Celithemis elisa"], "4876": ["4876", "Leathesia marina"], "3097": ["3097", "Leptotila verreauxi"], "6701": ["6701", "Caesalpinia mexicana"], "7411": ["7411", "Trapa natans"], "1887": ["1887", "Argia immunda"], "5837": ["5837", "Arnoglossum ovatum"], "5051": ["5051", "Marasmius oreades"], "2840": ["2840", "Aythya marila"], "7679": ["7679", "Rubus arcticus"], "3936": ["3936", "Ara chloropterus"], "1926": ["1926", "Ischnura heterosticta"], "1495": ["1495", "Junonia hierta"], "8114": ["8114", "Azolla rubra"], "2694": ["2694", "Rana italica"], "2381": ["2381", "Gomphosus varius"], "1572": ["1572", "Ypthima baldus"], "836": ["836", "Rivula sericealis"], "17": ["17", "Argiope lobata"], "399": ["399", "Acanthocephala terminalis"], "6946": ["6946", "Mitreola petiolata"], "5399": ["5399", "Anacamptis papilionacea"], "6042": ["6042", "Perityle emoryi"], "7627": ["7627", "Cercocarpus ledifolius"], "4495": ["4495", "Crotalus atrox"], "5664": ["5664", "Hordeum pusillum"], "4460": ["4460", "Plestiodon laticeps"], "3250": ["3250", "Cardinalis cardinalis"], "4533": ["4533", "Rhinoclemmys pulcherrima"], "3844": ["3844", "Plegadis falcinellus"], "4958": ["4958", "Pseudocyphellaria crocata"], "3806": ["3806", "Ardea goliath"], "7122": ["7122", "Castilleja subinclusa"], "5836": ["5836", "Arnoglossum atriplicifolium"], "849": ["849", "Tetanolita floridana"], "801": ["801", "Melipotis jucunda"], "4487": ["4487", "Salvator merianae"], "593": ["593", "Vespula maculifrons"], "4255": ["4255", "Tamias umbrinus"], "3406": ["3406", "Molothrus bonariensis"], "547": ["547", "Pogonomyrmex californicus"], "5001": ["5001", "Agaricus xanthodermus"], "5279": ["5279", "Triantha glutinosa"], "7502": ["7502", "Chelidonium majus"], "800": ["800", "Melipotis fasciolaris"], "7450": ["7450", "Nymphaea ampla"], "611": ["611", "Cnaphalocrocis trapezalis"], "1551": ["1551", "Pyronia bathseba"], "265": ["265", "Alaus lusciosus"], "3793": ["3793", "Vireo altiloquus"], "7066": ["7066", "Salvia roemeriana"], "1774": ["1774", "Archips argyrospila"], "313": ["313", "Promachus bastardii"], "2210": ["2210", "Parribacus antarcticus"], "6795": ["6795", "Strophostyles umbellata"], "7565": ["7565", "Ranunculus cymbalaria"], "6044": ["6044", "Petasites frigidus"], "2939": ["2939", "Selasphorus rufus"], "724": ["724", "Catocala amatrix"], "6387": ["6387", "Minuartia douglasii"], "3450": ["3450", "Mimus longicaudatus"], "290": ["290", "Osmoderma scabra"], "1475": ["1475", "Hamadryas glauconome"], "3565": ["3565", "Setophaga pinus"], "3201": ["3201", "Anthropoides paradiseus"], "6884": ["6884", "Apocynum androsaemifolium"], "6692": ["6692", "Astragalus mollissimus"], "606": ["606", "Agriphila ruricolella"], "1828": ["1828", "Empusa pennata"], "2703": ["2703", "Scaphiopus couchii"], "2745": ["2745", "Styela montereyensis"], "7205": ["7205", "Veronica hederifolia"], "947": ["947", "Ilexia intractata"], "7075": ["7075", "Stachys chamissonis"], "865": ["865", "Chionodes mediofuscella"], "643": ["643", "Hymenia perspectalis"], "7218": ["7218", "Scrophularia marilandica"], "7852": ["7852", "Ipomoea hederifolia"], "7116": ["7116", "Castilleja latifolia"], "6036": ["6036", "Ozothamnus leptophyllus"], "6908": ["6908", "Asclepias sullivantii"], "6201": ["6201", "Heliotropium procumbens"], "2380": ["2380", "Eupetrichthys angustipes"], "2881": ["2881", "Spatula cyanoptera"], "4208": ["4208", "Trachypithecus obscurus"], "6746": ["6746", "Lupinus argenteus"], "2922": ["2922", "Chlorostilbon lucidus"], "2898": ["2898", "Upupa epops"], "392": ["392", "Neotibicen canicularis"], "6597": ["6597", "Pyrola americana"], "2523": ["2523", "Oncorhynchus tshawytscha"], "5840": ["5840", "Artemisia douglasiana"], "2354": ["2354", "Amblygobius phalaena"], "6434": ["6434", "Mirabilis nyctaginea"], "2977": ["2977", "Vanellus coronatus"], "7665": ["7665", "Prunus padus"], "5044": ["5044", "Hygrocybe acutoconica"], "1393": ["1393", "Schizura unicornis"], "1775": ["1775", "Archips cerasivorana"], "4568": ["4568", "Balanophyllia elegans"], "5028": ["5028", "Clavaria zollingeri"], "6076": ["6076", "Senecio bipinnatisectus"], "5148": ["5148", "Phellinus tremulae"], "4407": ["4407", "Psammodromus algirus"], "1350": ["1350", "Thysanoplusia orichalcea"], "3661": ["3661", "Sitta pygmaea"], "7977": ["7977", "Phyllocladus trichomanoides"], "6037": ["6037", "Packera multilobata"], "7446": ["7446", "Oenothera drummondii"], "1126": ["1126", "Packardia geminata"], "7860": ["7860", "Ipomoea ternifolia"], "971": ["971", "Nemoria mimosaria"], "638": ["638", "Herpetogramma licarsisalis"], "1931": ["1931", "Ischnura senegalensis"], "7955": ["7955", "Pinus elliottii"], "1522": ["1522", "Mestra amymone"], "4741": ["4741", "Anteaeolidiella oliviae"], "515": ["515", "Xylocopa micans"], "6840": ["6840", "Quercus alba"], "1491": ["1491", "Issoria lathonia"], "7064": ["7064", "Salvia microphylla"], "5500": ["5500", "Dioscorea villosa"], "646": ["646", "Lineodes integra"], "6745": ["6745", "Lupinus arcticus"], "6870": ["6870", "Carya tomentosa"], "1095": ["1095", "Pyrgus ruralis"], "7366": ["7366", "Callirhoe involucrata"], "5825": ["5825", "Anisocoma acaulis"], "6548": ["6548", "Lonicera xylosteum"], "6252": ["6252", "Chorispora tenella"], "3098": ["3098", "Oena capensis"], "3378": ["3378", "Tachycineta albilinea"], "2085": ["2085", "Sympetrum vicinum"], "3849": ["3849", "Threskiornis spinicollis"], "7137": ["7137", "Pedicularis densiflora"], "5822": ["5822", "Anaphalioides bellidioides"], "1378": ["1378", "Lochmaeus bilineata"], "4586": ["4586", "Henricia pumila"], "2579": ["2579", "Meuschenia freycineti"], "6595": ["6595", "Pentachondra pumila"], "8119": ["8119", "Sceptridium dissectum"], "7145": ["7145", "Mimulus aurantiacus"], "168": ["168", "Cicindela rufiventris"], "8110": ["8110", "Phegopteris connectilis"], "6899": ["6899", "Asclepias linearis"], "7496": ["7496", "Podophyllum peltatum"], "1970": ["1970", "Phanogomphus lividus"], "7707": ["7707", "Spiraea alba"], "6185": ["6185", "Amsinckia menziesii"], "4065": ["4065", "Cervus canadensis"], "5996": ["5996", "Lactuca floridana"], "1092": ["1092", "Pyrgus malvoides"], "7985": ["7985", "Dicksonia antarctica"], "754": ["754", "Euchaetes egle"], "2111": ["2111", "Hesperotettix viridis"], "6905": ["6905", "Asclepias stenophylla"], "1459": ["1459", "Eresia phillyra"], "6669": ["6669", "Acacia cochliacantha"], "6210": ["6210", "Mertensia virginica"], "1615": ["1615", "Zerynthia polyxena"], "5386": ["5386", "Iris germanica"], "2412": ["2412", "Lutjanus kasmira"], "4690": ["4690", "Fissurellidea bimaculata"], "4295": ["4295", "Coluber constrictor"], "3301": ["3301", "Nucifraga columbiana"], "4210": ["4210", "Loxodonta africana"], "6499": ["6499", "Cornus sericea"], "2156": ["2156", "Decticus verrucivorus"], "6665": ["6665", "Sarracenia purpurea"], "7598": ["7598", "Ceanothus jepsonii"], "776": ["776", "Hypercompe scribonia"], "2242": ["2242", "Synodus variegatus"], "6236": ["6236", "Batis maritima"], "1819": ["1819", "Sparganothis sulfureana"], "2359": ["2359", "Anisotremus virginicus"], "6927": ["6927", "Vincetoxicum hirundinaria"], "3366": ["3366", "Hirundo rustica"], "32": ["32", "Neoscona domiciliorum"], "5224": ["5224", "Plagiomnium insigne"], "3896": ["3896", "Aulacorhynchus prasinus"], "7764": ["7764", "Acer saccharinum"], "2871": ["2871", "Merganetta armata"], "5005": ["5005", "Chlorophyllum rhacodes"], "532": ["532", "Cynips douglasii"], "7721": ["7721", "Urtica ferox"], "6265": ["6265", "Lepidium draba"], "3264": ["3264", "Certhia americana"], "3656": ["3656", "Rhipidura javanica"], "4429": ["4429", "Sceloporus formosus"], "1808": ["1808", "Isotenes miserana"], "3081": ["3081", "Leptoptilos javanicus"], "1537": ["1537", "Pararge aegeria"], "1700": ["1700", "Apodemia mormo"], "1098": ["1098", "Staphylus hayhurstii"], "2851": ["2851", "Chloephaga picta"], "7890": ["7890", "Solanum nigrum"], "2845": ["2845", "Branta hutchinsii"], "1816": ["1816", "Platynota flavedana"], "5671": ["5671", "Lolium multiflorum"], "6513": ["6513", "Brandegea bigelovii"], "7410": ["7410", "Lythrum salicaria"], "2858": ["2858", "Cygnus melancoryphus"], "217": ["217", "Lema daturaphila"], "5301": ["5301", "Nothoscordum bivalve"], "4292": ["4292", "Cemophora coccinea"], "7843": ["7843", "Evolvulus sericeus"], "781": ["781", "Hypsoropha hormos"], "3055": ["3055", "Calidris virgata"], "3374": ["3374", "Pygochelidon cyanoleuca"], "7043": ["7043", "Mentha longifolia"], "4452": ["4452", "Tarentola mauritanica"], "6129": ["6129", "Symphyotrichum urophyllum"], "592": ["592", "Vespa velutina"], "8029": ["8029", "Blechnum chambersii"], "6468": ["6468", "Persicaria longiseta"], "679": ["679", "Pyrausta rubricalis"], "437": ["437", "Bagrada hilaris"], "7828": ["7828", "Calystegia purpurata"], "6503": ["6503", "Whipplea modesta"], "8034": ["8034", "Blechnum fraseri"], "7878": ["7878", "Physalis cinerascens"], "963": ["963", "Melanolophia imitata"], "5062": ["5062", "Panellus serotinus"], "5228": ["5228", "Pleurozium schreberi"], "3174": ["3174", "Ortalis cinereiceps"], "1571": ["1571", "Vindula dejone"], "5999": ["5999", "Lasthenia gracilis"], "2931": ["2931", "Heliomaster constantii"], "395": ["395", "Neotibicen tibicen"], "126": ["126", "Rudiloria trimaculata"], "6455": ["6455", "Eriogonum incanum"], "2363": ["2363", "Plectorhinchus vittatus"], "925": ["925", "Fernaldella fimetaria"], "5067": ["5067", "Gymnopus brassicolens"], "7462": ["7462", "Oxalis oregana"], "6663": ["6663", "Sarracenia leucophylla"], "661": ["661", "Palpita atrisquamalis"], "7748": ["7748", "Melicope simplex"], "6780": ["6780", "Pithecellobium dulce"], "1894": ["1894", "Argia rhoadsi"], "7735": ["7735", "Rhus glabra"], "6877": ["6877", "Fuscospora fusca"], "3436": ["3436", "Anthochaera carunculata"], "3807": ["3807", "Ardea herodias"], "2670": ["2670", "Ranoidea moorei"], "1704": ["1704", "Calephelis perditalis"], "5242": ["5242", "Equisetum hyemale"], "7759": ["7759", "Acer nigrum"], "1909": ["1909", "Enallagma divagans"], "4451": ["4451", "Phyllodactylus unctus"], "3146": ["3146", "Momotus coeruliceps"], "5870": ["5870", "Calendula arvensis"], "6729": ["6729", "Haematoxylum brasiletto"], "2770": ["2770", "Circaetus pectoralis"], "2115": ["2115", "Melanoplus bivittatus"], "3262": ["3262", "Piranga rubra"], "5019": ["5019", "Amanita gemmata"], "3925": ["3925", "Macronectes halli"], "3016": ["3016", "Larus marinus"], "1603": ["1603", "Papilio rumiko"], "2136": ["2136", "Gryllus pennsylvanicus"], "6239": ["6239", "Arabidopsis thaliana"], "4344": ["4344", "Pantherophis obsoletus"], "70": ["70", "Maevia inclemens"], "7125": ["7125", "Conopholis americana"], "381": ["381", "Graphocephala coccinea"], "686": ["686", "Scoparia biplagialis"], "5711": ["5711", "Alpinia purpurata"], "3088": ["3088", "Columba oenas"], "307": ["307", "Efferia albibarbis"], "1096": ["1096", "Spathilepia clonius"], "5043": ["5043", "Gliophorus psittacinus"], "2125": ["2125", "Schistocerca nitens"], "7013": ["7013", "Handroanthus chrysanthus"], "4812": ["4812", "Tritonia festiva"], "8111": ["8111", "Woodsia ilvensis"], "2935": ["2935", "Panterpe insignis"], "4966": ["4966", "Icmadophila ericetorum"], "1002": ["1002", "Rhodometra sacraria"], "63": ["63", "Colonus hesperus"], "359": ["359", "Hexagenia limbata"], "7423": ["7423", "Syzygium maire"], "7283": ["7283", "Euphorbia hyssopifolia"], "488": ["488", "Apis mellifera"], "2506": ["2506", "Diplodus sargus"], "5504": ["5504", "Uvularia sessilifolia"], "6735": ["6735", "Lathyrus littoralis"], "6479": ["6479", "Portulaca oleracea"], "5993": ["5993", "Krigia biflora"], "4006": ["4006", "Triaenodon obesus"], "2921": ["2921", "Chlorostilbon canivetii"], "8043": ["8043", "Cystopteris protrusa"], "7527": ["7527", "Anemone coronaria"], "5002": ["5002", "Battarrea phalloides"], "5874": ["5874", "Carduus pycnocephalus"], "5802": ["5802", "Ilex mucronata"], "2629": ["2629", "Acris blanchardi"], "62": ["62", "Anasaitis canosa"], "2609": ["2609", "Bufo bankorensis"], "3776": ["3776", "Myiozetetes similis"], "2593": ["2593", "Canthigaster jactator"], "3916": ["3916", "Oceanodroma furcata"], "1549": ["1549", "Polygonia interrogationis"], "915": ["915", "Erastria cruentaria"], "6957": ["6957", "Coprosma lucida"], "1453": ["1453", "Dryadula phaetusa"], "3161": ["3161", "Caracara cheriway"], "1792": ["1792", "Crocidosema plebejana"], "7257": ["7257", "Magnolia virginiana"], "5717": ["5717", "Angelica sylvestris"], "7978": ["7978", "Podocarpus laetus"], "7443": ["7443", "Oenothera cespitosa"], "3846": ["3846", "Theristicus melanopis"], "6535": ["6535", "Dipsacus fullonum"], "6452": ["6452", "Eriogonum elongatum"], "2927": ["2927", "Cynanthus latirostris"], "1307": ["1307", "Mythimna unipuncta"], "3732": ["3732", "Ixoreus naevius"], "5401": ["5401", "Arethusa bulbosa"], "3158": ["3158", "Piaya cayana"], "6405": ["6405", "Stellaria holostea"], "3518": ["3518", "Parus major"], "780": ["780", "Hypoprepia miniata"], "3605": ["3605", "Spizelloides arborea"], "1450": ["1450", "Doleschallia bisaltide"], "3069": ["3069", "Tringa solitaria"], "7362": ["7362", "Helianthemum scoparium"], "5345": ["5345", "Maianthemum racemosum"], "1268": ["1268", "Copivaleria grotei"], "6095": ["6095", "Solidago caesia"], "1183": ["1183", "Lycaena gorgon"], "4024": ["4024", "Orectolobus halei"], "7281": ["7281", "Euphorbia heterophylla"], "6909": ["6909", "Asclepias syriaca"], "2361": ["2361", "Haemulon flavolineatum"], "7545": ["7545", "Clematis texensis"], "6232": ["6232", "Pulmonaria officinalis"], "7379": ["7379", "Malvaviscus arboreus"], "2317": ["2317", "Chaetodon lunulatus"], "6892": ["6892", "Asclepias curassavica"], "4010": ["4010", "Carcharias taurus"], "219": ["219", "Lilioceris lilii"], "3179": ["3179", "Callipepla douglasii"], "239": ["239", "Coccinella septempunctata"], "1590": ["1590", "Papilio clytia"], "6115": ["6115", "Sphagneticola trilobata"], "6592": ["6592", "Menziesia ferruginea"], "83": ["83", "Trite auricoma"], "7042": ["7042", "Mentha canadensis"], "1094": ["1094", "Pyrgus philetas"], "542": ["542", "Crematogaster scutellaris"], "4240": ["4240", "Sciurus aureogaster"], "2748": ["2748", "Accipiter striatus"], "1972": ["1972", "Phanogomphus oklahomensis"], "3270": ["3270", "Orthotomus sutorius"], "1198": ["1198", "Philotes sonorensis"], "7111": ["7111", "Castilleja attenuata"], "5763": ["5763", "Sphenosciadium capitellatum"], "1458": ["1458", "Erebia ligea"], "5140": ["5140", "Clavulina rugosa"], "5627": ["5627", "Andropogon glomeratus"], "3785": ["3785", "Tyrannus forficatus"], "807": ["807", "Mocis marcida"], "5": ["5", "Spirobranchus cariniferus"], "2638": ["2638", "Hyla immaculata"], "7154": ["7154", "Mimulus ringens"], "203": ["203", "Bruchidius villosus"], "7183": ["7183", "Penstemon hirsutus"], "3093": ["3093", "Geopelia humeralis"], "1017": ["1017", "Timandra comae"], "7801": ["7801", "Ribes montigenum"], "3073": ["3073", "Stercorarius longicaudus"], "4303": ["4303", "Conopsis nasus"], "5182": ["5182", "Laetiporus cincinnatus"], "2893": ["2893", "Tockus erythrorhynchus"], "2146": ["2146", "Chromacris colorata"], "3348": ["3348", "Leucosticte tephrocotis"], "6755": ["6755", "Lupinus sparsiflorus"], "7984": ["7984", "Cyathea smithii"], "3249": ["3249", "Coracina novaehollandiae"], "1824": ["1824", "Urania fulgens"], "1821": ["1821", "Syndemis afflictana"], "2130": ["2130", "Trimerotropis verruculata"], "3868": ["3868", "Dendrocopos minor"], "1": ["1", "Phragmatopoma californica"], "223": ["223", "Paropsisterna m-fuscum"], "420": ["420", "Melacoryphus lateralis"], "7182": ["7182", "Penstemon heterophyllus"], "3932": ["3932", "Amazona autumnalis"], "1179": ["1179", "Lycaena dispar"], "1444": ["1444", "Danaus genutia"], "7744": ["7744", "Azadirachta indica"], "391": ["391", "Henicopsaltria eydouxii"], "3460": ["3460", "Hypothymis azurea"], "5523": ["5523", "Erythronium umbilicatum"], "2157": ["2157", "Leptophyes punctatissima"], "1305": ["1305", "Mythimna convecta"], "937": ["937", "Horisme intestinata"], "3654": ["3654", "Rhipidura albiscapa"], "69": ["69", "Lyssomanes viridis"], "3084": ["3084", "Colius striatus"], "3869": ["3869", "Dendrocopos syriacus"], "5514": ["5514", "Calochortus minimus"], "4339": ["4339", "Nerodia sipedon"], "3573": ["3573", "Ammodramus henslowii"], "6906": ["6906", "Asclepias subulata"], "7790": ["7790", "Sedum obtusatum"], "4765": ["4765", "Geitodoris heathi"], "2443": ["2443", "Holacanthus ciliaris"], "4250": ["4250", "Tamias sibiricus"], "3940": ["3940", "Eupsittula pertinax"], "5235": ["5235", "Polytrichum commune"], "739": ["739", "Ctenucha rubroscapus"], "4736": ["4736", "Nassarius fossatus"], "7008": ["7008", "Campsis radicans"], "1383": ["1383", "Nerice bidentata"], "990": ["990", "Plagodis alcoolaria"], "1870": ["1870", "Calopteryx maculata"], "7453": ["7453", "Aristotelia fruticosa"], "4181": ["4181", "Lepus alleni"], "2311": ["2311", "Chaetodon ephippium"], "1922": ["1922", "Ischnura demorsa"], "3327": ["3327", "Lonchura punctulata"], "1507": ["1507", "Lethe portlandia"], "7647": ["7647", "Ivesia santolinoides"], "3636": ["3636", "Polioptila caerulea"], "2727": ["2727", "Plethodon albagula"], "2066": ["2066", "Pantala hymenaea"], "5476": ["5476", "Pterostylis trullifolia"], "6060": ["6060", "Psilostrophe tagetina"], "7996": ["7996", "Hymenophyllum rarum"], "2002": ["2002", "Celithemis eponina"], "7662": ["7662", "Prunus dulcis"], "5661": ["5661", "Eragrostis secundiflora"], "4934": ["4934", "Vulpicida pinastri"], "7913": ["7913", "Larrea tridentata"], "7640": ["7640", "Fragaria virginiana"], "3499": ["3499", "Cinnyris asiaticus"], "4755": ["4755", "Cuthona divae"], "4351": ["4351", "Senticolis triaspis"], "1477": ["1477", "Hamanumida daedalus"], "7223": ["7223", "Polypremum procumbens"], "5659": ["5659", "Elymus elymoides"], "590": ["590", "Polistes metricus"], "7277": ["7277", "Euphorbia dentata"], "2663": ["2663", "Gastrophryne carolinensis"], "6934": ["6934", "Gentiana verna"], "1712": ["1712", "Rhetus arcius"], "3994": ["3994", "Morus bassanus"], "3691": ["3691", "Ramphocelus sanguinolentus"], "4154": ["4154", "Artibeus jamaicensis"], "5113": ["5113", "Suillellus amygdalinus"], "5036": ["5036", "Chondrostereum purpureum"], "6823": ["6823", "Alnus serrulata"], "7210": ["7210", "Veronica stricta"], "5528": ["5528", "Fritillaria liliacea"], "101": ["101", "Misumenoides formosipes"], "2364": ["2364", "Atypichthys strigatus"], "6800": ["6800", "Trifolium arvense"], "4312": ["4312", "Hierophis viridiflavus"], "4155": ["4155", "Artibeus lituratus"], "747": ["747", "Dysschema howardi"], "5925": ["5925", "Echinacea purpurea"], "1831": ["1831", "Mantis religiosa"], "6820": ["6820", "Polygala senega"], "675": ["675", "Pyrausta californicalis"], "2430": ["2430", "Upeneichthys vlamingii"], "6726": ["6726", "Gliricidia sepium"], "6240": ["6240", "Barbarea orthoceras"], "2896": ["2896", "Bucorvus abyssinicus"], "4260": ["4260", "Xerospermophilus tereticaudus"], "2913": ["2913", "Amazilia yucatanensis"], "2096": ["2096", "Macromia illinoiensis"], "749": ["749", "Erebus ephesperis"], "2230": ["2230", "Anguilla dieffenbachii"], "1276": ["1276", "Diastema tigris"], "4603": ["4603", "Diadema antillarum"], "6225": ["6225", "Phacelia malvifolia"], "2339": ["2339", "Chironemus marmoratus"], "6451": ["6451", "Eriogonum deflexum"], "6326": ["6326", "Cylindropuntia ganderi"], "2746": ["2746", "Accipiter badius"], "1992": ["1992", "Acisoma panorpoides"], "1640": ["1640", "Gonepteryx rhamni"], "4078": ["4078", "Canis latrans"], "7481": ["7481", "Banksia marginata"], "1526": ["1526", "Morpho polyphemus"], "5714": ["5714", "Aciphylla aurea"], "7562": ["7562", "Ranunculus aquatilis"], "2261": ["2261", "Umbra limi"], "2049": ["2049", "Neurothemis tullia"], "3544": ["3544", "Oreothlypis superciliosa"], "7743": ["7743", "Bursera microphylla"], "4638": ["4638", "Donax gouldii"], "886": ["886", "Cingilia catenaria"], "7621": ["7621", "Agrimonia gryposepala"], "3271": ["3271", "Prinia socialis"], "1920": ["1920", "Ischnura barberi"], "4008": ["4008", "Heterodontus portusjacksoni"], "1498": ["1498", "Junonia oenone"], "3183": ["3183", "Oreortyx pictus"], "1031": ["1031", "Ancyloxypha numitor"], "2158": ["2158", "Meconema meridionale"], "3289": ["3289", "Cyanocorax beecheii"], "7344": ["7344", "Viola blanda"], "6863": ["6863", "Quercus suber"], "794": ["794", "Lophocampa maculata"], "6356": ["6356", "Mammillaria tetrancistra"], "5249": ["5249", "Phlegmariurus varius"], "283": ["283", "Cotinis nitida"], "1642": ["1642", "Leptophobia aripa"], "3479": ["3479", "Cossypha heuglini"], "5719": ["5719", "Anthriscus caucalis"], "2072": ["2072", "Potamarcha congener"], "1408": ["1408", "Anthanassa texana"], "2081": ["2081", "Sympetrum pallipes"], "6920": ["6920", "Funastrum cynanchoides"], "1846": ["1846", "Dicromantispa interrupta"], "4144": ["4144", "Delphinus capensis"], "4673": ["4673", "Austrolittorina antipodum"], "5650": ["5650", "Chloris verticillata"], "1534": ["1534", "Nymphalis l-album"], "7856": ["7856", "Ipomoea pedicellaris"], "5529": ["5529", "Fritillaria pudica"], "5379": ["5379", "Alophia drummondii"], "758": ["758", "Euparthenos nubilis"], "5770": ["5770", "Aralia hispida"], "318": ["318", "Bombylius major"], "6243": ["6243", "Brassica oleracea"], "2606": ["2606", "Anaxyrus punctatus"], "7599": ["7599", "Ceanothus leucodermis"], "3958": ["3958", "Spheniscus magellanicus"], "5352": ["5352", "Nolina parryi"], "6202": ["6202", "Hydrophyllum appendiculatum"], "1163": ["1163", "Glaucopsyche lygdamus"], "4875": ["4875", "Desmarestia ligulata"], "186": ["186", "Morimus asper"], "273": ["273", "Calopteron terminale"], "7661": ["7661", "Prunus cerasifera"], "3920": ["3920", "Ardenna pacifica"], "5920": ["5920", "Dieteria canescens"], "5110": ["5110", "Chalciporus piperatus"], "790": ["790", "Lopharthrum comprimens"], "1729": ["1729", "Scythris trivinctella"], "7495": ["7495", "Nandina domestica"], "2702": ["2702", "Rhinophrynus dorsalis"], "3770": ["3770", "Myiarchus cinerascens"], "2223": ["2223", "Porcellio laevis"], "1802": ["1802", "Epiphyas postvittana"], "1109": ["1109", "Vettius fantasos"], "4579": ["4579", "Leptasterias hexactis"], "1058": ["1058", "Erynnis tristis"], "336": ["336", "Eupeodes americanus"], "3649": ["3649", "Pycnonotus xanthopygos"], "2277": ["2277", "Ctenochaetus striatus"], "155": ["155", "Cantharis rustica"], "4383": ["4383", "Cyrtodactylus marmoratus"], "1688": ["1688", "Hypsopygia binodulalis"], "3898": ["3898", "Aechmophorus clarkii"], "1167": ["1167", "Icaricia acmon"], "2866": ["2866", "Mareca penelope"], "3014": ["3014", "Larus heermanni"], "2697": ["2697", "Rana temporaria"], "197": ["197", "Tetraopes femoratus"], "6727": ["6727", "Glycyrrhiza lepidota"], "3696": ["3696", "Sporophila caerulescens"], "6925": ["6925", "Vinca major"], "2296": ["2296", "Seriola lalandi"], "2322": ["2322", "Chaetodon rafflesii"], "2489": ["2489", "Sparisoma aurofrenatum"], "6140": ["6140", "Tragopogon porrifolius"], "386": ["386", "Sophonia orientalis"], "6107": ["6107", "Solidago uliginosa"], "6577": ["6577", "Epacris impressa"], "2868": ["2868", "Mareca strepera"], "2119": ["2119", "Oedipoda caerulescens"], "7615": ["7615", "Acaena anserinifolia"], "1570": ["1570", "Vanessa virginiensis"], "4280": ["4280", "Elgaria multicarinata"], "2980": ["2980", "Vanellus vanellus"], "2723": ["2723", "Eurycea quadridigitata"], "4679": ["4679", "Neverita reclusiana"], "1512": ["1512", "Limenitis camilla"], "1287": ["1287", "Hyppa xylinoides"], "1908": ["1908", "Enallagma civile"], "818": ["818", "Palthis angulalis"], "7203": ["7203", "Plantago virginica"], "376": ["376", "Cercopis vulnerata"], "5452": ["5452", "Ophrys insectifera"], "428": ["428", "Platycotis vittata"], "6498": ["6498", "Cornus rugosa"], "3840": ["3840", "Mesembrinibis cayennensis"], "6297": ["6297", "Atriplex semibaccata"], "2815": ["2815", "Anas crecca"], "281": ["281", "Chrysina gloriosa"], "2862": ["2862", "Histrionicus histrionicus"], "2797": ["2797", "Parabuteo unicinctus"], "3351": ["3351", "Pyrrhula pyrrhula"], "7165": ["7165", "Cymbalaria muralis"], "7836": ["7836", "Convolvulus arvensis"], "974": ["974", "Obeidia tigrata"], "2204": ["2204", "Petrolisthes elongatus"], "1073": ["1073", "Ochlodes agricola"], "4692": ["4692", "Haliotis cracherodii"], "3998": ["3998", "Sula variegata"], "6890": ["6890", "Asclepias asperula"], "4110": ["4110", "Lontra longicaudis"], "1916": ["1916", "Enallagma signatum"], "1294": ["1294", "Leucania diatrecta"], "2929": ["2929", "Eugenes spectabilis"], "3344": ["3344", "Haemorhous cassinii"], "7637": ["7637", "Filipendula rubra"], "6621": ["6621", "Eriastrum eremicum"], "6066": ["6066", "Raoulia subsericea"], "7817": ["7817", "Micranthes tolmiei"], "2032": ["2032", "Libellula flavida"], "7963": ["7963", "Pinus ponderosa"], "6473": ["6473", "Pterostegia drymarioides"], "5679": ["5679", "Oryzopsis asperifolia"], "5632": ["5632", "Austroderia richardii"], "3593": ["3593", "Peucaea aestivalis"], "5745": ["5745", "Ligusticum grayi"], "2428": ["2428", "Parupeneus spilurus"], "6088": ["6088", "Senecio salignus"], "5492": ["5492", "Tradescantia fluminensis"], "7586": ["7586", "Hippophae rhamnoides"], "2587": ["2587", "Lactoria fornasini"], "5417": ["5417", "Corybas oblongus"], "1906": ["1906", "Enallagma boreale"], "2270": ["2270", "Acanthurus dussumieri"], "3668": ["3668", "Cinnyricinclus leucogaster"], "3123": ["3123", "Corythornis cristatus"], "5254": ["5254", "Lycopodium clavatum"], "5313": ["5313", "Agave scabra"], "714": ["714", "Asota caricae"], "8030": ["8030", "Blechnum colensoi"], "1165": ["1165", "Hemiargus ceraunus"], "7954": ["7954", "Pinus edulis"], "753": ["753", "Eubolina impartialis"], "6283": ["6283", "Buxus sempervirens"], "1877": ["1877", "Amphiagrion abbreviatum"], "3641": ["3641", "Phainopepla nitens"], "3114": ["3114", "Treron vernans"], "5967": ["5967", "Helenium elegans"], "4666": ["4666", "Siphonaria australis"], "310": ["310", "Laphria thoracica"], "920": ["920", "Eugonobapta nivosaria"], "3602": ["3602", "Spizella pallida"], "3396": ["3396", "Icterus gularis"], "4135": ["4135", "Ursus americanus"], "1719": ["1719", "Automeris io"], "3438": ["3438", "Anthornis melanura"], "989": ["989", "Phrissogonus laticostatus"], "5293": ["5293", "Allium stellatum"], "1974": ["1974", "Phyllogomphoides albrighti"], "7706": ["7706", "Sorbus sitchensis"], "6431": ["6431", "Mirabilis albida"], "4286": ["4286", "Calumma parsonii"], "2164": ["2164", "Pholidoptera griseoaptera"], "6668": ["6668", "Acacia angustissima"], "917": ["917", "Euchlaena amoenaria"], "1539": ["1539", "Phaedyma columella"], "7090": ["7090", "Utricularia subulata"], "2482": ["2482", "Cetoscarus ocellatus"], "1662": ["1662", "Zerene cesonia"], "7489": ["7489", "Berberis nervosa"], "4179": ["4179", "Parascalops breweri"], "7517": ["7517", "Platystemon californicus"], "6137": ["6137", "Thelesperma megapotamicum"], "7129": ["7129", "Euphrasia nemorosa"], "7250": ["7250", "Asimina triloba"], "5941": ["5941", "Erigeron philadelphicus"], "1742": ["1742", "Hemaris diffinis"], "7941": ["7941", "Abies balsamea"], "2624": ["2624", "Sclerophrys gutturalis"], "8076": ["8076", "Onoclea sensibilis"], "1303": ["1303", "Morrisonia mucens"], "6218": ["6218", "Nemophila parviflora"], "7635": ["7635", "Dasiphora fruticosa"], "4867": ["4867", "Katharina tunicata"], "1952": ["1952", "Arigomphus submedianus"], "3384": ["3384", "Agelaius tricolor"], "3784": ["3784", "Tyrannus caudifasciatus"], "3151": ["3151", "Chrysococcyx lucidus"], "2996": ["2996", "Chroicocephalus philadelphia"], "5888": ["5888", "Chaenactis glabriuscula"], "7416": ["7416", "Kunzea robusta"], "2894": ["2894", "Tockus leucomelas"], "5462": ["5462", "Platanthera bifolia"], "610": ["610", "Cnaphalocrocis poeyalis"], "6350": ["6350", "Mammillaria carnea"], "3723": ["3723", "Thryophilus sinaloa"], "793": ["793", "Lophocampa caryae"], "5743": ["5743", "Heracleum maximum"], "6640": ["6640", "Polemonium reptans"], "3207": ["3207", "Aramides cajaneus"], "6014": ["6014", "Madia gracilis"], "4714": ["4714", "Busycon carica"], "5243": ["5243", "Equisetum laevigatum"], "6318": ["6318", "Carnegiea gigantea"], "7": ["7", "Acanthophrynus coronatus"], "7015": ["7015", "Kigelia africana"], "3814": ["3814", "Botaurus stellaris"], "6570": ["6570", "Arctostaphylos nevadensis"], "2924": ["2924", "Colibri coruscans"], "564": ["564", "Megascolia maculata"], "3949": ["3949", "Psephotus haematonotus"], "725": ["725", "Catocala cara"], "340": ["340", "Merodon equestris"], "7683": ["7683", "Rubus caesius"], "2537": ["2537", "Ariopsis felis"], "7088": ["7088", "Utricularia gibba"], "1077": ["1077", "Panoquina panoquin"], "5482": ["5482", "Spiranthes vernalis"], "4301": ["4301", "Coniophanes imperialis"], "4195": ["4195", "Equus quagga"], "5070": ["5070", "Marasmiellus candidus"], "1416": ["1416", "Argyreus hyperbius"], "6226": ["6226", "Phacelia parryi"], "4198": ["4198", "Tapirus bairdii"], "6588": ["6588", "Kalmia latifolia"], "637": ["637", "Herpetogramma bipunctalis"], "5152": ["5152", "Clathrus columnatus"], "4123": ["4123", "Arctocephalus pusillus"], "4653": ["4653", "Octopus rubescens"], "7667": ["7667", "Prunus pumila"], "4981": ["4981", "Rhytisma acerinum"], "1738": ["1738", "Enyo lugubris"], "4989": ["4989", "Morchella rufobrunnea"], "1990": ["1990", "Lestes vigilax"], "3690": ["3690", "Ramphocelus flammigerus"], "5161": ["5161", "Fomitopsis pini-canadensis"], "2904": ["2904", "Chordeiles minor"], "5061": ["5061", "Panellus pusillus"], "6997": ["6997", "Geranium sylvaticum"], "6968": ["6968", "Galium aparine"], "869": ["869", "Alsophila pometaria"], "7686": ["7686", "Rubus dalibarda"], "6869": ["6869", "Carya ovata"], "7509": ["7509", "Dicentra formosa"], "4588": ["4588", "Patiria miniata"], "5683": ["5683", "Paspalum urvillei"], "2369": ["2369", "Scorpis lineolata"], "4844": ["4844", "Milax gagates"], "447": ["447", "Euschistus servus"], "3727": ["3727", "Catharus aurantiirostris"], "7076": ["7076", "Stachys coccinea"], "1573": ["1573", "Ypthima horsfieldii"], "178": ["178", "Anastrangalia laetifica"], "7001": ["7001", "Avicennia marina"], "7214": ["7214", "Leucospora multifida"], "4992": ["4992", "Sirococcus clavigignenti-juglandacearum"], "3278": ["3278", "Corvus corax"], "232": ["232", "Axion plagiatum"], "694": ["694", "Bibarrambla allenella"], "4591": ["4591", "Linckia multifora"], "3621": ["3621", "Petroica macrocephala"], "4801": ["4801", "Tambja morosa"], "4256": ["4256", "Tamiasciurus douglasii"], "1799": ["1799", "Epiblema otiosana"], "1390": ["1390", "Schizura concinna"], "8053": ["8053", "Dryopteris arguta"], "3853": ["3853", "Phoenicopterus chilensis"], "1134": ["1134", "Atlides halesus"], "2772": ["2772", "Circus cyaneus"], "762": ["762", "Halone sejuncta"], "2293": ["2293", "Caranx ruber"], "202": ["202", "Asphaera lustrans"], "4152": ["4152", "Physeter macrocephalus"], "6652": ["6652", "Myrsine australis"], "3464": ["3464", "Anthus novaeseelandiae"], "6305": ["6305", "Gomphrena serrata"], "147": ["147", "Shelfordella lateralis"], "4033": ["4033", "Antidorcas marsupialis"], "6634": ["6634", "Phlox divaricata"], "7780": ["7780", "Dudleya farinosa"], "7636": ["7636", "Drymocallis arguta"], "6190": ["6190", "Cynoglossum grande"], "7866": ["7866", "Datura discolor"], "528": ["528", "Andricus parmula"], "4767": ["4767", "Doris montereyensis"], "7659": ["7659", "Prunus angustifolia"], "5656": ["5656", "Dichanthelium clandestinum"], "5250": ["5250", "Dendrolycopodium dendroideum"], "6614": ["6614", "Xylococcus bicolor"], "5443": ["5443", "Liparis loeselii"], "4911": ["4911", "Pilophorus acicularis"], "6538": ["6538", "Knautia arvensis"], "1473": ["1473", "Hamadryas amphinome"], "1602": ["1602", "Papilio rogeri"], "7419": ["7419", "Lophomyrtus obcordata"], "3319": ["3319", "Emberiza cirlus"], "1713": ["1713", "Zemeros flegyas"], "3267": ["3267", "Cinclus mexicanus"], "4640": ["4640", "Spisula solidissima"], "1164": ["1164", "Habrodais grunus"], "3847": ["3847", "Threskiornis aethiopicus"], "1316": ["1316", "Orthosia cerasi"], "6339": ["6339", "Echinocereus pectinatus"], "2826": ["2826", "Anser albifrons"], "4569": ["4569", "Tubastraea coccinea"], "3037": ["3037", "Himantopus leucocephalus"], "198": ["198", "Tetraopes tetrophthalmus"], "337": ["337", "Eupeodes volucris"], "3825": ["3825", "Ixobrychus sinensis"], "6086": ["6086", "Senecio praecox"], "2595": ["2595", "Canthigaster valentini"], "7058": ["7058", "Salvia greggii"], "1150": ["1150", "Chlorostrymon simaethis"], "7694": ["7694", "Rubus phoenicolasius"], "4546": ["4546", "Apalone ferox"], "1177": ["1177", "Lycaena arota"], "5759": ["5759", "Sanicula laciniata"], "1500": ["1500", "Junonia terea"], "2983": ["2983", "Haematopus longirostris"], "1400": ["1400", "Aglais io"], "2842": ["2842", "Aythya valisineria"], "6104": ["6104", "Solidago riddellii"], "1665": ["1665", "Psyche casta"], "6522": ["6522", "Sambucus ebulus"], "7663": ["7663", "Prunus fasciculata"], "4109": ["4109", "Lontra canadensis"], "1220": ["1220", "Zizina oxleyi"], "5112": ["5112", "Retiboletus ornatipes"], "3164": ["3164", "Falco naumanni"], "6526": ["6526", "Viburnum edule"], "6421": ["6421", "Claytonia parviflora"], "7602": ["7602", "Ceanothus spinosus"], "5788": ["5788", "Raukaua edgerleyi"], "6747": ["6747", "Lupinus arizonicus"], "4803": ["4803", "Triopha maculata"], "1748": ["1748", "Hyles lineata"], "5791": ["5791", "Griselinia littoralis"], "1660": ["1660", "Pyrisitia nise"], "6442": ["6442", "Limonium perezii"], "237": ["237", "Chilocorus stigma"], "7971": ["7971", "Pseudotsuga menziesii"], "1756": ["1756", "Paratrea plebeja"], "3693": ["3693", "Saltator coerulescens"], "6568": ["6568", "Arbutus menziesii"], "7597": ["7597", "Ceanothus integerrimus"], "7974": ["7974", "Dacrydium cupressinum"], "7819": ["7819", "Mitella nuda"], "4354": ["4354", "Storeria occipitomaculata"], "3492": ["3492", "Saxicola caprata"], "2722": ["2722", "Eurycea guttolineata"], "2656": ["2656", "Smilisca phaeota"], "5959": ["5959", "Gazania linearis"], "5464": ["5464", "Platanthera chlorantha"], "2007": ["2007", "Dythemis fugax"], "4766": ["4766", "Peltodoris nobilis"], "5493": ["5493", "Tradescantia occidentalis"], "6192": ["6192", "Echium plantagineum"], "1308": ["1308", "Nedra ramosula"], "7891": ["7891", "Solanum pseudocapsicum"], "3525": ["3525", "Poecile montanus"], "975": ["975", "Operophtera bruceata"], "3234": ["3234", "Aegithalos caudatus"], "1467": ["1467", "Euploea mulciber"], "5634": ["5634", "Avena sativa"], "4901": ["4901", "Chrysothrix candelaris"], "2686": ["2686", "Lithobates sphenocephalus"], "4769": ["4769", "Doto columbiana"], "3265": ["3265", "Certhia brachydactyla"], "1230": ["1230", "Acronicta lobeliae"], "2221": ["2221", "Ligia exotica"], "7374": ["7374", "Hoheria angustifolia"], "2089": ["2089", "Tramea onusta"], "6204": ["6204", "Hydrophyllum virginianum"], "6324": ["6324", "Cylindropuntia californica"], "361": ["361", "Acanthosoma haemorrhoidale"], "3256": ["3256", "Passerina cyanea"], "5246": ["5246", "Ephedra trifurca"], "1668": ["1668", "Emmelina monodactyla"], "7514": ["7514", "Eschscholzia minutiflora"], "5271": ["5271", "Xanthosoma robustum"], "6846": ["6846", "Quercus emoryi"], "2710": ["2710", "Hynobius quelpaertensis"], "5015": ["5015", "Amanita augusta"], "4228": ["4228", "Callospermophilus lateralis"], "806": ["806", "Mocis latipes"], "3874": ["3874", "Dryocopus pileatus"], "1892": ["1892", "Argia pallens"], "1369": ["1369", "Datana major"], "6008": ["6008", "Liatris cylindracea"], "4401": ["4401", "Sauromalus ater"], "2448": ["2448", "Pomacanthus semicirculatus"], "5929": ["5929", "Emilia sonchifolia"], "7306": ["7306", "Hypericum anagalloides"], "5347": ["5347", "Maianthemum trifolium"], "5483": ["5483", "Thelymitra longifolia"], "495": ["495", "Bombus hypnorum"], "817": ["817", "Orvasca subnotata"], "1962": ["1962", "Onychogomphus forcipatus"], "3982": ["3982", "Microcarbo melanoleucos"], "2011": ["2011", "Erythemis attala"], "1888": ["1888", "Argia lugens"], "7906": ["7906", "Vitis rotundifolia"], "2409": ["2409", "Lutjanus apodus"], "6073": ["6073", "Senecio ampullaceus"], "3968": ["3968", "Glaucidium brasilianum"], "1604": ["1604", "Papilio rutulus"], "3539": ["3539", "Oporornis agilis"], "2542": ["2542", "Plotosus lineatus"], "1617": ["1617", "Abaeis nicippe"], "7162": ["7162", "Collinsia tinctoria"], "2791": ["2791", "Lophaetus occipitalis"], "2626": ["2626", "Fejervarya kawamurai"], "3293": ["3293", "Cyanocorax yucatanicus"], "4946": ["4946", "Ramalina menziesii"], "2044": ["2044", "Miathyria marcella"], "5637": ["5637", "Bouteloua hirsuta"], "5533": ["5533", "Lilium kelleyanum"], "4346": ["4346", "Phyllorhynchus decurtatus"], "3865": ["3865", "Colaptes punctigula"], "5133": ["5133", "Cantharellus californicus"], "6661": ["6661", "Samolus valerandi"], "7766": ["7766", "Acer spicatum"], "7933": ["7933", "Libocedrus bidwillii"], "8052": ["8052", "Dryopteris affinis"], "2272": ["2272", "Acanthurus nigricans"], "5890": ["5890", "Chaetopappa ericoides"], "4455": ["4455", "Eulamprus quoyii"], "404": ["404", "Leptoglossus occidentalis"], "5611": ["5611", "Scirpus atrovirens"], "7033": ["7033", "Hyptis alata"], "1576": ["1576", "Endrosis sarcitrella"], "3974": ["3974", "Ninox novaeseelandiae"], "5821": ["5821", "Ambrosia trifida"], "3383": ["3383", "Agelaius phoeniceus"], "1124": ["1124", "Euclea incisa"], "1078": ["1078", "Panoquina panoquinoides"], "7921": ["7921", "Cupressus lusitanica"], "484": ["484", "Myodocha serripes"], "5643": ["5643", "Bromus kalmii"], "3618": ["3618", "Eopsaltria australis"], "1727": ["1727", "Saturnia pyri"], "78": ["78", "Philaeus chrysops"], "1574": ["1574", "Ypthima huebneri"], "6302": ["6302", "Dysphania ambrosioides"], "6915": ["6915", "Calotropis procera"], "112": ["112", "Centruroides vittatus"], "5023": ["5023", "Amanita ocreata"], "1156": ["1156", "Echinargus isola"], "3561": ["3561", "Setophaga occidentalis"], "746": ["746", "Diatenes aglossoides"], "457": ["457", "Nezara viridula"], "4648": ["4648", "Ruditapes philippinarum"], "5550": ["5550", "Veratrum californicum"], "2566": ["2566", "Rhinecanthus aculeatus"], "6767": ["6767", "Melilotus officinalis"], "3263": ["3263", "Spiza americana"], "8095": ["8095", "Myriopteris alabamensis"], "2541": ["2541", "Cnidoglanis macrocephalus"], "691": ["691", "Uresiphita reversalis"], "7704": ["7704", "Sorbaria sorbifolia"], "2116": ["2116", "Melanoplus differentialis"], "30": ["30", "Neoscona arabesca"], "1670": ["1670", "Lantanophaga pusillidactylus"], "3440": ["3440", "Gavicalis virescens"], "5819": ["5819", "Ambrosia dumosa"], "453": ["453", "Menecles insertus"], "3961": ["3961", "Athene brama"], "358": ["358", "Delphinia picta"], "7466": ["7466", "Oxalis violacea"], "3921": ["3921", "Calonectris diomedea"], "6395": ["6395", "Silene gallica"], "1093": ["1093", "Pyrgus oileus"], "699": ["699", "Thyatira batis"], "994": ["994", "Poecilasthena pulchraria"], "7738": ["7738", "Rhus ovata"], "5793": ["5793", "Pennantia corymbosa"], "3852": ["3852", "Phoeniconaias minor"], "2256": ["2256", "Fundulus heteroclitus"], "6399": ["6399", "Silene regia"], "4967": ["4967", "Polycauliona candelaria"], "1105": ["1105", "Thymelicus sylvestris"], "3398": ["3398", "Icterus nigrogularis"], "5537": ["5537", "Anticlea elegans"], "6689": ["6689", "Astragalus canadensis"], "6824": ["6824", "Alnus viridis"], "5393": ["5393", "Moraea sisyrinchium"], "5442": ["5442", "Liparis liliifolia"], "745": ["745", "Diacrisia sannio"], "1692": ["1692", "Oneida lunulalis"], "6476": ["6476", "Rumex hymenosepalus"], "1295": ["1295", "Leucania incognita"], "544": ["544", "Formica obscuripes"], "4575": ["4575", "Phacellophora camtschatica"], "4299": ["4299", "Coluber mentovarius"], "6406": ["6406", "Stellaria longipes"], "507": ["507", "Bombus terricola"], "4288": ["4288", "Furcifer oustaleti"], "877": ["877", "Camptogramma bilineata"], "7944": ["7944", "Abies magnifica"], "3206": ["3206", "Aramides albiventris"], "549": ["549", "Tapinoma sessile"], "2637": ["2637", "Hyla gratiosa"], "6253": ["6253", "Diplotaxis tenuifolia"], "1653": ["1653", "Pieris virginiensis"], "3185": ["3185", "Bonasa umbellus"], "6000": ["6000", "Layia glandulosa"], "5410": ["5410", "Chiloglottis cornuta"], "360": ["360", "Acanalonia bivittata"], "5481": ["5481", "Spiranthes ovalis"], "326": ["326", "Arachnocampa luminosa"], "6193": ["6193", "Echium vulgare"], "1634": ["1634", "Euchloe ausonides"], "4290": ["4290", "Ahaetulla prasina"], "5425": ["5425", "Dactylorhiza viridis"], "117": ["117", "Vaejovis carolinianus"], "2910": ["2910", "Amazilia cyanocephala"], "5892": ["5892", "Chrysanthemoides monilifera"], "6720": ["6720", "Desmodium rotundifolium"], "7715": ["7715", "Elatostema rugosum"], "2292": ["2292", "Caranx ignobilis"], "2065": ["2065", "Pantala flavescens"], "3343": ["3343", "Fringilla coelebs"], "5085": ["5085", "Agrocybe praecox"], "2999": ["2999", "Creagrus furcatus"], "6262": ["6262", "Hirschfeldia incana"], "504": ["504", "Bombus rufocinctus"], "6456": ["6456", "Eriogonum latifolium"], "2088": ["2088", "Tramea lacerata"], "3829": ["3829", "Pilherodius pileatus"], "1420": ["1420", "Boloria bellona"], "6021": ["6021", "Mycelis muralis"], "660": ["660", "Ostrinia nubilalis"], "2521": ["2521", "Oncorhynchus kisutch"], "2673": ["2673", "Amietia fuscigula"], "880": ["880", "Celenna festivaria"], "3092": ["3092", "Columbina talpacoti"], "6372": ["6372", "Opuntia stenopetala"], "1184": ["1184", "Lycaena helloides"], "2379": ["2379", "Epibulus insidiator"], "7870": ["7870", "Lycium andersonii"], "7951": ["7951", "Pinus balfouriana"], "2141": ["2141", "Oecanthus niveus"], "1895": ["1895", "Argia sedula"], "4475": ["4475", "Aspidoscelis hyperythra"], "5264": ["5264", "Arisaema dracontium"], "4012": ["4012", "Dasyatis sabina"], "3007": ["3007", "Larus canus"], "3360": ["3360", "Lepidocolaptes souleyetii"], "6091": ["6091", "Silphium albiflorum"], "362": ["362", "Elasmostethus cruciatus"], "1361": ["1361", "Baileya australis"], "5760": ["5760", "Sanicula odorata"], "5878": ["5878", "Celmisia semicordata"], "2422": ["2422", "Mulloidichthys flavolineatus"], "5707": ["5707", "Typha orientalis"], "4188": ["4188", "Sylvilagus audubonii"], "7181": ["7181", "Penstemon heterodoxus"], "1883": ["1883", "Argia bipunctulata"], "2671": ["2671", "Ranoidea raniformis"], "1644": ["1644", "Nathalis iole"], "6242": ["6242", "Boechera laevigata"], "6180": ["6180", "Wahlenbergia albomarginata"], "131": ["131", "Orthoporus ornatus"], "1968": ["1968", "Phanogomphus graslinellus"], "478": ["478", "Zelus tetracanthus"], "5865": ["5865", "Brachyglottis kirkii"], "1861": ["1861", "Epiaeschna heros"], "7832": ["7832", "Calystegia spithamaea"], "7521": ["7521", "Aconitum napellus"], "2059": ["2059", "Orthetrum luzonicum"], "6130": ["6130", "Tagetes erecta"], "4410": ["4410", "Zootoca vivipara"], "43": ["43", "Bothriocyrtum californicum"], "3903": ["3903", "Podiceps major"], "1804": ["1804", "Eucosma parmatana"], "3800": ["3800", "Vireo pallens"], "220": ["220", "Omophoita cyanipennis"], "2586": ["2586", "Lactophrys triqueter"], "6208": ["6208", "Lithospermum ruderale"], "2055": ["2055", "Orthetrum chrysis"], "5710": ["5710", "Thalia geniculata"], "321": ["321", "Asphondylia auripila"], "3979": ["3979", "Anhinga anhinga"], "317": ["317", "Dilophus nigrostigma"], "261": ["261", "Dermestes lardarius"], "3480": ["3480", "Erithacus rubecula"], "442": ["442", "Chinavia hilaris"], "4644": ["4644", "Austrovenus stutchburyi"], "1114": ["1114", "Artace cribrarius"], "6321": ["6321", "Cylindropuntia acanthocarpa"], "826": ["826", "Philenora aspectalella"], "3184": ["3184", "Alectoris chukar"], "7333": ["7333", "Salix cinerea"], "471": ["471", "Phymata fasciata"], "2273": ["2273", "Acanthurus nigrofuscus"], "2695": ["2695", "Rana latastei"], "53": ["53", "Oecobius navus"], "1958": ["1958", "Gomphurus externus"], "5191": ["5191", "Pycnoporus sanguineus"], "4694": ["4694", "Haliotis iris"], "4858": ["4858", "Chiton glaucus"], "7169": ["7169", "Keckiella cordifolia"], "6662": ["6662", "Trientalis europaea"], "5812": ["5812", "Ageratina adenophora"], "29": ["29", "Micrathena mitrata"], "296": ["296", "Valgus hemipterus"], "2520": ["2520", "Oncorhynchus keta"], "508": ["508", "Bombus vosnesenskii"], "3830": ["3830", "Syrigma sibilatrix"], "8070": ["8070", "Polystichum wawranum"], "8072": ["8072", "Lindsaea linearis"], "140": ["140", "Epopella plicata"], "2334": ["2334", "Heniochus varius"], "5457": ["5457", "Orchis anthropophora"], "8018": ["8018", "Asplenium platyneuron"], "4360": ["4360", "Thamnophis marcianus"], "2446": ["2446", "Pomacanthus imperator"], "4209": ["4209", "Pan troglodytes"], "2667": ["2667", "Litoria ewingii"], "5214": ["5214", "Allodus podophylli"], "71": ["71", "Menemerus semilimbatus"], "783": ["783", "Idia americalis"], "274": ["274", "Cysteodemus armatus"], "4291": ["4291", "Arizona elegans"], "2706": ["2706", "Ambystoma opacum"], "2432": ["2432", "Scolopsis bilineata"], "1187": ["1187", "Lycaena hyllus"], "5518": ["5518", "Calochortus weedii"], "1445": ["1445", "Danaus gilippus"], "5953": ["5953", "Facelis retusa"], "5320": ["5320", "Asparagus asparagoides"], "7109": ["7109", "Castilleja applegatei"], "2575": ["2575", "Brachaluteres jacksonianus"], "3659": ["3659", "Sitta carolinensis"], "1471": ["1471", "Faunis canens"], "3978": ["3978", "Tyto alba"], "163": ["163", "Cicindela formosa"], "4000": ["4000", "Trogon melanocephalus"], "2721": ["2721", "Eurycea bislineata"], "3325": ["3325", "Lagonosticta senegala"], "4547": ["4547", "Apalone spinifera"], "1625": ["1625", "Catopsilia florella"], "678": ["678", "Pyrausta purpuralis"], "1936": ["1936", "Telebasis salva"], "2836": ["2836", "Aythya australis"], "2941": ["2941", "Thalurania colombica"], "1083": ["1083", "Poanes taxiles"], "5350": ["5350", "Muscari armeniacum"], "2534": ["2534", "Scorpaena plumieri"], "6572": ["6572", "Chimaphila maculata"], "3140": ["3140", "Merops ornatus"], "6599": ["6599", "Rhododendron calendulaceum"], "433": ["433", "Stenotus binotatus"], "7427": ["7427", "Chylismia claviformis"], "7255": ["7255", "Magnolia macrophylla"], "7569": ["7569", "Ranunculus hispidus"], "7212": ["7212", "Buddleja cordata"], "5956": ["5956", "Gaillardia pulchella"], "2003": ["2003", "Celithemis ornata"], "785": ["785", "Idia rotundalis"], "3481": ["3481", "Luscinia megarhynchos"], "5620": ["5620", "Juncus torreyi"], "4395": ["4395", "Ctenosaura hemilopha"], "6838": ["6838", "Notholithocarpus densiflorus"], "2588": ["2588", "Ostracion cubicus"], "4541": ["4541", "Gopherus berlandieri"], "5253": ["5253", "Diphasiastrum digitatum"], "7792": ["7792", "Sedum ternatum"], "1973": ["1973", "Phanogomphus spicatus"], "926": ["926", "Gastrophora henricaria"], "940": ["940", "Hyposidra talaca"], "6427": ["6427", "Lewisia triphylla"], "7989": ["7989", "Gleichenia microphylla"], "2274": ["2274", "Acanthurus olivaceus"], "5932": ["5932", "Engelmannia peristenia"], "2567": ["2567", "Sufflamen bursa"], "4193": ["4193", "Ochotona princeps"], "7965": ["7965", "Pinus resinosa"], "7193": ["7193", "Penstemon whippleanus"], "2179": ["2179", "Glebocarcinus oregonensis"], "2424": ["2424", "Mulloidichthys vanicolensis"], "5146": ["5146", "Inonotus obliquus"], "716": ["716", "Asota plaginota"], "4936": ["4936", "Phaeophyscia rubropulchra"], "314": ["314", "Promachus hinei"], "6139": ["6139", "Tragopogon dubius"], "470": ["470", "Phymata americana"], "6224": ["6224", "Phacelia imbricata"], "7323": ["7323", "Phyllanthus urinaria"], "1252": ["1252", "Athetis tenuis"], "401": ["401", "Anisoscelis luridus"], "713": ["713", "Ascalapha odorata"], "1980": ["1980", "Archilestes californicus"], "7284": ["7284", "Euphorbia indivisa"], "7529": ["7529", "Anemone hortensis"], "3233": ["3233", "Acrocephalus scirpaceus"], "1075": ["1075", "Ochlodes sylvanus"], "4559": ["4559", "Phlyctenactis tuberculosa"], "2648": ["2648", "Pseudacris fouquettei"], "5666": ["5666", "Lachnagrostis billardierei"], "2543": ["2543", "Aulostomus chinensis"], "1826": ["1826", "Cyclosia papilionaris"], "7813": ["7813", "Lithophragma glabrum"], "4987": ["4987", "Helvella vespertina"], "6481": ["6481", "Canotia holacantha"], "4350": ["4350", "Salvadora grahamiae"], "254": ["254", "Olla v-nigrum"], "3506": ["3506", "Colluricincla harmonica"], "6386": ["6386", "Honckenya peploides"], "5735": ["5735", "Eryngium leavenworthii"], "4357": ["4357", "Thamnophis cyrtopsis"], "5787": ["5787", "Raukaua anomalus"], "819": ["819", "Palthis asopialis"], "3109": ["3109", "Streptopelia orientalis"], "6598": ["6598", "Pyrola picta"], "4933": ["4933", "Usnea strigosa"], "7966": ["7966", "Pinus sabiniana"], "5766": ["5766", "Torilis nodosa"], "5617": ["5617", "Juncus marginatus"], "2959": ["2959", "Charadrius alexandrinus"], "1261": ["1261", "Chrysodeixis argentifera"], "4311": ["4311", "Heterodon platirhinos"], "5494": ["5494", "Tradescantia ohiensis"], "4805": ["4805", "Limacia mcdonaldi"], "4253": ["4253", "Tamias striatus"], "7412": ["7412", "Clidemia hirta"], "3713": ["3713", "Tityra semifasciata"], "1392": ["1392", "Schizura leptinoides"], "7384": ["7384", "Pavonia lasiopetala"], "5875": ["5875", "Carlina acaulis"], "5513": ["5513", "Calochortus luteus"], "7812": ["7812", "Heuchera sanguinea"], "3153": ["3153", "Crotophaga major"], "3615": ["3615", "Passer melanurus"], "3362": ["3362", "Cecropis abyssinica"], "3600": ["3600", "Pooecetes gramineus"], "5095": ["5095", "Psilocybe cubensis"], "7625": ["7625", "Aronia melanocarpa"], "109": ["109", "Leiobunum vittatum"], "191": ["191", "Rosalia funebris"], "1213": ["1213", "Strymon albata"], "7163": ["7163", "Collinsia torreyi"], "535": ["535", "Disholcaspis plumbella"], "2046": ["2046", "Micrathyria hagenii"], "2068": ["2068", "Perithemis intensa"], "6958": ["6958", "Coprosma perpusilla"], "7882": ["7882", "Solanum aviculare"], "6454": ["6454", "Eriogonum grande"], "5765": ["5765", "Torilis arvensis"], "2103": ["2103", "Camnula pellucida"], "1478": ["1478", "Heliconius charithonia"], "2718": ["2718", "Desmognathus monticola"], "6611": ["6611", "Vaccinium ovatum"], "3969": ["3969", "Glaucidium perlatum"], "1382": ["1382", "Neola semiaurata"], "5629": ["5629", "Andropogon virginicus"], "1646": ["1646", "Phoebis argante"], "4169": ["4169", "Macropus fuliginosus"], "1314": ["1314", "Orthodes furtiva"], "5423": ["5423", "Dactylorhiza maculata"], "5151": ["5151", "Clathrus archeri"], "3308": ["3308", "Urocissa erythroryncha"], "3883": ["3883", "Melanerpes pygmaeus"], "2060": ["2060", "Orthetrum pruinosum"], "75": ["75", "Pelegrina galathea"], "6374": ["6374", "Opuntia tomentosa"], "6517": ["6517", "Cucurbita pepo"], "2052": ["2052", "Orthetrum albistylum"], "46": ["46", "Herpyllus ecclesiasticus"], "7479": ["7479", "Platanus wrightii"], "5704": ["5704", "Apodasmia similis"], "1528": ["1528", "Mycalesis perseoides"], "7761": ["7761", "Acer platanoides"], "3591": ["3591", "Passerculus sandwichensis"], "493": ["493", "Bombus fraternus"], "3862": ["3862", "Colaptes campestris"], "5424": ["5424", "Dactylorhiza sambucina"], "1120": ["1120", "Tolype laricis"], "5130": ["5130", "Suillus pictus"], "1412": ["1412", "Argynnis adippe"], "4720": ["4720", "Sinistrofulgur sinistrum"], "1410": ["1410", "Apatura iris"], "6078": ["6078", "Senecio flaccidus"], "3719": ["3719", "Cistothorus palustris"], "132": ["132", "Lepas anatifera"], "49": ["49", "Lampona murina"], "5486": ["5486", "Tipularia discolor"], "6144": ["6144", "Tussilago farfara"], "1251": ["1251", "Athetis tarda"], "6364": ["6364", "Opuntia fragilis"], "2297": ["2297", "Trachurus novaezelandiae"], "2290": ["2290", "Caesio caerulaurea"], "7643": ["7643", "Geum fragarioides"], "347": ["347", "Palpada vinetorum"], "7485": ["7485", "Achlys triphylla"], "3041": ["3041", "Actitis hypoleucos"], "1250": ["1250", "Argyrogramma verruca"], "1158": ["1158", "Euchrysops cnejus"], "4111": ["4111", "Lutra lutra"], "3519": ["3519", "Parus minor"], "5530": ["5530", "Fritillaria recurva"], "5506": ["5506", "Calochortus argillosus"], "7304": ["7304", "Tragia ramosa"], "7054": ["7054", "Salvia ballotiflora"], "7516": ["7516", "Fumaria muralis"], "2478": ["2478", "Premnas biaculeatus"], "8027": ["8027", "Diplazium australe"], "136": ["136", "Austrominius modestus"], "2900": ["2900", "Chaetura pelagica"], "3739": ["3739", "Turdus assimilis"], "3064": ["3064", "Tringa erythropus"], "2248": ["2248", "Hypentelium nigricans"], "7869": ["7869", "Datura wrightii"], "7619": ["7619", "Adenostoma sparsifolium"], "2260": ["2260", "Esox niger"], "4235": ["4235", "Otospermophilus beecheyi"], "3886": ["3886", "Melanerpes uropygialis"], "1064": ["1064", "Hesperia colorado"], "2617": ["2617", "Incilius mazatlanensis"], "2573": ["2573", "Acanthaluteres vittiger"], "2394": ["2394", "Pictilabrus laticlavius"], "705": ["705", "Apantesis incorrupta"], "2497": ["2497", "Epinephelus fasciatus"], "1065": ["1065", "Hesperia comma"], "177": ["177", "Analeptura lineola"], "6790": ["6790", "Senna marilandica"], "6027": ["6027", "Olearia colensoi"], "3639": ["3639", "Prunella collaris"], "1904": ["1904", "Enallagma aspersum"], "5505": ["5505", "Calochortus albus"], "4464": ["4464", "Sphenomorphus indicus"], "5490": ["5490", "Commelina diffusa"], "6149": ["6149", "Verbesina virginica"], "5720": ["5720", "Anthriscus sylvestris"], "4847": ["4847", "Philomycus carolinianus"], "7784": ["7784", "Echeveria simulans"], "1285": ["1285", "Helicoverpa armigera"], "3663": ["3663", "Acridotheres cristatellus"], "7512": ["7512", "Eschscholzia californica"], "2987": ["2987", "Anous minutus"], "859": ["859", "Zanclognatha laevigata"], "2950": ["2950", "Fratercula corniculata"], "1372": ["1372", "Furcula borealis"], "7455": ["7455", "Elaeocarpus dentatus"], "4843": ["4843", "Glyptostoma newberryanum"], "3076": ["3076", "Ciconia boyciana"], "5919": ["5919", "Dicoria canescens"], "3372": ["3372", "Progne tapera"], "5624": ["5624", "Aira caryophyllea"], "1863": ["1863", "Nasiaeschna pentacantha"], "445": ["445", "Erthesina fullo"], "905": ["905", "Ecliptopera silaceata"], "7596": ["7596", "Ceanothus fendleri"], "922": ["922", "Euphyia intermediata"], "3775": ["3775", "Myiozetetes cayanensis"], "1734": ["1734", "Ceratomia undulosa"], "2191": ["2191", "Homarus americanus"], "6907": ["6907", "Asclepias subverticillata"], "8042": ["8042", "Woodwardia fimbriata"], "4523": ["4523", "Graptemys pseudogeographica"], "5829": ["5829", "Arctium lappa"], "4954": ["4954", "Lobaria anthraspis"], "5918": ["5918", "Diaperia verna"], "3999": ["3999", "Trogon elegans"], "1455": ["1455", "Dynamine postverta"], "5682": ["5682", "Paspalum plicatulum"], "3594": ["3594", "Peucaea botterii"], "7972": ["7972", "Tsuga canadensis"], "6874": ["6874", "Juglans nigra"], "6408": ["6408", "Dionaea muscipula"], "4042": ["4042", "Gazella gazella"], "2451": ["2451", "Abudefduf troschelii"], "5021": ["5021", "Amanita muscaria"], "804": ["804", "Meyrickella torquesauria"], "2114": ["2114", "Locusta migratoria"], "6007": ["6007", "Liatris acidota"], "2888": ["2888", "Anseranas semipalmata"], "384": ["384", "Paraulacizes irrorata"], "5338": ["5338", "Leopoldia comosa"], "3299": ["3299", "Gymnorhinus cyanocephalus"], "1142": ["1142", "Callophrys viridis"], "1246": ["1246", "Amyna stricta"], "1140": ["1140", "Callophrys mossii"], "3225": ["3225", "Eupodotis afraoides"], "5592": ["5592", "Carex sprengelii"], "2773": ["2773", "Circus hudsonius"], "4206": ["4206", "Erythrocebus patas"], "3963": ["3963", "Bubo africanus"], "6428": ["6428", "Montia parvifolia"], "3019": ["3019", "Larus pacificus"], "1829": ["1829", "Gonatista grisea"], "2352": ["2352", "Platax teira"], "6830": ["6830", "Betula pumila"], "2963": ["2963", "Charadrius melodus"], "3647": ["3647", "Pycnonotus leucotis"], "6045": ["6045", "Petasites hybridus"], "6942": ["6942", "Zeltnera muehlenbergii"], "2206": ["2206", "Callinectes sapidus"], "4955": ["4955", "Lobaria pulmonaria"], "8031": ["8031", "Blechnum discolor"], "7166": ["7166", "Digitalis purpurea"], "8088": ["8088", "Adiantum cunninghamii"], "6032": ["6032", "Olearia solandri"], "4607": ["4607", "Eupentacta quinquesemita"], "498": ["498", "Bombus melanopygus"], "4053": ["4053", "Ovis canadensis"], "562": ["562", "Pepsis thisbe"], "6680": ["6680", "Acmispon glaber"], "5755": ["5755", "Pseudocymopterus montanus"], "3792": ["3792", "Cyclarhis gujanensis"], "6170": ["6170", "Campanula trachelium"], "7560": ["7560", "Ranunculus abortivus"], "1811": ["1811", "Pandemis limitata"], "4270": ["4270", "Acanthocercus atricollis"], "1629": ["1629", "Colias croceus"], "1876": ["1876", "Acanthagrion quadratum"], "138": ["138", "Megabalanus californicus"], "986": ["986", "Phigalia denticulata"], "3748": ["3748", "Turdus merula"], "1125": ["1125", "Isochaetes beutenmuelleri"], "4214": ["4214", "Ondatra zibethicus"], "5805": ["5805", "Ilex vomitoria"], "4914": ["4914", "Dolichousnea longissima"], "1085": ["1085", "Polites mystic"], "2953": ["2953", "Uria aalge"], "6295": ["6295", "Atriplex leucophylla"], "1868": ["1868", "Calopteryx dimidiata"], "6667": ["6667", "Abrus precatorius"], "3973": ["3973", "Micrathene whitneyi"], "4390": ["4390", "Lepidodactylus lugubris"], "3704": ["3704", "Tangara larvata"], "2006": ["2006", "Diplacodes bipunctata"], "6792": ["6792", "Sophora microphylla"], "1081": ["1081", "Poanes hobomok"], "5210": ["5210", "Calocera cornea"], "983": ["983", "Peribatodes rhomboidaria"], "3457": ["3457", "Toxostoma redivivum"], "5864": ["5864", "Brachyglottis bellidioides"], "7611": ["7611", "Rhamnus cathartica"], "5157": ["5157", "Phallus ravenelii"], "6152": ["6152", "Vernonia gigantea"], "1693": ["1693", "Pococera asperatella"], "2028": ["2028", "Libellula comanche"], "7964": ["7964", "Pinus pseudostrobus"], "6496": ["6496", "Cornus florida"], "3149": ["3149", "Centropus sinensis"], "517": ["517", "Xylocopa violacea"], "3459": ["3459", "Mohoua albicilla"], "529": ["529", "Antron quercusechinus"], "1659": ["1659", "Pyrisitia lisa"], "5026": ["5026", "Conocybe apala"], "8": ["8", "Metaltella simoni"], "5421": ["5421", "Cypripedium montanum"], "7995": ["7995", "Hymenophyllum nephrophyllum"], "7511": ["7511", "Ehrendorferia chrysantha"], "7909": ["7909", "Fagonia laevis"], "2994": ["2994", "Chroicocephalus maculipennis"], "4522": ["4522", "Emydoidea blandingii"], "822": ["822", "Parallelia bistriaris"], "4970": ["4970", "Teloschistes exilis"], "6509": ["6509", "Mentzelia oligosperma"], "1905": ["1905", "Enallagma basidens"], "572": ["572", "Myzinum quinquecinctum"], "4465": ["4465", "Tiliqua rugosa"], "7904": ["7904", "Vitis arizonica"], "5434": ["5434", "Goodyera oblongifolia"], "6368": ["6368", "Opuntia macrorhiza"], "1497": ["1497", "Junonia lemonias"], "7407": ["7407", "Cuphea aequipetala"], "7946": ["7946", "Larix laricina"], "7385": ["7385", "Plagianthus divaricatus"], "6069": ["6069", "Rudbeckia subtomentosa"], "5854": ["5854", "Balsamorhiza hookeri"], "531": ["531", "Callirhytis seminator"], "6383": ["6383", "Dianthus carthusianorum"], "7737": ["7737", "Rhus microphylla"], "1192": ["1192", "Lycaena virgaureae"], "6063": ["6063", "Rafinesquia neomexicana"], "5111": ["5111", "Exsudoporus frostii"], "3754": ["3754", "Turdus torquatus"], "4796": ["4796", "Phyllidiella pustulosa"], "6523": ["6523", "Sambucus nigra"], "1008": ["1008", "Sigilliclystis insigillata"], "6414": ["6414", "Drosera rotundifolia"], "1911": ["1911", "Enallagma ebrium"], "7133": ["7133", "Orobanche minor"], "1162": ["1162", "Everes argiades"], "5153": ["5153", "Lysurus mokusin"], "1395": ["1395", "Adelpha basiloides"], "4758": ["4758", "Dendronotus albus"], "1685": ["1685", "Eulogia ochrifrontella"], "3133": ["3133", "Todiramphus sanctus"], "354": ["354", "Trichopoda lanipes"], "1272": ["1272", "Cucullia asteroides"], "4133": ["4133", "Nasua nasua"], "2632": ["2632", "Hyla arenicolor"], "1577": ["1577", "Hofmannophila pseudospretella"], "740": ["740", "Ctenucha venosa"], "1239": ["1239", "Agrotis munda"], "7354": ["7354", "Viola sempervirens"], "6376": ["6376", "Peniocereus greggii"], "7432": ["7432", "Epilobium canum"], "7877": ["7877", "Physalis angulata"], "5172": ["5172", "Abortiporus biennis"], "1160": ["1160", "Eumaeus childrenae"], "4321": ["4321", "Lampropeltis gentilis"], "2353": ["2353", "Gerres subfasciatus"], "4830": ["4830", "Cantareus apertus"], "5536": ["5536", "Prosartes smithii"], "2720": ["2720", "Ensatina eschscholtzii"], "7105": ["7105", "Aureolaria grandiflora"], "2570": ["2570", "Chilomycterus schoepfii"], "7770": ["7770", "Aesculus sylvatica"], "3067": ["3067", "Tringa melanoleuca"], "4626": ["4626", "Crassadoma gigantea"], "885": ["885", "Chrysolarentia mecynata"], "7351": ["7351", "Viola pedunculata"], "2873": ["2873", "Mergus merganser"], "7842": ["7842", "Evolvulus arizonicus"], "3670": ["3670", "Gracupica nigricollis"], "6865": ["6865", "Quercus vacciniifolia"], "680": ["680", "Pyrausta signatalis"], "7768": ["7768", "Aesculus flava"], "4038": ["4038", "Connochaetes taurinus"], "2962": ["2962", "Charadrius marginatus"], "7741": ["7741", "Toxicodendron diversilobum"], "7494": ["7494", "Mahonia bealei"], "7021": ["7021", "Agastache foeniculum"], "6423": ["6423", "Claytonia rubra"], "6974": ["6974", "Galium virgatum"], "225": ["225", "Timarcha tenebricosa"], "991": ["991", "Plagodis pulveraria"], "3345": ["3345", "Haemorhous mexicanus"], "7885": ["7885", "Solanum dulcamara"], "7312": ["7312", "Linum berlandieri"], "3441": ["3441", "Lichmera indistincta"], "2712": ["2712", "Aneides aeneus"], "1175": ["1175", "Leptotes plinius"], "5969": ["5969", "Helianthus angustifolius"], "3181": ["3181", "Callipepla squamata"], "2228": ["2228", "Integripelta bilabiata"], "20": ["20", "Cyclosa turbinata"], "4466": ["4466", "Tiliqua scincoides"], "5613": ["5613", "Scirpus pendulus"], "7557": ["7557", "Ficaria verna"], "1666": ["1666", "Thyridopteryx ephemeraeformis"], "4298": ["4298", "Coluber lateralis"], "7752": ["7752", "Zanthoxylum fagara"], "5369": ["5369", "Yucca torreyi"], "7549": ["7549", "Coptis trifolia"], "4262": ["4262", "Trichechus manatus"], "7674": ["7674", "Rosa bracteata"], "4931": ["4931", "Usnea intermedia"], "3302": ["3302", "Perisoreus canadensis"], "2341": ["2341", "Oreochromis aureus"], "6603": ["6603", "Rhododendron groenlandicum"], "36": ["36", "Nephila clavipes"], "2932": ["2932", "Lampornis calolaemus"], "4759": ["4759", "Dendronotus subramosus"], "5261": ["5261", "Selaginella rupestris"], "5339": ["5339", "Leucocrinum montanum"], "881": ["881", "Chiasmia clathrata"], "4713": ["4713", "Maoricolpus roseus"], "895": ["895", "Cyclophora packardi"], "1376": ["1376", "Heterocampa umbrata"], "5799": ["5799", "Ilex aquifolium"], "2099": ["2099", "Uropetala carovei"], "866": ["866", "Dichomeris flavocostella"], "7276": ["7276", "Euphorbia corollata"], "4561": ["4561", "Urticina crassicornis"], "4387": ["4387", "Hemidactylus frenatus"], "4701": ["4701", "Testudinalia testudinalis"], "1117": ["1117", "Macrothylacia rubi"], "6436": ["6436", "Phytolacca americana"], "4918": ["4918", "Flavopunctelia flaventior"], "1387": ["1387", "Peridea basitriens"], "3607": ["3607", "Zonotrichia atricapilla"], "3189": ["3189", "Lagopus leucura"], "6829": ["6829", "Betula populifolia"], "4187": ["4187", "Sylvilagus aquaticus"], "3318": ["3318", "Emberiza cia"], "2613": ["2613", "Bufotes variabilis"], "7716": ["7716", "Laportea canadensis"], "2598": ["2598", "Ascaphus truei"], "6179": ["6179", "Lobelia siphilitica"], "7367": ["7367", "Ceiba aesculifolia"], "4011": ["4011", "Dasyatis brevicaudata"], "3165": ["3165", "Falco peregrinus"], "379": ["379", "Colladonus clitellarius"], "6320": ["6320", "Coryphantha radians"], "2169": ["2169", "Clitarchus hookeri"], "1850": ["1850", "Aeshna clepsydra"], "1327": ["1327", "Polia nimbosa"], "6609": ["6609", "Vaccinium myrtilloides"], "3040": ["3040", "Rostratula benghalensis"], "1469": ["1469", "Euptoieta hegesia"], "4670": ["4670", "Cypraea tigris"], "1597": ["1597", "Papilio memnon"], "2908": ["2908", "Amazilia beryllina"], "5645": ["5645", "Bromus rubens"], "6786": ["6786", "Robinia pseudoacacia"], "7732": ["7732", "Pistacia chinensis"], "1404": ["1404", "Anaea andria"], "4971": ["4971", "Teloschistes flavicans"], "7128": ["7128", "Euphrasia cuneata"], "2561": ["2561", "Balistoides conspicillum"], "3834": ["3834", "Pelecanus crispus"], "3090": ["3090", "Columbina inca"], "3603": ["3603", "Spizella passerina"], "4406": ["4406", "Podarcis tiliguerta"], "4792": ["4792", "Diaphorodoris lirulatocauda"], "4558": ["4558", "Oulactis muscosa"], "4023": ["4023", "Urobatis jamaicensis"], "2015": ["2015", "Erythemis simplicicollis"], "4544": ["4544", "Testudo graeca"], "1938": ["1938", "Cordulegaster boltonii"], "1203": ["1203", "Polyommatus icarus"], "3035": ["3035", "Thalasseus sandvicensis"], "475": ["475", "Repipta taurus"], "222": ["222", "Paropsis charybdis"], "7289": ["7289", "Euphorbia missurica"], "7364": ["7364", "Adansonia digitata"], "3240": ["3240", "Lullula arborea"], "6005": ["6005", "Leucanthemum vulgare"], "2854": ["2854", "Cygnus atratus"], "3855": ["3855", "Phoenicopterus ruber"], "2253": ["2253", "Rhinichthys atratulus"], "2318": ["2318", "Chaetodon melannotus"], "6875": ["6875", "Comptonia peregrina"], "2538": ["2538", "Ameiurus natalis"], "2958": ["2958", "Burhinus vermiculatus"], "3287": ["3287", "Cyanocitta cristata"], "5588": ["5588", "Carex plantaginea"], "4328": ["4328", "Leptodeira septentrionalis"], "4125": ["4125", "Phocarctos hookeri"], "2524": ["2524", "Salmo trutta"], "4542": ["4542", "Gopherus morafkai"], "2495": ["2495", "Cephalopholis argus"], "3389": ["3389", "Euphagus cyanocephalus"], "7582": ["7582", "Celtis occidentalis"], "7005": ["7005", "Justicia pilosella"], "7227": ["7227", "Glandularia canadensis"], "7322": ["7322", "Phyllanthus polygonoides"], "5579": ["5579", "Carex granularis"], "6162": ["6162", "Zinnia acerosa"], "3126": ["3126", "Halcyon leucocephala"], "6416": ["6416", "Calyptridium monandrum"], "5185": ["5185", "Neofavolus alveolaris"], "574": ["574", "Dolichovespula maculata"], "4834": ["4834", "Helix pomatia"], "1066": ["1066", "Hesperia leonardus"], "2020": ["2020", "Erythrodiplax umbrata"], "4149": ["4149", "Tursiops truncatus"], "6504": ["6504", "Cevallia sinuata"], "7755": ["7755", "Acer floridanum"], "5207": ["5207", "Stereum complicatum"], "7194": ["7194", "Plantago aristata"], "4725": ["4725", "Californiconus californicus"], "6035": ["6035", "Osteospermum fruticosum"], "7689": ["7689", "Rubus hispidus"], "7973": ["7973", "Dacrycarpus dacrydioides"], "6984": ["6984", "Richardia grandiflora"], "8019": ["8019", "Asplenium polyodon"], "1145": ["1145", "Calycopis isobeon"], "1649": ["1649", "Pieris canidia"], "5810": ["5810", "Acourtia microcephala"], "1413": ["1413", "Argynnis aglaja"], "7040": ["7040", "Melittis melissophyllum"], "5796": ["5796", "Pittosporum ralphii"], "5951": ["5951", "Eutrochium fistulosum"], "6856": ["6856", "Quercus montana"], "5731": ["5731", "Daucus carota"], "3699": ["3699", "Sporophila nigricollis"], "7113": ["7113", "Castilleja exserta"], "6217": ["6217", "Nemophila menziesii"], "5233": ["5233", "Ptychomnion aciculare"], "1113": ["1113", "Lactura subfervens"], "1030": ["1030", "Anatrytone logan"], "5351": ["5351", "Nolina microcarpa"], "7504": ["7504", "Corydalis cava"], "4678": ["4678", "Euspira heros"], "7254": ["7254", "Magnolia grandiflora"], "6972": ["6972", "Galium palustre"], "1987": ["1987", "Lestes forficula"], "111": ["111", "Centruroides sculpturatus"], "2788": ["2788", "Ictinia mississippiensis"], "252": ["252", "Illeis galbula"], "7799": ["7799", "Ribes lacustre"], "5438": ["5438", "Hexalectris spicata"], "3392": ["3392", "Icterus bullockii"], "6766": ["6766", "Melilotus albus"], "301": ["301", "Eleodes osculans"], "5229": ["5229", "Rhytidiadelphus loreus"], "5855": ["5855", "Balsamorhiza sagittata"], "3418": ["3418", "Icteria virens"], "1190": ["1190", "Lycaena salustius"], "8097": ["8097", "Myriopteris covillei"], "4716": ["4716", "Cominella adspersa"], "7987": ["7987", "Dicksonia squarrosa"], "1214": ["1214", "Strymon bazochii"], "130": ["130", "Trigoniulus corallinus"], "246": ["246", "Cycloneda sanguinea"], "6842": ["6842", "Quercus buckleyi"], "6135": ["6135", "Tetraneuris linearifolia"], "8066": ["8066", "Polystichum lonchitis"], "5590": ["5590", "Carex rosea"], "7208": ["7208", "Veronica persica"], "4837": ["4837", "Helminthoglypta nickliniana"], "5171": ["5171", "Meripilus sumstinei"], "7444": ["7444", "Oenothera curtiflora"], "6664": ["6664", "Sarracenia minor"], "5630": ["5630", "Aristida purpurea"], "7468": ["7468", "Aristolochia clematitis"], "3349": ["3349", "Linaria cannabina"], "5852": ["5852", "Bahiopsis laciniata"], "174": ["174", "Colliuris pensylvanica"], "3466": ["3466", "Anthus rubescens"], "2731": ["2731", "Plethodon serratus"], "4682": ["4682", "Strombus alatus"], "3446": ["3446", "Margarops fuscatus"], "7201": ["7201", "Plantago rugelii"], "4057": ["4057", "Sylvicapra grimmia"], "464": ["464", "Dindymus sanguineus"], "935": ["935", "Hethemia pistasciaria"], "2544": ["2544", "Aulostomus maculatus"], "4060": ["4060", "Tragelaphus oryx"], "85": ["85", "Stiphidion facetum"], "4629": ["4629", "Elliptio complanata"], "8037": ["8037", "Blechnum montanum"], "4663": ["4663", "Nerita melanotragus"], "4244": ["4244", "Sciurus griseus"], "2957": ["2957", "Burhinus senegalensis"], "7352": ["7352", "Viola pubescens"], "2232": ["2232", "Echidna nebulosa"], "4527": ["4527", "Terrapene carolina"], "5604": ["5604", "Eriophorum virginicum"], "286": ["286", "Euphoria sepulcralis"], "5201": ["5201", "Lactarius rufulus"], "3257": ["3257", "Pheucticus chrysopeplus"], "8079": ["8079", "Notogrammitis billardierei"], "2611": ["2611", "Bufo gargarizans"], "1309": ["1309", "Neoligia exhausta"], "2792": ["2792", "Melierax canorus"], "6887": ["6887", "Araujia sericifera"], "2816": ["2816", "Anas erythrorhyncha"], "3557": ["3557", "Setophaga graciae"], "2238": ["2238", "Gymnothorax prasinus"], "7518": ["7518", "Pseudofumaria lutea"], "7484": ["7484", "Protea cynaroides"], "2937": ["2937", "Phaethornis longirostris"], "2200": ["2200", "Lophopanopeus bellus"], "1779": ["1779", "Argyrotaenia alisellana"], "7820": ["7820", "Pectiantia breweri"], "3200": ["3200", "Aramus guarauna"], "2514": ["2514", "Bellapiscis medius"], "2793": ["2793", "Milvus migrans"], "5390": ["5390", "Iris versicolor"], "5204": ["5204", "Russula cerolens"], "67": ["67", "Helpis minitabunda"], "77": ["77", "Phidippus clarus"], "4549": ["4549", "Actinia tenebrosa"], "1967": ["1967", "Phanogomphus exilis"], "2502": ["2502", "Pseudanthias squamipinnis"], "164": ["164", "Cicindela hirticollis"], "1329": ["1329", "Ponometia semiflava"], "4362": ["4362", "Thamnophis sirtalis"], "5310": ["5310", "Agave parryi"], "6316": ["6316", "Astrophytum ornatum"], "3836": ["3836", "Pelecanus occidentalis"], "6540": ["6540", "Lonicera albiflora"], "4699": ["4699", "Lottia scabra"], "520": ["520", "Bembix americana"], "5576": ["5576", "Carex eburnea"], "5507": ["5507", "Calochortus barbatus"], "3819": ["3819", "Egretta garzetta"], "2849": ["2849", "Cairina moschata"], "5522": ["5522", "Erythronium montanum"], "3884": ["3884", "Melanerpes rubricapillus"], "2324": ["2324", "Chaetodon trifascialis"], "1620": ["1620", "Appias libythea"], "1357": ["1357", "Xestia c-nigrum"], "3197": ["3197", "Gavia immer"], "1414": ["1414", "Argynnis pandora"], "702": ["702", "Amata phegea"], "3665": ["3665", "Acridotheres javanicus"], "244": ["244", "Coleomegilla maculata"], "1330": ["1330", "Proteuxoa hypochalchis"], "910": ["910", "Epiphryne verriculata"], "4225": ["4225", "Myocastor coypus"], "7343": ["7343", "Melicytus ramiflorus"], "809": ["809", "Mocis undata"], "4790": ["4790", "Acanthodoris nanaimoensis"], "5667": ["5667", "Lamarckia aurea"], "5930": ["5930", "Encelia californica"], "1466": ["1466", "Euploea core"], "5397": ["5397", "Sisyrinchium rosulatum"], "7307": ["7307", "Hypericum drummondii"], "676": ["676", "Pyrausta despicata"], "3749": ["3749", "Turdus migratorius"], "8117": ["8117", "Botrychium lunaria"], "4096": ["4096", "Cynictis penicillata"], "6596": ["6596", "Pterospora andromedea"], "3843": ["3843", "Plegadis chihi"], "1969": ["1969", "Phanogomphus kurilis"], "5149": ["5149", "Porodaedalea pini"], "5904": ["5904", "Cirsium pitcheri"], "5922": ["5922", "Dittrichia viscosa"], "6346": ["6346", "Ferocactus histrix"], "5269": ["5269", "Symplocarpus foetidus"], "813": ["813", "Nyctemera baulus"], "5465": ["5465", "Platanthera clavellata"], "1034": ["1034", "Asbolis capucinus"], "4587": ["4587", "Patiria chilensis"], "7295": ["7295", "Euphorbia setiloba"], "3711": ["3711", "Pachyramphus aglaiae"], "2860": ["2860", "Dendrocygna autumnalis"], "5945": ["5945", "Eriophyllum lanosum"], "7291": ["7291", "Euphorbia ophthalmica"], "6996": ["6996", "Geranium sanguineum"], "5931": ["5931", "Encelia farinosa"], "4632": ["4632", "Leptodea fragilis"], "6282": ["6282", "Tropaeolum majus"], "6931": ["6931", "Gentiana alba"], "3483": ["3483", "Muscicapa dauurica"], "4757": ["4757", "Doriopsilla fulva"], "3694": ["3694", "Saltator maximus"], "7065": ["7065", "Salvia polystachya"], "2047": ["2047", "Neurothemis fluctuans"], "7713": ["7713", "Ulmus thomasii"], "7342": ["7342", "Melicytus lanceolatus"], "7117": ["7117", "Castilleja lemmonii"], "1966": ["1966", "Phanogomphus borealis"], "1024": ["1024", "Triodia sylvina"], "2698": ["2698", "Rana uenoi"], "7500": ["7500", "Argemone pleiacantha"], "4729": ["4729", "Acanthinucella spirata"], "3394": ["3394", "Icterus cucullatus"], "5383": ["5383", "Dietes bicolor"], "2440": ["2440", "Centropyge bicolor"], "523": ["523", "Sphecius speciosus"], "5289": ["5289", "Allium campanulatum"], "4095": ["4095", "Puma concolor"], "8000": ["8000", "Hymenophyllum villosum"], "1636": ["1636", "Eurema salome"], "3337": ["3337", "Chloris sinica"], "1975": ["1975", "Phyllogomphoides stigmatus"], "662": ["662", "Palpita flegia"], "3011": ["3011", "Larus fuscus"], "5013": ["5013", "Podaxis pistillaris"], "3046": ["3046", "Calidris alba"], "1657": ["1657", "Pontia occidentalis"], "1733": ["1733", "Ceratomia amyntor"], "2925": ["2925", "Colibri cyanotus"], "6041": ["6041", "Pectis papposa"], "2736": ["2736", "Salamandra salamandra"], "4744": ["4744", "Cadlina luteomarginata"], "1218": ["1218", "Zizina labradus"], "4405": ["4405", "Podarcis siculus"], "5906": ["5906", "Cirsium texanum"], "3581": ["3581", "Chondestes grammacus"], "722": ["722", "Caenurgina erechtea"], "2127": ["2127", "Trimerotropis fontana"], "6575": ["6575", "Dracophyllum longifolium"], "4459": ["4459", "Plestiodon gilberti"], "7693": ["7693", "Rubus pedatus"], "583": ["583", "Polistes carolina"], "7810": ["7810", "Heuchera richardsonii"], "373": ["373", "Tuberolachnus salignus"], "659": ["659", "Ommatospila narcaeusalis"], "815": ["815", "Orgyia detrita"], "7940": ["7940", "Abies alba"], "2546": ["2546", "Hippocampus abdominalis"], "5563": ["5563", "Bromelia pinguin"], "2185": ["2185", "Leptograpsus variegatus"], "4284": ["4284", "Boa imperator"], "8126": ["8126", "Cryptopleura ruprechtiana"], "4413": ["4413", "Rena humilis"], "6754": ["6754", "Lupinus nootkatensis"], "6281": ["6281", "Reseda lutea"], "2685": ["2685", "Lithobates septentrionalis"], "2326": ["2326", "Chaetodon unimaculatus"], "6493": ["6493", "Cornus alternifolia"], "5772": ["5772", "Aralia racemosa"], "1116": ["1116", "Lasiocampa quercus"], "7399": ["7399", "Muntingia calabura"], "1135": ["1135", "Brephidium exilis"], "1232": ["1232", "Acronicta oblinita"], "5216": ["5216", "Puccinia malvacearum"], "146": ["146", "Periplaneta fuliginosa"], "4186": ["4186", "Oryctolagus cuniculus"], "8074": ["8074", "Nephrolepis cordifolia"], "5459": ["5459", "Orthoceras novae-zeelandiae"], "5466": ["5466", "Platanthera dilatata"], "5236": ["5236", "Polytrichum piliferum"], "2441": ["2441", "Centropyge bispinosa"], "3060": ["3060", "Numenius madagascariensis"], "5980": ["5980", "Heterotheca sessiliflora"], "4581": ["4581", "Pisaster ochraceus"], "4197": ["4197", "Diceros bicornis"], "3531": ["3531", "Basileuterus rufifrons"], "8122": ["8122", "Tmesipteris tannensis"], "1677": ["1677", "Arta statalis"], "1680": ["1680", "Elasmopalpus lignosellus"], "2438": ["2438", "Sander vitreus"], "4425": ["4425", "Phrynosoma taurus"], "2627": ["2627", "Fejervarya limnocharis"], "2934": ["2934", "Orthorhyncus cristatus"], "5220": ["5220", "Entomophthora muscae"], "8015": ["8015", "Asplenium montanum"], "1782": ["1782", "Argyrotaenia velutinana"], "7982": ["7982", "Cyathea dealbata"], "1633": ["1633", "Delias pasithoe"], "7887": ["7887", "Solanum hindsianum"], "1626": ["1626", "Catopsilia pomona"], "3529": ["3529", "Sittiparus varius"], "5939": ["5939", "Erigeron foliosus"], "2812": ["2812", "Amazonetta brasiliensis"], "6654": ["6654", "Primula elatior"], "5595": ["5595", "Carex vulpinoidea"], "7585": ["7585", "Elaeagnus umbellata"], "4336": ["4336", "Nerodia erythrogaster"], "2982": ["2982", "Haematopus fuliginosus"], "5081": ["5081", "Psathyrella candolleana"], "7786": ["7786", "Bryophyllum delagoense"], "5147": ["5147", "Phellinus gilvus"], "2711": ["2711", "Onychodactylus koreanus"], "2616": ["2616", "Incilius marmoreus"], "7176": ["7176", "Ourisia macrophylla"], "3193": ["3193", "Perdix perdix"], "2580": ["2580", "Meuschenia hippocrepis"], "1919": ["1919", "Ischnura aurora"], "1728": ["1728", "Sphingicampa hubbardi"], "3717": ["3717", "Campylorhynchus zonatus"], "4628": ["4628", "Amblema plicata"], "6090": ["6090", "Senecio vulgaris"], "1234": ["1234", "Acronicta rumicis"], "4438": ["4438", "Sceloporus orcutti"], "6446": ["6446", "Chorizanthe brevicornu"], "7315": ["7315", "Byrsonima crassifolia"], "4162": ["4162", "Perimyotis subflavus"], "6961": ["6961", "Coprosma robusta"], "3515": ["3515", "Baeolophus wollweberi"], "1619": ["1619", "Aphrissa statira"], "7719": ["7719", "Pilea microphylla"], "2140": ["2140", "Oecanthus nigricornis"], "566": ["566", "Scolia nobilitata"], "5031": ["5031", "Ramariopsis kunzei"], "5244": ["5244", "Equisetum telmateia"], "2774": ["2774", "Circus pygargus"], "1593": ["1593", "Papilio eurymedon"], "6967": ["6967", "Galium angustifolium"], "4535": ["4535", "Kinosternon integrum"], "1984": ["1984", "Lestes australis"], "5303": ["5303", "Zephyranthes atamasco"], "683": ["683", "Samea multiplicalis"], "6676": ["6676", "Acacia retinodes"], "1780": ["1780", "Argyrotaenia mariana"], "7248": ["7248", "Annona glabra"], "7328": ["7328", "Populus nigra"], "6798": ["6798", "Thermopsis californica"], "8021": ["8021", "Asplenium scolopendrium"], "797": ["797", "Macrochilo absorptalis"], "6200": ["6200", "Heliotropium europaeum"], "4358": ["4358", "Thamnophis elegans"], "1138": ["1138", "Callophrys eryphon"], "7675": ["7675", "Rosa californica"], "5445": ["5445", "Neotinea tridentata"], "6166": ["6166", "Campanula glomerata"], "2642": ["2642", "Hyla wrightorum"], "7418": ["7418", "Lophomyrtus bullata"], "6602": ["6602", "Rhododendron ferrugineum"], "5455": ["5455", "Ophrys speculum"], "3946": ["3946", "Psittacara mitratus"], "6757": ["6757", "Lupinus variicolor"], "3445": ["3445", "Dumetella carolinensis"], "6645": ["6645", "Lysimachia ciliata"], "3408": ["3408", "Psarocolius montezuma"], "6277": ["6277", "Peritoma serrulata"], "3108": ["3108", "Streptopelia decipiens"], "6400": ["6400", "Silene uniflora"], "3967": ["3967", "Bubo virginianus"], "5987": ["5987", "Hypochaeris glabra"], "5491": ["5491", "Commelina erecta"], "2236": ["2236", "Gymnothorax javanicus"], "7326": ["7326", "Populus fremontii"], "5179": ["5179", "Climacodon septentrionalis"], "3341": ["3341", "Euphonia gouldi"], "3878": ["3878", "Melanerpes chrysogenys"], "7168": ["7168", "Keckiella breviflora"], "7680": ["7680", "Rubus armeniacus"], "985": ["985", "Phelotis cognata"], "7807": ["7807", "Boykinia occidentalis"], "6705": ["6705", "Canavalia rosea"], "7751": ["7751", "Thamnosma montana"], "3933": ["3933", "Amazona finschi"], "2674": ["2674", "Chalcorana chalconota"], "5266": ["5266", "Lysichiton americanus"], "127": ["127", "Xystocheir dissecta"], "228": ["228", "Zygogramma signatipennis"], "7148": ["7148", "Mimulus cardinalis"], "4185": ["4185", "Lepus townsendii"], "2252": ["2252", "Notemigonus crysoleucas"], "4340": ["4340", "Ninia sebae"], "2619": ["2619", "Incilius occidentalis"], "2940": ["2940", "Selasphorus sasin"], "728": ["728", "Catocala relicta"], "1430": ["1430", "Cercyonis sthenele"], "6259": ["6259", "Erysimum cheiri"], "215": ["215", "Helocassis clavata"], "2971": ["2971", "Elseyornis melanops"], "6087": ["6087", "Senecio quadridentatus"], "3056": ["3056", "Gallinago delicata"], "4139": ["4139", "Genetta maculata"], "2384": ["2384", "Halichoeres hortulanus"], "7442": ["7442", "Oenothera californica"], "6852": ["6852", "Quercus laevis"], "7929": ["7929", "Juniperus monosperma"], "7736": ["7736", "Rhus integrifolia"], "5849": ["5849", "Baccharis glutinosa"], "3586": ["3586", "Melospiza melodia"], "4965": ["4965", "Dibaeis baeomyces"], "6569": ["6569", "Arctostaphylos glandulosa"], "6554": ["6554", "Triosteum aurantiacum"], "7803": ["7803", "Ribes triste"], "7467": ["7467", "Quintinia serrata"], "6648": ["6648", "Lysimachia punctata"], "3595": ["3595", "Peucaea carpalis"], "8075": ["8075", "Matteuccia struthiopteris"], "180": ["180", "Desmocerus palliatus"], "585": ["585", "Polistes dominula"], "7839": ["7839", "Cuscuta salina"], "4952": ["4952", "Scytinium palmatum"], "1188": ["1188", "Lycaena phlaeas"], "6485": ["6485", "Euonymus atropurpureus"], "1941": ["1941", "Epitheca cynosura"], "4977": ["4977", "Ascocoryne sarcoides"], "3567": ["3567", "Setophaga ruticilla"], "6768": ["6768", "Mimosa aculeaticarpa"], "5786": ["5786", "Pseudopanax linearis"], "122": ["122", "Scutigera coleoptrata"], "4707": ["4707", "Norrisia norrisii"], "7552": ["7552", "Delphinium nudicaule"], "4920": ["4920", "Hypogymnia physodes"], "717": ["717", "Barsine striata"], "4020": ["4020", "Trygonoptera imitata"], "7300": ["7300", "Mercurialis annua"], "6388": ["6388", "Minuartia groenlandica"], "5813": ["5813", "Ageratina altissima"], "4550": ["4550", "Anthopleura artemisia"], "7607": ["7607", "Pomaderris amoena"], "7541": ["7541", "Clematis foetida"], "4881": ["4881", "Hormosira banksii"], "413": ["413", "Metcalfa pruinosa"], "3911": ["3911", "Diomedea epomophora"], "6707": ["6707", "Centrosema virginianum"], "7372": ["7372", "Hibiscus moscheutos"], "31": ["31", "Neoscona crucifera"], "2508": ["2508", "Lagodon rhomboides"], "2421": ["2421", "Morone chrysops"], "1744": ["1744", "Hemaris thysbe"], "1521": ["1521", "Melitaea phoebe"], "5124": ["5124", "Calostoma cinnabarinum"], "6594": ["6594", "Monotropa uniflora"], "6719": ["6719", "Dalea multiflora"], "4402": ["4402", "Lacerta agilis"], "6154": ["6154", "Viguiera dentata"], "3411": ["3411", "Quiscalus major"], "6338": ["6338", "Echinocereus enneacanthus"], "4472": ["4472", "Aspidoscelis costata"], "901": ["901", "Digrammia ocellinata"], "3473": ["3473", "Motacilla capensis"], "4470": ["4470", "Gonatodes albogularis"], "5086": ["5086", "Agrocybe putaminum"], "2608": ["2608", "Anaxyrus woodhousii"], "4153": ["4153", "Taphozous mauritianus"], "45": ["45", "Kukulcania hibernalis"], "409": ["409", "Thasus acutangulus"], "4213": ["4213", "Myodes glareolus"], "3953": ["3953", "Nestor meridionalis"], "5135": ["5135", "Craterellus calicornucopioides"], "3644": ["3644", "Hypsipetes amaurotis"], "4978": ["4978", "Chlorociboria aeruginascens"], "4272": ["4272", "Agama atra"], "476": ["476", "Zelus cervicalis"], "2781": ["2781", "Gypaetus barbatus"], "6308": ["6308", "Salicornia pacifica"], "7487": ["7487", "Berberis darwinii"], "4922": ["4922", "Melanelixia subaurifera"], "3228": ["3228", "Xenicus gilviventris"], "609": ["609", "Cnaphalocrocis medinalis"], "6206": ["6206", "Lithospermum incisum"], "6105": ["6105", "Solidago rugosa"], "6221": ["6221", "Phacelia campanularia"], "3629": ["3629", "Plocepasser mahali"], "6114": ["6114", "Sonchus oleraceus"], "7653": ["7653", "Potentilla argentea"], "2444": ["2444", "Holacanthus passer"], "2217": ["2217", "Armadillidium nasatum"], "6126": ["6126", "Symphyotrichum puniceum"], "5473": ["5473", "Pterostylis graminea"], "4800": ["4800", "Polycera quadrilineata"], "357": ["357", "Eurosta solidaginis"], "2531": ["2531", "Pterois antennata"], "1917": ["1917", "Enallagma traviatum"], "835": ["835", "Rivula propinqualis"], "2249": ["2249", "Campostoma anomalum"], "3058": ["3058", "Limosa fedoa"], "4845": ["4845", "Liguus fasciatus"], "5489": ["5489", "Commelina dianthifolia"], "2865": ["2865", "Mareca falcata"], "4308": ["4308", "Farancia abacura"], "2782": ["2782", "Gypohierax angolensis"], "1037": ["1037", "Atalopedes campestris"], "7952": ["7952", "Pinus cembroides"], "3328": ["3328", "Neochmia temporalis"], "1446": ["1446", "Danaus petilia"], "1353": ["1353", "Trichordestra legitima"], "6002": ["6002", "Lepidospartum squamatum"], "2677": ["2677", "Hylarana latouchii"], "3196": ["3196", "Tympanuchus phasianellus"], "5600": ["5600", "Cyperus ustulatus"], "6250": ["6250", "Cardamine pensylvanica"], "4309": ["4309", "Haldea striatula"], "4983": ["4983", "Gyromitra esculenta"], "4595": ["4595", "Colobocentrotus atratus"], "7035": ["7035", "Lamium purpureum"], "4047": ["4047", "Nanger granti"], "771": ["771", "Hypena manalis"], "4118": ["4118", "Mustela nivalis"], "2345": ["2345", "Paracirrhites arcatus"], "1896": ["1896", "Argia tibialis"], "474": ["474", "Reduvius personatus"], "7114": ["7114", "Castilleja indivisa"], "5365": ["5365", "Yucca madrensis"], "6323": ["6323", "Cylindropuntia arbuscula"], "2874": ["2874", "Mergus serrator"], "6987": ["6987", "Erodium cicutarium"], "1293": ["1293", "Leucania adjuta"], "4283": ["4283", "Anniella stebbinsi"], "5655": ["5655", "Dasyochloa pulchella"], "57": ["57", "Peucetia viridans"], "2612": ["2612", "Bufo spinosus"], "7187": ["7187", "Penstemon parryi"], "503": ["503", "Bombus ruderatus"], "3971": ["3971", "Megascops choliba"], "3893": ["3893", "Picus canus"], "4474": ["4474", "Aspidoscelis gularis"], "1228": ["1228", "Acronicta innotata"], "1418": ["1418", "Asterocampa clyton"], "2250": ["2250", "Cyprinus carpio"], "2163": ["2163", "Orchelimum pulchellum"], "4891": ["4891", "Undaria pinnatifida"], "5767": ["5767", "Zizia aptera"], "7195": ["7195", "Plantago helleri"], "7094": ["7094", "Chionanthus virginicus"], "342": ["342", "Milesia virginiensis"], "3321": ["3321", "Emberiza elegans"], "4022": ["4022", "Urolophus halleri"], "6859": ["6859", "Quercus rubra"], "6111": ["6111", "Soliva sessilis"], "7497": ["7497", "Vancouveria hexandra"], "2814": ["2814", "Anas castanea"], "7590": ["7590", "Ficus aurea"], "3570": ["3570", "Setophaga virens"], "4448": ["4448", "Urosaurus nigricaudus"], "1751": ["1751", "Manduca sexta"], "2976": ["2976", "Vanellus chilensis"], "7188": ["7188", "Penstemon procerus"], "6048": ["6048", "Pityopsis graminifolia"], "1661": ["1661", "Pyrisitia proterpia"], "4993": ["4993", "Hypomyces chrysospermus"], "1627": ["1627", "Catopsilia pyranthe"], "5024": ["5024", "Amanita rubescens"], "967": ["967", "Milionia zonea"], "2108": ["2108", "Dichromorpha viridis"], "3970": ["3970", "Megascops asio"], "1129": ["1129", "Acytolepis puspa"], "5621": ["5621", "Luzula acuminata"], "6325": ["6325", "Cylindropuntia cholla"], "1730": ["1730", "Synanthedon acerni"], "1277": ["1277", "Elaphria chalcedonia"], "5211": ["5211", "Calocera viscosa"], "7341": ["7341", "Melicytus alpinus"], "3026": ["3026", "Rynchops niger"], "4748": ["4748", "Felimare picta"], "602": ["602", "Limnaecia phragmitella"], "3981": ["3981", "Microcarbo africanus"], "5209": ["5209", "Xylobolus frustulatus"], "4246": ["4246", "Sciurus vulgaris"], "8120": ["8120", "Psilotum nudum"], "2740": ["2740", "Triturus carnifex"], "7789": ["7789", "Sedum nuttallii"], "88": ["88", "Aphonopelma chalcodes"], "6261": ["6261", "Hesperis matronalis"], "7873": ["7873", "Lycium carolinianum"], "1499": ["1499", "Junonia orithya"], "2473": ["2473", "Parma unifasciata"], "2319": ["2319", "Chaetodon ocellatus"], "1417": ["1417", "Asterocampa celtis"], "6411": ["6411", "Drosera brevifolia"], "4486": ["4486", "Pholidoscelis exsul"], "6128": ["6128", "Symphyotrichum subulatum"], "1807": ["1807", "Gymnandrosoma punctidiscanum"], "6480": ["6480", "Tamarix aphylla"], "4905": ["4905", "Cladonia confusa"], "5469": ["5469", "Prasophyllum colensoi"], "6271": ["6271", "Sisymbrium altissimum"], "2867": ["2867", "Mareca sibilatrix"], "3190": ["3190", "Lagopus muta"], "635": ["635", "Hellula rogatalis"], "6379": ["6379", "Thelocactus bicolor"], "613": ["613", "Crambus agitatellus"], "3045": ["3045", "Calidris acuminata"], "4799": ["4799", "Polycera hedgpethi"], "5388": ["5388", "Iris pseudacorus"], "2168": ["2168", "Carausius morosus"], "5911": ["5911", "Coreopsis tinctoria"], "3020": ["3020", "Larus schistisagus"], "567": ["567", "Ammophila pictipennis"], "3917": ["3917", "Ardenna bulleri"], "7144": ["7144", "Mimulus alsinoides"], "8089": ["8089", "Adiantum hispidulum"], "5669": ["5669", "Leymus condensatus"], "5346": ["5346", "Maianthemum stellatum"], "1658": ["1658", "Pontia protodice"], "505": ["505", "Bombus ternarius"], "1086": ["1086", "Polites peckius"], "4831": ["4831", "Cepaea nemoralis"], "1943": ["1943", "Epitheca semiaquea"], "4128": ["4128", "Hydrurga leptonyx"], "7542": ["7542", "Clematis forsteri"], "3104": ["3104", "Phaps chalcoptera"], "7017": ["7017", "Podranea ricasoliana"], "2458": ["2458", "Amphiprion perideraion"], "4776": ["4776", "Flabellina cooperi"], "4925": ["4925", "Platismatia glauca"], "707": ["707", "Apantesis parthenice"], "1989": ["1989", "Lestes unguiculatus"], "2434": ["2434", "Pempheris affinis"], "2402": ["2402", "Thalassoma lucasanum"], "390": ["390", "Cyclochila australasiae"], "5900": ["5900", "Cirsium neomexicanum"], "1015": ["1015", "Syneora hemeropa"], "3660": ["3660", "Sitta europaea"], "7685": ["7685", "Rubus cissoides"], "1052": ["1052", "Erynnis brizo"], "6641": ["6641", "Anagallis arvensis"], "5215": ["5215", "Puccinia lagenophorae"], "5936": ["5936", "Erigeron bonariensis"], "3208": ["3208", "Fulica alai"], "1691": ["1691", "Moodna ostrinella"], "7038": ["7038", "Lycopus uniflorus"], "5983": ["5983", "Hieracium aurantiacum"], "6542": ["6542", "Lonicera involucrata"], "1342": ["1342", "Spodoptera frugiperda"], "5926": ["5926", "Echinacea sanguinea"], "2285": ["2285", "Aplodactylus lophodon"], "7345": ["7345", "Viola cunninghamii"], "5532": ["5532", "Lilium canadense"], "5321": ["5321", "Asparagus scandens"], "4212": ["4212", "Castor fiber"], "1048": ["1048", "Cymaenes trebius"], "2823": ["2823", "Anas superciliosa"], "2556": ["2556", "Hippocampus spinosissimus"], "6391": ["6391", "Polycarpon tetraphyllum"], "7329": ["7329", "Populus tremula"], "6578": ["6578", "Epigaea repens"], "4103": ["4103", "Crocuta crocuta"], "2330": ["2330", "Hemitaurichthys polylepis"], "60": ["60", "Dolomedes scriptus"], "8009": ["8009", "Asplenium ceterach"], "573": ["573", "Dolichovespula arenaria"], "2233": ["2233", "Gymnothorax eurostus"], "1439": ["1439", "Chlosyne rosita"], "4538": ["4538", "Sternotherus odoratus"], "5800": ["5800", "Ilex cassine"], "5080": ["5080", "Panaeolus papilionaceus"], "100": ["100", "Misumena vatia"], "2956": ["2956", "Burhinus grallarius"], "5267": ["5267", "Orontium aquaticum"], "2779": ["2779", "Geranoaetus polyosoma"], "2809": ["2809", "Pandion haliaetus"], "1468": ["1468", "Euptoieta claudia"], "7855": ["7855", "Ipomoea orizabensis"], "7854": ["7854", "Ipomoea nil"], "6796": ["6796", "Stylosanthes biflora"], "2121": ["2121", "Pezotettix giornae"], "1255": ["1255", "Balsa tristrigella"], "4592": ["4592", "Culcita novaeguineae"], "7420": ["7420", "Metrosideros excelsa"], "4349": ["4349", "Rhinocheilus lecontei"], "7927": ["7927", "Juniperus flaccida"], "5370": ["5370", "Aloe arborescens"], "805": ["805", "Mocis frugalis"], "1588": ["1588", "Papilio anchisiades"], "6059": ["6059", "Psilostrophe cooperi"], "612": ["612", "Condylorrhiza vestigialis"], "2029": ["2029", "Libellula croceipennis"], "28": ["28", "Mecynogea lemniscata"], "5232": ["5232", "Ptilium crista-castrensis"], "4950": ["4950", "Porpidia albocaerulescens"], "4191": ["4191", "Sylvilagus floridanus"], "1648": ["1648", "Pieris brassicae"], "2591": ["2591", "Arothron meleagris"], "666": ["666", "Parapoynx diminutalis"], "80": ["80", "Salticus scenicus"], "4612": ["4612", "Macoma nasuta"], "16": ["16", "Argiope keyserlingi"], "4114": ["4114", "Martes martes"], "7310": ["7310", "Hypericum perforatum"], "4735": ["4735", "Roperia poulsoni"], "7482": ["7482", "Grevillea robusta"], "4564": ["4564", "Diadumene lineata"], "1611": ["1611", "Parnassius smintheus"], "4907": ["4907", "Cladonia furcata"], "1106": ["1106", "Urbanus dorantes"], "363": ["363", "Alydus eurinus"], "6537": ["6537", "Dipsacus sativus"], "1363": ["1363", "Meganola minuscula"], "7997": ["7997", "Hymenophyllum revolutum"], "6738": ["6738", "Lathyrus pratensis"], "7093": ["7093", "Proboscidea althaeifolia"], "1669": ["1669", "Gillmeria pallidactyla"], "7146": ["7146", "Mimulus brevipes"], "6463": ["6463", "Muehlenbeckia axillaris"], "7555": ["7555", "Delphinium variegatum"], "6085": ["6085", "Senecio lautus"], "6956": ["6956", "Coprosma linariifolia"], "1860": ["1860", "Coryphaeschna ingens"], "3537": ["3537", "Limnothlypis swainsonii"], "1875": ["1875", "Hetaerina vulnerata"], "3675": ["3675", "Sturnus unicolor"], "2653": ["2653", "Rheohyla miotympanum"], "8127": ["8127", "Neorhodomela larix"], "4598": ["4598", "Strongylocentrotus franciscanus"], "979": ["979", "Orthonama obstipata"], "3365": ["3365", "Hirundo neoxena"], "697": ["697", "Drepana arcuata"], "1461": ["1461", "Eunica monima"], "5631": ["5631", "Arundo donax"], "812": ["812", "Nyctemera amicus"], "1476": ["1476", "Hamadryas guatemalena"], "4491": ["4491", "Agkistrodon piscivorus"], "7249": ["7249", "Annona muricata"], "7440": ["7440", "Ludwigia palustris"], "1706": ["1706", "Caria ino"], "814": ["814", "Orgyia definita"], "2161": ["2161", "Neoconocephalus triops"], "861": ["861", "Marathyssa inficita"], "5758": ["5758", "Sanicula crassicaulis"], "408": ["408", "Sagotylus confluens"], "6979": ["6979", "Ixora coccinea"], "1582": ["1582", "Eurytides philolaus"], "2151": ["2151", "Stenopelmatus fuscus"], "4572": ["4572", "Eucheilota bakeri"], "7603": ["7603", "Condalia hookeri"], "5608": ["5608", "Schoenoplectus acutus"], "5586": ["5586", "Carex pellita"], "6124": ["6124", "Symphyotrichum oolentangiense"], "652": ["652", "Microcrambus biguttellus"], "2547": ["2547", "Hippocampus bargibanti"], "5056": ["5056", "Mycena acicula"], "311": ["311", "Mallophora leschenaulti"], "4502": ["4502", "Crotalus ornatus"], "5780": ["5780", "Panax trifolius"], "2605": ["2605", "Anaxyrus fowleri"], "5451": ["5451", "Ophrys bertolonii"], "5317": ["5317", "Agave victoriae-reginae"], "1913": ["1913", "Enallagma hageni"], "3988": ["3988", "Phalacrocorax capensis"], "7019": ["7019", "Tecoma stans"], "4597": ["4597", "Heterocentrotus mamillatus"], "7668": ["7668", "Prunus serotina"], "2525": ["2525", "Salvelinus fontinalis"], "4192": ["4192", "Sylvilagus nuttallii"], "1784": ["1784", "Chimoptesis pennsylvaniana"], "396": ["396", "Pacarina puella"], "4275": ["4275", "Bronchocela jubata"], "7123": ["7123", "Castilleja wightii"], "4252": ["4252", "Tamias speciosus"], "3651": ["3651", "Regulus satrapa"], "4916": ["4916", "Evernia prunastri"], "744": ["744", "Dasypodia cymatodes"], "6010": ["6010", "Liatris punctata"], "6605": ["6605", "Rhododendron macrophyllum"], "1682": ["1682", "Endotricha mesenterialis"], "7083": ["7083", "Teucrium scorodonia"], "4906": ["4906", "Cladonia coniocraea"], "5166": ["5166", "Ganoderma brownii"], "5881": ["5881", "Centaurea americana"], "2264": ["2264", "Antennarius commerson"], "4498": ["4498", "Crotalus horridus"], "5027": ["5027", "Panaeolina foenisecii"], "1282": ["1282", "Feltia subterranea"], "2027": ["2027", "Libellula axilena"], "3909": ["3909", "Tachybaptus novaehollandiae"], "6402": ["6402", "Spergula arvensis"], "4604": ["4604", "Diadema setosum"], "2056": ["2056", "Orthetrum chrysostigma"], "3252": ["3252", "Habia fuscicauda"], "6695": ["6695", "Baptisia alba"], "5333": ["5333", "Drimia maritima"], "3871": ["3871", "Dinopium benghalense"], "2184": ["2184", "Grapsus tenuicrustatus"], "7722": ["7722", "Urtica sykesii"], "6723": ["6723", "Eysenhardtia polystachya"], "3368": ["3368", "Hirundo tahitica"], "6773": ["6773", "Olneya tesota"], "6314": ["6314", "Ariocarpus fissuratus"], "7950": ["7950", "Pinus attenuata"], "3996": ["3996", "Sula nebouxii"], "2336": ["2336", "Cheilodactylus nigripes"], "1352": ["1352", "Trichoplusia ni"], "5562": ["5562", "Ananas comosus"], "6632": ["6632", "Loeseliastrum matthewsii"], "421": ["421", "Melanopleurus belfragei"], "6999": ["6999", "Gunnera tinctoria"], "4566": ["4566", "Anthothoe albocincta"], "1070": ["1070", "Lerema accius"], "414": ["414", "Lycorma delicatula"], "6941": ["6941", "Zeltnera beyrichii"], "3127": ["3127", "Halcyon senegalensis"], "118": ["118", "Aculops rhois"], "3987": ["3987", "Phalacrocorax brasilianus"], "5552": ["5552", "Ripogonum scandens"], "6975": ["6975", "Houstonia caerulea"], "7702": ["7702", "Sanguisorba officinalis"], "7173": ["7173", "Mecardonia procumbens"], "4496": ["4496", "Crotalus basiliscus"], "5843": ["5843", "Artemisia frigida"], "1300": ["1300", "Maliattha synochitis"], "1818": ["1818", "Proteoteras aesculana"], "4589": ["4589", "Patiriella regularis"], "767": ["767", "Hypena abalienalis"], "7682": ["7682", "Rubus bifrons"], "7970": ["7970", "Pseudotsuga macrocarpa"], "308": ["308", "Laphria flavicollis"], "1397": ["1397", "Adelpha eulalia"], "5195": ["5195", "Trichaptum abietinum"], "1981": ["1981", "Archilestes grandis"], "7651": ["7651", "Photinia serratifolia"], "1388": ["1388", "Phalera bucephala"], "2350": ["2350", "Cymatogaster aggregata"], "6132": ["6132", "Tanacetum vulgare"], "195": ["195", "Stictoleptura rubra"], "3273": ["3273", "Aphelocoma californica"], "6482": ["6482", "Celastrus orbiculatus"], "3794": ["3794", "Vireo atricapilla"], "7429": ["7429", "Clarkia rhomboidea"], "7800": ["7800", "Ribes malvaceum"], "1182": ["1182", "Lycaena epixanthe"], "3491": ["3491", "Phoenicurus phoenicurus"], "884": ["884", "Chloroclystis filata"], "1132": ["1132", "Aricia agestis"], "5809": ["5809", "Acmella repens"], "7011": ["7011", "Crescentia alata"], "417": ["417", "Stenomacra marginella"], "3858": ["3858", "Trachyphonus vaillantii"], "1319": ["1319", "Panthea acronyctoides"], "1212": ["1212", "Satyrium tetra"], "5175": ["5175", "Irpex lacteus"], "3995": ["3995", "Sula leucogaster"], "3015": ["3015", "Larus hyperboreus"], "6566": ["6566", "Androstoma empetrifolium"], "2030": ["2030", "Libellula cyanea"], "6275": ["6275", "Crateva tapia"], "4005": ["4005", "Carcharhinus melanopterus"], "104": ["104", "Thomisus onustus"], "6828": ["6828", "Betula papyrifera"], "1716": ["1716", "Antheraea polyphemus"], "5753": ["5753", "Petroselinum crispum"], "5150": ["5150", "Contumyces rosellus"], "2766": ["2766", "Buteogallus meridionalis"], "7753": ["7753", "Zanthoxylum hirsutum"], "452": ["452", "Halyomorpha halys"], "7207": ["7207", "Veronica peregrina"], "1999": ["1999", "Cannaphila insularis"], "1053": ["1053", "Erynnis funeralis"], "6371": ["6371", "Opuntia santa-rita"], "4728": ["4728", "Acanthinucella punctulata"], "2171": ["2171", "Graphopsocus cruciatus"], "1632": ["1632", "Delias hyparete"], "456": ["456", "Murgantia histrionica"], "4445": ["4445", "Sceloporus variabilis"], "285": ["285", "Euphoria inda"], "6740": ["6740", "Lespedeza virginica"], "981": ["981", "Pasiphila rectangulata"], "3947": ["3947", "Agapornis roseicollis"], "6317": ["6317", "Bergerocactus emoryi"], "7106": ["7106", "Aureolaria pedicularia"], "3294": ["3294", "Cyanopica cooki"], "5531": ["5531", "Lilium bulbiferum"], "2716": ["2716", "Batrachoseps gavilanensis"], "65": ["65", "Eris militaris"], "7024": ["7024", "Ajuga reptans"], "934": ["934", "Heteralex unilinea"], "6508": ["6508", "Mentzelia involucrata"], "1345": ["1345", "Spragueia dama"], "6969": ["6969", "Galium circaezans"], "4097": ["4097", "Helogale parvula"], "2676": ["2676", "Hylarana erythraea"], "6203": ["6203", "Hydrophyllum canadense"], "7592": ["7592", "Ficus petiolaris"], "7022": ["7022", "Agastache scrophulariifolia"], "5867": ["5867", "Brachyglottis repanda"], "1956": ["1956", "Erpetogomphus designatus"], "1001": ["1001", "Rheumaptera prunivorata"], "7245": ["7245", "Sassafras albidum"], "2327": ["2327", "Chaetodon vagabundus"], "4781": ["4781", "Pteraeolidia semperi"], "2837": ["2837", "Aythya collaris"], "5934": ["5934", "Ericameria ericoides"], "3432": ["3432", "Turdoides striata"], "6355": ["6355", "Mammillaria prolifera"], "3135": ["3135", "Coracias naevius"], "1159": ["1159", "Eumaeus atala"], "4609": ["4609", "Ophiothrix spiculata"], "5129": ["5129", "Suillus luteus"], "4285": ["4285", "Lichanura trivirgata"], "3577": ["3577", "Arremonops rufivirgatus"], "582": ["582", "Polistes bellicosus"], "987": ["987", "Phigalia strigataria"], "7353": ["7353", "Viola sagittata"], "315": ["315", "Promachus rufipes"], "4106": ["4106", "Spilogale gracilis"], "5677": ["5677", "Nassella leucotricha"], "1637": ["1637", "Ganyra josephina"], "4230": ["4230", "Cynomys ludovicianus"], "721": ["721", "Caenurgia chloropha"], "1215": ["1215", "Strymon melinus"], "5125": ["5125", "Suillus americanus"], "7533": ["7533", "Anemone ranunculoides"], "7588": ["7588", "Artocarpus altilis"], "4190": ["4190", "Sylvilagus cunicularius"], "5839": ["5839", "Artemisia campestris"], "4645": ["4645", "Chione californiensis"], "5022": ["5022", "Amanita novinupta"], "8106": ["8106", "Pteris macilenta"], "6544": ["6544", "Lonicera maackii"], "3908": ["3908", "Tachybaptus dominicus"], "1963": ["1963", "Onychogomphus uncatus"], "4813": ["4813", "Berthella californica"], "1918": ["1918", "Hesperagrion heterodoxum"], "7155": ["7155", "Mimulus tilingii"], "6564": ["6564", "Acrothamnus colensoi"], "1825": ["1825", "Ypsolopha dentella"], "1864": ["1864", "Rhionaeschna multicolor"], "5596": ["5596", "Cladium mariscoides"], "2300": ["2300", "Lepomis cyanellus"], "2743": ["2743", "Botryllus schlosseri"], "4274": ["4274", "Bronchocela cristatella"], "634": ["634", "Glyphodes onychinalis"], "672": ["672", "Petrophila jaliscalis"], "7676": ["7676", "Rosa carolina"], "1380": ["1380", "Macrurocampa marthesia"], "690": ["690", "Uresiphita maorialis"], "5295": ["5295", "Allium triquetrum"], "1257": ["1257", "Callopistria cordata"], "2287": ["2287", "Exallias brevis"], "302": ["302", "Lagria hirta"], "1435": ["1435", "Chlosyne hippodrome"], "3223": ["3223", "Rallus limicola"], "3009": ["3009", "Larus delawarensis"], "2235": ["2235", "Gymnothorax funebris"], "2203": ["2203", "Guinusia chabrus"], "5553": ["5553", "Smilax aspera"], "4016": ["4016", "Taeniurops meyeni"], "837": ["837", "Schistophleps bipuncta"], "5391": ["5391", "Iris virginica"], "4314": ["4314", "Hypsiglena jani"], "1256": ["1256", "Bryolymnia viridata"], "1339": ["1339", "Schinia trifascia"], "5109": ["5109", "Rickenella fibula"], "2879": ["2879", "Somateria spectabilis"], "3138": ["3138", "Merops bullockoides"], "4428": ["4428", "Sceloporus cowlesi"], "5440": ["5440", "Himantoglossum robertianum"], "560": ["560", "Dasymutilla aureola"], "66": ["66", "Hasarius adansoni"], "3404": ["3404", "Molothrus aeneus"], "5208": ["5208", "Stereum ostrea"], "5006": ["5006", "Coprinus comatus"], "2945": ["2945", "Coragyps atratus"], "1320": ["1320", "Panthea virginarius"], "6441": ["6441", "Limonium carolinianum"], "2413": ["2413", "Lutjanus synagris"], "3635": ["3635", "Polioptila albiloris"], "6407": ["6407", "Stellaria media"], "6580": ["6580", "Erica lusitanica"], "4880": ["4880", "Silvetia compressa"], "2023": ["2023", "Lathrecista asiatica"], "7161": ["7161", "Collinsia sparsiflora"], "4143": ["4143", "Megaptera novaeangliae"], "6251": ["6251", "Caulanthus inflatus"], "4353": ["4353", "Storeria dekayi"], "1856": ["1856", "Aeshna walkeri"], "5924": ["5924", "Echinacea angustifolia"], "371": ["371", "Hormaphis hamamelidis"], "4378": ["4378", "Anolis sagrei"], "6279": ["6279", "Floerkea proserpinacoides"], "5652": ["5652", "Dactylis glomerata"], "1515": ["1515", "Maniola jurtina"], "7993": ["7993", "Hymenophyllum frankliniae"], "7471": ["7471", "Endodeca serpentaria"], "6546": ["6546", "Lonicera sempervirens"], "3245": ["3245", "Buphagus erythrorhynchus"], "7264": ["7264", "Cnidoscolus stimulosus"], "4671": ["4671", "Hipponix antiquatus"], "5512": ["5512", "Calochortus leichtlinii"], "151": ["151", "Arrhenodes minutus"], "4098": ["4098", "Herpestes auropunctatus"], "1721": ["1721", "Dryocampa rubicunda"], "7876": ["7876", "Physalis alkekengi"], "4602": ["4602", "Dendraster excentricus"], "6718": ["6718", "Dalea formosa"], "4964": ["4964", "Dibaeis arcuata"], "4441": ["4441", "Sceloporus torquatus"], "4388": ["4388", "Hemidactylus platyurus"], "6539": ["6539", "Linnaea borealis"], "293": ["293", "Polyphylla decemlineata"], "6881": ["6881", "Amsonia ciliata"], "7456": ["7456", "Oxalis debilis"], "6638": ["6638", "Phlox paniculata"], "1965": ["1965", "Ophiogomphus severus"], "4556": ["4556", "Isactinia olivacea"], "7130": ["7130", "Melampyrum nemorosum"], "4724": ["4724", "Amphissa versicolor"], "7234": ["7234", "Phyla nodiflora"], "3990": ["3990", "Phalacrocorax pelagicus"], "8139": ["8139", "Fuligo septica"], "4411": ["4411", "Pseudaspis cana"], "3386": ["3386", "Cassiculus melanicterus"], "7371": ["7371", "Hibiscus martianus"], "1490": ["1490", "Ideopsis vulgaris"], "269": ["269", "Anoplotrupes stercorosus"], "5358": ["5358", "Prospero autumnale"], "226": ["226", "Trirhabda flavolimbata"], "7222": ["7222", "Verbascum thapsus"], "3356": ["3356", "Spinus psaltria"], "6784": ["6784", "Psorothamnus schottii"], "4141": ["4141", "Balaenoptera musculus"], "5405": ["5405", "Calypso bulbosa"], "3175": ["3175", "Ortalis vetula"], "2784": ["2784", "Haliaeetus albicilla"], "5114": ["5114", "Xerocomellus chrysenteron"], "841": ["841", "Spilosoma curvata"], "4069": ["4069", "Odocoileus virginianus"], "2633": ["2633", "Hyla chrysoscelis"], "3872": ["3872", "Dryocopus lineatus"], "1207": ["1207", "Satyrium behrii"], "402": ["402", "Chariesterus antennator"], "4848": ["4848", "Linisa texasiana"], "3503": ["3503", "Oriolus chinensis"], "7139": ["7139", "Pedicularis racemosa"], "3416": ["3416", "Sturnella neglecta"], "5771": ["5771", "Aralia nudicaulis"], "502": ["502", "Bombus perplexus"], "439": ["439", "Banasa dimidiata"], "165": ["165", "Cicindela longilabris"], "4942": ["4942", "Niebla homalea"], "3860": ["3860", "Campephilus melanoleucos"], "1902": ["1902", "Enallagma annexum"], "349": ["349", "Scaeva pyrastri"], "1428": ["1428", "Cercyonis oetus"], "3132": ["3132", "Pelargopsis capensis"], "4194": ["4194", "Equus grevyi"], "5606": ["5606", "Ficinia spiralis"], "335": ["335", "Eristalis transversa"], "6849": ["6849", "Quercus hypoleucoides"], "5035": ["5035", "Baeospora myosura"], "6885": ["6885", "Apocynum cannabinum"], "4526": ["4526", "Pseudemys texana"], "3888": ["3888", "Picoides borealis"], "3650": ["3650", "Regulus calendula"], "1264": ["1264", "Colocasia propinquilinea"], "3125": ["3125", "Halcyon chelicuti"], "3428": ["3428", "Lanius minor"], "1708": ["1708", "Hamearis lucina"], "2167": ["2167", "Scudderia septentrionalis"], "3239": ["3239", "Galerida cristata"], "5915": ["5915", "Deinandra fasciculata"], "3298": ["3298", "Garrulus glandarius"], "4239": ["4239", "Sciurus arizonensis"], "782": ["782", "Idia aemula"], "7847": ["7847", "Ipomoea cairica"], "6266": ["6266", "Lepidium lasiocarpum"], "5686": ["5686", "Pennisetum villosum"], "715": ["715", "Asota heliconia"], "6165": ["6165", "Campanula aparinoides"], "561": ["561", "Dasymutilla sackenii"], "3875": ["3875", "Jynx torquilla"], "3962": ["3962", "Athene cunicularia"], "7055": ["7055", "Salvia columbariae"], "7610": ["7610", "Rhamnus alnifolia"], "468": ["468", "Arilus cristatus"], "3658": ["3658", "Sitta canadensis"], "1924": ["1924", "Ischnura erratica"], "7232": ["7232", "Lantana urticoides"], "5674": ["5674", "Miscanthus sinensis"], "6551": ["6551", "Succisa pratensis"], "7045": ["7045", "Mentha spicata"], "627": ["627", "Euchromius ocelleus"], "4681": ["4681", "Pomatias elegans"], "7401": ["7401", "Daphne mezereum"], "7524": ["7524", "Anemone acutiloba"], "98": ["98", "Steatoda nobilis"], "2190": ["2190", "Menippe mercenaria"], "3556": ["3556", "Setophaga fusca"], "1409": ["1409", "Anthanassa tulcis"], "2147": ["2147", "Dracotettix monstrosus"], "6199": ["6199", "Heliotropium curassavicum"], "7808": ["7808", "Chrysosplenium alternifolium"], "2884": ["2884", "Spatula rhynchotis"], "2584": ["2584", "Scobinichthys granulatus"], "4099": ["4099", "Herpestes ichneumon"], "3516": ["3516", "Cyanistes caeruleus"], "6330": ["6330", "Cylindropuntia tunicata"], "5966": ["5966", "Helenium amarum"], "5897": ["5897", "Cirsium arvense"], "6478": ["6478", "Rumex sagittatus"], "3248": ["3248", "Callaeas wilsoni"], "6988": ["6988", "Geranium brevicaule"], "850": ["850", "Tetanolita mynesalis"], "7056": ["7056", "Salvia dorrii"], "6574": ["6574", "Dracophyllum filifolium"], "1340": ["1340", "Spodoptera dolichos"], "7577": ["7577", "Thalictrum thalictroides"], "4233": ["4233", "Marmota flaviventris"], "64": ["64", "Colonus sylvanus"], "2730": ["2730", "Plethodon dunni"], "6025": ["6025", "Olearia arborescens"], "7914": ["7914", "Tribulus terrestris"], "1950": ["1950", "Aphylla williamsoni"], "5419": ["5419", "Cypripedium acaule"], "1508": ["1508", "Lexias pardalis"], "5732": ["5732", "Eryngium campestre"], "3422": ["3422", "Lanius collaris"], "2739": ["2739", "Taricha torosa"], "7886": ["7886", "Solanum elaeagnifolium"], "5754": ["5754", "Polytaenia texana"], "52": ["52", "Calisoga longitarsis"], "231": ["231", "Anatis mali"], "297": ["297", "Necrophila americana"], "7699": ["7699", "Rubus ulmifolius"], "4381": ["4381", "Micrurus tener"], "1139": ["1139", "Callophrys gryneus"], "403": ["403", "Euthochtha galeator"], "1771": ["1771", "Acleris nivisellana"], "6245": ["6245", "Cakile maritima"], "5497": ["5497", "Eichhornia crassipes"], "3096": ["3096", "Hemiphaga novaeseelandiae"], "6752": ["6752", "Lupinus lepidus"], "3758": ["3758", "Contopus virens"], "2678": ["2678", "Lithobates berlandieri"], "4089": ["4089", "Felis silvestris"], "5367": ["5367", "Yucca schidigera"], "4620": ["4620", "Anomia simplex"], "3592": ["3592", "Passerella iliaca"], "7700": ["7700", "Rubus ursinus"], "4889": ["4889", "Eisenia arborea"], "4596": ["4596", "Evechinus chloroticus"], "1584": ["1584", "Graphium sarpedon"], "2798": ["2798", "Pernis apivorus"], "3966": ["3966", "Bubo scandiacus"], "4686": ["4686", "Epitonium tinctum"], "7224": ["7224", "Callicarpa americana"], "890": ["890", "Cleora sublunaria"], "770": ["770", "Hypena deceptalis"], "3199": ["3199", "Gavia stellata"], "5879": ["5879", "Celmisia sessiliflora"], "1171": ["1171", "Jamides celeno"], "4297": ["4297", "Coluber fuliginosus"], "2890": ["2890", "Lophoceros alboterminatus"], "6394": ["6394", "Silene dioica"], "6011": ["6011", "Lindheimera texana"], "3502": ["3502", "Hedydipna collaris"], "1366": ["1366", "Uraba lugens"], "5082": ["5082", "Psathyrella longipes"], "6681": ["6681", "Acmispon rigidus"], "6158": ["6158", "Xanthisma spinulosum"], "3680": ["3680", "Sylvia melanocephala"], "1384": ["1384", "Ochrogaster lunifer"], "4990": ["4990", "Galiella rufa"], "7280": ["7280", "Euphorbia helioscopia"], "7118": ["7118", "Castilleja linariifolia"], "1882": ["1882", "Argia apicalis"], "4234": ["4234", "Marmota monax"], "3955": ["3955", "Aptenodytes patagonicus"], "2479": ["2479", "Stegastes partitus"], "6123": ["6123", "Symphyotrichum novi-belgii"], "2016": ["2016", "Erythemis vesiculosa"], "3477": ["3477", "Copsychus fulicatus"], "2461": ["2461", "Chromis hypsilepis"], "8061": ["8061", "Lastreopsis hispida"], "3180": ["3180", "Callipepla gambelii"], "5037": ["5037", "Entoloma abortivum"], "1022": ["1022", "Xanthorhoe fluctuata"], "299": ["299", "Phosphuga atrata"], "4972": ["4972", "Xanthomendoza fallax"], "2628": ["2628", "Eleutherodactylus coqui"], "7334": ["7334", "Salix discolor"], "5415": ["5415", "Corybas cheesemanii"], "5520": ["5520", "Erythronium albidum"], "5225": ["5225", "Rhizomnium glabrescens"], "3401": ["3401", "Icterus prosthemelas"], "7157": ["7157", "Antirrhinum nuttallianum"], "1423": ["1423", "Brenthis daphne"], "7831": ["7831", "Calystegia soldanella"], "7567": ["7567", "Ranunculus flammula"], "5257": ["5257", "Lycopodium scariosum"], "4482": ["4482", "Aspidoscelis uniparens"], "243": ["243", "Coelophora inaequalis"], "3334": ["3334", "Acanthis hornemanni"], "2640": ["2640", "Hyla meridionalis"], "2408": ["2408", "Monotaxis grandoculis"], "4131": ["4131", "Bassariscus astutus"], "6403": ["6403", "Spergularia macrotheca"], "3006": ["3006", "Larus californicus"], "3662": ["3662", "Spindalis zena"], "772": ["772", "Hypena minualis"], "1540": ["1540", "Phalanta phalantha"], "7337": ["7337", "Salix interior"], "7292": ["7292", "Euphorbia polycarpa"], "1154": ["1154", "Cyaniris semiargus"], "4780": ["4780", "Pteraeolidia ianthina"], "4750": ["4750", "Felimare villafranca"], "7319": ["7319", "Passiflora subpeltata"], "1612": ["1612", "Protographium epidaus"], "2819": ["2819", "Anas georgica"], "426": ["426", "Acutalis tartarea"], "3706": ["3706", "Thraupis abbas"], "5675": ["5675", "Muhlenbergia lindheimeri"], "921": ["921", "Eulithis explanata"], "6357": ["6357", "Marginatocereus marginatus"], "1545": ["1545", "Phyciodes tharos"], "4102": ["4102", "Mungos mungo"], "4231": ["4231", "Cynomys mexicanus"], "7986": ["7986", "Dicksonia fibrosa"], "10": ["10", "Araneus diadematus"], "4446": ["4446", "Sceloporus zosteromus"], "216": ["216", "Labidomera clivicollis"], "2064": ["2064", "Paltothemis lineatipes"], "5742": ["5742", "Heracleum mantegazzianum"], "5368": ["5368", "Yucca schottii"], "863": ["863", "Paectes oculatrix"], "4825": ["4825", "Cochlicopa lubrica"], "3017": ["3017", "Larus michahellis"], "755": ["755", "Euclidia cuspidea"], "4529": ["4529", "Trachemys scripta"], "1231": ["1231", "Acronicta morula"], "1944": ["1944", "Epitheca spinigera"], "5408": ["5408", "Cephalanthera longifolia"], "107": ["107", "Dermacentor occidentalis"], "594": ["594", "Adela septentrionella"], "7134": ["7134", "Orobanche ramosa"], "7395": ["7395", "Tilia americana"], "7848": ["7848", "Ipomoea carnea"], "5060": ["5060", "Mycena pura"], "1237": ["1237", "Agrotis infusa"], "3721": ["3721", "Thryomanes bewickii"], "518": ["518", "Xylocopa virginica"], "6195": ["6195", "Eriodictyon californicum"], "1411": ["1411", "Aphantopus hyperantus"], "5083": ["5083", "Schizophyllum commune"], "1441": ["1441", "Coenonympha tullia"], "3008": ["3008", "Larus crassirostris"], "4119": ["4119", "Mustela putorius"], "8007": ["8007", "Asplenium appendiculatum"], "3212": ["3212", "Fulica cristata"], "2405": ["2405", "Thalassoma pavo"], "2144": ["2144", "Sphenarium purpurascens"], "4409": ["4409", "Timon lepidus"], "2765": ["2765", "Buteogallus anthracinus"], "6134": ["6134", "Taraxacum officinale"], "3726": ["3726", "Troglodytes pacificus"], "6524": ["6524", "Sambucus racemosa"], "3072": ["3072", "Stercorarius antarcticus"], "6056": ["6056", "Pseudognaphalium luteoalbum"], "6581": ["6581", "Gaultheria antipoda"], "3124": ["3124", "Halcyon albiventris"], "1003": ["1003", "Scopula inductata"], "4614": ["4614", "Platyodon cancellatus"], "1127": ["1127", "Phobetron pithecium"], "1090": ["1090", "Pyrgus communis"], "2501": ["2501", "Plectropomus leopardus"], "7115": ["7115", "Castilleja integra"], "258": ["258", "Cyrtepistomus castaneus"], "7172": ["7172", "Linaria vulgaris"], "1023": ["1023", "Xanthorhoe labradorensis"], "1447": ["1447", "Danaus plexippus"], "6177": ["6177", "Lobelia laxiflora"], "3688": ["3688", "Paroaria gularis"], "4703": ["4703", "Cellana ornata"], "5547": ["5547", "Trillium nivale"], "872": ["872", "Arhodia lasiocamparia"], "6051": ["6051", "Polymnia canadensis"], "909": ["909", "Epicyme rubropunctaria"], "7261": ["7261", "Acalypha ostryifolia"], "1026": ["1026", "Amblyscirtes celia"], "6983": ["6983", "Psychotria poeppigiana"], "6520": ["6520", "Marah fabacea"], "1178": ["1178", "Lycaena boldenarum"], "4412": ["4412", "Rena dulcis"], "1007": ["1007", "Sicya macularia"], "1910": ["1910", "Enallagma durum"], "2423": ["2423", "Mulloidichthys martinicus"], "4697": ["4697", "Lottia insessa"], "6214": ["6214", "Myosotis macrosperma"], "4893": ["4893", "Laminaria setchellii"], "7067": ["7067", "Salvia spathacea"], "4485": ["4485", "Holcosus undulatus"], "6483": ["6483", "Euonymus alatus"], "4613": ["4613", "Mya arenaria"], "6635": ["6635", "Phlox drummondii"], "4221": ["4221", "Glis glis"], "7099": ["7099", "Fraxinus velutina"], "6833": ["6833", "Ostrya virginiana"], "3280": ["3280", "Corvus corone"], "644": ["644", "Lamprosema victoriae"], "7002": ["7002", "Dicliptera brachiata"], "4105": ["4105", "Mephitis mephitis"], "2615": ["2615", "Incilius alvarius"], "4316": ["4316", "Imantodes cenchoa"], "8004": ["8004", "Osmunda claytoniana"], "1940": ["1940", "Cordulegaster obliqua"], "4251": ["4251", "Tamias sonomae"], "868": ["868", "Acronyctodes mexicanaria"], "8069": ["8069", "Polystichum vestitum"], "1045": ["1045", "Cogia calchas"], "2205": ["2205", "Arenaeus cribrarius"], "7788": ["7788", "Sedum dasyphyllum"], "4329": ["4329", "Leptophis ahaetulla"], "7733": ["7733", "Rhus aromatica"], "3320": ["3320", "Emberiza citrinella"], "6712": ["6712", "Chamaecrista nictitans"], "1624": ["1624", "Catasticta teutila"], "2654": ["2654", "Scinax staufferi"], "1827": ["1827", "Zygaena filipendulae"], "7259": ["7259", "Triadenum fraseri"], "7273": ["7273", "Euphorbia bicolor"], "3759": ["3759", "Elaenia flavogaster"], "4471": ["4471", "Ameiva ameiva"], "7727": ["7727", "Korthalsella salicornioides"], "3977": ["3977", "Strix varia"], "1684": ["1684", "Epipaschia superatalis"], "3284": ["3284", "Corvus macrorhynchos"], "978": ["978", "Orthoclydon praefectata"], "3773": ["3773", "Myiodynastes luteiventris"], "4615": ["4615", "Cyrtopleura costata"], "674": ["674", "Pyrausta bicoloralis"], "3540": ["3540", "Oreothlypis celata"], "3877": ["3877", "Melanerpes carolinus"], "2599": ["2599", "Bombina orientalis"], "4243": ["4243", "Sciurus granatensis"], "4375": ["4375", "Anolis cybotes"], "704": ["704", "Apantesis arge"], "2801": ["2801", "Polyboroides typus"], "3760": ["3760", "Empidonax alnorum"], "5955": ["5955", "Gaillardia pinnatifida"], "2989": ["2989", "Chlidonias leucopterus"], "230": ["230", "Anatis labiculata"], "7136": ["7136", "Pedicularis bracteosa"], "8104": ["8104", "Pentagramma triangularis"], "6659": ["6659", "Primula suffrutescens"], "7548": ["7548", "Coptis aspleniifolia"], "3221": ["3221", "Rallus aquaticus"], "4173": ["4173", "Trichosurus vulpecula"], "684": ["684", "Sameodes cancellalis"], "4384": ["4384", "Gehyra mutilata"], "2488": ["2488", "Scarus psittacus"], "1709": ["1709", "Lasaia sula"], "7861": ["7861", "Ipomoea tricolor"], "5795": ["5795", "Pittosporum eugenioides"], "5582": ["5582", "Carex lurida"], "7687": ["7687", "Rubus flagellaris"], "5355": ["5355", "Polygonatum multiflorum"], "3322": ["3322", "Emberiza melanocephala"], "3178": ["3178", "Callipepla californica"], "7605": ["7605", "Frangula californica"], "7925": ["7925", "Juniperus californica"], "2076": ["2076", "Sympetrum ambiguum"], "1348": ["1348", "Tarache aprica"], "7490": ["7490", "Berberis pinnata"], "8063": ["8063", "Polystichum acrostichoides"], "6425": ["6425", "Claytonia virginica"], "3881": ["3881", "Melanerpes hoffmannii"], "5057": ["5057", "Mycena epipterygia"], "4416": ["4416", "Holbrookia elegans"], "5942": ["5942", "Erigeron pulchellus"], "5570": ["5570", "Carex albursina"], "201": ["201", "Xylotrechus colonus"], "6432": ["6432", "Mirabilis jalapa"], "2507": ["2507", "Diplodus vulgaris"], "6636": ["6636", "Phlox hoodii"], "1009": ["1009", "Siona lineata"], "6384": ["6384", "Dianthus deltoides"], "898": ["898", "Didymoctenia exsuperata"], "3526": ["3526", "Poecile palustris"], "7438": ["7438", "Fuchsia excorticata"], "4521": ["4521", "Deirochelys reticularia"], "387": ["387", "Texananus excultus"], "8008": ["8008", "Asplenium bulbiferum"], "6708": ["6708", "Ceratonia siliqua"], "8080": ["8080", "Notogrammitis heterophylla"], "5065": ["5065", "Xeromphalina campanella"], "3993": ["3993", "Phalacrocorax varius"], "7091": ["7091", "Utricularia vulgaris"], "5429": ["5429", "Earina mucronata"], "6396": ["6396", "Silene laciniata"], "4232": ["4232", "Glaucomys sabrinus"], "6040": ["6040", "Parthenium incanum"], "2039": ["2039", "Libellula quadrimaculata"], "3160": ["3160", "Eurypyga helias"], "2187": ["2187", "Emerita analoga"], "4027": ["4027", "Rhynchobatus australiae"], "4161": ["4161", "Myotis lucifugus"], "3391": ["3391", "Icterus auratus"], "4108": ["4108", "Enhydra lutris"], "5385": ["5385", "Iris fernaldii"], "7199": ["7199", "Plantago patagonica"], "4148": ["4148", "Stenella longirostris"], "1880": ["1880", "Argia alberta"], "8041": ["8041", "Blechnum vulcanicum"], "1111": ["1111", "Xenophanes tryxus"], "3498": ["3498", "Chalcomitra senegalensis"], "4624": ["4624", "Argopecten irradians"], "6888": ["6888", "Asclepias albicans"], "3173": ["3173", "Notharchus hyperrhynchus"], "5356": ["5356", "Polygonatum odoratum"], "5090": ["5090", "Gymnopilus ventricosus"], "3283": ["3283", "Corvus frugilegus"], "2079": ["2079", "Sympetrum meridionale"], "5646": ["5646", "Calamagrostis canadensis"], "1755": ["1755", "Paonias myops"], "2145": ["2145", "Diestrammena asynamora"], "4877": ["4877", "Ascophyllum nodosum"], "1219": ["1219", "Zizina otis"], "6031": ["6031", "Olearia rani"], "1333": ["1333", "Psaphida rolandi"], "6787": ["6787", "Securigera varia"], "4167": ["4167", "Philander opossum"], "2338": ["2338", "Dactylophora nigricans"], "1610": ["1610", "Parnassius apollo"], "5280": ["5280", "Phyllospadix scouleri"], "5309": ["5309", "Agave palmeri"], "1403": ["1403", "Agraulis vanillae"], "212": ["212", "Diabrotica balteata"], "2366": ["2366", "Girella tricuspidata"], "2806": ["2806", "Spizaetus ornatus"], "4037": ["4037", "Cephalophus rufilatus"], "3752": ["3752", "Turdus rufiventris"], "7465": ["7465", "Oxalis stricta"], "5181": ["5181", "Hexagonia hydnoides"], "7436": ["7436", "Eremothera boothii"], "6559": ["6559", "Impatiens capensis"], "14": ["14", "Argiope argentata"], "736": ["736", "Cosmosoma myrodora"], "4660": ["4660", "Bursatella leachii"], "2189": ["2189", "Stenorhynchus seticornis"], "3004": ["3004", "Larus argentatus"], "7612": ["7612", "Rhamnus crocea"], "3895": ["3895", "Sphyrapicus varius"], "2142": ["2142", "Orocharis saltator"], "7608": ["7608", "Pomaderris kumeraho"], "5676": ["5676", "Muhlenbergia rigens"], "5882": ["5882", "Centaurea melitensis"], "4623": ["4623", "Argopecten gibbus"], "7931": ["7931", "Juniperus scopulorum"], "3507": ["3507", "Pachycephala pectoralis"], "3536": ["3536", "Geothlypis trichas"], "6528": ["6528", "Viburnum lantanoides"], "8098": ["8098", "Pellaea andromedifolia"], "5307": ["5307", "Agave deserti"], "7171": ["7171", "Linaria dalmatica"], "6186": ["6186", "Amsinckia tessellata"], "5499": ["5499", "Dioscorea bulbifera"], "5422": ["5422", "Cypripedium parviflorum"], "7772": ["7772", "Koelreuteria paniculata"], "3303": ["3303", "Pica hudsonia"], "616": ["616", "Crambus laqueatellus"], "1862": ["1862", "Gynacantha nervosa"], "185": ["185", "Monochamus notatus"], "4783": ["4783", "Goniodoris castanea"], "8112": ["8112", "Woodsia obtusa"], "5626": ["5626", "Andropogon gerardii"], "7386": ["7386", "Plagianthus regius"], "7393": ["7393", "Theobroma cacao"], "4504": ["4504", "Crotalus pyrrhus"], "3904": ["3904", "Podiceps nigricollis"], "3527": ["3527", "Poecile rufescens"], "2560": ["2560", "Balistapus undulatus"], "3236": ["3236", "Aegithina tiphia"], "4463": ["4463", "Scincella lateralis"], "2041": ["2041", "Libellula semifasciata"], "5899": ["5899", "Cirsium ehrenbergii"], "648": ["648", "Loxostege cereralis"], "2699": ["2699", "Chiromantis xerampelina"], "4420": ["4420", "Phrynosoma cornutum"], "5165": ["5165", "Ganoderma applanatum"], "8056": ["8056", "Dryopteris fragrans"], "1701": ["1701", "Apodemia palmerii"], "7256": ["7256", "Magnolia tripetala"], "5047": ["5047", "Lichenomphalia umbellifera"], "7826": ["7826", "Tiarella cordifolia"], "8044": ["8044", "Gymnocarpium dryopteris"], "176": ["176", "Scaphinotus angusticollis"], "559": ["559", "Megachile xylocopoides"], "608": ["608", "Chrysoteuchia topiarius"], "5662": ["5662", "Glyceria striata"], "3275": ["3275", "Aphelocoma wollweberi"], "2846": ["2846", "Bucephala albeola"], "1317": ["1317", "Orthosia gothica"], "5432": ["5432", "Gastrodia cunninghamii"], "6019": ["6019", "Micropus californicus"], "3779": ["3779", "Sayornis nigricans"], "943": ["943", "Idaea dimidiata"], "6216": ["6216", "Nemophila maculata"], "4793": ["4793", "Onchidoris bilamellata"], "6358": ["6358", "Neolloydia conoidea"], "3388": ["3388", "Euphagus carolinus"], "1211": ["1211", "Satyrium spini"], "959": ["959", "Lytrosis unitaria"], "2054": ["2054", "Orthetrum caledonicum"], "1433": ["1433", "Chlosyne gabbii"], "5781": ["5781", "Pseudopanax arboreus"], "4919": ["4919", "Hypogymnia imshaugii"], "5598": ["5598", "Cyperus involucratus"], "4827": ["4827", "Haplotrema minimum"], "7507": ["7507", "Dicentra canadensis"], "3103": ["3103", "Patagioenas picazuro"], "5139": ["5139", "Clavulina cristata"], "3276": ["3276", "Aphelocoma woodhouseii"], "5018": ["5018", "Amanita calyptroderma"], "4871": ["4871", "Tonicella lokii"], "1385": ["1385", "Oligocentria lignicolor"], "5454": ["5454", "Ophrys scolopax"], "2738": ["2738", "Taricha granulosa"], "5984": ["5984", "Hieracium horridum"], "7006": ["7006", "Pachystachys lutea"], "3048": ["3048", "Calidris mauri"], "5639": ["5639", "Briza maxima"], "1847": ["1847", "Dicromantispa sayi"], "857": ["857", "Zale minerea"], "2539": ["2539", "Ameiurus nebulosus"], "4203": ["4203", "Chlorocebus pygerythrus"], "3316": ["3316", "Dicrurus paradiseus"], "521": ["521", "Bicyrtes quadrifasciatus"], "1921": ["1921", "Ischnura cervula"], "4702": ["4702", "Cellana denticulata"], "6845": ["6845", "Quercus ellipsoidalis"], "3107": ["3107", "Streptopelia decaocto"], "2713": ["2713", "Aneides flavipunctatus"], "553": ["553", "Augochlora pura"], "1046": ["1046", "Copaeodes aurantiaca"], "7074": ["7074", "Stachys byzantina"], "1509": ["1509", "Libytheana carinenta"], "143": ["143", "Blatta orientalis"], "4055": ["4055", "Raphicerus campestris"], "6797": ["6797", "Tamarindus indica"], "5824": ["5824", "Anaphalis margaritacea"], "4366": ["4366", "Tropidoclonion lineatum"], "8092": ["8092", "Astrolepis sinuata"], "5262": ["5262", "Sagittaria latifolia"], "5366": ["5366", "Yucca pallida"], "7501": ["7501", "Argemone polyanthemos"], "4674": ["4674", "Littoraria irrorata"], "7124": ["7124", "Chloropyron maritimum"], "7253": ["7253", "Magnolia fraseri"], "2536": ["2536", "Centropogon australis"], "3957": ["3957", "Pygoscelis papua"], "6813": ["6813", "Vicia ludoviciana"], "2481": ["2481", "Priacanthus hamrur"], "1291": ["1291", "Lacinipolia olivacea"], "7414": ["7414", "Eucalyptus camaldulensis"], "5842": ["5842", "Artemisia filifolia"], "795": ["795", "Lyclene structa"], "1312": ["1312", "Ochropleura implecta"], "1873": ["1873", "Hetaerina americana"], "4419": ["4419", "Phrynosoma blainvillii"], "2349": ["2349", "Echeneis naucrates"], "5701": ["5701", "Stipa miliacea"], "1558": ["1558", "Smyrna blomfildia"], "1645": ["1645", "Phoebis agarithe"], "3426": ["3426", "Lanius ludovicianus"], "4956": ["4956", "Lobaria quercizans"], "2843": ["2843", "Branta bernicla"], "1561": ["1561", "Speyeria coronis"], "951": ["951", "Lambdina fiscellaria"], "7327": ["7327", "Populus grandidentata"], "167": ["167", "Cicindela repanda"], "3922": ["3922", "Daption capense"], "204": ["204", "Calligrapha multipunctata"], "7739": ["7739", "Rhus typhina"], "5227": ["5227", "Cyathophorum bulbosum"], "2995": ["2995", "Chroicocephalus novaehollandiae"], "8010": ["8010", "Asplenium flaccidum"], "8093": ["8093", "Cheilanthes sieberi"], "7217": ["7217", "Scrophularia californica"], "3489": ["3489", "Phoenicurus fuliginosus"], "3572": ["3572", "Aimophila ruficeps"], "3811": ["3811", "Ardeola grayii"], "1937": ["1937", "Xanthocnemis zealandica"], "2496": ["2496", "Cephalopholis miniata"], "927": ["927", "Gellonia dejectaria"], "2367": ["2367", "Girella zebra"], "5729": ["5729", "Crithmum maritimum"], "3251": ["3251", "Cardinalis sinuatus"], "4809": ["4809", "Tenellia flavovulta"], "2571": ["2571", "Dicotylichthys punctulatus"], "4426": ["4426", "Sceloporus chrysostictus"], "1766": ["1766", "Acrolophus popeanella"], "6207": ["6207", "Lithospermum latifolium"], "6686": ["6686", "Amorpha canescens"], "506": ["506", "Bombus terrestris"], "7239": ["7239", "Verbena rigida"], "2709": ["2709", "Hynobius leechii"], "4004": ["4004", "Carcharhinus amblyrhynchos"], "6433": ["6433", "Mirabilis multiflora"], "7085": ["7085", "Warnockia scutellarioides"], "4548": ["4548", "Actinia equina"], "2182": ["2182", "Clibanarius vittatus"], "7594": ["7594", "Streblus heterophyllus"], "6377": ["6377", "Rhipsalis baccifera"], "3514": ["3514", "Baeolophus ridgwayi"], "5169": ["5169", "Ganoderma sessile"], "6362": ["6362", "Opuntia decumbens"], "3361": ["3361", "Sittasomus griseicapillus"], "3880": ["3880", "Melanerpes formicivorus"], "4947": ["4947", "Ramalina pollinaria"], "4165": ["4165", "Didelphis marsupialis"], "7613": ["7613", "Rhamnus humboldtiana"], "3272": ["3272", "Prinia subflava"], "1415": ["1415", "Argynnis paphia"], "7279": ["7279", "Euphorbia fendleri"], "6937": ["6937", "Gentianopsis virgata"], "6159": ["6159", "Xanthium spinosum"], "1518": ["1518", "Melanargia galathea"], "7049": ["7049", "Monardella villosa"], "6751": ["6751", "Lupinus latifolius"], "6397": ["6397", "Silene latifolia"], "5603": ["5603", "Eriophorum vaginatum"], "4727": ["4727", "Mitra idae"], "2592": ["2592", "Arothron nigropunctatus"], "7460": ["7460", "Oxalis incarnata"], "3049": ["3049", "Calidris melanotos"], "213": ["213", "Diabrotica undecimpunctata"], "2201": ["2201", "Paranephrops planifrons"], "4254": ["4254", "Tamias townsendii"], "2869": ["2869", "Melanitta americana"], "150": ["150", "Xylobiops basilaris"], "4625": ["4625", "Argopecten ventricosus"], "4921": ["4921", "Hypogymnia tubulosa"], "2439": ["2439", "Trachinops taeniatus"], "6731": ["6731", "Hosackia crassifolia"], "6850": ["6850", "Quercus imbricaria"], "5348": ["5348", "Manfreda virginica"], "6495": ["6495", "Cornus drummondii"], "2021": ["2021", "Ladona deplanata"], "0": ["0", "Hermodice carunculata"], "3061": ["3061", "Numenius phaeopus"], "7027": ["7027", "Condea emoryi"], "8135": ["8135", "Mastocarpus papillatus"], "4226": ["4226", "Callosciurus erythraeus"], "1854": ["1854", "Aeshna umbrosa"], "2679": ["2679", "Lithobates catesbeianus"], "1606": ["1606", "Papilio troilus"], "5555": ["5555", "Smilax glauca"], "8124": ["8124", "Callithamnion pikeanum"], "8118": ["8118", "Botrypus virginianus"], "5375": ["5375", "Astelia hastata"], "5240": ["5240", "Equisetum arvense"], "4363": ["4363", "Trimorphodon lyrophanes"], "5336": ["5336", "Hesperocallis undulata"], "3553": ["3553", "Setophaga coronata"], "3117": ["3117", "Zenaida aurita"], "1318": ["1318", "Orthosia hibisci"], "8036": ["8036", "Blechnum minus"], "7506": ["7506", "Corydalis solida"], "4371": ["4371", "Corytophanes cristatus"], "509": ["509", "Eulaema polychroma"], "1542": ["1542", "Phyciodes mylitta"], "5361": ["5361", "Triteleia laxa"], "2276": ["2276", "Acanthurus xanthopterus"], "7546": ["7546", "Clematis virginiana"], "2949": ["2949", "Cepphus columba"], "5322": ["5322", "Brodiaea coronaria"], "5414": ["5414", "Corallorhiza wisteriana"], "4841": ["4841", "Cochlicella barbara"], "4013": ["4013", "Himantura fai"], "6054": ["6054", "Psathyrotes ramosissima"], "3545": ["3545", "Oreothlypis virginiae"], "4205": ["4205", "Colobus guereza"], "2498": ["2498", "Epinephelus merra"], "6684": ["6684", "Albizia julibrissin"], "3950": ["3950", "Psittacula eupatria"], "4386": ["4386", "Gekko japonicus"], "3052": ["3052", "Calidris ptilocnemis"], "424": ["424", "Spilostethus pandurus"], "796": ["796", "Lymantria dispar"], "1798": ["1798", "Endothenia hebesana"], "3674": ["3674", "Spodiopsar cineraceus"], "5180": ["5180", "Daedaleopsis confragosa"], "24": ["24", "Gasteracantha cancriformis"], "5334": ["5334", "Echeandia flavescens"], "1533": ["1533", "Nymphalis californica"], "3437": ["3437", "Anthochaera chrysoptera"], "2821": ["2821", "Anas poecilorhyncha"], "374": ["374", "Philaenus spumarius"], "6375": ["6375", "Pachycereus pecten-aboriginum"], "4923": ["4923", "Parmelia squarrosa"], "2503": ["2503", "Sillago ciliata"], "3948": ["3948", "Barnardius zonarius"], "3854": ["3854", "Phoenicopterus roseus"], "368": ["368", "Pachypsylla venusta"], "1673": ["1673", "Sphenarches anisodactylus"], "235": ["235", "Cheilomenes sexmaculata"], "2870": ["2870", "Melanitta perspicillata"], "5131": ["5131", "Suillus pungens"], "3951": ["3951", "Psittacula krameri"], "5886": ["5886", "Chaenactis douglasii"], "1871": ["1871", "Calopteryx splendens"], "7684": ["7684", "Rubus chamaemorus"], "5977": ["5977", "Helichrysum lanceolatum"], "1091": ["1091", "Pyrgus malvae"], "4778": ["4778", "Flabellina rubrolineata"], "711": ["711", "Arachnis picta"], "1071": ["1071", "Lerodea eufala"], "1186": ["1186", "Lycaena hippothoe"], "569": ["569", "Sceliphron caementarium"], "5794": ["5794", "Pittosporum crassifolium"], "5998": ["5998", "Lagenophora pumila"], "511": ["511", "Tetragonisca angustula"], "5337": ["5337", "Hesperoyucca whipplei"], "2211": ["2211", "Aratus pisonii"], "2907": ["2907", "Podargus strigoides"], "6619": ["6619", "Collomia linearis"], "4317": ["4317", "Lampropeltis alterna"], "4104": ["4104", "Mephitis macroura"], "7321": ["7321", "Turnera ulmifolia"], "1196": ["1196", "Panthiades bathildis"], "210": ["210", "Chrysomela populi"], "6827": ["6827", "Betula nana"], "1337": ["1337", "Schinia chrysellus"], "4085": ["4085", "Vulpes macrotis"], "5363": ["5363", "Yucca constricta"], "829": ["829", "Pseudohemihyalea edwardsii"], "5963": ["5963", "Grindelia lanceolata"], "2357": ["2357", "Padogobius bonelli"], "2303": ["2303", "Lepomis microlophus"], "486": ["486", "Apis cerana"], "8047": ["8047", "Hypolepis millefolium"], "6904": ["6904", "Asclepias speciosa"], "3423": ["3423", "Lanius collurio"], "5923": ["5923", "Dyssodia papposa"], "5119": ["5119", "Gomphidius oregonensis"], "4331": ["4331", "Leptophis mexicanus"], "1835": ["1835", "Stagmomantis carolina"], "6367": ["6367", "Opuntia macrocentra"], "7809": ["7809", "Chrysosplenium americanum"], "6235": ["6235", "Wigandia urens"], "5814": ["5814", "Ageratina havanensis"], "7649": ["7649", "Malus pumila"], "3211": ["3211", "Fulica atra"], "3695": ["3695", "Sicalis flaveola"], "7631": ["7631", "Cotoneaster simonsii"], "4943": ["4943", "Ramalina canariensis"], "7650": ["7650", "Petrophytum caespitosum"], "1201": ["1201", "Polyommatus bellargus"], "1889": ["1889", "Argia moesta"], "123": ["123", "Pseudopolydesmus serratus"], "980": ["980", "Paleacrita vernata"], "7314": ["7314", "Linum pratense"], "5761": ["5761", "Sanicula tuberosa"], "3733": ["3733", "Myadestes occidentalis"], "7595": ["7595", "Ceanothus crassifolius"], "3781": ["3781", "Sayornis saya"], "2938": ["2938", "Selasphorus platycercus"], "183": ["183", "Knulliana cincta"], "6380": ["6380", "Arenaria serpyllifolia"], "6815": ["6815", "Vicia sepium"], "765": ["765", "Haploa lecontei"], "7851": ["7851", "Ipomoea cristulata"], "4641": ["4641", "Ensis directus"], "7010": ["7010", "Chilopsis linearis"], "914": ["914", "Erannis defoliaria"], "3634": ["3634", "Quelea quelea"], "3513": ["3513", "Baeolophus inornatus"], "6034": ["6034", "Onopordum acanthium"], "1242": ["1242", "Allagrapha aerea"], "3261": ["3261", "Piranga olivacea"], "205": ["205", "Calligrapha serpentina"], "4267": ["4267", "Crocodylus palustris"], "7275": ["7275", "Euphorbia characias"], "6630": ["6630", "Linanthus dianthiflorus"], "1960": ["1960", "Gomphurus vastus"], "1248": ["1248", "Anathix ralla"], "1301": ["1301", "Marimatha nigrofimbria"], "3907": ["3907", "Rollandia rolland"], "1777": ["1777", "Archips purpurana"], "5049": ["5049", "Inocybe geophylla"], "3407": ["3407", "Psarocolius decumanus"], "6674": ["6674", "Acacia melanoxylon"], "6491": ["6491", "Paxistima myrsinites"], "6682": ["6682", "Acmispon strigosus"], "7554": ["7554", "Delphinium patens"], "2225": ["2225", "Isocladus armatus"], "4310": ["4310", "Heterodon kennerlyi"], "7068": ["7068", "Salvia texana"], "703": ["703", "Anticarsia gemmatalis"], "6724": ["6724", "Genista monspessulana"], "3309": ["3309", "Cracticus nigrogularis"], "1737": ["1737", "Dolba hyloeus"], "7879": ["7879", "Physalis crassifolia"], "5554": ["5554", "Smilax bona-nox"], "134": ["134", "Semibalanus balanoides"], "2150": ["2150", "Tropidacris cristata"], "2280": ["2280", "Naso unicornis"], "4064": ["4064", "Capreolus capreolus"], "551": ["551", "Agapostemon splendens"], "4715": ["4715", "Busycotypus canaliculatus"], "3918": ["3918", "Ardenna creatopus"], "3608": ["3608", "Zonotrichia capensis"], "719": ["719", "Brunia replana"], "5302": ["5302", "Sprekelia formosissima"], "5100": ["5100", "Lepista nuda"], "875": ["875", "Cabera erythemaria"], "450": ["450", "Glaucias amyoti"], "2128": ["2128", "Trimerotropis maritima"], "3314": ["3314", "Dicrurus leucophaeus"], "1739": ["1739", "Erinnyis ello"], "3169": ["3169", "Micrastur semitorquatus"], "2930": ["2930", "Heliodoxa jacula"], "3861": ["3861", "Colaptes auratus"], "6855": ["6855", "Quercus marilandica"], "1794": ["1794", "Cydia latiferreana"], "693": ["693", "Agonopterix alstroemeriana"], "2664": ["2664", "Gastrophryne olivacea"], "1599": ["1599", "Papilio palamedes"], "6401": ["6401", "Silene vulgaris"], "7992": ["7992", "Hymenophyllum flabellatum"], "87": ["87", "Leucauge venusta"], "7705": ["7705", "Sorbus aucuparia"], "4478": ["4478", "Aspidoscelis scalaris"], "3725": ["3725", "Troglodytes aedon"], "3820": ["3820", "Egretta novaehollandiae"], "4476": ["4476", "Aspidoscelis inornata"], "7356": ["7356", "Bixa orellana"], "6099": ["6099", "Solidago juncea"], "3312": ["3312", "Strepera graculina"], "6512": ["6512", "Coriaria sarmentosa"], "3870": ["3870", "Dendropicos fuscescens"], "341": ["341", "Meromacrus acutus"], "654": ["654", "Microtheoris ophionalis"], "3555": ["3555", "Setophaga dominica"], "6658": ["6658", "Primula paucifolia"], "8016": ["8016", "Asplenium oblongifolium"], "7236": ["7236", "Verbena bracteata"], "5479": ["5479", "Spiranthes lacera"], "5568": ["5568", "Tillandsia schiedeana"], "211": ["211", "Chrysomela scripta"], "1000": ["1000", "Pseudopanthera macularia"], "6223": ["6223", "Phacelia hastata"], "5278": ["5278", "Potamogeton natans"], "6952": ["6952", "Coprosma areolata"], "5524": ["5524", "Fritillaria affinis"], "95": ["95", "Latrodectus katipo"], "7916": ["7916", "Asterella californica"], "5702": ["5702", "Tridens albescens"], "3099": ["3099", "Patagioenas cayennensis"], "5033": ["5033", "Cortinarius violaceus"], "3625": ["3625", "Ceratopipra mentalis"], "38": ["38", "Nuctenea umbratica"], "2701": ["2701", "Polypedates megacephalus"], "5290": ["5290", "Allium dichlamydeum"], "2281": ["2281", "Prionurus microlepidotus"], "3066": ["3066", "Tringa incana"], "7409": ["7409", "Lythrum hyssopifolia"], "5324": ["5324", "Camassia leichtlinii"], "2227": ["2227", "Limulus polyphemus"], "1991": ["1991", "Sympecma fusca"], "5138": ["5138", "Craterellus tubaeformis"], "6276": ["6276", "Peritoma arborea"], "3528": ["3528", "Poecile sclateri"], "1628": ["1628", "Cepora nerissa"], "2165": ["2165", "Roeseliana roeselii"], "8108": ["8108", "Arthropteris tenella"], "1072": ["1072", "Mylon pelopidas"], "5412": ["5412", "Corallorhiza odontorhiza"], "7491": ["7491", "Berberis thunbergii"], "7480": ["7480", "Banksia integrifolia"], "3324": ["3324", "Euodice malabarica"], "7047": ["7047", "Monarda fistulosa"], "7779": ["7779", "Dudleya edulis"], "3701": ["3701", "Tachyphonus rufus"], "1986": ["1986", "Lestes forcipatus"], "1718": ["1718", "Attacus atlas"], "5406": ["5406", "Cephalanthera austiniae"], "5672": ["5672", "Microlaena avenacea"], "938": ["938", "Hydrelia inornata"], "6558": ["6558", "Valerianella locusta"], "1472": ["1472", "Greta morgane"], "7804": ["7804", "Ribes uva-crispa"], "7956": ["7956", "Pinus flexilis"], "3720": ["3720", "Salpinctes obsoletus"], "628": ["628", "Eudonia strigalis"], "1367": ["1367", "Clostera apicalis"], "2822": ["2822", "Anas rubripes"], "7583": ["7583", "Celtis reticulata"], "2069": ["2069", "Perithemis tenera"], "3750": ["3750", "Turdus philomelos"], "7614": ["7614", "Ziziphus obtusifolia"], "6837": ["6837", "Fagus grandifolia"], "5817": ["5817", "Ambrosia chamissonis"], "5106": ["5106", "Tubaria furfuracea"], "4493": ["4493", "Crotalus adamanteus"], "945": ["945", "Idaea seriata"], "1025": ["1025", "Amblyscirtes aesculapius"], "6497": ["6497", "Cornus kousa"], "1947": ["1947", "Somatochlora tenebrosa"], "2425": ["2425", "Mullus surmuletus"], "3566": ["3566", "Setophaga pitiayumi"], "4545": ["4545", "Testudo hermanni"], "2756": ["2756", "Buteo galapagoensis"], "653": ["653", "Microcrambus elegans"], "6313": ["6313", "Acanthocereus tetragonus"], "5668": ["5668", "Leersia oryzoides"], "5845": ["5845", "Artemisia tridentata"], "3400": ["3400", "Icterus pectoralis"], "5873": ["5873", "Carduus acanthoides"], "4082": ["4082", "Urocyon cinereoargenteus"], "4332": ["4332", "Liodytes rigida"], "4850": ["4850", "Neohelix albolabris"], "4661": ["4661", "Bulla gouldiana"], "2057": ["2057", "Orthetrum coerulescens"], "3162": ["3162", "Falco cenchroides"], "4257": ["4257", "Tamiasciurus hudsonicus"], "6839": ["6839", "Quercus agrifolia"], "7184": ["7184", "Penstemon laxiflorus"], "1223": ["1223", "Achatia distincta"], "6213": ["6213", "Myosotis laxa"], "1932": ["1932", "Ischnura verticalis"], "1313": ["1313", "Ogdoconta cinereola"], "8049": ["8049", "Pteridium aquilinum"], "3471": ["3471", "Macronyx croceus"], "4382": ["4382", "Coleonyx brevis"], "7063": ["7063", "Salvia mexicana"], "5160": ["5160", "Fomitopsis cajanderi"], "5974": ["5974", "Helianthus grosseserratus"], "8051": ["8051", "Cyrtomium falcatum"], "2365": ["2365", "Girella nigricans"], "1710": ["1710", "Melanis acroleuca"], "97": ["97", "Latrodectus variolus"], "5055": ["5055", "Cruentomycena viscidocruenta"], "668": ["668", "Patania ruralis"], "482": ["482", "Liorhyssus hyalinus"], "1099": ["1099", "Staphylus mazans"], "6831": ["6831", "Carpinus caroliniana"], "7638": ["7638", "Fragaria chiloensis"], "4442": ["4442", "Sceloporus tristichus"], "1222": ["1222", "Lagoa crispata"], "4639": ["4639", "Donax variabilis"], "5970": ["5970", "Helianthus annuus"], "7335": ["7335", "Salix eriocephala"], "7288": ["7288", "Euphorbia misera"], "7435": ["7435", "Epilobium melanocaulon"], "3887": ["3887", "Picoides arizonae"], "5234": ["5234", "Dawsonia superba"], "1901": ["1901", "Coenagrion resolutum"], "671": ["671", "Petrophila bifascialis"], "6977": ["6977", "Houstonia purpurea"], "6753": ["6753", "Lupinus microcarpus"], "1886": ["1886", "Argia hinei"], "5316": ["5316", "Agave utahensis"], "4779": ["4779", "Flabellina trilineata"], "7180": ["7180", "Penstemon grandiflorus"], "435": ["435", "Icerya purchasi"], "6698": ["6698", "Bituminaria bituminosa"], "1928": ["1928", "Ischnura perparva"], "6191": ["6191", "Cynoglossum virginianum"], "7905": ["7905", "Vitis girdiana"], "2733": ["2733", "Lissotriton vulgaris"], "4132": ["4132", "Nasua narica"], "7216": ["7216", "Scoparia dulcis"], "6466": ["6466", "Persicaria bistorta"], "5284": ["5284", "Rhopalostylis sapida"], "6024": ["6024", "Oclemena acuminata"], "3716": ["3716", "Campylorhynchus gularis"], "5534": ["5534", "Medeola virginiana"], "5255": ["5255", "Lycopodium deuterodensum"], "4369": ["4369", "Basiliscus plumifrons"], "7052": ["7052", "Pycnanthemum tenuifolium"], "2308": ["2308", "Chaetodon auriga"], "4927": ["4927", "Platismatia tuckermanii"], "3568": ["3568", "Setophaga striata"], "2170": ["2170", "Cerastipsocus venosus"], "3772": ["3772", "Myiarchus magnirostris"], "3346": ["3346", "Haemorhous purpureus"], "3686": ["3686", "Loxigilla noctis"], "667": ["667", "Parapoynx maculalis"], "3558": ["3558", "Setophaga kirtlandii"], "7778": ["7778", "Dudleya cymosa"], "1607": ["1607", "Papilio xuthus"], "7285": ["7285", "Euphorbia maculata"], "5048": ["5048", "Hebeloma crustuliniforme"], "2337": ["2337", "Cheilodactylus vestitus"], "6880": ["6880", "Garrya wrightii"], "4786": ["4786", "Jorunna funebris"], "2984": ["2984", "Haematopus palliatus"], "730": ["730", "Chalciope mygdon"], "3244": ["3244", "Buphagus africanus"], "2343": ["2343", "Cirrhitichthys falco"], "7939": ["7939", "Thuja plicata"], "2783": ["2783", "Gyps rueppelli"], "4709": ["4709", "Tegula eiseni"], "5186": ["5186", "Panus conchatus"], "6587": ["6587", "Gaylussacia baccata"], "5282": ["5282", "Chamaerops humilis"], "3490": ["3490", "Phoenicurus ochruros"], "3991": ["3991", "Phalacrocorax penicillatus"], "4853": ["4853", "Vespericola columbianus"], "5292": ["5292", "Allium schoenoprasum"], "4325": ["4325", "Lampropeltis splendida"], "6749": ["6749", "Lupinus chamissonis"], "4305": ["4305", "Dendrelaphis pictus"], "4997": ["4997", "Agaricus augustus"], "1288": ["1288", "Lacanobia oleracea"], "5353": ["5353", "Nolina texana"], "5789": ["5789", "Schefflera actinophylla"], "8121": ["8121", "Tmesipteris elongata"], "1568": ["1568", "Vanessa gonerilla"], "1535": ["1535", "Nymphalis polychloros"], "4266": ["4266", "Crocodylus acutus"], "7669": ["7669", "Prunus serrulata"], "7228": ["7228", "Glandularia pumila"], "2715": ["2715", "Batrachoseps attenuatus"], "1516": ["1516", "Marpesia petreus"], "615": ["615", "Crambus girardellus"], "2374": ["2374", "Cheilinus undulatus"], "5940": ["5940", "Erigeron glaucus"], "6229": ["6229", "Phacelia tanacetifolia"], "6590": ["6590", "Leucopogon fraseri"], "5277": ["5277", "Potamogeton crispus"], "1426": ["1426", "Caligo telamonius"], "6834": ["6834", "Casuarina equisetifolia"], "4696": ["4696", "Lottia gigantea"], "263": ["263", "Rhynchophorus ferrugineus"], "2382": ["2382", "Halichoeres bivittatus"], "2462": ["2462", "Chromis multilineata"], "429": ["429", "Adelphocoris lineolatus"], "7591": ["7591", "Ficus carica"], "1027": ["1027", "Amblyscirtes hegon"], "124": ["124", "Apheloria virginiensis"], "879": ["879", "Caripeta piniata"], "7449": ["7449", "Taraxia ovata"], "6760": ["6760", "Macroptilium lathyroides"], "2355": ["2355", "Istigobius hoesei"], "3292": ["3292", "Cyanocorax yncas"], "2623": ["2623", "Rhinella marina"], "1736": ["1736", "Deilephila elpenor"], "4742": ["4742", "Aldisa sanguinea"], "7945": ["7945", "Abies religiosa"], "208": ["208", "Chrysolina americana"], "5737": ["5737", "Eryngium proteiflorum"], "4895": ["4895", "Saccharina latissima"], "7100": ["7100", "Ligustrum obtusifolium"], "5041": ["5041", "Laccaria amethystina"], "2263": ["2263", "Lepisosteus platyrhincus"], "4882": ["4882", "Carpophyllum maschalocarpum"], "5134": ["5134", "Cantharellus lateritius"], "1374": ["1374", "Heterocampa guttivitta"], "2464": ["2464", "Dascyllus albisella"], "7901": ["7901", "Parthenocissus quinquefolia"], "7617": ["7617", "Acaena pinnatifida"], "7708": ["7708", "Spiraea tomentosa"], "4516": ["4516", "Eretmochelys imbricata"], "7519": ["7519", "Sanguinaria canadensis"], "6089": ["6089", "Senecio skirrhodon"], "5446": ["5446", "Neottia cordata"], "1589": ["1589", "Papilio canadensis"], "5329": ["5329", "Dasylirion texanum"], "6296": ["6296", "Atriplex polycarpa"], "6474": ["6474", "Rumex acetosella"], "7190": ["7190", "Penstemon rostriflorus"], "4490": ["4490", "Agkistrodon contortrix"], "4659": ["4659", "Aplysia californica"], "6950": ["6950", "Coffea arabica"], "4056": ["4056", "Redunca redunca"], "7229": ["7229", "Lantana achyranthifolia"], "3610": ["3610", "Zonotrichia querula"], "8001": ["8001", "Polyphlebium venosum"], "5202": ["5202", "Lactarius xanthogalactus"], "8073": ["8073", "Lindsaea trichomanoides"], "7476": ["7476", "Platanus mexicana"], "1484": ["1484", "Hipparchia semele"], "3812": ["3812", "Ardeola ralloides"], "7670": ["7670", "Prunus virginiana"], "5653": ["5653", "Dactyloctenium aegyptium"], "4322": ["4322", "Lampropeltis holbrooki"], "6895": ["6895", "Asclepias fascicularis"], "3587": ["3587", "Melozone albicollis"], "6657": ["6657", "Primula meadia"], "3137": ["3137", "Eurystomus orientalis"], "3597": ["3597", "Pipilo chlorurus"], "6981": ["6981", "Nertera depressa"], "1623": ["1623", "Belenois java"], "2818": ["2818", "Anas fulvigula"], "7057": ["7057", "Salvia elegans"], "54": ["54", "Oxyopes gracilipes"], "7347": ["7347", "Viola labradorica"], "5101": ["5101", "Leucopaxillus albissimus"], "3484": ["3484", "Myophonus caeruleus"], "3430": ["3430", "Lanius senator"], "1358": ["1358", "Xestia dolosa"], "2758": ["2758", "Buteo lagopus"], "6783": ["6783", "Psorothamnus emoryi"], "3116": ["3116", "Zenaida asiatica"], "7023": ["7023", "Agastache urticifolia"], "4418": ["4418", "Petrosaurus mearnsi"], "5075": ["5075", "Pleurotus ostreatus"], "2848": ["2848", "Bucephala islandica"], "3942": ["3942", "Myiopsitta monachus"], "3495": ["3495", "Saxicola torquatus"], "8083": ["8083", "Polypodium glycyrrhiza"], "5226": ["5226", "Dicranum scoparium"], "4563": ["4563", "Urticina lofotensis"], "2207": ["2207", "Ovalipes catharus"], "5274": ["5274", "Hydrocharis morsus-ranae"], "7000": ["7000", "Asystasia gangetica"], "1269": ["1269", "Cosmia calami"], "2033": ["2033", "Libellula forensis"], "388": ["388", "Tylozygus bifidus"], "1711": ["1711", "Melanis cephise"], "4667": ["4667", "Crepidula onyx"], "7069": ["7069", "Scutellaria drummondii"], "4503": ["4503", "Crotalus pricei"], "108": ["108", "Ixodes pacificus"], "3637": ["3637", "Polioptila californica"], "4261": ["4261", "Xerus inauris"], "1694": ["1694", "Scenedra decoratalis"], "5126": ["5126", "Suillus brevipes"], "5835": ["5835", "Arnica montana"], "6109": ["6109", "Solidago velutina"], "5116": ["5116", "Xerocomellus zelleri"], "5811": ["5811", "Adenophyllum porophylloides"], "5705": ["5705", "Sparganium eurycarpum"], "3330": ["3330", "Uraeginthus angolensis"], "1289": ["1289", "Lacinipolia erecta"], "5703": ["5703", "Tridens strictus"], "7211": ["7211", "Buchnera americana"], "2299": ["2299", "Lepomis auritus"], "1752": ["1752", "Mimas tiliae"], "1672": ["1672", "Pterophorus pentadactyla"], "6624": ["6624", "Ipomopsis aggregata"], "6589": ["6589", "Kalmia procumbens"], "751": ["751", "Eublemma minima"], "4683": ["4683", "Hespererato vitellina"], "432": ["432", "Metriorrhynchomiris dislocatus"], "7061": ["7061", "Salvia lyrata"], "6593": ["6593", "Monotropa hypopitys"], "6965": ["6965", "Diodia virginiana"], "4753": ["4753", "Thorunna daniellae"], "7160": ["7160", "Collinsia heterophylla"], "2649": ["2649", "Pseudacris hypochondriaca"], "4415": ["4415", "Cophosaurus texanus"], "5276": ["5276", "Triglochin maritima"], "4300": ["4300", "Coluber schotti"], "3077": ["3077", "Ciconia ciconia"], "2194": ["2194", "Pagurus granosimanus"], "84": ["84", "Heteropoda venatoria"], "1141": ["1141", "Callophrys rubi"], "7380": ["7380", "Malvella leprosa"], "3012": ["3012", "Larus glaucescens"], "3828": ["3828", "Nycticorax nycticorax"], "3315": ["3315", "Dicrurus macrocercus"], "6215": ["6215", "Nama hispida"], "2084": ["2084", "Sympetrum semicinctum"], "4334": ["4334", "Natrix natrix"], "5540": ["5540", "Toxicoscordion venenosum"], "2470": ["2470", "Microspathodon chrysurus"], "7260": ["7260", "Triadenum virginicum"], "7544": ["7544", "Clematis ligusticifolia"], "1793": ["1793", "Cydia caryana"], "3543": ["3543", "Oreothlypis ruficapilla"], "6991": ["6991", "Geranium lucidum"], "4770": ["4770", "Doto kya"], "47": ["47", "Neotama mexicana"], "3664": ["3664", "Acridotheres fuscus"], "2973": ["2973", "Pluvialis fulva"], "1830": ["1830", "Hierodula patellifera"], "6420": ["6420", "Claytonia gypsophiloides"], "7147": ["7147", "Mimulus breweri"], "7864": ["7864", "Merremia umbellata"], "5488": ["5488", "Commelina communis"], "5715": ["5715", "Aciphylla subflabellata"], "777": ["777", "Hyperstrotia pervertens"], "775": ["775", "Hypena scabra"], "3631": ["3631", "Ploceus cucullatus"], "2101": ["2101", "Acrida cinerea"], "4551": ["4551", "Anthopleura elegantissima"], "6949": ["6949", "Chiococca alba"], "3134": ["3134", "Coracias abyssinicus"], "76": ["76", "Phidippus audax"], "7325": ["7325", "Populus deltoides"], "2192": ["2192", "Leptuca pugilator"], "5222": ["5222", "Leucolepis acanthoneura"], "3845": ["3845", "Theristicus caudatus"], "6802": ["6802", "Trifolium fucatum"], "1836": ["1836", "Stagmomantis limbata"], "4048": ["4048", "Oreamnos americanus"], "3652": ["3652", "Auriparus flaviceps"], "3735": ["3735", "Sialia currucoides"], "4979": ["4979", "Bulgaria inquinans"], "6716": ["6716", "Cytisus scoparius"], "3560": ["3560", "Setophaga nigrescens"], "22": ["22", "Eriophora pustulosa"], "1104": ["1104", "Thymelicus lineola"], "4746": ["4746", "Ceratosoma amoenum"], "2955": ["2955", "Burhinus capensis"], "1270": ["1270", "Cosmodes elegans"], "6382": ["6382", "Dianthus armeria"], "1157": ["1157", "Eooxylides tharis"], "7141": ["7141", "Triphysaria pusilla"], "412": ["412", "Flatormenis proxima"], "247": ["247", "Halyzia sedecimguttata"], "3033": ["3033", "Thalasseus elegans"], "4777": ["4777", "Flabellina exoptata"], "6647": ["6647", "Lysimachia maritima"], "5396": ["5396", "Sisyrinchium campestre"], "1014": ["1014", "Synchlora frondaria"], "964": ["964", "Melanolophia signataria"], "6444": ["6444", "Aconogonon davisiae"], "6298": ["6298", "Bassia scoparia"], "514": ["514", "Xylocopa mexicanorum"], "1651": ["1651", "Pieris napi"], "1278": ["1278", "Elaphria versicolor"], "2517": ["2517", "Zanclus cornutus"], "663": ["663", "Palpita quadristigmalis"], "7559": ["7559", "Pulsatilla alpina"], "6585": ["6585", "Gaultheria procumbens"], "2512": ["2512", "Sphyraena barracuda"], "2208": ["2208", "Ovalipes ocellatus"], "7629": ["7629", "Chamaebatiaria millefolium"], "4421": ["4421", "Phrynosoma hernandesi"], "2581": ["2581", "Meuschenia trachylepis"], "5020": ["5020", "Amanita jacksonii"], "3562": ["3562", "Setophaga palmarum"], "7949": ["7949", "Pinus albicaulis"], "1131": ["1131", "Arawacus jada"], "4898": ["4898", "Postelsia palmaeformis"], "3810": ["3810", "Ardeola bacchus"], "6521": ["6521", "Marah macrocarpa"], "1841": ["1841", "Chauliodes pectinicornis"], "5343": ["5343", "Maianthemum canadense"], "4440": ["4440", "Sceloporus siniferus"], "7350": ["7350", "Viola pedatifida"], "6637": ["6637", "Phlox longifolia"], "883": ["883", "Chlorochlamys chloroleucaria"], "4866": ["4866", "Cryptochiton stelleri"], "4333": ["4333", "Natrix maura"], "7120": ["7120", "Castilleja rubicundula"], "7503": ["7503", "Corydalis aurea"], "398": ["398", "Acanthocephala femorata"], "2688": ["2688", "Pelophylax bedriagae"], "5107": ["5107", "Exidia nucleata"], "3433": ["3433", "Megalurus punctatus"], "6583": ["6583", "Gaultheria depressa"], "3684": ["3684", "Eucometis penicillata"], "2298": ["2298", "Ambloplites rupestris"], "328": ["328", "Pogonortalis doclea"], "752": ["752", "Eublemma recta"], "7980": ["7980", "Ptisana salicina"], "6739": ["6739", "Lathyrus vernus"], "4530": ["4530", "Trachemys venusta"], "2009": ["2009", "Dythemis sterilis"], "2522": ["2522", "Oncorhynchus mykiss"], "1948": ["1948", "Somatochlora walshii"], "7387": ["7387", "Pseudobombax ellipticum"], "5660": ["5660", "Elymus glaucus"], "3443": ["3443", "Phylidonyris novaehollandiae"], "811": ["811", "Nyctemera adversata"], "6462": ["6462", "Fallopia scandens"], "854": ["854", "Virbia aurantiaca"], "5000": ["5000", "Agaricus campestris"], "3044": ["3044", "Arenaria melanocephala"], "18": ["18", "Argiope trifasciata"], "3305": ["3305", "Pica pica"], "4223": ["4223", "Hystrix cristata"], "7953": ["7953", "Pinus contorta"], "5187": ["5187", "Picipes badius"], "5539": ["5539", "Toxicoscordion paniculatum"], "312": ["312", "Microstylum morosum"], "3039": ["3039", "Recurvirostra americana"], "3766": ["3766", "Fluvicola nengeta"], "3740": ["3740", "Turdus eunomus"], "5527": ["5527", "Fritillaria camschatcensis"], "3025": ["3025", "Rissa tridactyla"], "3590": ["3590", "Melozone kieneri"], "2741": ["2741", "Siren intermedia"], "40": ["40", "Zygiella x-notata"], "1757": ["1757", "Smerinthus jamaicensis"], "1465": ["1465", "Euphydryas phaeton"], "6671": ["6671", "Acacia cornigera"], "3455": ["3455", "Toxostoma curvirostre"], "6591": ["6591", "Leucothoe fontanesiana"], "966": ["966", "Mesoleuca ruficillata"], "2436": ["2436", "Etheostoma caeruleum"], "4484": ["4484", "Holcosus festivus"], "5866": ["5866", "Brachyglottis lagopus"], "6506": ["6506", "Mentzelia albicaulis"], "7742": ["7742", "Toxicodendron radicans"], "1865": ["1865", "Rhionaeschna mutata"], "6270": ["6270", "Raphanus sativus"], "3934": ["3934", "Amazona ochrocephala"], "7461": ["7461", "Oxalis magellanica"], "4899": ["4899", "Colpomenia sinuosa"], "1630": ["1630", "Colias eurytheme"], "2859": ["2859", "Cygnus olor"], "3279": ["3279", "Corvus cornix"], "541": ["541", "Camponotus sericeiventris"], "2215": ["2215", "Hemigrapsus sanguineus"], "933": ["933", "Hemithea aestivaria"], "7938": ["7938", "Thuja occidentalis"], "5342": ["5342", "Maianthemum bifolium"], "3177": ["3177", "Megapodius reinwardt"], "4651": ["4651", "Octopus bimaculoides"], "6808": ["6808", "Ulex europaeus"], "459": ["459", "Podisus maculiventris"], "2548": ["2548", "Hippocampus breviceps"], "7918": ["7918", "Monoclea forsteri"], "6626": ["6626", "Langloisia setosissima"], "802": ["802", "Metalectra discalis"], "6345": ["6345", "Ferocactus echidne"], "142": ["142", "Pycnoscelus surinamensis"], "3238": ["3238", "Eremophila alpestris"], "3901": ["3901", "Podiceps cristatus"], "7189": ["7189", "Penstemon roseus"], "6453": ["6453", "Eriogonum fasciculatum"], "1676": ["1676", "Arta olivalis"], "6687": ["6687", "Amphicarpaea bracteata"], "2735": ["2735", "Salamandra lanzai"], "5575": ["5575", "Carex crinita"], "821": ["821", "Pantydia sparsa"], "1858": ["1858", "Anax longipes"], "3787": ["3787", "Tyrannus tyrannus"], "2918": ["2918", "Calypte anna"], "7912": ["7912", "Kallstroemia grandiflora"], "325": ["325", "Culex quinquefasciatus"], "4268": ["4268", "Crocodylus porosus"], "3885": ["3885", "Melanerpes striatus"], "5426": ["5426", "Dendrobium cunninghamii"], "6369": ["6369", "Opuntia oricola"], "7071": ["7071", "Scutellaria lateriflora"], "4819": ["4819", "Prophysaon andersoni"], "5937": ["5937", "Erigeron canadensis"], "787": ["787", "Lascoria ambigualis"], "6851": ["6851", "Quercus kelloggii"], "4902": ["4902", "Candelaria concolor"], "3285": ["3285", "Corvus monedula"], "997": ["997", "Prochoerodes lineola"], "3666": ["3666", "Acridotheres tristis"]} ================================================ FILE: iNaturalist-Hierarchy/inat_class_index.unitsphere.json ================================================ {"918": ["4340", "Ninia sebae"], "2643": ["8074", "Nephrolepis cordifolia"], "6625": ["4648", "Ruditapes philippinarum"], "7070": ["11", "Araneus gemma"], "4698": ["2625", "Oophaga pumilio"], "1564": ["3422", "Lanius collaris"], "1042": ["383", "Homalodisca vitripennis"], "2486": ["1264", "Colocasia propinquilinea"], "4088": ["7775", "Cotyledon orbiculata"], "655": ["1879", "Argia agrioides"], "4740": ["5877", "Celmisia gracilenta"], "2013": ["2541", "Cnidoglanis macrocephalus"], "7531": ["5626", "Andropogon gerardii"], "8045": ["3389", "Euphagus cyanocephalus"], "595": ["2310", "Chaetodon citrinellus"], "6184": ["6224", "Phacelia imbricata"], "1041": ["7649", "Malus pumila"], "1205": ["7427", "Chylismia claviformis"], "510": ["7333", "Salix cinerea"], "5122": ["1813", "Pelochrista dorsisignatana"], "1292": ["302", "Lagria hirta"], "7191": ["4998", "Agaricus bernardii"], "8026": ["1845", "Micromus tasmaniae"], "4824": ["5373", "Dianella nigra"], "7365": ["7828", "Calystegia purpurata"], "2875": ["4146", "Lagenorhynchus obliquidens"], "2239": ["4577", "Coscinasterias muricata"], "199": ["1433", "Chlosyne gabbii"], "3575": ["4420", "Phrynosoma cornutum"], "6435": ["310", "Laphria thoracica"], "766": ["949", "Iridopsis larvaria"], "1311": ["5220", "Entomophthora muscae"], "5142": ["6957", "Coprosma lucida"], "732": ["4433", "Sceloporus minor"], "4669": ["1741", "Eumorpha labruscae"], "3410": ["6858", "Quercus phellos"], "6902": ["8052", "Dryopteris affinis"], "3687": ["4942", "Niebla homalea"], "5340": ["1072", "Mylon pelopidas"], "4238": ["5942", "Erigeron pulchellus"], "2453": ["1869", "Calopteryx haemorrhoidalis"], "1089": ["7198", "Plantago ovata"], "5168": ["6579", "Erica cinerea"], "3082": ["3718", "Catherpes mexicanus"], "7712": ["5077", "Phyllotopsis nidulans"], "8105": ["491", "Bombus californicus"], "8033": ["1274", "Dargida procinctus"], "3095": ["2392", "Oxycheilinus bimaculatus"], "3585": ["10", "Araneus diadematus"], "103": ["5321", "Asparagus scandens"], "3166": ["1392", "Schizura leptinoides"], "7309": ["2517", "Zanclus cornutus"], "6893": ["4419", "Phrynosoma blainvillii"], "2771": ["1356", "Xerociris wilsonii"], "5384": ["2131", "Valanga nigricornis"], "5850": ["1275", "Diachrysia balluca"], "5136": ["4353", "Storeria dekayi"], "2429": ["6898", "Asclepias latifolia"], "418": ["7042", "Mentha canadensis"], "7574": ["4771", "Eubranchus rustyus"], "3523": ["1588", "Papilio anchisiades"], "5387": ["5081", "Psathyrella candolleana"], "3630": ["1099", "Staphylus mazans"], "1743": ["1822", "Callizzia amorata"], "3517": ["3728", "Catharus fuscescens"], "1166": ["6623", "Gilia achilleifolia"], "554": ["908", "Ennomos subsignaria"], "6": ["1296", "Leuconycta diphteroides"], "3405": ["658", "Nomophila noctuella"], "2917": ["3355", "Spinus pinus"], "6699": ["2546", "Hippocampus abdominalis"], "5495": ["6757", "Lupinus variicolor"], "1596": ["1288", "Lacanobia oleracea"], "334": ["7621", "Agrimonia gryposepala"], "2490": ["46", "Herpyllus ecclesiasticus"], "8067": ["5852", "Bahiopsis laciniata"], "3976": ["8105", "Pteris cretica"], "7994": ["5768", "Zizia aurea"], "5094": ["6447", "Chorizanthe fimbriata"], "6848": ["928", "Glena quinquelinearia"], "8003": ["7350", "Viola pedatifida"], "3468": ["5519", "Clintonia borealis"], "832": ["3349", "Linaria cannabina"], "5946": ["6582", "Gaultheria crassa"], "3427": ["5729", "Crithmum maritimum"], "2347": ["3359", "Furnarius rufus"], "4913": ["4291", "Arizona elegans"], "89": ["2932", "Lampornis calolaemus"], "21": ["3601", "Spizella breweri"], "1641": ["7305", "Triadica sebifera"], "2348": ["6635", "Phlox drummondii"], "2979": ["5085", "Agrocybe praecox"], "5509": ["2139", "Nisitrus vittatus"], "5084": ["2120", "Paroxya clavuliger"], "4391": ["7255", "Magnolia macrophylla"], "929": ["5452", "Ophrys insectifera"], "603": ["1399", "Adelpha iphicleola"], "4137": ["4839", "Helminthoglypta traskii"], "3960": ["6275", "Crateva tapia"], "2808": ["3184", "Alectoris chukar"], "6178": ["4832", "Cornu aspersum"], "4323": ["2823", "Anas superciliosa"], "3220": ["3265", "Certhia brachydactyla"], "179": ["1014", "Synchlora frondaria"], "7098": ["3160", "Eurypyga helias"], "2832": ["5072", "Armillaria sinapina"], "2672": ["2974", "Pluvialis squatarola"], "6922": ["7548", "Coptis aspleniifolia"], "6557": ["321", "Asphondylia auripila"], "6080": ["7144", "Mimulus alsinoides"], "5463": ["2165", "Roeseliana roeselii"], "27": ["4860", "Sypharochiton sinclairi"], "6445": ["2737", "Salamandrina perspicillata"], "764": ["2696", "Rana luteiventris"], "6366": ["4575", "Phacellophora camtschatica"], "2063": ["3594", "Peucaea botterii"], "465": ["23", "Eriophora ravilla"], "1933": ["7718", "Parietaria pensylvanica"], "6248": ["515", "Xylocopa micans"], "6883": ["3339", "Coccothraustes vespertinus"], "5641": ["7705", "Sorbus aucuparia"], "7330": ["2308", "Chaetodon auriga"], "1240": ["3832", "Tigrisoma mexicanum"], "513": ["5186", "Panus conchatus"], "3627": ["795", "Lyclene structa"], "1579": ["2722", "Eurycea guttolineata"], "4630": ["2942", "Cariama cristata"], "4036": ["6180", "Wahlenbergia albomarginata"], "5625": ["2401", "Thalassoma hardwicke"], "5832": ["1722", "Eacles imperialis"], "3929": ["6748", "Lupinus bicolor"], "6811": ["2471", "Microspathodon dorsalis"], "6573": ["1267", "Conistra vaccinii"], "2499": ["1880", "Argia alberta"], "4170": ["7162", "Collinsia tinctoria"], "1678": ["3564", "Setophaga petechia"], "7493": ["3207", "Aramides cajaneus"], "460": ["2607", "Anaxyrus speciosus"], "7841": ["1266", "Condica videns"], "919": ["724", "Catocala amatrix"], "3470": ["2768", "Chondrohierax uncinatus"], "473": ["2293", "Caranx ruber"], "4227": ["259", "Diaprepes abbreviatus"], "2386": ["815", "Orgyia detrita"], "6349": ["1248", "Anathix ralla"], "6604": ["991", "Plagodis pulveraria"], "7138": ["3954", "Rhea pennata"], "481": ["6609", "Vaccinium myrtilloides"], "6417": ["1617", "Abaeis nicippe"], "3856": ["5702", "Tridens albescens"], "7618": ["2723", "Eurycea quadridigitata"], "2282": ["2822", "Anas rubripes"], "7376": ["5943", "Erigeron sumatrensis"], "7294": ["3418", "Icteria virens"], "2305": ["3946", "Psittacara mitratus"], "455": ["992", "Plagodis serinaria"], "855": ["5021", "Amanita muscaria"], "8025": ["3347", "Himatione sanguinea"], "7361": ["2593", "Canthigaster jactator"], "1004": ["2091", "Trithemis aurora"], "8038": ["5971", "Helianthus debilis"], "5741": ["6845", "Quercus ellipsoidalis"], "5263": ["6458", "Eriogonum nudum"], "1370": ["3062", "Phalaropus lobatus"], "6222": ["1295", "Leucania incognita"], "2554": ["5297", "Habranthus tubispathus"], "4094": ["6126", "Symphyotrichum puniceum"], "4806": ["916", "Eubaphe unicolor"], "4794": ["5406", "Cephalanthera austiniae"], "996": ["1322", "Peridroma saucia"], "4873": ["5241", "Equisetum fluviatile"], "5205": ["6216", "Nemophila maculata"], "2212": ["1011", "Speranza pustularia"], "862": ["3891", "Picoides scalaris"], "4536": ["5773", "Fatsia japonica"], "6644": ["5272", "Zantedeschia aethiopica"], "4994": ["1881", "Argia anceps"], "4172": ["2429", "Upeneichthys lineatus"], "619": ["2498", "Epinephelus merra"], "1338": ["897", "Dichorda iridaria"], "3768": ["1946", "Somatochlora linearis"], "1559": ["4520", "Chrysemys picta"], "7092": ["7922", "Cupressus macrocarpa"], "2948": ["7614", "Ziziphus obtusifolia"], "6778": ["5827", "Antennaria plantaginifolia"], "2017": ["5008", "Lepiota rubrotinctoides"], "2278": ["6325", "Cylindropuntia cholla"], "4539": ["6968", "Galium aparine"], "2928": ["1282", "Feltia subterranea"], "1021": ["6365", "Opuntia humifusa"], "2113": ["320", "Calliphora vicina"], "3130": ["5511", "Calochortus kennedyi"], "8002": ["5571", "Carex aurea"], "2596": ["2067", "Perithemis domitia"], "7278": ["1067", "Hesperia sassacus"], "1891": ["338", "Helophilus fasciatus"], "5612": ["3483", "Muscicapa dauurica"], "8116": ["4921", "Hypogymnia tubulosa"], "2387": ["8013", "Asplenium lamprophyllum"], "6464": ["6696", "Baptisia sphaerocarpa"], "1650": ["2058", "Orthetrum glaucum"], "2838": ["7585", "Elaeagnus umbellata"], "7641": ["7389", "Sida rhombifolia"], "1144": ["3863", "Colaptes chrysoides"], "5517": ["7126", "Cordylanthus rigidus"], "5298": ["5566", "Tillandsia ionantha"], "350": ["5792", "Griselinia lucida"], "1103": ["5240", "Equisetum arvense"], "1133": ["6933", "Gentiana lutea"], "7601": ["868", "Acronyctodes mexicanaria"], "2172": ["2818", "Anas fulvigula"], "5330": ["7272", "Euphorbia abramsiana"], "7388": ["500", "Bombus pascuorum"], "1783": ["879", "Caripeta piniata"], "3496": ["7203", "Plantago virginica"], "4814": ["550", "Veromessor pergandei"], "5545": ["603", "Cossus cossus"], "2572": ["5027", "Panaeolina foenisecii"], "7508": ["4949", "Stereocaulon ramulosum"], "5909": ["7933", "Libocedrus bidwillii"], "7936": ["2247", "Catostomus commersonii"], "1344": ["3767", "Hymenops perspicillatus"], "2269": ["5254", "Lycopodium clavatum"], "4576": ["2488", "Scarus psittacus"], "5647": ["2273", "Acanthurus nigrofuscus"], "2093": ["3964", "Bubo bubo"], "8077": ["5041", "Laccaria amethystina"], "6518": ["246", "Cycloneda sanguinea"], "3731": ["1007", "Sicya macularia"], "5561": ["4731", "Dicathais orbita"], "5783": ["5869", "Brickellia eupatorioides"], "6389": ["1351", "Tricholita signata"], "5860": ["2150", "Tropidacris cristata"], "6507": ["3665", "Acridotheres javanicus"], "3335": ["4075", "Pecari tajacu"], "6944": ["3113", "Treron calvus"], "2455": ["5962", "Grindelia integrifolia"], "3425": ["5649", "Chloris cucullata"], "4751": ["475", "Repipta taurus"], "189": ["4176", "Erinaceus europaeus"], "7616": ["3281", "Corvus coronoides"], "3155": ["7383", "Pachira aquatica"], "1102": ["6032", "Olearia solandri"], "4627": ["2757", "Buteo jamaicensis"], "1654": ["385", "Sobara palliolata"], "7718": ["7990", "Sticherus cunninghamii"], "896": ["2635", "Hyla eximia"], "5921": ["1246", "Amyna stricta"], "3928": ["4460", "Plestiodon laticeps"], "6108": ["1112", "Zopyrion sandace"], "7034": ["2192", "Leptuca pugilator"], "4892": ["5900", "Cirsium neomexicanum"], "682": ["773", "Hypena palparia"], "6728": ["5301", "Nothoscordum bivalve"], "1591": ["3303", "Pica hudsonia"], "5272": ["2564", "Melichthys vidua"], "6205": ["7669", "Prunus serrulata"], "5635": ["7889", "Solanum mauritianum"], "3112": ["2491", "Argyrosomus japonicus"], "5877": ["7740", "Schinus molle"], "5690": ["184", "Megacyllene robiniae"], "1176": ["6286", "Conicosia pugioniformis"], "7241": ["3243", "Bombycilla garrulus"], "4768": ["4495", "Crotalus atrox"], "1492": ["7298", "Euphorbia terracina"], "4816": ["3125", "Halcyon chelicuti"], "7528": ["7735", "Rhus glabra"], "3789": ["1704", "Calephelis perditalis"], "8068": ["1271", "Ctenoplusia oxygramma"], "4508": ["698", "Drepana bilineata"], "5097": ["7728", "Phoradendron juniperinum"], "4157": ["450", "Glaucias amyoti"], "3393": ["3806", "Ardea goliath"], "5782": ["2440", "Centropyge bicolor"], "7178": ["6349", "Lophocereus schottii"], "1336": ["1660", "Pyrisitia nise"], "7656": ["4072", "Hippopotamus amphibius"], "1241": ["1658", "Pontia protodice"], "257": ["7884", "Solanum dimidiatum"], "7170": ["6240", "Barbarea orthoceras"], "5017": ["1648", "Pieris brassicae"], "840": ["5129", "Suillus luteus"], "2312": ["3071", "Xenus cinereus"], "2279": ["5557", "Smilax pumila"], "5954": ["4764", "Diaulula sandiegensis"], "6311": ["7447", "Oenothera gaura"], "3447": ["7524", "Anemone acutiloba"], "162": ["1528", "Mycalesis perseoides"], "4063": ["6913", "Asclepias viridiflora"], "4764": ["127", "Xystocheir dissecta"], "617": ["647", "Lineodes interrupta"], "4347": ["6518", "Ecballium elaterium"], "2650": ["3687", "Paroaria coronata"], "5045": ["3538", "Mniotilta varia"], "2600": ["6862", "Quercus stellata"], "6782": ["2657", "Tlalocohyla smithii"], "4573": ["684", "Sameodes cancellalis"], "625": ["3680", "Sylvia melanocephala"], "5728": ["370", "Brevicoryne brassicae"], "3914": ["2770", "Circaetus pectoralis"], "2283": ["3222", "Rallus elegans"], "2847": ["6817", "Polygala lutea"], "5108": ["6681", "Acmispon rigidus"], "1998": ["1565", "Vanessa annabella"], "6939": ["7049", "Monardella villosa"], "3549": ["8090", "Adiantum jordanii"], "5193": ["6001", "Leontopodium nivale"], "2390": ["8129", "Endocladia muricata"], "1994": ["801", "Melipotis jucunda"], "492": ["6098", "Solidago gigantea"], "4041": ["280", "Chrysina beyeri"], "3640": ["3308", "Urocissa erythroryncha"], "591": ["4303", "Conopsis nasus"], "2827": ["3103", "Patagioenas picazuro"], "597": ["7685", "Rubus cissoides"], "7859": ["4822", "Monadenia infumata"], "5584": ["3230", "Sericornis frontalis"], "5602": ["3746", "Turdus leucomelas"], "2344": ["7818", "Mitella diphylla"], "4174": ["4457", "Oligosoma polychroma"], "6806": ["8008", "Asplenium bulbiferum"], "7943": ["2257", "Fundulus notatus"], "419": ["3958", "Spheniscus magellanicus"], "6118": ["5201", "Lactarius rufulus"], "3101": ["206", "Charidotella sexpunctata"], "2042": ["4971", "Teloschistes flavicans"], "4202": ["5088", "Galerina marginata"], "1939": ["6104", "Solidago riddellii"], "1773": ["5696", "Sorghum halepense"], "7654": ["5639", "Briza maxima"], "4277": ["6852", "Quercus laevis"], "7576": ["836", "Rivula sericealis"], "2104": ["4162", "Perimyotis subflavus"], "6233": ["4811", "Zelentia fulgens"], "4279": ["5547", "Trillium nivale"], "2034": ["7092", "Lindernia dubia"], "3923": ["4139", "Genetta maculata"], "3231": ["6463", "Muehlenbeckia axillaris"], "4029": ["7936", "Taxodium distichum"], "4974": ["3664", "Acridotheres fuscus"], "8055": ["1424", "Brenthis ino"], "2480": ["2438", "Sander vitreus"], "3203": ["6146", "Urospermum dalechampii"], "6156": ["3644", "Hypsipetes amaurotis"], "1976": ["6814", "Vicia sativa"], "3063": ["3414", "Sturnella loyca"], "7793": ["6963", "Cruciata laevipes"], "6948": ["568", "Chlorion aerarium"], "6721": ["6970", "Galium mollugo"], "7332": ["3681", "Coereba flaveola"], "6092": ["7991", "Hymenophyllum bivalve"], "1437": ["3521", "Poecile atricapillus"], "7880": ["3593", "Peucaea aestivalis"], "3043": ["4307", "Drymarchon melanurus"], "1200": ["5763", "Sphenosciadium capitellatum"], "1067": ["1809", "Olethreutes bipartitana"], "8058": ["5076", "Pleurotus pulmonarius"], "4073": ["4914", "Dolichousnea longissima"], "3486": ["2697", "Rana temporaria"], "1436": ["7448", "Oenothera speciosa"], "848": ["4150", "Eschrichtius robustus"], "4182": ["2253", "Rhinichthys atratulus"], "7795": ["5842", "Artemisia filifolia"], "4685": ["7460", "Oxalis incarnata"], "7777": ["4439", "Sceloporus poinsettii"], "4583": ["3912", "Diomedea exulans"], "1791": ["1820", "Sparganothoides lentiginosana"], "7632": ["1122", "Apoda biguttata"], "4163": ["7306", "Hypericum anagalloides"], "5573": ["1336", "Rachiplusia ou"], "1482": ["189", "Oemona hirta"], "3522": ["7920", "Calocedrus decurrens"], "7231": ["362", "Elasmostethus cruciatus"], "1890": ["7222", "Verbascum thapsus"], "5373": ["202", "Asphaera lustrans"], "8060": ["1898", "Argia vivida"], "1925": ["3464", "Anthus novaeseelandiae"], "2964": ["1609", "Parides photinus"], "1147": ["6211", "Myosotis arvensis"], "860": ["3300", "Nucifraga caryocatactes"], "1069": ["5045", "Hygrocybe singeri"], "1180": ["4697", "Lottia insessa"], "6810": ["3557", "Setophaga graciae"], "3823": ["3305", "Pica pica"], "7086": ["2681", "Lithobates grylio"], "6545": ["5777", "Hydrocotyle umbellata"], "309": ["3353", "Spinus magellanicus"], "6047": ["5461", "Piperia transversa"], "8012": ["7047", "Monarda fistulosa"], "2045": ["248", "Harmonia axyridis"], "4554": ["1155", "Drupadia ravindra"], "4345": ["7541", "Clematis foetida"], "3530": ["4045", "Kobus kob"], "1801": ["2012", "Erythemis collocata"], "240": ["2989", "Chlidonias leucopterus"], "7822": ["5598", "Cyperus involucratus"], "2852": ["5903", "Cirsium palustre"], "6169": ["437", "Bagrada hilaris"], "2459": ["6786", "Robinia pseudoacacia"], "4532": ["7031", "Hedeoma acinoides"], "1763": ["6198", "Heliotropium angiospermum"], "4982": ["4182", "Lepus americanus"], "6120": ["5794", "Pittosporum crassifolium"], "1405": ["6886", "Araujia hortorum"], "405": ["7539", "Caltha palustris"], "6643": ["254", "Olla v-nigrum"], "6068": ["1234", "Acronicta rumicis"], "5943": ["1202", "Polyommatus coridon"], "7515": ["331", "Eristalinus taeniops"], "2725": ["7650", "Petrophytum caespitosum"], "7454": ["6701", "Caesalpinia mexicana"], "7041": ["4852", "Polygyra cereolus"], "2288": ["3075", "Anastomus oscitans"], "2025": ["1312", "Ochropleura implecta"], "7293": ["6102", "Solidago ohioensis"], "1770": ["4178", "Neurotrichus gibbsii"], "4394": ["6269", "Physaria gordonii"], "8046": ["386", "Sophonia orientalis"], "6653": ["3972", "Megascops trichopsis"], "3074": ["6747", "Lupinus arizonicus"], "1912": ["228", "Zygogramma signatipennis"], "5962": ["1065", "Hesperia comma"], "4248": ["322", "Rhopalomyia californica"], "322": ["7033", "Hyptis alata"], "4320": ["2170", "Cerastipsocus venosus"], "6055": ["6494", "Cornus canadensis"], "7215": ["4962", "Peltigera collina"], "5184": ["2673", "Amietia fuscigula"], "3214": ["118", "Aculops rhois"], "501": ["747", "Dysschema howardi"], "3266": ["5889", "Chaenactis stevioides"], "3387": ["7699", "Rubus ulmifolius"], "3070": ["2492", "Cynoscion nebulosus"], "6737": ["4168", "Macropus agilis"], "6227": ["3982", "Microcarbo melanoleucos"], "2759": ["4936", "Phaeophyscia rubropulchra"], "2897": ["1255", "Balsa tristrigella"], "2031": ["7457", "Oxalis dillenii"], "1443": ["4787", "Aegires albopunctatus"], "5221": ["106", "Amblyomma maculatum"], "7769": ["6790", "Senna marilandica"], "7815": ["3994", "Morus bassanus"], "2291": ["1421", "Boloria epithore"], "1431": ["6061", "Pulicaria dysenterica"], "3463": ["293", "Polyphylla decemlineata"], "1764": ["3382", "Agelaioides badius"], "2810": ["2343", "Cirrhitichthys falco"], "6163": ["2398", "Stethojulis interrupta"], "1346": ["8091", "Adiantum pedatum"], "3010": ["5638", "Bouteloua rigidiseta"], "5437": ["7499", "Cocculus carolinus"], "5458": ["3092", "Columbina talpacoti"], "6426": ["5000", "Agaricus campestris"], "3086": ["7253", "Magnolia fraseri"], "5733": ["2387", "Labroides dimidiatus"], "3972": ["7139", "Pedicularis racemosa"], "1226": ["1678", "Clydonopteron sacculana"], "1044": ["7121", "Castilleja sessiliflora"], "2245": ["74", "Paraphidippus fartilis"], "3980": ["6316", "Astrophytum ornatum"], "7044": ["6524", "Sambucus racemosa"], "91": ["3911", "Diomedea epomophora"], "7928": ["501", "Bombus pensylvanicus"], "5863": ["4637", "Corbicula fluminea"], "5944": ["4957", "Lobaria scrobiculata"], "4439": ["3900", "Podiceps auritus"], "4168": ["447", "Euschistus servus"], "2267": ["4984", "Gyromitra infula"], "5341": ["5177", "Phlebia tremellosa"], "6781": ["8026", "Deparia petersenii"], "6993": ["1643", "Leptosia nina"], "4136": ["1145", "Calycopis isobeon"], "3583": ["93", "Latrodectus geometricus"], "3131": ["4538", "Sternotherus odoratus"], "6065": ["5677", "Nassella leucotricha"], "3682": ["7334", "Salix discolor"], "5218": ["7419", "Lophomyrtus obcordata"], "3683": ["5118", "Chroogomphus vinicolor"], "601": ["7035", "Lamium purpureum"], "1343": ["804", "Meyrickella torquesauria"], "6642": ["5270", "Syngonium podophyllum"], "8133": ["3516", "Cyanistes caeruleus"], "876": ["3018", "Larus occidentalis"], "5958": ["1636", "Eurema salome"], "380": ["5097", "Stropharia rugosoannulata"], "4282": ["7131", "Melampyrum pratense"], "4960": ["6304", "Froelichia floridana"], "6675": ["3556", "Setophaga fusca"], "2153": ["6405", "Stellaria holostea"], "7874": ["6031", "Olearia rani"], "5241": ["6770", "Mimosa quadrivalvis"], "5468": ["2994", "Chroicocephalus maculipennis"], "658": ["7435", "Epilobium melanocaulon"], "4519": ["5260", "Selaginella lepidophylla"], "7937": ["5351", "Nolina microcarpa"], "2333": ["1038", "Atrytonopsis hianna"], "558": ["3028", "Sterna hirundo"], "348": ["3653", "Remiz pendulinus"], "5806": ["5086", "Agrocybe putaminum"], "4140": ["4322", "Lampropeltis holbrooki"], "2947": ["4917", "Flavoparmelia caperata"], "843": ["8021", "Asplenium scolopendrium"], "4059": ["4233", "Marmota flaviventris"], "8057": ["5127", "Suillus caerulescens"], "2328": ["52", "Calisoga longitarsis"], "4342": ["4722", "Alia carinata"], "6094": ["5886", "Chaenactis douglasii"], "633": ["6926", "Vinca minor"], "972": ["1386", "Oligocentria semirufescens"], "3002": ["4070", "Rusa unicolor"], "5557": ["5662", "Glyceria striata"], "4788": ["2640", "Hyla meridionalis"], "2071": ["186", "Morimus asper"], "3873": ["2948", "Brachyramphus marmoratus"], "6519": ["627", "Euchromius ocelleus"], "6962": ["3567", "Setophaga ruticilla"], "6847": ["3599", "Pipilo maculatus"], "726": ["3883", "Melanerpes pygmaeus"], "3145": ["5408", "Cephalanthera longifolia"], "3216": ["6909", "Asclepias syriaca"], "3119": ["1972", "Phanogomphus oklahomensis"], "3804": ["7896", "Solanum umbelliferum"], "4619": ["2250", "Cyprinus carpio"], "1494": ["6375", "Pachycereus pecten-aboriginum"], "3290": ["4124", "Otaria byronia"], "810": ["4565", "Metridium farcimen"], "7749": ["6147", "Venegasia carpesioides"], "6043": ["2055", "Orthetrum chrysis"], "266": ["832", "Renia discoloralis"], "1284": ["1551", "Pyronia bathseba"], "5305": ["5930", "Encelia californica"], "6093": ["6568", "Arbutus menziesii"], "1424": ["1416", "Argyreus hyperbius"], "256": ["910", "Epiphryne verriculata"], "4043": ["7074", "Stachys byzantina"], "6529": ["2601", "Anaxyrus americanus"], "1386": ["2380", "Eupetrichthys angustipes"], "4145": ["323", "Aedes aegypti"], "2131": ["458", "Oebalus pugnax"], "7095": ["5040", "Laccaria amethysteo-occidentalis"], "5938": ["7420", "Metrosideros excelsa"], "5077": ["6854", "Quercus macrocarpa"], "5544": ["542", "Crematogaster scutellaris"], "7894": ["2090", "Trithemis arteriosa"], "6776": ["5808", "Achillea ptarmica"], "2018": ["4995", "Annulohypoxylon thouarsianum"], "6309": ["3000", "Hydrocoloeus minutus"], "7271": ["483", "Niesthrea louisianica"], "4385": ["3335", "Carduelis carduelis"], "12": ["3431", "Leiothrix lutea"], "4737": ["467", "Apiomerus flaviventris"], "712": ["1279", "Emarginea percara"], "7666": ["6773", "Olneya tesota"], "3454": ["2840", "Aythya marila"], "7540": ["5106", "Tubaria furfuracea"], "48": ["2339", "Chironemus marmoratus"], "4076": ["6034", "Onopordum acanthium"], "292": ["1270", "Cosmodes elegans"], "2083": ["5472", "Pterostylis banksii"], "7084": ["6917", "Cynanchum laeve"], "4035": ["5383", "Dietes bicolor"], "1394": ["5775", "Hydrocotyle heteromeria"], "6028": ["4399", "Dipsosaurus dorsalis"], "7791": ["5512", "Calochortus leichtlinii"], "1076": ["2291", "Eocallionymus papilio"], "7320": ["4621", "Pododesmus macrochisma"], "5778": ["5893", "Chrysothamnus viscidiflorus"], "7871": ["5428", "Drymoanthus adversus"], "6329": ["4160", "Lasiurus blossevillii"], "4635": ["5811", "Adenophyllum porophylloides"], "5087": ["6466", "Persicaria bistorta"], "846": ["7992", "Hymenophyllum flabellatum"], "7370": ["1245", "Amphipyra pyramidoides"], "2970": ["2315", "Chaetodon lineolatus"], "4763": ["7195", "Plantago helleri"], "7646": ["2875", "Oxyura jamaicensis"], "6022": ["3543", "Oreothlypis ruficapilla"], "1118": ["2567", "Sufflamen bursa"], "3913": ["7489", "Berberis nervosa"], "7622": ["2482", "Cetoscarus ocellatus"], "3053": ["5271", "Xanthosoma robustum"], "7004": ["1398", "Adelpha fessonia"], "3235": ["6774", "Onobrychis viciifolia"], "6494": ["145", "Periplaneta australasiae"], "4287": ["7568", "Ranunculus glaberrimus"], "6976": ["5554", "Smilax bona-nox"], "7390": ["2468", "Hypsypops rubicundus"], "229": ["1956", "Erpetogomphus designatus"], "2112": ["7613", "Rhamnus humboldtiana"], "3551": ["736", "Cosmosoma myrodora"], "7413": ["5756", "Sanicula bipinnatifida"], "4944": ["5585", "Carex pedunculata"], "7805": ["2329", "Forcipiger flavissimus"], "7405": ["6208", "Lithospermum ruderale"], "8090": ["3837", "Pelecanus rufescens"], "7525": ["4821", "Athoracophorus bitentaculatus"], "4836": ["6114", "Sonchus oleraceus"], "773": ["1697", "Abisara echerius"], "233": ["6723", "Eysenhardtia polystachya"], "7535": ["2650", "Pseudacris regilla"], "5064": ["2788", "Ictinia mississippiensis"], "1306": ["5637", "Bouteloua hirsuta"], "8100": ["6023", "Nabalus trifoliolatus"], "1848": ["169", "Cicindela scutellaris"], "7924": ["6532", "Viburnum rafinesquianum"], "2420": ["5462", "Platanthera bifolia"], "4302": ["6597", "Pyrola americana"], "3300": ["1618", "Anthocharis sara"], "2403": ["4017", "Aetobatus ocellatus"], "3150": ["7374", "Hoheria angustifolia"], "1296": ["3636", "Polioptila caerulea"], "6033": ["4071", "Giraffa camelopardalis"], "2": ["5128", "Suillus granulatus"], "2804": ["4498", "Crotalus horridus"], "1011": ["6025", "Olearia arborescens"], "7060": ["1662", "Zerene cesonia"], "5416": ["1998", "Brechmorhoga mendax"], "1833": ["4126", "Zalophus californianus"], "3757": ["2283", "Zebrasoma scopas"], "2585": ["71", "Menemerus semilimbatus"], "184": ["668", "Patania ruralis"], "6543": ["5377", "Astelia solandri"], "5903": ["5333", "Drimia maritima"], "3808": ["376", "Cercopis vulnerata"], "4562": ["3318", "Emberiza cia"], "6951": ["6340", "Echinocereus pentalophus"], "1923": ["8082", "Pleopeltis polypodioides"], "7958": ["5357", "Polygonatum pubescens"], "533": ["2255", "Fundulus diaphanus"], "5721": ["1555", "Siderone galanthis"], "2942": ["2813", "Anas acuta"], "7244": ["6805", "Trifolium resupinatum"], "1750": ["4704", "Cellana radians"], "6620": ["4275", "Bronchocela jubata"], "7838": ["7977", "Phyllocladus trichomanoides"], "2118": ["3317", "Donacobius atricapilla"], "3782": ["2612", "Bufo spinosus"], "8137": ["3668", "Cinnyricinclus leucogaster"], "2342": ["2146", "Chromacris colorata"], "656": ["2223", "Porcellio laevis"], "5757": ["1787", "Clepsis peritana"], "7368": ["4761", "Dirona albolineata"], "3313": ["7133", "Orobanche minor"], "2447": ["255", "Psyllobora renifer"], "79": ["3973", "Micrathene whitneyi"], "2511": ["6000", "Layia glandulosa"], "555": ["6013", "Machaeranthera tanacetifolia"], "4864": ["2897", "Phoeniculus purpureus"], "4120": ["1518", "Melanargia galathea"], "5515": ["7820", "Pectiantia breweri"], "1547": ["6312", "Tidestromia lanuginosa"], "6715": ["3760", "Empidonax alnorum"], "7575": ["3624", "Phylloscopus trochilus"], "4930": ["3857", "Lybius torquatus"], "400": ["4098", "Herpestes auropunctatus"], "7593": ["2181", "Coenobita compressus"], "7750": ["110", "Centruroides gracilis"], "3353": ["8005", "Osmunda regalis"], "7036": ["5126", "Suillus brevipes"], "1946": ["2355", "Istigobius hoesei"], "3358": ["7312", "Linum berlandieri"], "5673": ["4546", "Apalone ferox"], "1216": ["7923", "Cupressus nootkatensis"], "1406": ["7664", "Prunus fremontii"], "332": ["4800", "Polycera quadrilineata"], "6765": ["4234", "Marmota monax"], "4489": ["7980", "Ptisana salicina"], "738": ["5252", "Dendrolycopodium obscurum"], "786": ["3835", "Pelecanus erythrorhynchos"], "2659": ["1775", "Archips cerasivorana"], "6268": ["2602", "Anaxyrus boreas"], "3705": ["3150", "Centropus superciliosus"], "847": ["6910", "Asclepias texana"], "4872": ["7430", "Clarkia rubicunda"], "4158": ["1139", "Callophrys gryneus"], "5774": ["2078", "Sympetrum illotum"], "3371": ["6620", "Eriastrum densifolium"], "4379": ["1387", "Peridea basitriens"], "2004": ["792", "Lophocampa argentata"], "2358": ["2864", "Mareca americana"], "2022": ["3225", "Eupodotis afraoides"], "1695": ["1842", "Chauliodes rastricornis"], "6998": ["4865", "Cyanoplax hartwegii"], "5896": ["7773", "Ailanthus altissima"], "8013": ["2787", "Hieraaetus pennatus"], "2087": ["4869", "Mopalia muscosa"], "5376": ["6885", "Apocynum cannabinum"], "3910": ["7217", "Scrophularia californica"], "1575": ["300", "Bolitotherus cornutus"], "2216": ["1664", "Plutella xylostella"], "1253": ["6935", "Gentianella quinquefolia"], "7899": ["1723", "Eupackardia calleta"], "2183": ["7833", "Calystegia subacaulis"], "2024": ["2990", "Chlidonias niger"], "3259": ["5478", "Spathoglottis plicata"], "5820": ["3626", "Manacus candei"], "3254": ["4008", "Heterodontus portusjacksoni"], "1885": ["1625", "Catopsilia florella"], "2449": ["2041", "Libellula semifasciata"], "3157": ["8", "Metaltella simoni"], "3915": ["4754", "Corambe pacifica"], "3452": ["263", "Rhynchophorus ferrugineus"], "3397": ["285", "Euphoria inda"], "5439": ["307", "Efferia albibarbis"], "808": ["3706", "Thraupis abbas"], "4151": ["7946", "Larix laricina"], "5203": ["2835", "Aythya americana"], "5403": ["600", "Blastobasis glandulella"], "6527": ["4580", "Pisaster giganteus"], "5543": ["1449", "Dione moneta"], "1280": ["8118", "Botrypus virginianus"], "4664": ["7535", "Aquilegia chrysantha"], "5256": ["1319", "Panthea acronyctoides"], "3747": ["3619", "Petroica australis"], "1867": ["829", "Pseudohemihyalea edwardsii"], "4355": ["7497", "Vancouveria hexandra"], "6486": ["7476", "Platanus mexicana"], "827": ["2254", "Semotilus atromaculatus"], "4668": ["732", "Cisthene packardii"], "1767": ["1125", "Isochaetes beutenmuelleri"], "961": ["3429", "Lanius schach"], "5526": ["1914", "Enallagma novaehispaniae"], "1643": ["5984", "Hieracium horridum"], "3331": ["4881", "Hormosira banksii"], "7018": ["4841", "Cochlicella barbara"], "2529": ["5839", "Artemisia campestris"], "6868": ["4372", "Crotaphytus collaris"], "7078": ["3587", "Melozone albicollis"], "3509": ["3979", "Anhinga anhinga"], "6168": ["1996", "Brachythemis contaminata"], "491": ["4090", "Leopardus wiedii"], "1806": ["7120", "Castilleja rubicundula"], "6398": ["5818", "Ambrosia deltoidea"], "172": ["2549", "Hippocampus denise"], "1519": ["2014", "Erythemis plebeja"], "6500": ["6698", "Bituminaria bituminosa"], "3826": ["6067", "Ratibida columnifera"], "35": ["107", "Dermacentor occidentalis"], "3482": ["5004", "Chlorophyllum brunneum"], "5154": ["2413", "Lutjanus synagris"], "3202": ["2351", "Enoplosus armatus"], "1204": ["1118", "Malacosoma americanum"], "924": ["740", "Ctenucha venosa"], "5973": ["5334", "Echeandia flavescens"], "7302": ["1487", "Hypanartia lethe"], "7725": ["2069", "Perithemis tenera"], "5074": ["7759", "Acer nigrum"], "4263": ["479", "Boisea trivittata"], "2914": ["5972", "Helianthus divaricatus"], "2043": ["1750", "Macroglossum stellatarum"], "7355": ["1709", "Lasaia sula"], "5521": ["1611", "Parnassius smintheus"], "7051": ["3314", "Dicrurus leucophaeus"], "6995": ["1791", "Coelostathma discopunctana"], "6328": ["53", "Oecobius navus"], "7720": ["1082", "Poanes melane"], "7192": ["4687", "Janthina janthina"], "1273": ["2986", "Jacana spinosa"], "5694": ["1285", "Helicoverpa armigera"], "7213": ["932", "Hammaptera parinotata"], "1233": ["4806", "Rostanga pulchra"], "7209": ["6362", "Opuntia decumbens"], "1800": ["1698", "Anteros carausius"], "6788": ["3976", "Strix occidentalis"], "2392": ["3506", "Colluricincla harmonica"], "1707": ["744", "Dasypodia cymatodes"], "5615": ["1512", "Limenitis camilla"], "7127": ["1688", "Hypsopygia binodulalis"], "5428": ["5851", "Baccharis salicifolia"], "5230": ["628", "Eudonia strigalis"], "4509": ["4595", "Colobocentrotus atratus"], "1961": ["5682", "Paspalum plicatulum"], "4294": ["3319", "Emberiza cirlus"], "6247": ["651", "Metoeca foedalis"], "3286": ["2663", "Gastrophryne carolinensis"], "539": ["7729", "Cotinus coggygria"], "6510": ["929", "Glenoides texanaria"], "6584": ["4326", "Lampropeltis triangulum"], "160": ["3463", "Anthus cervinus"], "4070": ["1795", "Cydia pomonella"], "6878": ["657", "Nomophila nearctica"], "1815": ["8010", "Asplenium flaccidum"], "4849": ["2207", "Ovalipes catharus"], "4540": ["1292", "Lacinipolia renigera"], "799": ["4578", "Evasterias troschelii"], "831": ["4524", "Graptemys versa"], "1010": ["1089", "Potanthus omaha"], "2568": ["296", "Valgus hemipterus"], "7696": ["3582", "Junco hyemalis"], "1840": ["1165", "Hemiargus ceraunus"], "2310": ["7325", "Populus deltoides"], "7202": ["6454", "Eriogonum grande"], "5508": ["1651", "Pieris napi"], "1907": ["6746", "Lupinus argenteus"], "3997": ["650", "Maruca vitrata"], "2226": ["2322", "Chaetodon rafflesii"], "1275": ["7546", "Clematis virginiana"], "2614": ["4339", "Nerodia sipedon"], "1454": ["3829", "Pilherodius pileatus"], "6930": ["1838", "Iris oratoria"], "8085": ["4752", "Hypselodoris imperialis"], "3542": ["2976", "Vanellus chilensis"], "7967": ["5987", "Hypochaeris glabra"], "1402": ["3550", "Setophaga americana"], "6284": ["7812", "Heuchera sanguinea"], "1647": ["5719", "Anthriscus caucalis"], "6725": ["245", "Cryptolaemus montrouzieri"], "5042": ["4327", "Lampropeltis zonata"], "1088": ["3761", "Empidonax difficilis"], "5003": ["27", "Mangora gibberosa"], "4081": ["477", "Zelus renardii"], "1881": ["3897", "Ramphastos toco"], "2892": ["4243", "Sciurus granatensis"], "911": ["6255", "Draba cuneifolia"], "4245": ["3054", "Calidris ruficollis"], "1823": ["1207", "Satyrium behrii"], "1979": ["7040", "Melittis melissophyllum"], "552": ["6539", "Linnaea borealis"], "6639": ["2462", "Chromis multilineata"], "1618": ["5550", "Veratrum californicum"], "2457": ["3935", "Ara ararauna"], "7658": ["103", "Synema globosum"], "8107": ["5744", "Heracleum sphondylium"], "7604": ["7638", "Fragaria chiloensis"], "1332": ["7578", "Trollius europaeus"], "5572": ["3247", "Plectrophenax nivalis"], "6299": ["7523", "Actaea rubra"], "3984": ["5275", "Najas minor"], "6419": ["7961", "Pinus pinaster"], "5196": ["7556", "Eranthis hyemalis"], "5887": ["2483", "Chlorurus microrhinos"], "260": ["2006", "Diplacodes bipunctata"], "7731": ["1984", "Lestes australis"], "1243": ["7485", "Achlys triphylla"], "6819": ["7477", "Platanus occidentalis"], "170": ["420", "Melacoryphus lateralis"], "2477": ["78", "Philaeus chrysops"], "1323": ["268", "Megalodacne heros"], "5978": ["4820", "Megaustenia imperator"], "727": ["5684", "Pennisetum ciliare"], "5137": ["7171", "Linaria dalmatica"], "3198": ["1193", "Lycaena xanthoides"], "406": ["4298", "Coluber lateralis"], "7824": ["191", "Rosalia funebris"], "2882": ["3484", "Myophonus caeruleus"], "1056": ["638", "Herpetogramma licarsisalis"], "1391": ["4369", "Basiliscus plumifrons"], "5756": ["240", "Coccinella transversalis"], "6017": ["4741", "Anteaeolidiella oliviae"], "4917": ["690", "Uresiphita maorialis"], "7584": ["5765", "Torilis arvensis"], "6332": ["1166", "Hypolycaena erylus"], "600": ["3165", "Falco peregrinus"], "2460": ["1974", "Phyllogomphoides albrighti"], "5723": ["5441", "Limodorum abortivum"], "2665": ["2340", "Herichthys cyanoguttatus"], "526": ["7097", "Fraxinus quadrangulata"], "6016": ["2083", "Sympetrum rubicundulum"], "4940": ["6826", "Betula cordifolia"], "6393": ["4778", "Flabellina rubrolineata"], "1832": ["3789", "Tyrannus vociferans"], "3431": ["5083", "Schizophyllum commune"], "5826": ["8100", "Pellaea cordifolia"], "8113": ["3970", "Megascops asio"], "7697": ["1103", "Thorybes pylades"], "6171": ["2490", "Aplodinotus grunniens"], "5989": ["983", "Peribatodes rhomboidaria"], "7441": ["3344", "Haemorhous cassinii"], "4039": ["3722", "Thryophilus pleurostictus"], "3487": ["6496", "Cornus florida"], "1174": ["5582", "Carex lurida"], "4828": ["2841", "Aythya nyroca"], "4675": ["6971", "Galium odoratum"], "1486": ["1417", "Asterocampa celtis"], "6861": ["990", "Plagodis alcoolaria"], "7048": ["7584", "Humulus japonicus"], "1191": ["7283", "Euphorbia hyssopifolia"], "1456": ["6497", "Cornus kousa"], "2098": ["511", "Tetragonisca angustula"], "1787": ["2245", "Neoniphon sammara"], "6404": ["1975", "Phyllogomphoides stigmatus"], "7840": ["1430", "Cercyonis sthenele"], "3377": ["3586", "Melospiza melodia"], "5614": ["807", "Mocis marcida"], "1674": ["2938", "Selasphorus platycercus"], "718": ["4568", "Balanophyllia elegans"], "5981": ["4381", "Micrurus tener"], "5034": ["3992", "Phalacrocorax punctatus"], "4823": ["3410", "Quiscalus lugubris"], "6116": ["4232", "Glaucomys sabrinus"], "2692": ["3606", "Zonotrichia albicollis"], "3120": ["4453", "Thecadactylus rapicauda"], "454": ["7425", "Chamaenerion angustifolium"], "1259": ["4608", "Ophionereis fasciata"], "6003": ["488", "Apis mellifera"], "2241": ["6289", "Tetragonia implexicoma"], "4150": ["6364", "Opuntia fragilis"], "5776": ["5620", "Juncus torreyi"], "1122": ["7376", "Malacothamnus davidsonii"], "5206": ["1476", "Hamadryas guatemalena"], "5247": ["6086", "Senecio praecox"], "6023": ["1864", "Rhionaeschna multicolor"], "4860": ["4040", "Damaliscus pygargus"], "1555": ["5047", "Lichenomphalia umbellifera"], "1814": ["7798", "Ribes cynosbati"], "1299": ["4165", "Didelphis marsupialis"], "2475": ["4908", "Cladonia macilenta"], "5103": ["4120", "Neovison vison"], "355": ["6101", "Solidago nemoralis"], "3296": ["6341", "Echinocereus rigidissimus"], "4199": ["243", "Coelophora inaequalis"], "939": ["5122", "Pisolithus arhizus"], "3790": ["2047", "Neurothemis fluctuans"], "4200": ["823", "Pareuchaetes insulata"], "5739": ["8140", "Leocarpus fragilis"], "344": ["5648", "Chasmanthium latifolium"], "4611": ["2561", "Balistoides conspicillum"], "6039": ["5805", "Ilex vomitoria"], "6923": ["5233", "Ptychomnion aciculare"], "1068": ["1340", "Spodoptera dolichos"], "7270": ["5936", "Erigeron bonariensis"], "530": ["703", "Anticarsia gemmatalis"], "4026": ["5830", "Arctium minus"], "4557": ["2727", "Plethodon albagula"], "4652": ["445", "Erthesina fullo"], "7979": ["3284", "Corvus macrorhynchos"], "5404": ["6613", "Vaccinium stamineum"], "6255": ["6784", "Psorothamnus schottii"], "346": ["6531", "Viburnum opulus"], "4241": ["7322", "Phyllanthus polygonoides"], "1942": ["2504", "Acanthopagrus australis"], "3763": ["2806", "Spizaetus ornatus"], "1479": ["730", "Chalciope mygdon"], "5009": ["7610", "Rhamnus alnifolia"], "5935": ["4468", "Trachylepis quinquetaeniata"], "942": ["3024", "Phaetusa simplex"], "2008": ["2926", "Colibri thalassinus"], "3765": ["6253", "Diplotaxis tenuifolia"], "4019": ["841", "Spilosoma curvata"], "677": ["8031", "Blechnum discolor"], "3867": ["1162", "Everes argiades"], "3764": ["3657", "Rhipidura leucophrys"], "5170": ["2575", "Brachaluteres jacksonianus"], "6489": ["6431", "Mirabilis albida"], "3115": ["451", "Graphosoma italicum"], "7156": ["1228", "Acronicta innotata"], "2174": ["1253", "Autographa precationis"], "1195": ["1762", "Theretra latreillii"], "734": ["576", "Euodynerus pratensis"], "3121": ["119", "Tetranychus lintearius"], "587": ["6156", "Wyethia amplexicaulis"], "5498": ["160", "Cicindela aurulenta"], "5748": ["517", "Xylocopa violacea"], "2834": ["7488", "Berberis glaucocarpa"], "1879": ["2795", "Necrosyrtes monachus"], "367": ["5981", "Heterotheca subaxillaris"], "1813": ["8096", "Myriopteris aurea"], "1379": ["1401", "Aglais milberti"], "6954": ["3427", "Lanius meridionalis"], "2885": ["1740", "Erinnyis obscura"], "4649": ["3452", "Mimus polyglottos"], "2320": ["2302", "Lepomis macrochirus"], "7301": ["1627", "Catopsilia pyranthe"], "5609": ["7183", "Penstemon hirsutus"], "5858": ["7876", "Physalis alkekengi"], "6381": ["6592", "Menziesia ferruginea"], "3243": ["4065", "Cervus canadensis"], "7983": ["7166", "Digitalis purpurea"], "3729": ["63", "Colonus hesperus"], "1878": ["4975", "Lasallia papulosa"], "2831": ["7446", "Oenothera drummondii"], "4222": ["7481", "Banksia marginata"], "7628": ["5823", "Anaphalioides trinervis"], "4910": ["5176", "Phlebia incarnata"], "3599": ["4018", "Manta alfredi"], "1785": ["7455", "Elaeocarpus dentatus"], "769": ["4628", "Amblema plicata"], "5407": ["4346", "Phyllorhynchus decurtatus"], "7532": ["3395", "Icterus galbula"], "6272": ["6274", "Turritis glabra"], "5273": ["7642", "Geum canadense"], "480": ["7030", "Glechoma hederacea"], "6062": ["6437", "Phytolacca icosandra"], "5398": ["4654", "Octopus tetricus"], "1855": ["7440", "Ludwigia palustris"], "345": ["2961", "Charadrius collaris"], "3986": ["5957", "Galactites tomentosa"], "1809": ["942", "Idaea demissaria"], "1616": ["3485", "Oenanthe hispanica"], "3205": ["3081", "Leptoptilos javanicus"], "2777": ["7859", "Ipomoea stans"], "6600": ["6342", "Epithelantha micromeris"], "5709": ["3988", "Phalacrocorax capensis"], "1957": ["2580", "Meuschenia hippocrepis"], "3083": ["3607", "Zonotrichia atricapilla"], "2696": ["3416", "Sturnella neglecta"], "5581": ["3603", "Spizella passerina"], "3122": ["4558", "Oulactis muscosa"], "2038": ["5840", "Artemisia douglasiana"], "2188": ["4851", "Patera roemeri"], "6230": ["5060", "Mycena pura"], "4622": ["4235", "Otospermophilus beecheyi"], "1247": ["6783", "Psorothamnus emoryi"], "8131": ["346", "Palpada furcata"], "2037": ["2278", "Ctenochaetus strigosus"], "1553": ["924", "Eutrapela clemataria"], "3832": ["5222", "Leucolepis acanthoneura"], "4515": ["5970", "Helianthus annuus"], "5916": ["3045", "Calidris acuminata"], "3892": ["3475", "Motacilla maderaspatensis"], "3091": ["5600", "Cyperus ustulatus"], "5349": ["4268", "Crocodylus porosus"], "448": ["6860", "Quercus rugosa"], "2213": ["1494", "Junonia hedonia"], "5718": ["2686", "Lithobates sphenocephalus"], "3354": ["264", "Thermonectus marmoratus"], "282": ["2873", "Mergus merganser"], "1681": ["1905", "Enallagma basidens"], "6413": ["1173", "Leptotes marina"], "5270": ["4740", "Aeolidia loui"], "4506": ["4977", "Ascocoryne sarcoides"], "4067": ["273", "Calopteron terminale"], "4492": ["6400", "Silene uniflora"], "5501": ["6071", "Sanvitalia procumbens"], "3080": ["8089", "Adiantum hispidulum"], "2966": ["41", "Nyssus coloripes"], "4754": ["4768", "Doto amyra"], "2969": ["5407", "Cephalanthera damasonium"], "2802": ["1068", "Hylephila phyleus"], "2134": ["1480", "Hermeuptychia hermes"], "2160": ["3228", "Xenicus gilviventris"], "7433": ["3902", "Podiceps grisegena"], "6794": ["4801", "Tambja morosa"], "1016": ["5169", "Ganoderma sessile"], "604": ["2325", "Chaetodon ulietensis"], "5487": ["4064", "Capreolus capreolus"], "7050": ["1584", "Graphium sarpedon"], "1822": ["5156", "Phallus indusiatus"], "227": ["7627", "Cercocarpus ledifolius"], "6655": ["2260", "Esox niger"], "4307": ["3563", "Setophaga pensylvanica"], "6053": ["4321", "Lampropeltis gentilis"], "5738": ["5111", "Exsudoporus frostii"], "2487": ["1019", "Trichodezia albovittata"], "487": ["7369", "Herissantia crispa"], "3931": ["2043", "Macrodiplax balteata"], "6075": ["3378", "Tachycineta albilinea"], "4432": ["2420", "Morone americana"], "6061": ["6973", "Galium porrigens"], "4854": ["6843", "Quercus coccifera"], "3355": ["7363", "Hudsonia tomentosa"], "2992": ["5132", "Tapinella atrotomentosa"], "13": ["2252", "Notemigonus crysoleucas"], "3728": ["6728", "Gymnocladus dioicus"], "5265": ["3546", "Parkesia motacilla"], "4655": ["4702", "Cellana denticulata"], "6365": ["134", "Semibalanus balanoides"], "5460": ["5253", "Diphasiastrum digitatum"], "1914": ["2316", "Chaetodon lunula"], "1696": ["826", "Philenora aspectalella"], "931": ["375", "Lethocerus americanus"], "1438": ["7506", "Corydalis solida"], "33": ["7558", "Nigella damascena"], "5764": ["3487", "Oenanthe oenanthe"], "6646": ["6851", "Quercus kelloggii"], "2681": ["634", "Glyphodes onychinalis"], "8059": ["251", "Hippodamia parenthesis"], "1514": ["7279", "Euphorbia fendleri"], "7424": ["364", "Megalotomus quinquespinosus"], "1554": ["5615", "Juncus acutus"], "3139": ["2719", "Desmognathus quadramaculatus"], "4761": ["3739", "Turdus assimilis"], "6841": ["5821", "Ambrosia trifida"], "3429": ["5494", "Tradescantia ohiensis"], "1874": ["2313", "Chaetodon fremblii"], "4513": ["1190", "Lycaena salustius"], "2492": ["6351", "Mammillaria chionocephala"], "4437": ["1511", "Limenitis arthemis"], "1325": ["193", "Sphaenothecus bilineatus"], "4327": ["8116", "Schizaea dichotoma"], "3632": ["276", "Lytta magister"], "7394": ["7949", "Pinus albicaulis"], "1375": ["7287", "Euphorbia micromera"], "4839": ["8079", "Notogrammitis billardierei"], "4643": ["2608", "Anaxyrus woodhousii"], "1544": ["6323", "Cylindropuntia arbuscula"], "7623": ["3763", "Empidonax oberholseri"], "5689": ["4727", "Mitra idae"], "4447": ["5107", "Exidia nucleata"], "6576": ["3737", "Sialia sialis"], "5430": ["5785", "Pseudopanax lessonii"], "6469": ["5666", "Lachnagrostis billardierei"], "6532": ["3086", "Columba guinea"], "4093": ["7965", "Pinus resinosa"], "6736": ["2621", "Rhaebo haematiticus"], "423": ["5356", "Polygonatum odoratum"], "5510": ["3534", "Geothlypis poliocephala"], "6194": ["7020", "Rhabdothamnus solandri"], "1789": ["7911", "Guaiacum coulteri"], "2690": ["7691", "Rubus odoratus"], "2728": ["3272", "Prinia subflava"], "596": ["6010", "Liatris punctata"], "8062": ["5732", "Eryngium campestre"], "774": ["7761", "Acer platanoides"], "425": ["1031", "Ancyloxypha numitor"], "639": ["7123", "Castilleja wightii"], "4846": ["3182", "Colinus virginianus"], "5594": ["1133", "Aricia cramera"], "2693": ["6252", "Chorispora tenella"], "4049": ["2242", "Synodus variegatus"], "3653": ["1465", "Euphydryas phaeton"], "1496": ["5831", "Arctium tomentosum"], "2110": ["7663", "Prunus fasciculata"], "6188": ["7247", "Hedycarya arborea"], "4833": ["4435", "Sceloporus nelsoni"], "878": ["1699", "Apodemia mejicanus"], "5283": ["2356", "Neogobius melanostomus"], "2262": ["7885", "Solanum dulcamara"], "2762": ["3010", "Larus dominicanus"], "3042": ["2999", "Creagrus furcatus"], "5063": ["560", "Dasymutilla aureola"], "115": ["7960", "Pinus muricata"], "4634": ["2659", "Leiopelma archeyi"], "2582": ["4656", "Sepia apama"], "1005": ["282", "Cotinis mutabilis"], "5502": ["7053", "Salvia apiana"], "7378": ["7550", "Delphinium californicum"], "700": ["5939", "Erigeron foliosus"], "2325": ["7681", "Rubus australis"], "389": ["6931", "Gentiana alba"], "5750": ["4923", "Parmelia squarrosa"], "7197": ["3466", "Anthus rubescens"], "5716": ["5443", "Liparis loeselii"], "7108": ["3215", "Gallinula tenebrosa"], "2124": ["7349", "Viola macloskeyi"], "3816": ["2902", "Antrostomus carolinensis"], "8094": ["5450", "Ophrys apifera"], "338": ["6490", "Parnassia glauca"], "7673": ["5424", "Dactylorhiza sambucina"], "4449": ["456", "Murgantia histrionica"], "1364": ["6330", "Cylindropuntia tunicata"], "1434": ["3398", "Icterus nigrogularis"], "3992": ["2828", "Anser brachyrhynchus"], "845": ["2425", "Mullus surmuletus"], "1857": ["5310", "Agave parryi"], "1689": ["7723", "Alepis flavida"], "5008": ["672", "Petrophila jaliscalis"], "4822": ["7206", "Veronica odora"], "316": ["5850", "Baccharis pilularis"], "2080": ["1483", "Hipparchia fidia"], "2073": ["2777", "Geranoaetus albicaudatus"], "2419": ["6368", "Opuntia macrorhiza"], "3964": ["4819", "Prophysaon andersoni"], "5503": ["389", "Tylozygus geometricus"], "4061": ["2804", "Rupornis magnirostris"], "7543": ["5540", "Toxicoscordion venenosum"], "1143": ["3158", "Piaya cayana"], "6077": ["3282", "Corvus cryptoleucus"], "6359": ["5477", "Serapias lingua"], "5144": ["8132", "Mazzaella flaccida"], "6026": ["4423", "Phrynosoma modestum"], "1740": ["4186", "Oryctolagus cuniculus"], "8091": ["890", "Cleora sublunaria"], "3755": ["3527", "Poecile rufescens"], "6612": ["4452", "Tarentola mauritanica"], "622": ["3171", "Malacoptila panamensis"], "1899": ["3411", "Quiscalus major"], "3945": ["3194", "Phasianus colchicus"], "5032": ["5629", "Andropogon virginicus"], "86": ["3827", "Nycticorax caledonicus"], "4932": ["1205", "Pseudozizeeria maha"], "2433": ["7418", "Lophomyrtus bullata"], "4444": ["5483", "Thelymitra longifolia"], "5688": ["5685", "Pennisetum setaceum"], "6932": ["7234", "Phyla nodiflora"], "5797": ["6041", "Pectis papposa"], "4774": ["7954", "Pinus edulis"], "4656": ["6049", "Pluchea odorata"], "304": ["6294", "Amaranthus retroflexus"], "589": ["4672", "Hipponix tumens"], "4962": ["183", "Knulliana cincta"], "7664": ["2649", "Pseudacris hypochondriaca"], "1020": ["223", "Paropsisterna m-fuscum"], "92": ["1291", "Lacinipolia olivacea"], "2952": ["6473", "Pterostegia drymarioides"], "5091": ["4472", "Aspidoscelis costata"], "1224": ["7370", "Hibiscus denudatus"], "451": ["7029", "Galeopsis tetrahit"], "1598": ["4700", "Lottia scutum"], "2807": ["6209", "Mertensia maritima"], "5583": ["1852", "Aeshna juncea"], "2014": ["45", "Kukulcania hibernalis"], "2139": ["7842", "Evolvulus arizonicus"], "5016": ["6695", "Baptisia alba"], "4175": ["4830", "Cantareus apertus"], "4414": ["850", "Tetanolita mynesalis"], "6793": ["4000", "Trogon melanocephalus"], "5380": ["5457", "Orchis anthropophora"], "2418": ["4990", "Galiella rufa"], "96": ["239", "Coccinella septempunctata"], "1530": ["2244", "Holocentrus rufus"], "3678": ["2039", "Libellula quadrimaculata"], "181": ["2985", "Haematopus unicolor"], "6212": ["1642", "Leptophobia aripa"], "4863": ["2714", "Aneides lugubris"], "4560": ["7079", "Teucrium canadense"], "7692": ["3117", "Zenaida aurita"], "1529": ["8063", "Polystichum acrostichoides"], "1328": ["2998", "Chroicocephalus scopulinus"], "8086": ["6381", "Cardionema ramosissimum"], "7381": ["2044", "Miathyria marcella"], "3741": ["6633", "Navarretia leptalea"], "2371": ["4904", "Cladonia chlorophaea"], "7121": ["363", "Alydus eurinus"], "2323": ["3237", "Alauda arvensis"], "7587": ["3420", "Lanius borealis"], "2515": ["6347", "Ferocactus viridescens"], "1354": ["6047", "Pinaropappus roseus"], "4580": ["4345", "Pantherophis vulpinus"], "4723": ["6279", "Floerkea proserpinacoides"], "7785": ["4057", "Sylvicapra grimmia"], "1229": ["2551", "Hippocampus guttulatus"], "5199": ["6655", "Primula hendersonii"], "1225": ["1209", "Satyrium edwardsii"], "1483": ["6562", "Cyrilla racemiflora"], "1820": ["3189", "Lagopus leucura"], "6693": ["7296", "Euphorbia spathulata"], "5986": ["3337", "Chloris sinica"], "4113": ["7935", "Sequoia sempervirens"], "5176": ["6149", "Verbesina virginica"], "7400": ["1008", "Sigilliclystis insigillata"], "3204": ["2693", "Rana draytonii"], "1517": ["1578", "Olbonoma triptycha"], "5258": ["3845", "Theristicus caudatus"], "7695": ["2940", "Selasphorus sasin"], "4071": ["7214", "Leucospora multifida"], "624": ["1720", "Callosamia angulifera"], "892": ["5873", "Carduus acanthoides"], "6502": ["4344", "Pantherophis obsoletus"], "7710": ["3176", "Ortalis wagleri"], "5040": ["1393", "Schizura unicornis"], "1012": ["7099", "Fraxinus velutina"], "7225": ["4343", "Pantherophis emoryi"], "2368": ["214", "Disonycha glabrata"], "5304": ["775", "Hypena scabra"], "6285": ["4203", "Chlorocebus pygerythrus"], "6700": ["2692", "Rana dalmatina"], "5599": ["5720", "Anthriscus sylvestris"], "7246": ["1963", "Onychogomphus uncatus"], "6249": ["2920", "Campylopterus curvipennis"], "1283": ["230", "Anatis labiculata"], "1959": ["7104", "Agalinis tenuifolia"], "7272": ["1119", "Malacosoma disstria"], "2051": ["1607", "Papilio xuthus"], "4712": ["1178", "Lycaena boldenarum"], "463": ["3289", "Cyanocorax beecheii"], "6301": ["1641", "Kricogonia lyside"], "748": ["2350", "Cymatogaster aggregata"], "689": ["5526", "Fritillaria biflora"], "6672": ["4623", "Argopecten gibbus"], "7269": ["6732", "Hylodesmum glutinosum"], "2062": ["6503", "Whipplea modesta"], "6072": ["5155", "Phallus hadriani"], "5801": ["4545", "Testudo hermanni"], "6288": ["128", "Anadenobolus monilicornis"], "2974": ["1315", "Orthodes majuscula"], "2454": ["5171", "Meripilus sumstinei"], "1149": ["943", "Idaea dimidiata"], "496": ["3684", "Eucometis penicillata"], "8022": ["5165", "Ganoderma applanatum"], "271": ["5298", "Hymenocallis liriosme"], "1513": ["5759", "Sanicula laciniata"], "2465": ["7576", "Thalictrum dasycarpum"], "6164": ["2582", "Monacanthus chinensis"], "6460": ["3020", "Larus schistisagus"], "5014": ["5209", "Xylobolus frustulatus"], "4377": ["3720", "Salpinctes obsoletus"], "6945": ["5289", "Allium campanulatum"], "6844": ["7777", "Crassula moschata"], "2220": ["7577", "Thalictrum thalictroides"], "5413": ["5221", "Bryum argenteum"], "887": ["3461", "Terpsiphone mutata"], "6138": ["1694", "Scenedra decoratalis"], "4488": ["167", "Cicindela repanda"], "494": ["2080", "Sympetrum obtrusum"], "173": ["2036", "Libellula luctuosa"], "6857": ["2418", "Monodactylus argenteus"], "3742": ["7707", "Spiraea alba"], "3497": ["5995", "Lactuca canadensis"], "7818": ["15", "Argiope aurantia"], "5188": ["65", "Eris militaris"], "7520": ["2045", "Micrathyria aequalis"], "7073": ["4834", "Helix pomatia"], "6439": ["2194", "Pagurus granosimanus"], "516": ["6776", "Parkinsonia microphylla"], "7767": ["3499", "Cinnyris asiaticus"], "7428": ["7504", "Corydalis cava"], "1193": ["6344", "Escobaria vivipara"], "5079": ["1181", "Lycaena editha"], "992": ["2226", "Trachelipus rathkii"], "4373": ["1829", "Gonatista grisea"], "2769": ["6789", "Senna covesii"], "6894": ["4782", "Ancula gibbosa"], "6131": ["12", "Araniella displicata"], "2719": ["6436", "Phytolacca americana"], "2985": ["1071", "Lerodea eufala"], "1470": ["5016", "Amanita bisporigera"], "2747": ["5875", "Carlina acaulis"], "2899": ["5534", "Medeola virginiana"], "839": ["3610", "Zonotrichia querula"], "1844": ["5012", "Montagnea arenaria"], "6563": ["1470", "Euthalia aconthea"], "1035": ["1606", "Papilio troilus"], "649": ["2126", "Syrbula montezuma"], "2926": ["2298", "Ambloplites rupestris"], "7238": ["7587", "Shepherdia canadensis"], "4034": ["1135", "Brephidium exilis"], "7781": ["3310", "Cracticus torquatus"], "7463": ["4948", "Ramalina subleptocarpha"], "932": ["6932", "Gentiana asclepiadea"], "351": ["3775", "Myiozetetes cayanensis"], "3005": ["2758", "Buteo lagopus"], "7698": ["3480", "Erithacus rubecula"], "82": ["606", "Agriphila ruricolella"], "2469": ["6614", "Xylococcus bicolor"], "3685": ["4092", "Lynx rufus"], "2360": ["1311", "Noctua pronuba"], "742": ["7003", "Dyschoriste linearis"], "3102": ["912", "Epirrita autumnata"], "7425": ["5499", "Dioscorea bulbifera"], "7287": ["55", "Oxyopes salticus"], "5623": ["4596", "Evechinus chloroticus"], "6450": ["234", "Calvia quatuordecimguttata"], "3937": ["793", "Lophocampa caryae"], "3703": ["4376", "Anolis distichus"], "3851": ["1811", "Pandemis limitata"], "4483": ["4034", "Bison bison"], "759": ["2300", "Lepomis cyanellus"], "1995": ["4272", "Agama atra"], "5039": ["712", "Arctia virginalis"], "6052": ["215", "Helocassis clavata"], "607": ["6738", "Lathyrus pratensis"], "6714": ["4199", "Alouatta caraya"], "6703": ["6578", "Epigaea repens"], "2275": ["7713", "Ulmus thomasii"], "899": ["7840", "Dichondra carolinensis"], "3448": ["3608", "Zonotrichia capensis"], "7551": ["2709", "Hynobius leechii"], "1210": ["2446", "Pomacanthus imperator"], "3419": ["860", "Marathyssa basalis"], "6231": ["7963", "Pinus ponderosa"], "1501": ["6787", "Securigera varia"], "5382": ["2552", "Hippocampus histrix"], "264": ["2066", "Pantala hymenaea"], "3336": ["7006", "Pachystachys lutea"], "209": ["963", "Melanolophia imitata"], "5299": ["3384", "Agelaius tricolor"], "5213": ["2876", "Plectropterus gambensis"], "5616": ["1358", "Xestia dolosa"], "1795": ["5927", "Elephantopus tomentosus"], "2563": ["4068", "Odocoileus hemionus"], "5046": ["6998", "Gunnera monoica"], "1993": ["7760", "Acer pensylvanicum"], "6649": ["1062", "Heliopetes macaira"], "7747": ["4175", "Vombatus ursinus"], "4760": ["5412", "Corallorhiza odontorhiza"], "2268": ["5610", "Schoenoplectus pungens"], "7999": ["7174", "Mohavea breviflora"], "4242": ["1817", "Platynota rostrana"], "6241": ["6574", "Dracophyllum filifolium"], "791": ["5149", "Porodaedalea pini"], "7898": ["2373", "Cheilinus fasciatus"], "2786": ["1180", "Lycaena dorcas"], "2951": ["1376", "Heterocampa umbrata"], "2799": ["4902", "Candelaria concolor"], "3128": ["3055", "Calidris virgata"], "4376": ["7414", "Eucalyptus camaldulensis"], "8050": ["2269", "Acanthurus chirurgus"], "7911": ["5293", "Allium stellatum"], "6347": ["5596", "Cladium mariscoides"], "245": ["7002", "Dicliptera brachiata"], "7802": ["2603", "Anaxyrus californicus"], "3524": ["3408", "Psarocolius montezuma"], "6269": ["6658", "Primula paucifolia"], "3488": ["7924", "Juniperus ashei"], "640": ["927", "Gellonia dejectaria"], "1982": ["6250", "Cardamine pensylvanica"], "2717": ["1109", "Vettius fantasos"], "1038": ["7757", "Acer macrophyllum"], "3604": ["1242", "Allagrapha aerea"], "7729": ["3044", "Arenaria melanocephala"], "2519": ["5538", "Toxicoscordion fremontii"], "5287": ["6370", "Opuntia robusta"], "7758": ["5888", "Chaenactis glabriuscula"], "1772": ["4853", "Vespericola columbianus"], "4196": ["6930", "Frasera caroliniensis"], "8115": ["7654", "Potentilla canadensis"], "4178": ["6975", "Houstonia caerulea"], "51": ["2542", "Plotosus lineatus"], "1761": ["6836", "Castanea pumila"], "5898": ["7211", "Buchnera americana"], "4126": ["6305", "Gomphrena serrata"], "825": ["2784", "Haliaeetus albicilla"], "4567": ["2890", "Lophoceros alboterminatus"], "2086": ["4410", "Zootoca vivipara"], "4953": ["3934", "Amazona ochrocephala"], "4100": ["4547", "Apalone spinifera"], "1286": ["3090", "Columbina inca"], "3442": ["3275", "Aphelocoma wollweberi"], "858": ["4913", "Rhizoplaca chrysoleuca"], "6807": ["7566", "Ranunculus fascicularis"], "7862": ["7808", "Chrysosplenium alternifolium"], "7823": ["79", "Plexippus paykulli"], "3796": ["2645", "Pseudacris clarkii"], "6211": ["5103", "Tricholoma dryophilum"], "7102": ["1780", "Argyrotaenia mariana"], "7573": ["5299", "Leucojum aestivum"], "7765": ["2402", "Thalassoma lucasanum"], "5995": ["1624", "Catasticta teutila"], "5362": ["5872", "Calyptocarpus vialis"], "3715": ["4875", "Desmarestia ligulata"], "3329": ["1362", "Baileya ophthalmica"], "7026": ["1657", "Pontia occidentalis"], "2998": ["903", "Dissomorphia australiaria"], "7406": ["5800", "Ilex cassine"], "6341": ["7368", "Entelea arborescens"], "2576": ["1339", "Schinia trifascia"], "6744": ["1893", "Argia plana"], "5194": ["4922", "Melanelixia subaurifera"], "5833": ["1175", "Leptotes plinius"], "900": ["453", "Menecles insertus"], "4732": ["6073", "Senecio ampullaceus"], "5411": ["7715", "Elatostema rugosum"], "7853": ["6588", "Kalmia latifolia"], "1614": ["6339", "Echinocereus pectinatus"], "1172": ["1239", "Agrotis munda"], "7338": ["2422", "Mulloidichthys flavolineatus"], "7510": ["5518", "Calochortus weedii"], "2775": ["5151", "Clathrus archeri"], "6549": ["4077", "Canis aureus"], "7655": ["4650", "Tivela stultorum"], "4511": ["6204", "Hydrophyllum virginianum"], "1321": ["6912", "Asclepias verticillata"], "4007": ["571", "Sphex nudus"], "4900": ["7473", "Piper excelsum"], "2340": ["180", "Desmocerus palliatus"], "3813": ["5162", "Ischnoderma resinosum"], "2704": ["1713", "Zemeros flegyas"], "3474": ["5824", "Anaphalis margaritacea"], "5038": ["3629", "Plocepasser mahali"], "3458": ["4669", "Crucibulum spinosum"], "3415": ["7188", "Penstemon procerus"], "4117": ["3375", "Riparia riparia"], "1209": ["3391", "Icterus auratus"], "1489": ["4294", "Coluber bilineatus"], "893": ["1345", "Spragueia dama"], "7357": ["4548", "Actinia equina"], "3195": ["3910", "Tachybaptus ruficollis"], "2724": ["3312", "Strepera graculina"], "4909": ["5386", "Iris germanica"], "1227": ["6915", "Calotropis procera"], "289": ["431", "Leptopterna dolabrata"], "4817": ["88", "Aphonopelma chalcodes"], "669": ["4991", "Urnula craterium"], "5633": ["4946", "Ramalina menziesii"], "6286": ["871", "Anticlea vasiliata"], "1202": ["938", "Hydrelia inornata"], "1565": ["6306", "Grayia spinosa"], "3142": ["5489", "Commelina dianthifolia"], "6150": ["6600", "Rhododendron canescens"], "6809": ["5625", "Alopecurus pratensis"], "5834": ["1788", "Clepsis persicana"], "6141": ["7927", "Juniperus flaccida"], "1754": ["3526", "Poecile palustris"], "7571": ["3131", "Megaceryle torquata"], "2651": ["7136", "Pedicularis bracteosa"], "2604": ["6985", "Richardia scabra"], "6209": ["2073", "Pseudoleon superbus"], "4787": ["2821", "Anas poecilorhyncha"], "6273": ["3322", "Emberiza melanocephala"], "1082": ["3756", "Contopus cooperi"], "1298": ["2885", "Tadorna tadornoides"], "6656": ["7310", "Hypericum perforatum"], "148": ["704", "Apantesis arge"], "7884": ["654", "Microtheoris ophionalis"], "4450": ["1953", "Dromogomphus spinosus"], "2396": ["8022", "Asplenium trichomanes"], "4829": ["3707", "Thraupis episcopus"], "6079": ["5861", "Bidens laevis"], "1161": ["2267", "Acanthurus achilles"], "4505": ["6530", "Viburnum nudum"], "6679": ["820", "Panopoda carneicosta"], "5441": ["6168", "Campanula rapunculus"], "7186": ["3894", "Sphyrapicus ruber"], "449": ["1832", "Miomantis caffra"], "3842": ["4751", "Glossodoris rufomarginata"], "970": ["7375", "Hoheria sexstylosa"], "7077": ["4999", "Agaricus californicus"], "58": ["3278", "Corvus corax"], "72": ["2326", "Chaetodon unimaculatus"], "2234": ["940", "Hyposidra talaca"], "570": ["4776", "Flabellina cooperi"], "6146": ["7011", "Crescentia alata"], "5200": ["6571", "Chamaedaphne calyculata"], "5288": ["1844", "Chrysoperla carnea"], "366": ["7571", "Ranunculus lyallii"], "3709": ["751", "Eublemma minima"], "4296": ["3809", "Ardea melanocephala"], "1935": ["4012", "Dasyatis sabina"], "2370": ["2334", "Heniochus varius"], "7159": ["7016", "Macfadyena unguis-cati"], "2734": ["5055", "Cruentomycena viscidocruenta"], "4708": ["7582", "Celtis occidentalis"], "576": ["6566", "Androstoma empetrifolium"], "950": ["4850", "Neohelix albolabris"], "7745": ["6042", "Perityle emoryi"], "1055": ["3795", "Vireo flavoviridis"], "1803": ["3999", "Trogon elegans"], "1720": ["4206", "Erythrocebus patas"], "2933": ["3955", "Aptenodytes patagonicus"], "820": ["675", "Pyrausta californicalis"], "6818": ["2642", "Hyla wrightorum"], "7539": ["6601", "Rhododendron catawbiense"], "7760": ["7537", "Aquilegia formosa"], "5861": ["1769", "Tinea apicimaculella"], "324": ["1667", "Anstenoptilia marmarodactyla"], "5985": ["4231", "Cynomys mexicanus"], "1487": ["784", "Idia julia"], "3379": ["4158", "Pteropus poliocephalus"], "7240": ["6759", "Macroptilium gibbosifolium"], "1148": ["2140", "Oecanthus nigricornis"], "7470": ["3104", "Phaps chalcoptera"], "5335": ["6008", "Liatris cylindracea"], "1389": ["5237", "Cephaleuros lagerheimii"], "3722": ["3710", "Volatinia jacarina"], "6292": ["3050", "Calidris minuta"], "5409": ["4716", "Cominella adspersa"], "4722": ["2311", "Chaetodon ephippium"], "6610": ["241", "Coccinella trifasciata"], "3554": ["711", "Arachnis picta"], "3598": ["6990", "Geranium erianthum"], "731": ["490", "Bombus borealis"], "8020": ["7458", "Oxalis drummondii"], "3534": ["6352", "Mammillaria grahamii"], "1954": ["4690", "Fissurellidea bimaculata"], "3943": ["3400", "Icterus pectoralis"], "2610": ["7390", "Sidalcea malviflora"], "5328": ["2910", "Amazilia cyanocephala"], "3167": ["6801", "Trifolium depauperatum"], "8014": ["3656", "Rhipidura javanica"], "7775": ["3008", "Larus crassirostris"], "4908": ["3383", "Agelaius phoeniceus"], "6373": ["5931", "Encelia farinosa"], "6278": ["1374", "Heterocampa guttivitta"], "1399": ["4649", "Saxidomus nuttalli"], "1396": ["6200", "Heliotropium europaeum"], "946": ["5147", "Phellinus gilvus"], "6492": ["1922", "Ischnura demorsa"], "5467": ["7708", "Spiraea tomentosa"], "5752": ["583", "Polistes carolina"], "4896": ["1305", "Mythimna convecta"], "4945": ["1218", "Zizina labradus"], "461": ["2213", "Hemigrapsus crenulatus"], "2794": ["7276", "Euphorbia corollata"], "382": ["436", "Agonoscelis puberula"], "378": ["5291", "Allium falcifolium"], "7547": ["814", "Orgyia definita"], "1130": ["5636", "Bouteloua curtipendula"], "6617": ["6883", "Amsonia tomentosa"], "7642": ["799", "Melipotis cellaris"], "4821": ["2366", "Girella tricuspidata"], "2484": ["199", "Trachyderes mandibularis"], "3798": ["2674", "Chalcorana chalconota"], "5803": ["975", "Operophtera bruceata"], "4289": ["7221", "Verbascum nigrum"], "5198": ["1670", "Lantanophaga pusillidactylus"], "7681": ["7861", "Ipomoea tricolor"], "838": ["2097", "Macromia taeniolata"], "599": ["4093", "Panthera leo"], "190": ["1510", "Limenitis archippus"], "7850": ["892", "Costaconvexa centrostrigaria"], "3954": ["6260", "Hesperidanthus linearifolius"], "1664": ["1381", "Nadata gibbosa"], "8048": ["2414", "Macolor macularis"], "6234": ["5365", "Yucca madrensis"], "968": ["5444", "Malaxis unifolia"], "6901": ["6121", "Symphyotrichum lanceolatum"], "7825": ["6040", "Parthenium incanum"], "687": ["695", "Ethmia delliella"], "729": ["1113", "Lactura subfervens"], "3667": ["3772", "Myiarchus magnirostris"], "6843": ["489", "Bombus auricomus"], "3461": ["5066", "Cyathus olla"], "2820": ["2522", "Oncorhynchus mykiss"], "6631": ["2251", "Luxilus chrysocephalus"], "4343": ["4227", "Callosciurus notatus"], "4326": ["3683", "Embernagra platensis"], "2790": ["213", "Diabrotica undecimpunctata"], "6280": ["4161", "Myotis lucifugus"], "6289": ["2206", "Callinectes sapidus"], "6101": ["7055", "Salvia columbariae"], "6122": ["7130", "Melampyrum nemorosum"], "3734": ["7522", "Actaea pachypoda"], "6390": ["4685", "Calliostoma canaliculatum"], "6312": ["6699", "Caesalpinia bonduc"], "1115": ["2524", "Salmo trutta"], "1506": ["7235", "Stachytarpheta jamaicensis"], "6459": ["984", "Pero morrisonaria"], "6303": ["4846", "Meghimatium bilineatum"], "2010": ["3366", "Hirundo rustica"], "7783": ["4276", "Japalura swinhonis"], "5790": ["5555", "Smilax glauca"], "6978": ["5445", "Neotinea tridentata"], "4146": ["4380", "Woodworthia maculatus"], "6293": ["6581", "Gaultheria antipoda"], "5300": ["2527", "Hexagrammos decagrammus"], "6709": ["2762", "Buteo regalis"], "7709": ["6962", "Coprosma rugosa"], "3882": ["8066", "Polystichum lonchitis"], "4887": ["7677", "Rosa multiflora"], "3569": ["5880", "Celmisia spectabilis"], "4160": ["2100", "Platycnemis pennipes"], "4236": ["56", "Oxyopes scalaris"], "3841": ["825", "Phalaenostola larentioides"], "3156": ["6470", "Persicaria virginiana"], "4883": ["3565", "Setophaga pinus"], "3698": ["4155", "Artibeus lituratus"], "2618": ["204", "Calligrapha multipunctata"], "2668": ["5211", "Calocera viscosa"], "5885": ["4890", "Pterygophora californica"], "3613": ["7727", "Korthalsella salicornioides"], "6943": ["5368", "Yucca schottii"], "7477": ["6685", "Amorpha californica"], "6074": ["614", "Crambus albellus"], "4017": ["5982", "Heterotheca villosa"], "6717": ["679", "Pyrausta rubricalis"], "7726": ["5986", "Hymenopappus artemisiifolius"], "5848": ["4706", "Diloma aethiops"], "5574": ["5148", "Phellinus tremulae"], "5654": ["6955", "Coprosma grandifolia"], "3579": ["516", "Xylocopa tabaniformis"], "2549": ["1960", "Gomphurus vastus"], "135": ["4255", "Tamias umbrinus"], "6475": ["2579", "Meuschenia freycineti"], "6882": ["5654", "Danthonia spicata"], "7096": ["5521", "Erythronium americanum"], "3311": ["5964", "Gymnosperma glutinosum"], "6172": ["725", "Catocala cara"], "2372": ["6348", "Hylocereus undatus"], "5607": ["962", "Melanolophia canadaria"], "4852": ["6150", "Vernonia baldwinii"], "6801": ["3504", "Oriolus oriolus"], "1586": ["3871", "Dinopium benghalense"], "2100": ["858", "Zanclognatha cruralis"], "537": ["5017", "Amanita caesarea"], "720": ["1766", "Acrolophus popeanella"], "5868": ["7739", "Rhus typhina"], "2313": ["6386", "Honckenya peploides"], "182": ["1985", "Lestes eurinus"], "2594": ["7243", "Litsea calicaris"], "4500": ["4682", "Strombus alatus"], "4216": ["3596", "Peucaea cassinii"], "5174": ["1629", "Colias croceus"], "7177": ["7342", "Melicytus lanceolatus"], "1315": ["3991", "Phalacrocorax penicillatus"], "1652": ["813", "Nyctemera baulus"], "2155": ["5990", "Iva frutescens"], "377": ["6391", "Polycarpon tetraphyllum"], "7960": ["7628", "Cercocarpus montanus"], "6696": ["417", "Stenomacra marginella"], "2744": ["2691", "Rana cascadae"], "1121": ["6284", "Pseudowintera axillaris"], "2078": ["4266", "Crocodylus acutus"], "125": ["1871", "Calopteryx splendens"], "2181": ["3373", "Ptyonoprogne rupestris"], "7081": ["90", "Brachypelma emilia"], "6030": ["7426", "Chamaenerion latifolium"], "6155": ["5762", "Sium suave"], "1667": ["1149", "Chilades pandava"], "6917": ["181", "Eburia quadrigeminata"], "7968": ["5514", "Calochortus minimus"], "2574": ["1779", "Argyrotaenia alisellana"], "6633": ["3959", "Spheniscus mendiculus"], "6322": ["72", "Naphrys pulex"], "4939": ["5843", "Artemisia frigida"], "3338": ["5161", "Fomitopsis pini-canadensis"], "8138": ["4746", "Ceratosoma amoenum"], "6556": ["3781", "Sayornis saya"], "5893": ["2734", "Notophthalmus viridescens"], "6424": ["7146", "Mimulus brevipes"], "5990": ["3299", "Gymnorhinus cyanocephalus"], "278": ["2536", "Centropogon australis"], "4672": ["3650", "Regulus calendula"], "8087": ["4394", "Ctenosaura acanthura"], "221": ["5378", "Hypoxis hirsuta"], "7900": ["934", "Heteralex unilinea"], "5965": ["5124", "Calostoma cinnabarinum"], "1084": ["7919", "Ricciocarpos natans"], "4861": ["2353", "Gerres subfasciatus"], "3643": ["131", "Orthoporus ornatus"], "6012": ["1198", "Philotes sonorensis"], "1550": ["5347", "Maianthemum trifolium"], "4481": ["3105", "Streptopelia capicola"], "7016": ["7142", "Martynia annua"], "6437": ["1220", "Zizina oxleyi"], "329": ["2415", "Ocyurus chrysurus"], "1810": ["2419", "Schuettea scalaripinnis"], "6046": ["3269", "Cisticola juncidis"], "789": ["2619", "Incilius occidentalis"], "4156": ["6823", "Alnus serrulata"], "166": ["1773", "Amorbia humerosana"], "7816": ["7378", "Malvastrum coromandelianum"], "6660": ["3876", "Melanerpes aurifrons"], "2516": ["7073", "Scutellaria parvula"], "6133": ["7380", "Malvella leprosa"], "2981": ["3634", "Quelea quelea"], "1866": ["4042", "Gazella gazella"], "6084": ["4190", "Sylvilagus cunicularius"], "4009": ["4241", "Sciurus carolinensis"], "949": ["2124", "Schistocerca lineata"], "7711": ["4969", "Teloschistes chrysophthalmus"], "94": ["142", "Pycnoscelus surinamensis"], "2714": ["5451", "Ophrys bertolonii"], "1622": ["771", "Hypena manalis"], "2997": ["3251", "Cardinalis sinuatus"], "248": ["7132", "Orobanche hederae"], "631": ["3918", "Ardenna creatopus"], "1097": ["5379", "Alophia drummondii"], "2631": ["2453", "Amphiprion bicinctus"], "6992": ["3651", "Regulus satrapa"], "6291": ["6819", "Polygala polygama"], "4177": ["5707", "Typha orientalis"], "3332": ["5135", "Craterellus calicornucopioides"], "1449": ["8137", "Neogastroclonium subarticulatum"], "7206": ["48", "Porrhothele antipodiana"], "7833": ["7591", "Ficus carica"], "1747": ["3478", "Cossypha caffra"], "6410": ["2352", "Platax teira"], "5580": ["1461", "Eunica monima"], "3756": ["4767", "Doris montereyensis"], "4756": ["1054", "Erynnis horatius"], "68": ["3616", "Passer montanus"], "7072": ["7443", "Oenothera cespitosa"], "2309": ["4450", "Uta stansburiana"], "3148": ["6645", "Lysimachia ciliata"], "6167": ["7441", "Oenothera biennis"], "2415": ["5910", "Coreopsis palmata"], "2742": ["3500", "Cinnyris osea"], "6876": ["3817", "Butorides virescens"], "8099": ["6154", "Viguiera dentata"], "3453": ["4349", "Rhinocheilus lecontei"], "7728": ["7996", "Hymenophyllum rarum"], "6306": ["5038", "Entoloma medianox"], "7558": ["4267", "Crocodylus palustris"], "3028": ["4893", "Laminaria setchellii"], "4112": ["474", "Reduvius personatus"], "4600": ["6672", "Acacia dealbata"], "2829": ["4461", "Plestiodon obsoletus"], "5030": ["2443", "Holacanthus ciliaris"], "2427": ["2867", "Mareca sibilatrix"], "2589": ["3358", "Furnarius leucopus"], "830": ["6282", "Tropaeolum majus"], "3547": ["6509", "Mentzelia oligosperma"], "4594": ["2411", "Lutjanus fulvus"], "4862": ["6088", "Senecio salignus"], "7756": ["6684", "Albizia julibrissin"], "550": ["4105", "Mephitis mephitis"], "5768": ["7317", "Passiflora lutea"], "4975": ["3713", "Tityra semifasciata"], "6173": ["3032", "Sternula antillarum"], "4467": ["5362", "Yucca brevifolia"], "3147": ["621", "Diaphania costata"], "4961": ["4694", "Haliotis iris"], "3576": ["4609", "Ophiothrix spiculata"], "3215": ["5955", "Gaillardia pinnatifida"], "4857": ["6901", "Asclepias obovata"], "7888": ["6051", "Polymnia canadensis"], "3094": ["1744", "Hemaris thysbe"], "3152": ["5488", "Commelina communis"], "3144": ["1962", "Onychogomphus forcipatus"], "6119": ["7607", "Pomaderris amoena"], "3038": ["6048", "Pityopsis graminifolia"], "7917": ["5579", "Carex granularis"], "1698": ["1955", "Erpetogomphus compositus"], "5779": ["3600", "Pooecetes gramineus"], "3863": ["2953", "Uria aalge"], "6430": ["4393", "Conolophus subcristatus"], "7392": ["4274", "Bronchocela cristatella"], "427": ["1517", "Megisto cymela"], "7164": ["4333", "Natrix maura"], "242": ["7210", "Veronica stricta"], "6561": ["5433", "Glossodia major"], "7834": ["2344", "Cirrhitichthys oxycephalus"], "4808": ["4692", "Haliotis cracherodii"], "5587": ["5400", "Aporostylis bifolia"], "6777": ["6373", "Opuntia streptacantha"], "8078": ["4613", "Mya arenaria"], "4072": ["6868", "Carya illinoinensis"], "1440": ["6835", "Castanea dentata"], "5294": ["817", "Orvasca subnotata"], "5838": ["5314", "Agave shawii"], "1208": ["1553", "Pyrrhogyra neaerea"], "1705": ["2599", "Bombina orientalis"], "870": ["6027", "Olearia colensoi"], "7563": ["442", "Chinavia hilaris"], "4433": ["6712", "Chamaecrista nictitans"], "1043": ["2721", "Eurycea bislineata"], "7896": ["7292", "Euphorbia polycarpa"], "3029": ["266", "Alaus oculatus"], "2916": ["1236", "Agrotis exclamationis"], "4461": ["6026", "Olearia avicenniifolia"], "5217": ["3752", "Turdus rufiventris"], "2660": ["2863", "Lophodytes cucullatus"], "1029": ["7938", "Thuja occidentalis"], "3510": ["3762", "Empidonax flaviventris"], "1448": ["7372", "Hibiscus moscheutos"], "1580": ["6308", "Salicornia pacifica"], "5359": ["7778", "Dudleya cymosa"], "2691": ["710", "Apantesis virguncula"], "6789": ["4211", "Castor canadensis"], "1929": ["2854", "Cygnus atratus"], "7252": ["7044", "Mentha pulegium"], "5910": ["2946", "Gymnogyps californianus"], "4368": ["4579", "Leptasterias hexactis"], "737": ["1843", "Libelloides coccajus"], "4888": ["2516", "Forsterygion lapillum"], "1679": ["593", "Vespula maculifrons"], "2431": ["5607", "Rhynchospora corniculata"], "4124": ["6967", "Galium angustifolium"], "6409": ["4954", "Lobaria anthraspis"], "891": ["4562", "Urticina grebelnyi"], "294": ["2134", "Gryllodes sigillatus"], "1786": ["5928", "Emilia fosbergii"], "1123": ["7785", "Hylotelephium telephium"], "2331": ["341", "Meromacrus acutus"], "6336": ["7771", "Dodonaea viscosa"], "5816": ["34", "Neoscona orizabensis"], "3578": ["6733", "Lathyrus hirsutus"], "2844": ["7823", "Saxifraga paniculata"], "5450": ["2190", "Menippe mercenaria"], "2603": ["7734", "Rhus copallinum"], "1595": ["859", "Zanclognatha laevigata"], "4984": ["7076", "Stachys coccinea"], "6871": ["6411", "Drosera brevifolia"], "2876": ["68", "Hentzia palmarum"], "4520": ["4251", "Tamias sonomae"], "7262": ["2707", "Ambystoma talpoideum"], "1137": ["7450", "Nymphaea ampla"], "4079": ["6637", "Phlox longifolia"], "8103": ["3259", "Pheucticus melanocephalus"], "5344": ["4769", "Doto columbiana"], "7119": ["2368", "Microcanthus strigatus"], "3692": ["6143", "Trixis californica"], "5851": ["6700", "Caesalpinia gilliesii"], "2535": ["3325", "Lagonosticta senegala"], "629": ["2651", "Pseudacris sierra"], "4578": ["6412", "Drosera capillaris"], "7932": ["4108", "Enhydra lutris"], "4443": ["3693", "Saltator coerulescens"], "3541": ["7697", "Rubus spectabilis"], "5007": ["5335", "Hesperaloe parviflora"], "1964": ["5601", "Dulichium arundinaceum"], "7426": ["7396", "Tilia cordata"], "2639": ["1440", "Coenonympha pamphilus"], "2557": ["3942", "Myiopsitta monachus"], "6352": ["5659", "Elymus elymoides"], "792": ["242", "Coccinella undecimpunctata"], "4789": ["5844", "Artemisia stelleriana"], "6959": ["4196", "Ceratotherium simum"], "1063": ["8028", "Blechnum blechnoides"], "3827": ["765", "Haploa lecontei"], "2825": ["6989", "Geranium caespitosum"], "3622": ["8002", "Trichomanes elongatum"], "7305": ["1479", "Heliconius hortense"], "4473": ["4532", "Rhinoclemmys areolata"], "761": ["2879", "Somateria spectabilis"], "2965": ["4589", "Patiriella regularis"], "7534": ["7364", "Adansonia digitata"], "842": ["1395", "Adelpha basiloides"], "6914": ["2842", "Aythya valisineria"], "2661": ["1860", "Coryphaeschna ingens"], "4855": ["1562", "Speyeria cybele"], "7360": ["7100", "Ligustrum obtusifolium"], "7404": ["7678", "Rosa setigera"], "7620": ["5349", "Muilla maritima"], "5859": ["2495", "Cephalopholis argus"], "7087": ["7531", "Anemone patens"], "7553": ["2678", "Lithobates berlandieri"], "2401": ["371", "Hormaphis hamamelidis"], "120": ["1524", "Moduza procris"], "5773": ["4114", "Martes martes"], "6910": ["6186", "Amsinckia tessellata"], "2123": ["7816", "Micranthes pensylvanica"], "4462": ["1839", "Thesprotia graminis"], "3736": ["2505", "Archosargus probatocephalus"], "2197": ["2730", "Plethodon dunni"], "2048": ["7093", "Proboscidea althaeifolia"], "3919": ["318", "Bombylius major"], "6629": ["3890", "Picoides pubescens"], "5678": ["2660", "Leiopelma hochstetteri"], "7787": ["7328", "Populus nigra"], "852": ["6057", "Pseudognaphalium stramineum"], "2466": ["256", "Psyllobora vigintiduopunctata"], "3218": ["7860", "Ipomoea ternifolia"], "3476": ["3770", "Myiarchus cinerascens"], "6174": ["2065", "Pantala flavescens"], "7030": ["2117", "Melanoplus femurrubrum"], "5132": ["6591", "Leucothoe fontanesiana"], "6562": ["7411", "Trapa natans"], "2026": ["7915", "Bazzania trilobata"], "5212": ["1303", "Morrisonia mucens"], "4077": ["2", "Eudistylia vancouveri"], "5436": ["4887", "Ecklonia radiata"], "823": ["4533", "Rhinoclemmys pulcherrima"], "5872": ["1084", "Poanes zabulon"], "369": ["4244", "Sciurus griseus"], "6582": ["5389", "Iris tenax"], "4469": ["2959", "Charadrius alexandrinus"], "4826": ["3787", "Tyrannus tyrannus"], "5841": ["6731", "Hosackia crassifolia"], "6933": ["1561", "Speyeria coronis"], "2993": ["726", "Catocala cerogama"], "3462": ["5623", "Agropyron cristatum"], "1371": ["2478", "Premnas biaculeatus"], "664": ["918", "Euchlaena serrata"], "828": ["7767", "Aesculus californica"], "2761": ["1948", "Somatochlora walshii"], "268": ["3362", "Cecropis abyssinica"], "3924": ["4398", "Ctenosaura similis"], "4665": ["387", "Texananus excultus"], "902": ["4104", "Mephitis macroura"], "372": ["7819", "Mitella nuda"], "4705": ["1316", "Orthosia cerasi"], "3889": ["519", "Chrysis angolensis"], "141": ["636", "Herpetogramma abdominalis"], "779": ["3944", "Pionus senilis"], "522": ["3114", "Treron vernans"], "277": ["5733", "Eryngium carlinae"], "1245": ["3213", "Gallinula chloropus"], "4996": ["3622", "Peucedramus taeniatus"], "2362": ["1540", "Phalanta phalantha"], "3833": ["1940", "Cordulegaster obliqua"], "2474": ["7109", "Castilleja applegatei"], "7624": ["5553", "Smilax aspera"], "2569": ["465", "Dysdercus bimaculatus"], "1690": ["8030", "Blechnum colensoi"], "4999": ["2163", "Orchelimum pulchellum"], "251": ["941", "Idaea aversata"], "5167": ["4856", "Acanthochitona zelandica"], "7267": ["688", "Syngamia florella"], "436": ["3455", "Toxostoma curvirostre"], "6938": ["1892", "Argia pallens"], "5475": ["7117", "Castilleja lemmonii"], "383": ["4808", "Tenellia albocrusta"], "6971": ["997", "Prochoerodes lineola"], "3906": ["5232", "Ptilium crista-castrensis"], "4075": ["1498", "Junonia oenone"], "5472": ["6606", "Rhododendron tomentosum"], "5658": ["1707", "Emesis emesia"], "6607": ["7291", "Euphorbia ophthalmica"], "2102": ["1571", "Vindula dejone"], "3676": ["7270", "Croton setiger"], "6147": ["3909", "Tachybaptus novaehollandiae"], "3580": ["5609", "Schoenoplectus californicus"], "3677": ["5032", "Cortinarius iodes"], "1812": ["1259", "Chloridea virescens"], "1155": ["6319", "Coryphantha erecta"], "3111": ["2805", "Spilornis cheela"], "6477": ["554", "Augochloropsis metallica"], "4348": ["1942", "Epitheca petechialis"], "6160": ["5305", "Zephyranthes drummondii"], "5054": ["485", "Xanthochilus saturnius"], "4315": ["1971", "Phanogomphus militaris"], "411": ["6904", "Asclepias speciosa"], "7311": ["5653", "Dactyloctenium aegyptium"], "2880": ["4933", "Usnea strigosa"], "6197": ["3292", "Cyanocorax yncas"], "7998": ["3446", "Margarops fuscatus"], "1778": ["4245", "Sciurus niger"], "1362": ["7008", "Campsis radicans"], "8130": ["7471", "Endodeca serpentaria"], "7922": ["5922", "Dittrichia viscosa"], "6484": ["5781", "Pseudopanax arboreus"], "7488": ["2186", "Pachygrapsus crassipes"], "7881": ["6451", "Eriogonum deflexum"], "6331": ["4707", "Norrisia norrisii"], "2196": ["770", "Hypena deceptalis"], "3421": ["2626", "Fejervarya kawamurai"], "5730": ["4665", "Lymnaea stagnalis"], "5762": ["7219", "Scrophularia nodosa"], "5695": ["4200", "Callithrix jacchus"], "941": ["6123", "Symphyotrichum novi-belgii"], "2202": ["1520", "Melitaea cinxia"], "6799": ["5119", "Gomphidius oregonensis"], "2106": ["6246", "Capsella bursa-pastoris"], "5947": ["4972", "Xanthomendoza fallax"], "993": ["2617", "Incilius mazatlanensis"], "7200": ["7379", "Malvaviscus arboreus"], "6691": ["3708", "Thraupis sayaca"], "3774": ["4412", "Rena dulcis"], "3743": ["5904", "Cirsium pitcheri"], "5453": ["3813", "Botaurus lentiginosus"], "7606": ["722", "Caenurgina erechtea"], "1460": ["2463", "Chromis viridis"], "6758": ["155", "Cantharis rustica"], "4507": ["3816", "Butorides striata"], "102": ["76", "Phidippus audax"], "7167": ["4426", "Sceloporus chrysostictus"], "1101": ["3818", "Egretta caerulea"], "7969": ["3646", "Pycnonotus goiavier"], "42": ["2455", "Amphiprion clarkii"], "2562": ["5438", "Hexalectris spicata"], "4657": ["1930", "Ischnura ramburii"], "2689": ["4103", "Crocuta crocuta"], "15": ["977", "Opisthograptis luteolata"], "6579": ["4961", "Peltigera canina"], "2082": ["6175", "Lobelia angulata"], "1884": ["3932", "Amazona autumnalis"], "7645": ["7929", "Juniperus monosperma"], "575": ["3825", "Ixobrychus sinensis"], "4870": ["6859", "Quercus rubra"], "295": ["6816", "Vicia villosa"], "238": ["7491", "Berberis thunbergii"], "6759": ["5002", "Battarrea phalloides"], "1978": ["3993", "Phalacrocorax varius"], "7568": ["3005", "Larus belcheri"], "1331": ["2893", "Tockus erythrorhynchus"], "2946": ["84", "Heteropoda venatoria"], "6337": ["8025", "Deparia acrostichoides"], "4183": ["2741", "Siren intermedia"], "1502": ["7394", "Thespesia populnea"], "6911": ["6523", "Sambucus nigra"], "6706": ["7429", "Clarkia rhomboidea"], "7131": ["2554", "Hippocampus pontohi"], "7703": ["5218", "Tremella foliacea"], "1749": ["2167", "Scudderia septentrionalis"], "3672": ["3109", "Streptopelia orientalis"], "4083": ["6992", "Geranium maculatum"], "3382": ["7436", "Eremothera boothii"], "3339": ["1026", "Amblyscirtes celia"], "5237": ["2964", "Charadrius nivosus"], "497": ["6573", "Chimaphila umbellata"], "4695": ["5564", "Hechtia texensis"], "6082": ["3069", "Tringa solitaria"], "912": ["6184", "Amsinckia intermedia"], "3633": ["3895", "Sphyrapicus varius"], "5068": ["5290", "Allium dichlamydeum"], "1845": ["4493", "Crotalus adamanteus"], "2887": ["54", "Oxyopes gracilipes"], "4184": ["7724", "Peraxilla tetrapetala"], "2332": ["644", "Lamprosema victoriae"], "4171": ["351", "Toxomerus occidentalis"], "4832": ["8051", "Cyrtomium falcatum"], "2091": ["4760", "Dendronotus venustus"], "7226": ["4925", "Platismatia glauca"], "5093": ["2121", "Pezotettix giornae"], "5285": ["4296", "Coluber flagellum"], "6670": ["6937", "Gentianopsis virgata"], "6816": ["6028", "Olearia ilicifolia"], "7483": ["2324", "Chaetodon trifascialis"], "6257": ["6109", "Solidago velutina"], "3291": ["7930", "Juniperus occidentalis"], "6443": ["7559", "Pulsatilla alpina"], "4928": ["6679", "Acmispon argophyllus"], "580": ["2421", "Morone chrysops"], "4762": ["3576", "Amphispiza bilineata"], "1505": ["5881", "Centaurea americana"], "1262": ["2180", "Romaleon antennarium"], "2909": ["480", "Corizus hyoscyami"], "7829": ["1990", "Lestes vigilax"], "1843": ["4658", "Spirula spirula"], "2399": ["2221", "Ligia exotica"], "3897": ["3498", "Chalcomitra senegalensis"], "2198": ["3227", "Acanthisitta chloris"], "2321": ["5908", "Conoclinium coelestinum"], "4107": ["6994", "Geranium pyrenaicum"], "5698": ["7590", "Ficus aurea"], "7920": ["8036", "Blechnum minus"], "2975": ["5115", "Xerocomellus dryophilus"], "7053": ["3439", "Entomyzon cyanotis"], "6666": ["6110", "Solidago virgaurea"], "1805": ["1718", "Attacus atlas"], "3186": ["1727", "Saturnia pyri"], "50": ["5678", "Oplismenus hirtellus"], "3350": ["28", "Mecynogea lemniscata"], "430": ["7077", "Stachys officinalis"], "5567": ["6660", "Samolus repens"], "2255": ["5482", "Spiranthes vernalis"], "2954": ["3210", "Fulica armillata"], "7286": ["6428", "Montia parvifolia"], "6263": ["1831", "Mantis religiosa"], "1600": ["457", "Nezara viridula"], "6183": ["777", "Hyperstrotia pervertens"], "5914": ["4799", "Polycera hedgpethi"], "5102": ["3199", "Gavia stellata"], "2961": ["6791", "Senna obtusifolia"], "5976": ["4818", "Arion hortensis"], "6774": ["4783", "Goniodoris castanea"], "4570": ["592", "Vespa velutina"], "1347": ["6839", "Quercus agrifolia"], "443": ["599", "Oegoconia novimundi"], "5053": ["7096", "Fraxinus pennsylvanica"], "7991": ["3132", "Pelargopsis capensis"], "7580": ["5789", "Schefflera actinophylla"], "1059": ["2486", "Scarus ghobban"], "6187": ["3840", "Mesembrinibis cayennensis"], "2175": ["1849", "Adversaeschna brevistyla"], "7930": ["5036", "Chondrostereum purpureum"], "710": ["1746", "Hippotion scrofa"], "7359": ["7063", "Salvia mexicana"], "3051": ["316", "Stichopogon trifasciatus"], "438": ["6807", "Trifolium wormskioldii"], "2944": ["7529", "Anemone hortensis"], "2107": ["31", "Neoscona crucifera"], "6825": ["324", "Aedes albopictus"], "5400": ["5776", "Hydrocotyle moschata"], "1776": ["4225", "Myocastor coypus"], "3520": ["3705", "Tangara vitriolina"], "5089": ["1684", "Epipaschia superatalis"], "3771": ["2397", "Stethojulis bandanensis"], "7868": ["5746", "Ligusticum scoticum"], "3802": ["5692", "Setaria parviflora"], "3192": ["3472", "Motacilla alba"], "7266": ["5114", "Xerocomellus chrysenteron"], "3281": ["746", "Diatenes aglossoides"], "4528": ["3502", "Hedydipna collaris"], "7369": ["2319", "Chaetodon ocellatus"], "2510": ["8083", "Polypodium glycyrrhiza"], "6990": ["1117", "Macrothylacia rubi"], "2532": ["6513", "Brandegea bigelovii"], "5593": ["1545", "Phyciodes tharos"], "5072": ["5042", "Laccaria laccata"], "2209": ["4257", "Tamiasciurus hudsonicus"], "7003": ["3233", "Acrocephalus scirpaceus"], "2641": ["1554", "Satyrus ferula"], "224": ["5577", "Carex flava"], "7242": ["2347", "Coryphaena hippurus"], "267": ["1016", "Timandra amaturaria"], "3939": ["3307", "Pyrrhocorax pyrrhocorax"], "7104": ["1478", "Heliconius charithonia"], "6970": ["5715", "Aciphylla subflabellata"], "3797": ["1978", "Stylogomphus albistylus"], "969": ["5621", "Luzula acuminata"], "4468": ["478", "Zelus tetracanthus"], "4991": ["5976", "Helianthus petiolaris"], "5975": ["7643", "Geum fragarioides"], "2912": ["6427", "Lewisia triphylla"], "6310": ["5989", "Isocoma acradenia"], "5968": ["2592", "Arothron nigropunctatus"], "4068": ["269", "Anoplotrupes stercorosus"], "3465": ["2861", "Dendrocygna javanica"], "5478": ["757", "Eudocima phalonia"], "1493": ["6483", "Euonymus alatus"], "5982": ["2403", "Thalassoma lunare"], "236": ["1582", "Eurytides philolaus"], "3582": ["171", "Cicindela sexguttata"], "7317": ["5145", "Inonotus dryadeus"], "99": ["8070", "Polystichum wawranum"], "2126": ["1286", "Helicoverpa zea"], "944": ["7266", "Croton fruticulosus"], "3839": ["6006", "Leucogenes grandiceps"], "2877": ["6106", "Solidago speciosa"], "6921": ["6837", "Fagus grandifolia"], "1033": ["2031", "Libellula depressa"], "8140": ["7899", "Cissus trifoliata"], "6219": ["6830", "Betula pumila"], "7849": ["1560", "Speyeria callippe"], "4138": ["5868", "Bradburia pilosa"], "5663": ["7846", "Ipomoea bracteata"], "1663": ["4044", "Hippotragus niger"], "6775": ["3087", "Columba livia"], "7915": ["408", "Sagotylus confluens"], "6567": ["1197", "Phaeostrymon alcestis"], "750": ["4228", "Callospermophilus lateralis"], "415": ["8067", "Polystichum munitum"], "1480": ["7716", "Laportea canadensis"], "6490": ["5069", "Gymnopus quercophilus"], "1735": ["5641", "Bromus diandrus"], "6467": ["6144", "Tussilago farfara"], "3154": ["7404", "Pimelea villosa"], "3857": ["6378", "Stenocereus gummosus"], "788": ["2279", "Naso brevirostris"], "7282": ["6537", "Dipsacus sativus"], "4733": ["2715", "Batrachoseps attenuatus"], "2607": ["2756", "Buteo galapagoensis"], "1656": ["6125", "Symphyotrichum pilosum"], "2218": ["247", "Halyzia sedecimguttata"], "6628": ["7967", "Pinus strobus"], "605": ["1943", "Epitheca semiaquea"], "5744": ["4101", "Ichneumia albicauda"], "6067": ["1438", "Chlosyne palla"], "4747": ["1841", "Chauliodes pectinicornis"], "3172": ["3980", "Fregata magnificens"], "4631": ["1632", "Delias hyparete"], "4164": ["2448", "Pomacanthus semicirculatus"], "6335": ["6035", "Osteospermum fruticosum"], "2005": ["4554", "Condylactis gigantea"], "2224": ["2967", "Charadrius semipalmatus"], "984": ["6074", "Senecio angulatus"], "7845": ["3512", "Baeolophus bicolor"], "4949": ["629", "Eustixia pupula"], "2787": ["4804", "Limacia cockerelli"], "479": ["6360", "Opuntia chlorotica"], "1671": ["5734", "Eryngium hookeri"], "4367": ["5921", "Dittrichia graveolens"], "7028": ["7822", "Saxifraga oppositifolia"], "5585": ["1728", "Sphingicampa hubbardi"], "1427": ["806", "Mocis latipes"], "2687": ["6261", "Hesperis matronalis"], "1851": ["3241", "Artamus leucorynchus"], "1503": ["1023", "Xanthorhoe labradorensis"], "5456": ["2442", "Genicanthus melanospilos"], "5957": ["1096", "Spathilepia clonius"], "2886": ["2773", "Circus hudsonius"], "3403": ["5994", "Lactuca biennis"], "441": ["5742", "Heracleum mantegazzianum"], "6487": ["17", "Argiope lobata"], "4514": ["1506", "Lethe eurydice"], "7740": ["969", "Nemoria bistriaria"], "6244": ["108", "Ixodes pacificus"], "5281": ["4854", "Paryphanta busbyi"], "7299": ["4980", "Leotia lubrica"], "6955": ["6191", "Cynoglossum virginianum"], "305": ["1058", "Erynnis tristis"], "2767": ["2158", "Meconema meridionale"], "3370": ["3135", "Coracias naevius"], "3357": ["4261", "Xerus inauris"], "1753": ["1353", "Trichordestra legitima"], "490": ["1593", "Papilio eurymedon"], "128": ["5727", "Cicuta bulbifera"], "4518": ["4476", "Aspidoscelis inornata"], "5722": ["439", "Banasa dimidiata"], "4364": ["3503", "Oriolus chinensis"], "7724": ["3345", "Haemorhous mexicanus"], "5449": ["423", "Oncopeltus fasciatus"], "7857": ["5189", "Polyporus squamosus"], "5665": ["6857", "Quercus nigra"], "2967": ["3026", "Rynchops niger"], "5470": ["7452", "Weinmannia racemosa"], "2244": ["2860", "Dendrocygna autumnalis"], "2467": ["4773", "Hermissenda opalescens"], "6812": ["8126", "Cryptopleura ruprechtiana"], "1859": ["7597", "Ceanothus integerrimus"], "5378": ["1320", "Panthea virginarius"], "897": ["4277", "Stellagama stellio"], "4115": ["4505", "Crotalus ravus"], "2137": ["1120", "Tolype laricis"], "5377": ["652", "Microcrambus biguttellus"], "192": ["1772", "Acleris semipurpurana"], "1900": ["7811", "Heuchera rubescens"], "1893": ["4285", "Lichanura trivirgata"], "3708": ["357", "Eurosta solidaginis"], "3601": ["5718", "Anisotome aromatica"], "5569": ["6166", "Campanula glomerata"], "1036": ["129", "Narceus annularis"], "7492": ["7019", "Tecoma stans"], "6344": ["5679", "Oryzopsis asperifolia"], "4730": ["2050", "Orthemis discolor"], "3163": ["6649", "Lysimachia quadriflora"], "81": ["2004", "Crocothemis erythraea"], "4278": ["5245", "Equisetum variegatum"], "1050": ["594", "Adela septentrionella"], "647": ["1827", "Zygaena filipendulae"], "4087": ["1164", "Habrodais grunus"], "3959": ["5929", "Emilia sonchifolia"], "3606": ["5343", "Maianthemum canadense"], "7389": ["5826", "Antennaria neglecta"], "3232": ["2021", "Ladona deplanata"], "1310": ["153", "Agrilus ruficollis"], "7243": ["3833", "Pelecanus conspicillatus"], "5699": ["6676", "Acacia retinodes"], "5308": ["1587", "Papilio aegeus"], "1334": ["7730", "Malosma laurina"], "343": ["6438", "Phytolacca octandra"], "630": ["4189", "Sylvilagus bachmani"], "4062": ["7432", "Epilobium canum"], "6947": ["4809", "Tenellia flavovulta"], "477": ["3899", "Aechmophorus occidentalis"], "4318": ["1265", "Condica vecors"], "2601": ["1402", "Aglais urticae"], "584": ["7948", "Picea rubens"], "2266": ["7660", "Prunus caroliniana"], "149": ["1695", "Spectrotrota fimbrialis"], "3912": ["4140", "Balaenoptera acutorostrata"], "4430": ["2790", "Kaupifalco monogrammicus"], "1834": ["2307", "Centropomus undecimalis"], "3364": ["304", "Forficula auricularia"], "3": ["514", "Xylocopa mexicanorum"], "159": ["4060", "Tragelaphus oryx"], "5480": ["2396", "Semicossyphus pulcher"], "4636": ["1913", "Enallagma hageni"], "735": ["6426", "Lewisia leeana"], "1488": ["537", "Diprion similis"], "1985": ["3873", "Dryocopus martius"], "5785": ["4465", "Tiliqua rugosa"], "871": ["6966", "Galium andrewsii"], "534": ["5911", "Coreopsis tinctoria"], "3297": ["6529", "Viburnum lentago"], "6340": ["4993", "Hypomyces chrysospermus"], "3222": ["3329", "Spermestes cucullata"], "8039": ["3252", "Habia fuscicauda"], "4963": ["6511", "Begonia gracilis"], "3369": ["3170", "Milvago chimango"], "2753": ["2296", "Seriola lalandi"], "6264": ["1066", "Hesperia leonardus"], "434": ["427", "Entylia carinata"], "2351": ["5651", "Cynodon dactylon"], "1971": ["6290", "Allenrolfea occidentalis"], "957": ["3535", "Geothlypis tolmiei"], "4890": ["5051", "Marasmius oreades"], "4565": ["2838", "Aythya ferina"], "1429": ["1932", "Ischnura verticalis"], "5516": ["1046", "Copaeodes aurantiaca"], "4180": ["2808", "Trigonoceps occipitalis"], "5642": ["1681", "Endotricha flammealis"], "5798": ["4965", "Dibaeis baeomyces"], "3075": ["803", "Metria amella"], "4054": ["1855", "Aeshna verticalis"], "3451": ["4855", "Rumina decollata"], "1838": ["1151", "Cupido amyntula"], "158": ["671", "Petrophila bifascialis"], "5327": ["541", "Camponotus sericeiventris"], "3444": ["109", "Leiobunum vittatum"], "4499": ["4329", "Leptophis ahaetulla"], "1581": ["2177", "Cancer irroratus"], "5541": ["4739", "Hallaxa chani"], "2526": ["6946", "Mitreola petiolata"], "3024": ["3066", "Tringa incana"], "485": ["3539", "Oporornis agilis"], "4534": ["7251", "Liriodendron tulipifera"], "2657": ["2473", "Parma unifasciata"], "7346": ["986", "Phigalia denticulata"], "7029": ["143", "Blatta orientalis"], "4044": ["6534", "Centranthus ruber"], "4771": ["8017", "Asplenium obtusatum"], "3333": ["3341", "Euphonia gouldi"], "8023": ["3042", "Actitis macularius"], "1592": ["8040", "Blechnum spicant"], "4941": ["1878", "Amphiagrion saucium"], "7080": ["2977", "Vanellus coronatus"], "2471": ["3874", "Dryocopus pileatus"], "8136": ["5195", "Trichaptum abietinum"], "2645": ["4359", "Thamnophis eques"], "2527": ["6861", "Quercus shumardii"], "7919": ["2232", "Echidna nebulosa"], "2152": ["3510", "Sinosuthora webbiana"], "26": ["6189", "Cordia sebestena"], "4868": ["4253", "Tamias striatus"], "6742": ["3853", "Phoenicopterus chilensis"], "5098": ["4918", "Flavopunctelia flaventior"], "1504": ["7883", "Solanum carolinense"], "5883": ["377", "Huaina inca"], "3821": ["1491", "Issoria lathonia"], "4676": ["5308", "Agave inaequidens"], "2552": ["6642", "Cyclamen hederifolium"], "4537": ["7071", "Scutellaria lateriflora"], "7437": ["2176", "Procambarus clarkii"], "2662": ["2921", "Chlorostilbon canivetii"], "1194": ["5717", "Angelica sylvestris"], "7564": ["1256", "Bryolymnia viridata"], "5827": ["1375", "Heterocampa obliqua"], "4734": ["7904", "Vitis arizonica"], "8128": ["1225", "Acronicta dactylina"], "3831": ["6009", "Liatris elegans"], "6613": ["1028", "Amblyscirtes nysa"], "3258": ["58", "Dolomedes albineus"], "4211": ["3274", "Aphelocoma insularis"], "3143": ["125", "Harpaphe haydeniana"], "6608": ["5738", "Eryngium yuccifolium"], "2558": ["1692", "Oneida lunulalis"], "2090": ["5206", "Russula sanguinea"], "2757": ["2048", "Neurothemis fulvia"], "5357": ["3585", "Melospiza lincolnii"], "4258": ["4701", "Testudinalia testudinalis"], "4281": ["3074", "Stercorarius maccormicki"], "2129": ["570", "Sphex ichneumoneus"], "1817": ["6280", "Limnanthes douglasii"], "5360": ["1957", "Erpetogomphus eutainia"], "7757": ["2362", "Plectorhinchus chaetodonoides"], "4903": ["7517", "Platystemon californicus"], "7417": ["2851", "Chloephaga picta"], "6534": ["2143", "Velarifictorus micado"], "6900": ["3715", "Campylorhynchus griseus"], "1267": ["4370", "Basiliscus vittatus"], "288": ["7801", "Ribes montigenum"], "4616": ["2807", "Torgos tracheliotos"], "3761": ["3145", "Momotus aequatorialis"], "5619": ["2179", "Glebocarcinus oregonensis"], "5952": ["4932", "Usnea rubicunda"], "2705": ["6767", "Melilotus officinalis"], "6560": ["2099", "Uropetala carovei"], "8129": ["5632", "Austroderia richardii"], "153": ["1910", "Enallagma durum"], "3247": ["3648", "Pycnonotus sinensis"], "2229": ["6677", "Acacia rigidula"], "4752": ["2103", "Camnula pellucida"], "1151": ["1298", "Magusa divaricata"], "5830": ["3677", "Sylvia atricapilla"], "19": ["5294", "Allium tricoccum"], "1302": ["6927", "Vincetoxicum hirundinaria"], "2284": ["4698", "Lottia limatula"], "3023": ["4305", "Dendrelaphis pictus"], "7402": ["7101", "Ligustrum quihoui"], "7358": ["4351", "Senticolis triaspis"], "74": ["5184", "Laetiporus sulphureus"], "1377": ["7733", "Rhus aromatica"], "6879": ["2611", "Bufo gargarizans"], "2669": ["3022", "Leucophaeus pipixcan"], "5649": ["697", "Drepana arcuata"], "5128": ["2779", "Geranoaetus polyosoma"], "3217": ["753", "Eubolina impartialis"], "1221": ["6091", "Silphium albiflorum"], "7431": ["2917", "Archilochus colubris"], "5145": ["5052", "Marasmius plicatulus"], "6260": ["4567", "Corynactis californica"], "7258": ["6995", "Geranium robertianum"], "5681": ["5413", "Corallorhiza trifida"], "4237": ["5991", "Jacobaea maritima"], "1788": ["7377", "Malva parviflora"], "3417": ["3778", "Pyrocephalus rubinus"], "4797": ["1918", "Hesperagrion heterodoxum"], "1608": ["1497", "Junonia lemonias"], "3246": ["6952", "Coprosma areolata"], "3213": ["2957", "Burhinus senegalensis"], "3891": ["410", "Sehirus cinctus"], "519": ["1354", "Tripudia quadrifera"], "6779": ["2081", "Sympetrum pallipes"], "3027": ["939", "Hypagyrtis unipunctata"], "5231": ["1729", "Scythris trivinctella"], "2036": ["5311", "Agave potatorum"], "7445": ["7431", "Clarkia unguiculata"], "1796": ["1549", "Polygonia interrogationis"], "4929": ["4873", "Phascolosoma agassizii"], "6370": ["4016", "Taeniurops meyeni"], "6627": ["1923", "Ischnura elegans"], "5189": ["5923", "Dyssodia papposa"], "4706": ["6510", "Petalonyx thurberi"], "5992": ["5058", "Mycena haematopus"], "4003": ["4920", "Hypogymnia physodes"], "5823": ["4958", "Pseudocyphellaria crocata"], "2830": ["4039", "Damaliscus lunatus"], "2376": ["7692", "Rubus parviflorus"], "8132": ["6292", "Amaranthus albus"], "7151": ["2968", "Charadrius tricollaris"], "7811": ["6029", "Olearia lineata"], "3983": ["146", "Periplaneta fuliginosa"], "2540": ["4945", "Ramalina leptocarpha"], "6903": ["6761", "Marina parryi"], "5319": ["4950", "Porpidia albocaerulescens"], "904": ["2435", "Pempheris compressa"], "3381": ["4041", "Eudorcas thomsonii"], "864": ["4174", "Pseudocheirus peregrinus"], "7774": ["5683", "Paspalum urvillei"], "6565": ["4611", "Nuttallia obscurata"], "1927": ["4037", "Cephalophus rufilatus"], "6804": ["5879", "Celmisia sessiliflora"], "1781": ["798", "Melipotis acontioides"], "121": ["73", "Opisthoncus polyphemus"], "6862": ["3663", "Acridotheres cristatellus"], "7324": ["6708", "Ceratonia siliqua"], "5746": ["6107", "Solidago uliginosa"], "6866": ["1061", "Heliopetes ericetorum"], "4396": ["1833", "Phyllovates chlorophaea"], "1047": ["1458", "Erebia ligea"], "4976": ["1834", "Stagmomantis californica"], "6385": ["6906", "Asclepias subulata"], "4680": ["7702", "Sanguisorba officinalis"], "3089": ["3405", "Molothrus ater"], "1601": ["520", "Bembix americana"], "7771": ["2261", "Umbra limi"], "4273": ["2606", "Anaxyrus punctatus"], "3623": ["5168", "Ganoderma oregonense"], "2841": ["6572", "Chimaphila maculata"], "3219": ["6528", "Viburnum lantanoides"], "1541": ["147", "Shelfordella lateralis"], "5392": ["7277", "Euphorbia dentata"], "5105": ["5941", "Erigeron philadelphicus"], "3113": ["5059", "Mycena interrupta"], "1181": ["7950", "Pinus attenuata"], "1655": ["875", "Cabera erythemaria"], "4045": ["7398", "Waltheria indica"], "7303": ["7341", "Melicytus alpinus"], "25": ["7041", "Mentha aquatica"], "4176": ["6587", "Gaylussacia baccata"], "743": ["6569", "Arctostaphylos glandulosa"], "2760": ["309", "Laphria macquarti"], "7220": ["7424", "Camissoniopsis bistorta"], "7230": ["5046", "Hygrophorus eburneus"], "6677": ["7747", "Citrus trifoliata"], "5869": ["7804", "Ribes uva-crispa"], "7644": ["3986", "Phalacrocorax auritus"], "3894": ["6277", "Peritoma serrulata"], "4772": ["2384", "Halichoeres hortulanus"], "8096": ["4185", "Lepus townsendii"], "4091": ["2740", "Triturus carnifex"], "856": ["7599", "Ceanothus leucodermis"], "3210": ["3260", "Piranga ludoviciana"], "4434": ["6450", "Eriogonum cinereum"], "2378": ["7360", "Helianthemum glomeratum"], "4122": ["5791", "Griselinia littoralis"], "784": ["2521", "Oncorhynchus kisutch"], "253": ["1936", "Telebasis salva"], "4985": ["7632", "Crataegus douglasii"], "5485": ["1106", "Urbanus dorantes"], "6623": ["3542", "Oreothlypis peregrina"], "7101": ["1716", "Antheraea polyphemus"], "2061": ["3", "Galeolaria hystrix"], "7821": ["5323", "Brodiaea terrestris"], "1419": ["2852", "Clangula hyemalis"], "5971": ["1472", "Greta morgane"], "7126": ["289", "Melolontha melolontha"], "7486": ["3698", "Sporophila minuta"], "6743": ["7928", "Juniperus horizontalis"], "1297": ["6630", "Linanthus dianthiflorus"], "113": ["5010", "Leucoagaricus leucothites"], "851": ["5425", "Dactylorhiza viridis"], "39": ["5745", "Ligusticum grayi"], "6300": ["3927", "Cacatua sanguinea"], "6342": ["2782", "Gypohierax angolensis"], "5928": ["306", "Dioctria hyalipennis"], "6650": ["3834", "Pelecanus crispus"], "2905": ["3287", "Cyanocitta cristata"], "3494": ["5983", "Hieracium aurantiacum"], "4436": ["4909", "Cladonia squamosa"], "2373": ["3613", "Passer griseus"], "1687": ["4730", "Ceratostoma foliatum"], "7158": ["2417", "Ptereleotris evides"], "3171": ["139", "Chamaesipho columna"], "3141": ["336", "Eupeodes americanus"], "3596": ["2550", "Hippocampus erectus"], "6440": ["5697", "Spartina alterniflora"], "5076": ["3868", "Dendrocopos minor"], "4218": ["7790", "Sedum obtusatum"], "152": ["6039", "Palafoxia rosea"], "4745": ["994", "Poecilasthena pulchraria"], "7475": ["7662", "Prunus dulcis"], "5474": ["6943", "Zeltnera texensis"], "4959": ["378", "Prosapia bicincta"], "4886": ["5576", "Carex eburnea"], "1040": ["3421", "Lanius bucephalus"], "1019": ["7232", "Lantana urticoides"], "5314": ["2148", "Romalea microptera"], "6897": ["922", "Euphyia intermediata"], "681": ["1188", "Lycaena phlaeas"], "1717": ["8077", "Loxogramme dictyopteris"], "7237": ["2914", "Anthracothorax nigricollis"], "6918": ["3164", "Falco naumanni"], "7797": ["5882", "Centaurea melitensis"], "5777": ["6724", "Genista monspessulana"], "6761": ["6662", "Trientalis europaea"], "763": ["6337", "Echinocereus engelmannii"], "3638": ["993", "Pleuroprucha insulsaria"], "2247": ["303", "Zopherus nodulosus"], "3449": ["2095", "Didymops transversa"], "2824": ["8117", "Botrychium lunaria"], "5687": ["5080", "Panaeolus papilionaceus"], "1425": ["1706", "Caria ino"], "4014": ["2230", "Anguilla dieffenbachii"], "4684": ["4246", "Sciurus vulgaris"], "2237": ["7156", "Mimulus torreyi"], "5381": ["526", "Andricus fullawayi"], "2097": ["2439", "Trachinops taeniatus"], "6514": ["3462", "Terpsiphone viridis"], "4080": ["5806", "Alseuosmia macrophylla"], "1481": ["665", "Parapoynx badiusalis"], "5708": ["86", "Leucauge argyra"], "319": ["7845", "Ipomoea batatas"], "2936": ["3667", "Aplonis panayensis"], "6049": ["3908", "Tachybaptus dominicus"], "3054": ["3771", "Myiarchus crinitus"], "1635": ["6840", "Quercus alba"], "3616": ["2931", "Heliomaster constantii"], "3359": ["572", "Myzinum quinquecinctum"], "352": ["3423", "Lanius collurio"], "1562": ["4784", "Okenia rosacea"], "3837": ["3014", "Larus heermanni"], "3367": ["7782", "Echeveria gibbiflora"], "1897": ["5300", "Narcissus tazetta"], "7447": ["952", "Leptostales pannaria"], "3110": ["3447", "Melanoptila glabrirostris"], "1351": ["2616", "Incilius marmoreus"], "5591": ["3350", "Loxia curvirostra"], "5477": ["7494", "Mahonia bealei"], "5389": ["2800", "Polemaetus bellicosus"], "3642": ["3468", "Anthus spinoletta"], "6912": ["3118", "Zenaida galapagoensis"], "3237": ["3211", "Fulica atra"], "7235": ["6779", "Phaseolus coccineus"], "923": ["2747", "Accipiter cooperii"], "1422": ["4847", "Philomycus carolinianus"], "7457": ["2855", "Cygnus buccinator"], "2622": ["7983", "Cyathea medullaris"], "4335": ["7486", "Berberis aquifolium"], "73": ["7542", "Clematis forsteri"], "906": ["4876", "Leathesia marina"], "3253": ["2289", "Plagiotremus tapeinosoma"], "3106": ["4281", "Ophisaurus attenuatus"], "3242": ["6560", "Impatiens pallida"], "5431": ["4475", "Aspidoscelis hyperythra"], "7827": ["2699", "Chiromantis xerampelina"], "1538": ["6195", "Eriodictyon californicum"], "5286": ["4079", "Cerdocyon thous"], "1560": ["6640", "Polemonium reptans"], "255": ["211", "Chrysomela scripta"], "3546": ["5200", "Lactarius rubrilacteus"], "7688": ["6313", "Acanthocereus tetragonus"], "803": ["4110", "Lontra longicaudis"], "5418": ["5612", "Scirpus microcarpus"], "5374": ["2933", "Ocreatus underwoodii"], "2889": ["1821", "Syndemis afflictana"], "3965": ["3497", "Anthreptes malacensis"], "4417": ["1521", "Melitaea phoebe"], "954": ["6918", "Cynanchum louiseae"], "6771": ["6535", "Dipsacus fullonum"], "3809": ["2395", "Pseudolabrus guentheri"], "5549": ["3482", "Monticola saxatilis"], "6287": ["5319", "Arthropodium cirratum"], "2265": ["797", "Macrochilo absorptalis"], "1983": ["824", "Perina nuda"], "4677": ["6765", "Medicago sativa"], "6148": ["6631", "Linanthus pungens"], "6763": ["5504", "Uvularia sessilifolia"], "4249": ["4183", "Lepus californicus"], "4869": ["4718", "Cominella virgata"], "1511": ["340", "Merodon equestris"], "4973": ["2731", "Plethodon serratus"], "6886": ["5700", "Stenotaphrum secundatum"], "6940": ["209", "Chrysolina fastuosa"], "5331": ["5515", "Calochortus monophyllus"], "7639": ["2501", "Plectropomus leopardus"], "4938": ["1781", "Argyrotaenia quercifoliana"], "6814": ["3255", "Passerina ciris"], "6966": ["3374", "Pygochelidon cyanoleuca"], "623": ["602", "Limnaecia phragmitella"], "853": ["509", "Eulaema polychroma"], "2861": ["57", "Peucetia viridans"], "1898": ["3110", "Streptopelia roseogrisea"], "2737": ["4441", "Sceloporus torquatus"], "1915": ["5980", "Heterotheca sessiliflora"], "2493": ["728", "Catocala relicta"], "2437": ["2688", "Pelophylax bedriagae"], "5961": ["3790", "Prionops plumatus"], "579": ["3798", "Vireo huttoni"], "467": ["4824", "Zachrysia provisoria"], "3274": ["7508", "Dicentra cucullaria"], "685": ["3377", "Stelgidopteryx serripennis"], "4189": ["3595", "Peucaea carpalis"], "6465": ["3721", "Thryomanes bewickii"], "8125": ["3968", "Glaucidium brasilianum"], "3564": ["5014", "Amanita amerirubescens"], "1368": ["5117", "Xerocomus subtomentosus"], "375": ["7122", "Castilleja subinclusa"], "8101": ["3819", "Egretta garzetta"], "8134": ["5174", "Gloeoporus dichrous"], "2901": ["2042", "Libellula vibrans"], "581": ["365", "Riptortus pedestris"], "3941": ["279", "Pyrochroa coccinea"], "1724": ["7218", "Scrophularia marilandica"], "4531": ["4539", "Chersina angulata"], "2154": ["1895", "Argia sedula"], "6361": ["3297", "Dendrocitta vagabunda"], "7339": ["4557", "Oulactis magna"], "7383": ["3068", "Tringa semipalmata"], "6547": ["4411", "Pseudaspis cana"], "1745": ["2211", "Aratus pisonii"], "6516": ["8071", "Rumohra adiantiformis"], "5610": ["1481", "Hermeuptychia hermybius"], "1039": ["5652", "Dactylis glomerata"], "7046": ["1696", "Tosale oviplagalis"], "4247": ["6654", "Primula elatior"], "7572": ["7966", "Pinus sabiniana"], "2895": ["2187", "Emerita analoga"], "696": ["2509", "Pagrus auratus"], "7550": ["947", "Ilexia intractata"], "7079": ["5973", "Helianthus giganteus"], "3805": ["3735", "Sialia currucoides"], "5693": ["3198", "Gavia pacifica"], "2012": ["1499", "Junonia orithya"], "6953": ["4910", "Cladonia stellaris"], "4427": ["7302", "Ricinus communis"], "5889": ["1505", "Lethe anthedon"], "3838": ["6082", "Senecio hispidulus"], "5178": ["7301", "Mercurialis perennis"], "4480": ["7090", "Utricularia subulata"], "4400": ["4889", "Eisenia arborea"], "3079": ["849", "Tetanolita floridana"], "3744": ["2061", "Orthetrum testaceum"], "834": ["401", "Anisoscelis luridus"], "6772": ["7461", "Oxalis magellanica"], "2410": ["7125", "Conopholis americana"], "7498": ["5410", "Chiloglottis cornuta"], "844": ["3445", "Dumetella carolinensis"], "4710": ["3481", "Luscinia megarhynchos"], "6531": ["2553", "Hippocampus kuda"], "2388": ["286", "Euphoria sepulcralis"], "578": ["1810", "Olethreutes fasciatana"], "206": ["7128", "Euphrasia cuneata"], "7830": ["7615", "Acaena anserinifolia"], "1238": ["6406", "Stellaria longipes"], "133": ["5531", "Lilium bulbiferum"], "7316": ["4781", "Pteraeolidia semperi"], "1714": ["7257", "Magnolia virginiana"], "2122": ["6220", "Pentaglottis sempervirens"], "7981": ["2371", "Achoerodus viridis"], "249": ["6670", "Acacia constricta"], "1949": ["5709", "Heliconia rostrata"], "2872": ["1798", "Endothenia hebesana"], "3226": ["44", "Dysdera crocata"], "1955": ["7881", "Physalis peruviana"], "4392": ["2489", "Sparisoma aurofrenatum"], "6694": ["6395", "Silene gallica"], "3822": ["7624", "Amelanchier utahensis"], "7464": ["6803", "Trifolium pratense"], "7867": ["2233", "Gymnothorax eurostus"], "333": ["4742", "Aldisa sanguinea"], "8081": ["7262", "Acalypha phleoides"], "670": ["7560", "Ranunculus abortivus"], "3390": ["7942", "Abies fraseri"], "6006": ["5681", "Paspalum notatum"], "2768": ["4919", "Hypogymnia imshaugii"], "6127": ["3578", "Artemisiospiza nevadensis"], "7296": ["7366", "Callirhoe involucrata"], "7135": ["87", "Leucauge venusta"], "5891": ["5924", "Echinacea angustifolia"], "3702": ["1262", "Chrysodeixis eriosoma"], "1326": ["111", "Centruroides sculpturatus"], "2435": ["656", "Nacoleia rhoeoalis"], "2763": ["7894", "Solanum tridynamum"], "2986": ["4119", "Mustela putorius"], "2828": ["3467", "Anthus rufulus"], "2545": ["7028", "Galeopsis bifida"], "5559": ["1656", "Pontia edusa"], "2315": ["1941", "Epitheca cynosura"], "3395": ["5803", "Ilex opaca"], "2286": ["1074", "Ochlodes sylvanoides"], "499": ["5421", "Cypripedium montanum"], "207": ["6138", "Tithonia tubaeformis"], "4998": ["2274", "Acanthurus olivaceus"], "6418": ["7190", "Penstemon rostriflorus"], "3047": ["6664", "Sarracenia minor"], "6913": ["198", "Tetraopes tetrophthalmus"], "3714": ["3013", "Larus glaucoides"], "3188": ["1502", "Kaniska canace"], "3062": ["5185", "Neofavolus alveolaris"], "4582": ["7902", "Parthenocissus tricuspidata"], "1349": ["13", "Argiope appensa"], "7846": ["5193", "Trametes hirsuta"], "5950": ["7526", "Anemone berlandieri"], "7221": ["2234", "Gymnothorax flavimarginatus"], "4454": ["5007", "Lepiota magnispora"], "4074": ["1406", "Anartia fatima"], "200": ["2218", "Armadillidium vulgare"], "7430": ["7225", "Duranta erecta"], "4058": ["1596", "Papilio machaon"], "6238": ["5953", "Facelis retusa"], "1996": ["1777", "Archips purpurana"], "5749": ["4927", "Platismatia tuckermanii"], "298": ["1503", "Lasiommata maera"], "756": ["946", "Idaea tacturata"], "3420": ["6054", "Psathyrotes ramosissima"], "4691": ["2639", "Hyla japonica"], "4224": ["7957", "Pinus halepensis"], "956": ["5771", "Aralia nudicaulis"], "621": ["2588", "Ostracion cubicus"], "1872": ["7017", "Podranea ricasoliana"], "5628": ["4193", "Ochotona princeps"], "6348": ["5073", "Armillaria tabescens"], "4969": ["819", "Palthis asopialis"], "7349": ["1861", "Epiaeschna heros"], "7474": ["7381", "Melochia pyramidata"], "4051": ["4078", "Canis latrans"], "2077": ["404", "Leptoglossus occidentalis"], "2978": ["2610", "Bufo bufo"], "6730": ["3803", "Zosterops palpebrosus"], "7948": ["4218", "Coendou mexicanus"], "7408": ["557", "Megarhyssa atrata"], "1107": ["8037", "Blechnum montanum"], "3645": ["6099", "Solidago juncea"], "7522": ["1454", "Dryas iulia"], "3848": ["2965", "Charadrius obscurus"], "1903": ["7551", "Delphinium carolinianum"], "3712": ["4497", "Crotalus cerastes"], "5964": ["3412", "Quiscalus mexicanus"], "144": ["2229", "Anguilla australis"], "4423": ["4570", "Pseudodiploria strigosa"], "4937": ["2431", "Upeneus tragula"], "1746": ["1534", "Nymphalis l-album"], "6001": ["5490", "Commelina diffusa"], "5296": ["888", "Cladara atroliturata"], "889": ["6403", "Spergularia macrotheca"], "6153": ["7863", "Jacquemontia tamnifolia"], "2805": ["1867", "Calopteryx aequabilis"], "2483": ["2793", "Milvus migrans"], "300": ["4097", "Helogale parvula"], "331": ["6550", "Plectritis macrocera"], "7976": ["7127", "Epifagus virginiana"], "5895": ["8006", "Osmundastrum cinnamomeum"], "2902": ["6554", "Triosteum aurantiacum"], "5448": ["5583", "Carex magellanica"], "3227": ["3012", "Larus glaucescens"], "4002": ["5344", "Maianthemum dilatatum"], "6685": ["6739", "Lathyrus vernus"], "1119": ["5784", "Pseudopanax ferox"], "3899": ["3015", "Larus hyperboreus"], "4878": ["3532", "Cardellina pusilla"], "7247": ["481", "Jadera haematoloma"], "1853": ["561", "Dasymutilla sackenii"], "6333": ["24", "Gasteracantha cancriformis"], "7031": ["7877", "Physalis angulata"], "1432": ["6882", "Amsonia tabernaemontana"], "6097": ["469", "Melanolestes picipes"], "7796": ["3841", "Phimosus infuscatus"], "7609": ["870", "Anachloris subochraria"], "651": ["6822", "Alnus rubra"], "5197": ["5100", "Lepista nuda"], "1639": ["1130", "Anthene emolus"], "7097": ["4802", "Triopha catalinae"], "2682": ["674", "Pyrausta bicoloralis"], "4365": ["4440", "Sceloporus siniferus"], "1702": ["1093", "Pyrgus oileus"], "5784": ["2037", "Libellula needhami"], "2199": ["7518", "Pseudofumaria lutea"], "1074": ["1323", "Phlogophora iris"], "5058": ["7711", "Ulmus parvifolia"], "287": ["3719", "Cistothorus palustris"], "3956": ["5643", "Bromus kalmii"], "3182": ["5721", "Apium nodiflorum"], "3944": ["1445", "Danaus gilippus"], "7895": ["7825", "Tellima grandiflora"], "3159": ["7875", "Nicotiana glauca"], "4610": ["1018", "Traminda aventiaria"], "7630": ["7223", "Polypremum procumbens"], "1169": ["1977", "Progomphus obscurus"], "5155": ["3376", "Stelgidopteryx ruficollis"], "3191": ["2794", "Milvus milvus"], "1401": ["6307", "Krascheninnikovia lanata"], "3118": ["7774", "Liquidambar styraciflua"], "4904": ["7119", "Castilleja parviflora"], "6360": ["6060", "Psilostrophe tagetina"], "1049": ["6563", "Diospyros virginiana"], "2988": ["3001", "Hydroprogne caspia"], "5751": ["3869", "Dendrocopos syriacus"], "2149": ["1134", "Atlides halesus"], "3588": ["1087", "Polygonus leo"], "2919": ["6258", "Erysimum cheiranthoides"], "6929": ["1394", "Acraea terpsicore"], "5372": ["4474", "Aspidoscelis gularis"], "6294": ["7001", "Avicennia marina"], "8040": ["1391", "Schizura ipomaeae"], "1112": ["4252", "Tamias speciosus"], "695": ["1132", "Aricia agestis"], "5831": ["6396", "Silene laciniata"], "2764": ["3123", "Corythornis cristatus"], "1790": ["6303", "Dysphania pumilio"], "7009": ["7997", "Hymenophyllum revolutum"], "5979": ["1091", "Pyrgus malvae"], "303": ["2780", "Geranospiza caerulescens"], "4693": ["1154", "Cyaniris semiargus"], "7505": ["3419", "Corvinella melanoleuca"], "4804": ["6979", "Ixora coccinea"], "2864": ["8125", "Microcladia coulteri"], "5960": ["4390", "Lepidodactylus lugubris"], "4835": ["4743", "Cadlina flavomaculata"], "23": ["510", "Melissodes bimaculatus"], "3402": ["4845", "Liguus fasciatus"], "2166": ["4129", "Mirounga angustirostris"], "2972": ["2357", "Padogobius bonelli"], "3700": ["3637", "Polioptila californica"], "6821": ["4681", "Pomatias elegans"], "3788": ["4429", "Sceloporus formosus"], "6980": ["1546", "Polygonia c-album"], "2176": ["6965", "Diodia virginiana"], "7473": ["2377", "Coris julis"], "2035": ["5624", "Aira caryophyllea"], "2468": ["5689", "Poa pratensis"], "4650": ["1434", "Chlosyne harrisii"], "5853": ["2215", "Hemigrapsus sanguineus"], "5657": ["3662", "Spindalis zena"], "3535": ["6818", "Polygala paucifolia"], "7935": ["6798", "Thermopsis californica"], "3057": ["3153", "Crotophaga major"], "6688": ["4405", "Podarcis siculus"], "7452": ["4031", "Aepyceros melampus"], "1281": ["7741", "Toxicodendron diversilobum"], "5640": ["504", "Bombus rufocinctus"], "2729": ["6897", "Asclepias incarnata"], "6009": ["6181", "Selliera radicans"], "3926": ["7574", "Ranunculus reflexus"], "6018": ["5255", "Lycopodium deuterodensum"], "5141": ["4188", "Sylvilagus audubonii"], "2416": ["1029", "Amblyscirtes vialis"], "5618": ["2349", "Echeneis naucrates"], "2377": ["7032", "Hedeoma reverchonii"], "5496": ["1673", "Sphenarches anisodactylus"], "8064": ["5584", "Carex oligosperma"], "5190": ["7308", "Hypericum gentianoides"], "7923": ["959", "Lytrosis unitaria"], "4501": ["3492", "Saxicola caprata"], "3282": ["5650", "Chloris verticillata"], "568": ["5125", "Suillus americanus"], "824": ["5581", "Carex lacustris"], "6220": ["397", "Acanthocephala alata"], "6081": ["3797", "Vireo griseus"], "2620": ["4726", "Triplofusus giganteus"], "3574": ["4004", "Carcharhinus amblyrhynchos"], "2258": ["964", "Melanolophia signataria"], "1769": ["3520", "Periparus ater"], "2684": ["3401", "Icterus prosthemelas"], "2597": ["1988", "Lestes inaequalis"], "5427": ["6183", "Phyllachne colensoi"], "7908": ["2816", "Anas erythrorhyncha"], "8071": ["1547", "Polygonia c-aureum"], "7014": ["6069", "Rudbeckia subtomentosa"], "3669": ["1085", "Polites mystic"], "7007": ["6608", "Vaccinium arboreum"], "6422": ["4895", "Saccharina latissima"], "6176": ["968", "Nematocampa resistaria"], "6986": ["6958", "Coprosma perpusilla"], "4330": ["7866", "Datura discolor"], "4116": ["6756", "Lupinus texensis"], "657": ["2040", "Libellula saturata"], "6601": ["3602", "Spizella pallida"], "3176": ["4755", "Cuthona divae"], "2785": ["6804", "Trifolium repens"], "6994": ["4897", "Nereocystis luetkeana"], "2726": ["1005", "Scopula umbilicata"], "7298": ["7788", "Sedum dasyphyllum"], "489": ["6675", "Acacia paradoxa"], "41": ["663", "Palpita quadristigmalis"], "4361": ["1206", "Rapala pheretima"], "431": ["5693", "Setaria pumila"], "709": ["249", "Harmonia conformis"], "3689": ["956", "Lomographa glomeraria"], "4142": ["1897", "Argia translata"], "7897": ["2878", "Somateria mollissima"], "156": ["3838", "Pelecanus thagus"], "6237": ["2202", "Loxorhynchus grandis"], "4618": ["6219", "Onosmodium bejariense"], "3434": ["7817", "Micranthes tolmiei"], "444": ["2671", "Ranoidea raniformis"], "1686": ["3033", "Thalasseus elegans"], "4726": ["6991", "Geranium lucidum"], "6982": ["3528", "Poecile sclateri"], "6020": ["5006", "Coprinus comatus"], "6461": ["967", "Milionia zonea"], "2426": ["7999", "Hymenophyllum scabrum"], "1062": ["612", "Condylorrhiza vestigialis"], "2271": ["2753", "Aquila rapax"], "6673": ["3342", "Euphonia laniirostris"], "5525": ["4956", "Lobaria quercizans"], "3753": ["1182", "Lycaena epixanthe"], "5291": ["6656", "Primula jeffreyi"], "3260": ["2562", "Balistoides viridescens"], "3304": ["1462", "Eunica tatila"], "1527": ["3645", "Pycnonotus aurigaster"], "3707": ["6602", "Rhododendron ferrugineum"], "2891": ["1508", "Lexias pardalis"], "2117": ["6441", "Limonium carolinianum"], "2148": ["5627", "Andropogon glomeratus"], "3655": ["2901", "Streptoprocne zonaris"], "636": ["5198", "Hericium americanum"], "3791": ["6295", "Atriplex leucophylla"], "4811": ["428", "Platycotis vittata"], "4397": ["2022", "Ladona julia"], "5597": ["1263", "Chrysodeixis includens"], "7957": ["484", "Myodocha serripes"], "1290": ["1644", "Nathalis iole"], "6713": ["3704", "Tangara larvata"], "6769": ["1689", "Hypsopygia costalis"], "1359": ["1863", "Nasiaeschna pentacantha"], "2857": ["2949", "Cepphus columba"], "798": ["2332", "Heniochus chrysostomus"], "2406": ["3239", "Galerida cristata"], "385": ["333", "Eristalis dimidiata"], "3786": ["4269", "Sphenodon punctatus"], "3584": ["2848", "Bucephala islandica"], "6117": ["4315", "Hypsiglena ochrorhyncha"], "973": ["3551", "Setophaga caerulescens"], "4838": ["305", "Labidura riparia"], "2407": ["1040", "Carcharodus alceae"], "1683": ["5968", "Helenium flexuosum"], "1452": ["2565", "Odonus niger"], "3850": ["4007", "Heterodontus francisci"], "4201": ["418", "Lygaeus equestris"], "1199": ["5664", "Hordeum pusillum"], "3952": ["2046", "Micrathyria hagenii"], "665": ["3219", "Porphyrio melanotus"], "6770": ["3850", "Phaethon lepturus"], "903": ["2745", "Styela montereyensis"], "4802": ["3961", "Athene brama"], "3375": ["6397", "Silene latifolia"], "7132": ["4733", "Nucella lapillus"], "5069": ["885", "Chrysolarentia mecynata"], "7107": ["3733", "Myadestes occidentalis"], "913": ["174", "Colliuris pensylvanica"], "3648": ["3392", "Icterus bullockii"], "6936": ["616", "Crambus laqueatellus"], "2120": ["3953", "Nestor meridionalis"], "2329": ["3617", "Petronia petronia"], "8141": ["4486", "Pholidoscelis exsul"], "7926": ["1304", "Mythimna albipuncta"], "7526": ["7856", "Ipomoea pedicellaris"], "6125": ["5267", "Orontium aquaticum"], "3938": ["6479", "Portulaca oleracea"], "2528": ["6987", "Erodium cicutarium"], "3485": ["2515", "Enneapterygius atrogulare"], "4458": ["7631", "Cotoneaster simonsii"], "5876": ["1807", "Gymnandrosoma punctidiscanum"], "6748": ["2281", "Prionurus microlepidotus"], "7626": ["4515", "Chelonia mydas"], "3611": ["4745", "Cadlina modesta"], "6690": ["187", "Neoclytus acuminatus"], "5158": ["6237", "Alliaria petiolata"], "1520": ["1407", "Anartia jatrophae"], "6586": ["6257", "Erysimum capitatum"], "1128": ["6361", "Opuntia cochenillifera"], "4092": ["1184", "Lycaena helloides"], "7103": ["3460", "Hypothymis azurea"], "1322": ["5380", "Aristea ecklonii"], "1543": ["1456", "Elymnias hypermnestra"], "6896": ["352", "Volucella pellucens"], "7556": ["2869", "Melanitta americana"], "5173": ["6875", "Comptonia peregrina"], "5696": ["5456", "Ophrys sphegodes"], "2835": ["1027", "Amblyscirtes hegon"], "1930": ["886", "Cingilia catenaria"], "5644": ["805", "Mocis frugalis"], "1977": ["7164", "Collinsia verna"], "1013": ["1108", "Urbanus proteus"], "7219": ["6241", "Barbarea vulgaris"], "1532": ["4840", "Helminthoglypta tudiculata"], "5862": ["1674", "Aglossa costiferalis"], "1057": ["2096", "Macromia illinoiensis"], "6803": ["6896", "Asclepias humistrata"], "4050": ["4618", "Perna canaliculus"], "4031": ["5164", "Postia caesia"], "7152": ["6777", "Pediomelum linearifolium"], "234": ["5285", "Sabal mexicana"], "2644": ["5604", "Eriophorum virginicum"], "1988": ["3738", "Turdus amaurochalinus"], "4820": ["3295", "Cyanopica cyanus"], "4372": ["7185", "Penstemon newberryi"], "1381": ["2178", "Cancer productus"], "7959": ["2214", "Hemigrapsus nudus"], "4306": ["7561", "Ranunculus alismifolius"], "7947": ["3804", "Ardea alba"], "5913": ["361", "Acanthosoma haemorrhoidale"], "5433": ["3138", "Merops bullockoides"], "3475": ["3238", "Eremophila alpestris"], "8028": ["6749", "Lupinus chamissonis"], "1566": ["3597", "Pipilo chlorurus"], "5884": ["4220", "Thomomys bottae"], "6864": ["4115", "Martes pennanti"], "5073": ["4663", "Nerita melanotragus"], "3778": ["6643", "Cyclamen persicum"], "6501": ["6345", "Ferocactus echidne"], "1373": ["5426", "Dendrobium cunninghamii"], "7185": ["2587", "Lactoria fornasini"], "154": ["1189", "Lycaena rubidus"], "7600": ["8073", "Lindsaea trichomanoides"], "5260": ["391", "Henicopsaltria eydouxii"], "5096": ["6628", "Leptosiphon bicolor"], "7032": ["6800", "Trifolium arvense"], "5435": ["4703", "Cellana ornata"], "5564": ["4352", "Spilotes pullatus"], "3255": ["5090", "Gymnopilus ventricosus"], "5560": ["2510", "Rhabdosargus sarba"], "7318": ["2328", "Chelmonops truncatus"], "5364": ["6011", "Lindheimera texana"], "6136": ["4309", "Haldea striatula"], "1100": ["5163", "Piptoporus betulinus"], "2634": ["4025", "Orectolobus maculatus"], "2231": ["5594", "Carex stipata"], "1842": ["4915", "Evernia mesomorpha"], "105": ["1452", "Doxocopa pavon"], "7082": ["6772", "Neptunia pubescens"], "7149": ["7827", "Calystegia collina"], "8017": ["8014", "Asplenium lyallii"], "4435": ["4085", "Vulpes macrotis"], "1189": ["1428", "Cercyonis oetus"], "3347": ["5230", "Rhytidiadelphus triquetrus"], "5551": ["5264", "Arisaema dracontium"], "7037": ["5398", "Acianthus sinclairii"], "1548": ["3216", "Gallirallus australis"], "5927": ["3552", "Setophaga citrina"], "5325": ["1504", "Lasiommata megera"], "6898": ["2677", "Hylarana latouchii"], "5724": ["3660", "Sitta europaea"], "543": ["2538", "Ameiurus natalis"], "4711": ["1532", "Nymphalis antiopa"], "3902": ["200", "Trichocnemis spiculatus"], "948": ["7701", "Sanguisorba canadensis"], "4393": ["6743", "Lupinus albifrons"], "2850": ["3694", "Saltator maximus"], "3532": ["4529", "Trachemys scripta"], "4571": ["7137", "Pedicularis densiflora"], "2173": ["5366", "Yucca pallida"], "2294": ["328", "Pogonortalis doclea"], "2316": ["1672", "Pterophorus pentadactyla"], "2346": ["4480", "Aspidoscelis sonorae"], "1997": ["7554", "Delphinium patens"], "61": ["3969", "Glaucidium perlatum"], "6854": ["729", "Catocala vidua"], "241": ["4878", "Fucus distichus"], "1236": ["3332", "Acanthis cabaret"], "2856": ["4814", "Elysia crispata"], "1715": ["4297", "Coluber fuliginosus"], "7990": ["7635", "Dasiphora fruticosa"], "1731": ["8108", "Arthropteris tenella"], "5571": ["4011", "Dasyatis brevicaudata"], "6919": ["5912", "Cosmos sulphureus"], "1797": ["1176", "Lycaena alciphron"], "4988": ["6492", "Ascarina lucida"], "3795": ["179", "Arhopalus ferus"], "6100": ["1712", "Rhetus arcius"], "2530": ["2484", "Chlorurus sordidus"], "4337": ["1815", "Platynota exasperatana"], "6315": ["1425", "Brintesia circe"], "816": ["5054", "Megacollybia rodmanii"], "2289": ["1057", "Erynnis tages"], "6412": ["7905", "Vitis girdiana"], "8054": ["2765", "Buteogallus anthracinus"], "7297": ["3936", "Ara chloropterus"], "4356": ["7873", "Lycium carolinianum"], "5275": ["6782", "Prosopis velutina"], "1552": ["4996", "Kretzschmaria deusta"], "2817": ["895", "Cyclophora packardi"], "5538": ["7340", "Salix \u00d7fragilis"], "5734": ["2228", "Integripelta bilabiata"], "214": ["6485", "Euonymus atropurpureus"], "7672": ["6997", "Geranium sylvaticum"], "4028": ["1883", "Argia bipunctulata"], "7537": ["6234", "Tournefortia gnaphalodes"], "3467": ["4753", "Thorunna daniellae"], "6618": ["562", "Pepsis thisbe"], "3710": ["5528", "Fritillaria liliacea"], "7268": ["6302", "Dysphania ambrosioides"], "6254": ["7619", "Adenostoma sparsifolium"], "571": ["1352", "Trichoplusia ni"], "5052": ["608", "Chrysoteuchia topiarius"], "5577": ["2558", "Phyllopteryx taeniolatus"], "2000": ["2578", "Eubalichthys mosaicus"], "4021": ["5243", "Equisetum laevigatum"], "5535": ["2123", "Pseudochorthippus parallelus"], "512": ["4717", "Cominella maculosa"], "416": ["6037", "Packera multilobata"], "5565": ["3343", "Fringilla coelebs"], "2700": ["896", "Dichorda illustraria"], "4494": ["3688", "Paroaria gularis"], "469": ["6980", "Mitchella repens"], "422": ["7070", "Scutellaria integrifolia"], "6711": ["5905", "Cirsium quercetorum"], "5323": ["6673", "Acacia longifolia"], "5933": ["3882", "Melanerpes hypopolius"], "161": ["7581", "Celtis laevigata"], "4810": ["1372", "Furcula borealis"], "7988": ["6239", "Arabidopsis thaliana"], "4090": ["7453", "Aristotelia fruticosa"], "6985": ["6697", "Bauhinia divaricata"], "1741": ["760", "Gnophaela latipennis"], "4524": ["315", "Promachus rufipes"], "5601": ["6387", "Minuartia douglasii"], "936": ["7238", "Verbena hastata"], "6960": ["1044", "Chiomara georgina"], "4": ["7658", "Potentilla reptans"], "7962": ["8141", "Brefeldia maxima"], "5727": ["3025", "Rissa tridactyla"], "5684": ["5506", "Calochortus argillosus"], "4159": ["7148", "Mimulus cardinalis"], "4894": ["646", "Lineodes integra"], "6832": ["4662", "Haminoea japonica"], "6525": ["299", "Phosphuga atrata"], "397": ["1092", "Pyrgus malvoides"], "538": ["3331", "Uraeginthus bengalus"], "3746": ["6471", "Persicaria vivipara"], "5306": ["5542", "Trillium catesbaei"], "4398": ["4803", "Triopha maculata"], "3777": ["6019", "Micropus californicus"], "2219": ["20", "Cyclosa turbinata"], "1464": ["396", "Pacarina puella"], "4743": ["2312", "Chaetodon flavirostris"], "7062": ["6944", "Zeltnera venusta"], "1725": ["5657", "Ehrharta erecta"], "2304": ["116", "Uroctonus mordax"], "6550": ["4686", "Epitonium tinctum"], "3307": ["3364", "Delichon urbicum"], "1609": ["7013", "Handroanthus chrysanthus"], "6343": ["2015", "Erythemis simplicicollis"], "4951": ["5188", "Polyporus alveolaris"], "6505": ["5283", "Cocos nucifera"], "6378": ["1987", "Lestes forficula"], "673": ["4262", "Trichechus manatus"], "3295": ["3316", "Dicrurus paradiseus"], "356": ["524", "Trypoxylon politum"], "7657": ["6833", "Ostrya virginiana"], "698": ["407", "Narnia femorata"], "4879": ["5892", "Chrysanthemoides monilifera"], "8123": ["6148", "Verbesina alternifolia"], "8006": ["6139", "Tragopogon dubius"], "1758": ["3649", "Pycnonotus xanthopygos"], "2222": ["4102", "Mungos mungo"], "3552": ["6636", "Phlox hoodii"], "59": ["2335", "Cheilodactylus fuscus"], "6057": ["7907", "Krameria bicolor"], "4749": ["894", "Cyclophora nanaria"], "3864": ["3758", "Contopus virens"], "3624": ["3226", "Lissotis melanogaster"], "6616": ["2265", "Antennarius striatus"], "3472": ["4794", "Phyllidia ocellata"], "1578": ["1105", "Thymelicus sylvestris"], "2159": ["2744", "Cnemidocarpa finmarkiensis"], "6319": ["5669", "Leymus condensatus"], "586": ["2191", "Homarus americanus"], "6351": ["1272", "Cucullia asteroides"], "4066": ["6780", "Pithecellobium dulce"], "2646": ["2399", "Thalassoma amblycephalum"], "2246": ["6419", "Claytonia exigua"], "4121": ["2088", "Tramea lacerata"], "3890": ["6044", "Petasites frigidus"], "2138": ["5108", "Exidia recisa"], "6704": ["3513", "Baeolophus inornatus"], "6058": ["7103", "Agalinis heterophylla"], "7025": ["7756", "Acer ginnala"], "3385": ["262", "Rhodobaenus quinquepunctatus"], "5092": ["1544", "Phyciodes pulchella"], "5804": ["5999", "Lasthenia gracilis"], "3229": ["1567", "Vanessa cardui"], "6964": ["6266", "Lepidium lasiocarpum"], "4025": ["1484", "Hipparchia semele"], "2243": ["2653", "Rheohyla miotympanum"], "6448": ["6415", "Mollugo verticillata"], "280": ["919", "Eufidonia notataria"], "2491": ["678", "Pyrausta purpuralis"], "3380": ["4510", "Sistrurus catenatus"], "3194": ["7483", "Hakea sericea"], "2578": ["2905", "Nyctibius grandis"], "6102": ["1447", "Danaus plexippus"], "5558": ["3984", "Microcarbo pygmeus"], "2795": ["2481", "Priacanthus hamrur"], "2708": ["1426", "Caligo telamonius"], "1621": ["1887", "Argia immunda"], "4086": ["8015", "Asplenium montanum"], "1079": ["7236", "Verbena bracteata"], "1463": ["3588", "Melozone crissalis"], "4457": ["6192", "Echium plantagineum"], "4453": ["5279", "Triantha glutinosa"], "6096": ["161", "Cicindela campestris"], "2307": ["6315", "Ariocarpus retusus"], "577": ["1238", "Agrotis malefida"], "5402": ["4250", "Tamias sibiricus"], "3767": ["2665", "Kaloula pulchra"], "867": ["5312", "Agave salmiana"], "4001": ["5056", "Mycena acicula"], "7290": ["3774", "Myiodynastes maculatus"], "4477": ["2243", "Strongylura marina"], "2485": ["3029", "Sterna paradisaea"], "7762": ["135", "Semibalanus cariosus"], "7110": ["2038", "Libellula pulchella"], "1356": ["170", "Cicindela sedecimpunctata"], "3342": ["1326", "Plusia putnami"], "2395": ["6549", "Plectritis congesta"], "5994": ["1073", "Ochlodes agricola"], "6449": ["618", "Crambus saltuellus"], "4865": ["5640", "Bromus catharticus"], "618": ["1080", "Phocides pigmalion"], "3511": ["4970", "Teloschistes exilis"], "5905": ["6231", "Pholistoma membranaceum"], "7883": ["4299", "Coluber mentovarius"], "1136": ["6434", "Mirabilis nyctaginea"], "5726": ["4027", "Rhynchobatus australiae"], "1173": ["3161", "Caracara cheriway"], "3780": ["1378", "Lochmaeus bilineata"], "2391": ["1715", "Anisota stigma"], "1051": ["102", "Sidymella trapezia"], "2625": ["5436", "Goodyera repens"], "4147": ["2956", "Burhinus grallarius"], "6181": ["5327", "Cordyline banksii"], "5972": ["6810", "Vicia cracca"], "1168": ["7622", "Agrimonia parviflora"], "6889": ["7078", "Stachys rigida"], "5371": ["1967", "Phanogomphus exilis"], "3679": ["3754", "Turdus torquatus"], "7143": ["1602", "Papilio rogeri"], "5605": ["3357", "Spinus tristis"], "1569": ["1937", "Xanthocnemis zealandica"], "5297": ["3039", "Recurvirostra americana"], "2920": ["3177", "Megapodius reinwardt"], "6835": ["7319", "Passiflora subpeltata"], "5268": ["4960", "Sticta limbata"], "7458": ["5175", "Irpex lacteus"], "2193": ["521", "Bicyrtes quadrifasciatus"], "7578": ["5634", "Avena sativa"], "7942": ["5371", "Aloidendron dichotomum"], "4204": ["2718", "Desmognathus monticola"], "5712": ["867", "Stegasta bosqueella"], "446": ["1230", "Acronicta lobeliae"], "7382": ["2074", "Rhyothemis phyllis"], "1583": ["2680", "Lithobates clamitans"], "7499": ["1563", "Tanaecia pelea"], "5991": ["1216", "Strymon rufofusca"], "2442": ["487", "Apis dorsata"], "882": ["2636", "Hyla femoralis"], "7396": ["3814", "Botaurus stellaris"], "5997": ["4774", "Phidiana hiltoni"], "6697": ["8113", "Azolla filiculoides"], "6143": ["7586", "Hippophae rhamnoides"], "1279": ["3977", "Strix varia"], "4510": ["6714", "Crotalaria pumila"], "6963": ["540", "Atta mexicana"], "5713": ["3525", "Poecile montanus"], "4599": ["7", "Acanthophrynus coronatus"], "1398": ["311", "Mallophora leschenaulti"], "1759": ["7910", "Guaiacum angustifolium"], "5546": ["4587", "Patiria chilensis"], "2109": ["7887", "Solanum hindsianum"], "3317": ["4805", "Limacia mcdonaldi"], "7907": ["635", "Hellula rogatalis"], "5029": ["6521", "Marah macrocarpa"], "1324": ["1986", "Lestes forcipatus"], "2778": ["7335", "Salix eriocephala"], "5071": ["8007", "Asplenium appendiculatum"], "4795": ["3921", "Calonectris diomedea"], "2476": ["5339", "Leucocrinum montanum"], "1605": ["5064", "Sarcomyxa serotina"], "4374": ["4813", "Berthella californica"], "8035": ["7094", "Chionanthus virginicus"], "4134": ["7706", "Sorbus sitchensis"], "2067": ["4989", "Morchella rufobrunnea"], "1613": ["8103", "Pellaea ternifolia"], "7837": ["1652", "Pieris rapae"], "4840": ["7753", "Zanthoxylum hirsutum"], "733": ["6583", "Gaultheria depressa"], "6853": ["7647", "Ivesia santolinoides"], "5651": ["6372", "Opuntia stenopetala"], "8084": ["1389", "Pheosia rimosa"], "641": ["3960", "Asio otus"], "7902": ["2209", "Portunus pelagicus"], "4773": ["2016", "Erythemis vesiculosa"], "7863": ["1086", "Polites peckius"], "4408": ["5595", "Carex vulpinoidea"], "614": ["7698", "Rubus trivialis"], "3859": ["8104", "Pentagramma triangularis"], "2463": ["4197", "Diceros bicornis"], "7814": ["6951", "Coprosma acerosa"], "5589": ["3338", "Coccothraustes coccothraustes"], "5769": ["6081", "Senecio glomeratus"], "2577": ["6730", "Hoffmannseggia glauca"], "4785": ["1475", "Hamadryas glauconome"], "4980": ["4289", "Trioceros jacksonii"], "626": ["5330", "Dasylirion wheeleri"], "6935": ["140", "Epopella plicata"], "7730": ["5476", "Pterostylis trullifolia"], "4269": ["7934", "Libocedrus plumosa"], "2991": ["3393", "Icterus chrysater"], "3879": ["782", "Idia aemula"], "2105": ["1157", "Eooxylides tharis"], "5680": ["2426", "Parupeneus cyclostomus"], "2335": ["7169", "Keckiella cordifolia"], "565": ["639", "Herpetogramma phaeopteralis"], "3989": ["1048", "Cymaenes trebius"], "56": ["2717", "Desmognathus conanti"], "7198": ["5346", "Maianthemum stellatum"], "645": ["4986", "Helvella crispa"], "7174": ["4135", "Ursus americanus"], "4717": ["6112", "Sonchus arvensis"], "3673": ["3581", "Chondestes grammacus"], "2397": ["1163", "Glaucopsyche lygdamus"], "4264": ["7736", "Rhus integrifolia"], "2135": ["4848", "Linisa texasiana"], "2494": ["6888", "Asclepias albicans"], "5318": ["1536", "Orsotriaena medus"], "5871": ["30", "Neoscona arabesca"], "5700": ["7994", "Hymenophyllum multifidum"], "768": ["222", "Paropsis charybdis"], "4721": ["3139", "Merops nubicoides"], "440": ["3547", "Parkesia noveboracensis"], "3376": ["5194", "Trametes versicolor"], "1934": ["2354", "Amblygobius phalaena"], "4842": ["7034", "Lamium amplexicaule"], "6488": ["8001", "Polyphlebium venosum"], "4637": ["2290", "Caesio caerulaurea"], "2878": ["2240", "Rhinomuraena quaesita"], "4689": ["6402", "Spergula arvensis"], "6817": ["5755", "Pseudocymopterus montanus"], "279": ["2248", "Hypentelium nigricans"], "276": ["1862", "Gynacantha nervosa"], "7020": ["7000", "Asystasia gangetica"], "7794": ["1614", "Zerynthia cassandra"], "6064": ["38", "Nuctenea umbratica"], "4553": ["4113", "Martes foina"], "6307": ["1455", "Dynamine postverta"], "1556": ["4026", "Stegostoma fasciatum"], "5807": ["8093", "Cheilanthes sieberi"], "2162": ["854", "Virbia aurantiaca"], "3783": ["3448", "Melanotis caerulescens"], "2075": ["2128", "Trimerotropis maritima"], "6438": ["8088", "Adiantum cunninghamii"], "1080": ["2584", "Scobinichthys granulatus"], "2095": ["7505", "Corydalis flavula"], "2813": ["8107", "Pteris vittata"], "4127": ["1756", "Paratrea plebeja"], "2883": ["1959", "Gomphurus fraternus"], "4798": ["7012", "Crescentia cujete"], "6353": ["669", "Pediasia trisecta"], "1945": ["1533", "Nymphalis californica"], "7581": ["2846", "Bucephala albeola"], "114": ["6045", "Petasites hybridus"], "6071": ["1782", "Argyrotaenia velutinana"], "5912": ["6954", "Coprosma dumosa"], "4352": ["5728", "Conium maculatum"], "3068": ["6941", "Zeltnera beyrichii"], "5846": ["2028", "Libellula comanche"], "1028": ["381", "Graphocephala coccinea"], "3129": ["7630", "Coleogyne ramosissima"], "250": ["3200", "Aramus guarauna"], "4948": ["5485", "Thelymitra pulchella"], "7313": ["3766", "Fluvicola nengeta"], "2658": ["3409", "Psarocolius wagleri"], "4046": ["366", "Glycaspis brimblecombei"], "3521": ["857", "Zale minerea"], "4479": ["4775", "Abronica abronia"], "4775": ["2748", "Accipiter striatus"], "7274": ["6960", "Coprosma rhamnoides"], "7196": ["4512", "Trimeresurus albolabris"], "2259": ["2978", "Vanellus indicus"], "6457": ["3004", "Larus argentatus"], "5025": ["5913", "Cotula australis"], "6530": ["5605", "Ficinia nodosa"], "2450": ["4674", "Littoraria irrorata"], "4995": ["3579", "Atlapetes pileatus"], "2295": ["1156", "Echinargus isola"], "2518": ["6678", "Acacia verticillata"], "306": ["5121", "Paxillus involutus"], "3799": ["6890", "Asclepias asperula"], "6363": ["3962", "Athene cunicularia"], "5010": ["7500", "Argemone pleiacantha"], "6145": ["4930", "Tuckermannopsis orbata"], "546": ["7018", "Tabebuia rosea"], "3105": ["7153", "Mimulus nanus"], "5239": ["29", "Micrathena mitrata"], "3738": ["2595", "Canthigaster valentini"], "5012": ["3949", "Psephotus haematonotus"], "3373": ["2703", "Scaphiopus couchii"], "6928": ["6964", "Diodia teres"], "1557": ["7921", "Cupressus lusitanica"], "2094": ["1187", "Lycaena hyllus"], "5183": ["2825", "Anas zonorhyncha"], "8032": ["7422", "Myrtus communis"], "3730": ["6389", "Moehringia lateriflora"], "2533": ["3776", "Myiozetetes similis"], "7872": ["5814", "Ageratina havanensis"], "2301": ["5948", "Eupatorium perfoliatum"], "3209": ["7111", "Castilleja attenuata"], "1457": ["1088", "Pompeius verna"], "2177": ["3442", "Meliphaga lewinii"], "262": ["5044", "Hygrocybe acutoconica"], "908": ["7496", "Podophyllum peltatum"], "7975": ["6024", "Oclemena acuminata"], "7308": ["3799", "Vireo olivaceus"], "3548": ["2594", "Canthigaster rostrata"], "1061": ["1297", "Leuconycta lepidula"], "723": ["2518", "Oncorhynchus clarkii"], "2666": ["5120", "Hygrophoropsis aurantiaca"], "2505": ["5570", "Carex albursina"], "2655": ["1466", "Euploea core"], "6029": ["7602", "Ceanothus spinosus"], "323": ["7154", "Mimulus ringens"], "3493": ["406", "Mozena lunata"], "1703": ["6223", "Phacelia hastata"], "11": ["124", "Apheloria virginiensis"], "4912": ["414", "Lycorma delicatula"], "7377": ["6996", "Geranium sanguineum"], "4687": ["680", "Pyrausta signatalis"], "2040": ["3558", "Setophaga kirtlandii"], "7893": ["4815", "Elysia hedgpethi"], "7734": ["1488", "Hypolimnas anomala"], "2811": ["1223", "Achatia distincta"], "3363": ["492", "Bombus ephippiatus"], "3762": ["6288", "Mesembryanthemum nodiflorum"], "3697": ["7612", "Rhamnus crocea"], "2306": ["7626", "Cercocarpus betuloides"], "6015": ["6808", "Ulex europaeus"], "7538": ["5316", "Agave utahensis"], "7175": ["3903", "Podiceps major"], "7865": ["5049", "Inocybe geophylla"], "4584": ["3785", "Tyrannus forficatus"], "5099": ["1552", "Pyronia cecilia"], "7701": ["3196", "Tympanuchus phasianellus"], "1263": ["2059", "Orthetrum luzonicum"], "4915": ["4306", "Diadophis punctatus"], "6189": ["7752", "Zanthoxylum fagara"], "6038": ["6763", "Medicago minima"], "194": ["632", "Fumibotys fumalis"], "4859": ["948", "Iridopsis defectaria"], "7340": ["1346", "Spragueia guttata"], "145": ["5153", "Lysurus mokusin"], "4738": ["5309", "Agave palmeri"], "3614": ["5075", "Pleurotus ostreatus"], "1271": ["2615", "Incilius alvarius"], "5219": ["3077", "Ciconia ciconia"], "6734": ["5833", "Argyroxiphium sandwicense"], "7660": ["1335", "Pseudohermonassa bicarnea"], "4404": ["781", "Hypsoropha hormos"], "916": ["2559", "Anoplocapros inermis"], "4293": ["2197", "Palaemon affinis"], "3835": ["1337", "Schinia chrysellus"], "7806": ["6355", "Mammillaria prolifera"], "4359": ["2909", "Amazilia candida"], "7403": ["2759", "Buteo lineatus"], "7648": ["1515", "Maniola jurtina"], "2564": ["3128", "Ispidina picta"], "3306": ["2850", "Chenonetta jubata"], "3533": ["476", "Zelus cervicalis"], "2749": ["176", "Scaphinotus angusticollis"], "1697": ["2623", "Rhinella marina"], "339": ["7799", "Ribes lacustre"], "129": ["1116", "Lasiocampa quercus"], "3818": ["1800", "Epiblema scudderiana"], "3456": ["3661", "Sitta pygmaea"], "4338": ["5", "Spirobranchus cariniferus"], "34": ["138", "Megabalanus californicus"], "4585": ["5332", "Dichelostemma volubile"], "5115": ["2087", "Tramea calverti"], "3409": ["1203", "Polyommatus icarus"], "3612": ["1257", "Callopistria cordata"], "5747": ["1739", "Erinnyis ello"], "1563": ["567", "Ammophila pictipennis"], "4543": ["6093", "Silphium laciniatum"], "8082": ["326", "Arachnocampa luminosa"], "4215": ["4747", "Doriprismatica atromarginata"], "3078": ["3096", "Hemiphaga novaeseelandiae"], "5844": ["6462", "Fallopia scandens"], "9": ["5967", "Helenium elegans"], "2647": ["4021", "Trygonoptera testacea"], "7472": ["1334", "Pseudeustrotia carneola"], "1217": ["3099", "Patagioenas cayennensis"], "7858": ["5159", "Daedalea quercina"], "4265": ["3700", "Sporophila torqueola"], "1260": ["7207", "Veronica peregrina"], "5988": ["4750", "Felimare villafranca"], "7746": ["6504", "Cevallia sinuata"], "5638": ["7633", "Crataegus marshallii"], "3975": ["6417", "Calyptridium umbellatum"], "1585": ["5453", "Ophrys lutea"], "692": ["6878", "Lophozonia menziesii"], "5312": ["3258", "Pheucticus ludovicianus"], "2513": ["683", "Samea multiplicalis"], "171": ["1015", "Syneora hemeropa"], "2251": ["2935", "Panterpe insignis"], "3801": ["811", "Nyctemera adversata"], "3866": ["3824", "Ixobrychus minutus"], "874": ["380", "Cuerna costalis"], "1474": ["201", "Xylotrechus colonus"], "5159": ["6638", "Phlox paniculata"], "6327": ["3820", "Egretta novaehollandiae"], "483": ["7046", "Monarda citriodora"], "4403": ["1911", "Enallagma ebrium"], "6511": ["1603", "Papilio rumiko"], "2553": ["6871", "Juglans californica"], "7179": ["3906", "Poliocephalus rufopectus"], "6151": ["2025", "Leucorrhinia intacta"], "958": ["3129", "Megaceryle alcyon"], "2550": ["8047", "Hypolepis millefolium"], "5636": ["5963", "Grindelia lanceolata"], "6651": ["4166", "Didelphis virginiana"], "2630": ["1500", "Junonia terea"], "6392": ["6247", "Cardamine californica"], "4897": ["6383", "Dianthus carthusianorum"], "1335": ["244", "Coleomegilla maculata"], "5556": ["7520", "Aconitum delphiniifolium"], "4259": ["3965", "Bubo lacteus"], "2803": ["2086", "Tholymis tillarga"], "1244": ["2305", "Micropterus salmoides"], "275": ["3518", "Parus major"], "7434": ["4823", "Rabdotus mooreanus"], "6161": ["670", "Perispasta caeculalis"], "2906": ["3474", "Motacilla cinerea"], "3817": ["37", "Nephila pilipes"], "620": ["6561", "Impatiens walleriana"], "4207": ["3283", "Corvus frugilegus"], "1723": ["528", "Andricus parmula"], "4341": ["7562", "Ranunculus aquatilis"], "3413": ["6128", "Symphyotrichum subulatum"], "330": ["7694", "Rubus phoenicolasius"], "3050": ["5315", "Agave striata"], "4424": ["6056", "Pseudognaphalium luteoalbum"], "4968": ["6920", "Funastrum cynanchoides"], "960": ["3783", "Tolmomyias sulphurescens"], "6246": ["6575", "Dracophyllum longifolium"], "962": ["6793", "Sophora prostrata"], "291": ["1519", "Melitaea athalia"], "1951": ["7780", "Dudleya farinosa"], "5519": ["3280", "Corvus corone"], "327": ["5505", "Calochortus albus"], "977": ["6720", "Desmodium rotundifolium"], "2053": ["7290", "Euphorbia oblongata"], "540": ["6401", "Silene vulgaris"], "688": ["5890", "Chaetopappa ericoides"], "90": ["762", "Halone sejuncta"], "3646": ["7589", "Artocarpus heterophyllus"], "3310": ["3306", "Psilorhinus morio"], "2456": ["7048", "Monarda punctata"], "4525": ["642", "Hygraula nitens"], "4642": ["709", "Apantesis virgo"], "462": ["6580", "Erica lusitanica"], "3136": ["7388", "Sida ciliaris"], "548": ["3047", "Calidris alpina"], "5248": ["6500", "Cornus suecica"], "2635": ["2376", "Coris gaimard"], "6764": ["3507", "Pachycephala pectoralis"], "5050": ["7593", "Maclura pomifera"], "3439": ["3250", "Cardinalis cardinalis"], "6606": ["6413", "Drosera pygmaea"], "3505": ["1009", "Siona lineata"], "6258": ["237", "Chilocorus stigma"], "2389": ["2049", "Neurothemis tullia"], "536": ["178", "Anastrangalia laetifica"], "7421": ["5687", "Phragmites australis"], "5117": ["4463", "Scincella lateralis"], "5622": ["5104", "Tricholoma terreum"], "907": ["5974", "Helianthus grosseserratus"], "3268": ["1448", "Diaethria clymena"], "4924": ["3115", "Turtur chalcospilos"], "6471": ["974", "Obeidia tigrata"], "6106": ["6949", "Chiococca alba"], "5685": ["482", "Liorhyssus hyalinus"], "1341": ["4141", "Balaenoptera musculus"], "6858": ["4421", "Phrynosoma hernandesi"], "3065": ["5143", "Neolentinus ponderosus"], "5548": ["1289", "Lacinipolia erecta"], "3100": ["7843", "Evolvulus sericeus"], "5917": ["6133", "Taraxacum erythrospermum"], "7889": ["2346", "Paracirrhites forsteri"], "4517": ["208", "Chrysolina americana"], "8102": ["2212", "Stenopus hispidus"], "8011": ["1928", "Ischnura perparva"], "1266": ["5676", "Muhlenbergia rigens"], "5792": ["3479", "Cossypha heuglini"], "3352": ["3631", "Ploceus cucullatus"], "7233": ["1904", "Enallagma aspersum"], "5245": ["7083", "Teucrium scorodonia"], "2058": ["6116", "Stephanomeria pauciflora"], "3230": ["7159", "Chelone glabra"], "4601": ["2958", "Burhinus vermiculatus"], "3424": ["1925", "Ischnura hastata"], "6142": ["539", "Anoplolepis gracilipes"], "5894": ["4152", "Physeter macrocephalus"], "3326": ["1192", "Lycaena virgaureae"], "3671": ["738", "Creatonotos transiens"], "4084": ["3879", "Melanerpes erythrocephalus"], "7251": ["6222", "Phacelia fremontii"], "3340": ["2830", "Anser cygnoides"], "7798": ["2019", "Erythrodiplax funerea"], "5078": ["3605", "Spizelloides arborea"], "1524": ["295", "Trichiotinus texanus"], "472": ["3777", "Pitangus sulphuratus"], "5259": ["3041", "Actitis hypoleucos"], "2254": ["6448", "Chorizanthe rigida"], "2776": ["3792", "Cyclarhis gujanensis"], "7150": ["553", "Augochlora pura"], "5088": ["7553", "Delphinium parishii"], "3927": ["2629", "Acris blanchardi"], "5818": ["4387", "Hemidactylus frenatus"], "2555": ["5691", "Setaria faberi"], "6470": ["5960", "Gnaphalium uliginosum"], "1421": ["6299", "Beta vulgaris"], "7570": ["533", "Diplolepis polita"], "4552": ["5751", "Oxypolis rigidior"], "4606": ["7385", "Plagianthus divaricatus"], "3170": ["1076", "Panoquina ocola"], "3504": ["6022", "Nabalus albus"], "1849": ["6671", "Acacia cornigera"], "6083": ["6153", "Vernonia noveboracensis"], "6615": ["4214", "Ondatra zibethicus"], "5004": ["7836", "Convolvulus arvensis"], "139": ["1934", "Protoneura cara"], "3187": ["4634", "Dinocardium robustum"], "6805": ["1347", "Spragueia jaguaralis"], "6678": ["6467", "Persicaria hydropiperoides"], "6791": ["3571", "Aimophila rufescens"], "7336": ["972", "Neoalcis californiaria"], "5725": ["1344", "Spodoptera ornithogalli"], "3589": ["3570", "Setophaga virens"], "7776": ["3975", "Strix aluco"], "188": ["5385", "Iris fernaldii"], "7439": ["2459", "Chromis chromis"], "2445": ["861", "Marathyssa inficita"], "4456": ["3273", "Aphelocoma californica"], "965": ["1219", "Zizina otis"], "4807": ["5404", "Caladenia lyallii"], "6198": ["3116", "Zenaida asiatica"], "4654": ["643", "Hymenia perspectalis"], "6110": ["7285", "Euphorbia maculata"], "5192": ["4938", "Physcia millegrana"], "6860": ["6981", "Nertera depressa"], "5332": ["1137", "Callophrys dumetorum"], "4688": ["6976", "Houstonia longifolia"], "7397": ["1413", "Argynnis aglaja"], "6541": ["2752", "Aquila nipalensis"], "2943": ["4066", "Cervus elaphus"], "4784": ["403", "Euthochtha galeator"], "4040": ["3947", "Agapornis roseicollis"], "6415": ["2406", "Thalassoma trilobatum"], "1146": ["2972", "Pluvialis apricaria"], "4617": ["277", "Oedemera nobilis"], "1249": ["7625", "Aronia melanocarpa"], "6228": ["7060", "Salvia leucophylla"], "6196": ["7803", "Ribes triste"], "2915": ["8068", "Polystichum neozelandicum"], "2751": ["1327", "Polia nimbosa"], "4782": ["5562", "Ananas comosus"], "3550": ["5667", "Lamarckia aurea"], "6533": ["2843", "Branta bernicla"], "365": ["7588", "Artocarpus altilis"], "3412": ["2803", "Rostrhamus sociabilis"], "6536": ["8064", "Polystichum braunii"], "2404": ["81", "Sassacus vitis"], "2074": ["4867", "Katharina tunicata"], "4739": ["7688", "Rubus fruticosus"], "3277": ["4905", "Cladonia confusa"], "7536": ["5361", "Triteleia laxa"], "3609": ["0", "Hermodice carunculata"], "5511": ["1332", "Protodeltote muscosula"], "4647": ["2085", "Sympetrum vicinum"], "5143": ["689", "Udea rubigalis"], "1360": ["6271", "Sisymbrium altissimum"], "6683": ["8059", "Dryopteris marginalis"], "157": ["3167", "Falco sparverius"], "5461": ["575", "Euodynerus hidalgo"], "6182": ["1053", "Erynnis funeralis"], "7579": ["6512", "Coriaria sarmentosa"], "1762": ["8069", "Polystichum vestitum"], "5011": ["5864", "Brachyglottis bellidioides"], "1451": ["4302", "Conopsis lineata"], "1546": ["1150", "Chlorostrymon simaethis"], "2911": ["1870", "Calopteryx maculata"], "1869": ["7062", "Salvia mellifera"], "2675": ["4404", "Podarcis muralis"], "1587": ["7594", "Streblus heterophyllus"], "2240": ["2149", "Taeniopoda tamaulipensis"], "7910": ["5918", "Diaperia verna"], "5127": ["548", "Pogonomyrmex rugosus"], "4646": ["1714", "Actias luna"], "5156": ["4671", "Hipponix antiquatus"], "5104": ["6616", "Fouquieria diguetii"], "5326": ["907", "Ematurga atomaria"], "7589": ["4148", "Stenella longirostris"], "5857": ["2667", "Litoria ewingii"], "4512": ["5716", "Aegopodium podagraria"], "6555": ["1063", "Heliopyrgus domicella"], "5706": ["834", "Rhapsa scotosialis"], "1839": ["1309", "Neoligia exhausta"], "3224": ["8114", "Azolla rubra"], "7961": ["382", "Graphocephala versuta"], "3718": ["5545", "Trillium flexipes"], "3508": ["7737", "Rhus microphylla"], "7773": ["2633", "Hyla chrysoscelis"], "5484": ["2962", "Charadrius marginatus"], "2186": ["2939", "Selasphorus rufus"], "2500": ["872", "Arhodia lasiocamparia"], "2504": ["5933", "Ericameria cuneata"], "5252": ["5670", "Leymus mollis"], "2636": ["7793", "Umbilicus rupestris"], "4574": ["5435", "Goodyera pubescens"], "7459": ["166", "Cicindela ocellata"], "6891": ["1380", "Macrurocampa marthesia"], "196": ["6177", "Lobelia laxiflora"], "982": ["3413", "Quiscalus quiscula"], "557": ["4643", "Tagelus californianus"], "7039": ["5269", "Symplocarpus foetidus"], "3435": ["4668", "Crepipatella lingulata"], "5697": ["5196", "Tyromyces chioneus"], "5163": ["6173", "Jasione montana"], "988": ["4863", "Lepidozona mertensii"], "7140": ["2836", "Aythya australis"], "4608": ["4236", "Otospermophilus variegatus"], "119": ["5731", "Daucus carota"], "5828": ["3701", "Tachyphonus rufus"], "1523": ["5442", "Liparis liliifolia"], "193": ["7197", "Plantago major"], "5648": ["2764", "Buteo swainsoni"], "588": ["5214", "Allodus podophylli"], "6872": ["2907", "Podargus strigoides"], "3751": ["7409", "Lythrum hyssopifolia"], "2923": ["3744", "Turdus ignobilis"], "3269": ["2204", "Petrolisthes elongatus"], "137": ["1875", "Hetaerina vulnerata"], "3085": ["35", "Nephila clavata"], "1032": ["7646", "Holodiscus discolor"], "1087": ["6502", "Hydrangea quercifolia"], "2583": ["7382", "Napaea dioica"], "1765": ["7417", "Leptospermum scoparium"], "6756": ["3821", "Egretta rufescens"], "2092": ["4937", "Physcia adscendens"], "6013": ["707", "Apantesis parthenice"], "4851": ["2670", "Ranoidea moorei"], "6267": ["6015", "Malacothrix saxatilis"], "2680": ["5498", "Pontederia cordata"], "7415": ["5741", "Gingidia montana"], "4718": ["1431", "Chlosyne acastus"], "7089": ["120", "Trombidium holosericeum"], "2755": ["3149", "Centropus sinensis"], "6710": ["4242", "Sciurus colliaei"], "1206": ["4290", "Ahaetulla prasina"], "5118": ["6393", "Saponaria officinalis"], "1254": ["1214", "Strymon bazochii"], "6121": ["1916", "Enallagma signatum"], "175": ["6170", "Campanula trachelium"], "3059": ["4386", "Gekko japonicus"], "5907": ["5399", "Anacamptis papilionacea"], "545": ["7459", "Oxalis exilis"], "5121": ["980", "Paleacrita vernata"], "5471": ["1432", "Chlosyne californica"], "7398": ["1273", "Dargida diffusa"], "1110": ["3430", "Lanius senator"], "1531": ["4789", "Acanthodoris lutea"], "4052": ["5862", "Bidens pilosa"], "2314": ["4388", "Hemidactylus platyurus"], "2414": ["2912", "Amazilia violiceps"], "6552": ["3562", "Setophaga palmarum"], "6732": ["1301", "Marimatha nigrofimbria"], "3501": ["1477", "Hamanumida daedalus"], "5736": ["7213", "Buddleja davidii"], "3001": ["8122", "Tmesipteris tannensis"], "6256": ["1013", "Synchlora aerata"], "1054": ["1847", "Dicromantispa sayi"], "7633": ["4159", "Corynorhinus townsendii"], "2853": ["1183", "Lycaena gorgon"], "5420": ["6174", "Lobelia anceps"], "5740": ["1276", "Diastema tigris"], "5815": ["6296", "Atriplex polycarpa"], "2398": ["7641", "Geum aleppicum"], "4815": ["5234", "Dawsonia superba"], "93": ["372", "Tamalia coweni"], "7875": ["7256", "Magnolia tripetala"], "5177": ["8032", "Blechnum filiforme"], "3034": ["435", "Icerya purchasi"], "3478": ["673", "Pilocrocis ramentalis"], "760": ["2013", "Erythemis peruviana"], "930": ["5070", "Marasmiellus candidus"], "1304": ["2072", "Potamarcha congener"], "7634": ["1328", "Ponometia candefacta"], "1525": ["6599", "Rhododendron calendulaceum"], "5948": ["7704", "Sorbaria sorbifolia"], "394": ["3642", "Ptiliogonys cinereus"], "6354": ["3256", "Passerina cyanea"], "353": ["6203", "Hydrophyllum canadense"], "999": ["7189", "Penstemon roseus"], "4324": ["6693", "Astragalus purshii"], "6989": ["667", "Parapoynx maculalis"], "4621": ["5095", "Psilocybe cubensis"], "1726": ["1708", "Hamearis lucina"], "2302": ["5961", "Grindelia ciliata"], "1235": ["342", "Milesia virginiensis"], "3876": ["7981", "Cyathea cunninghamii"], "169": ["6705", "Canavalia rosea"], "3036": ["5096", "Psilocybe cyanescens"], "3571": ["5548", "Trillium ovatum"], "6472": ["3501", "Cinnyris venustus"], "3013": ["4550", "Anthopleura artemisia"], "4032": ["374", "Philaenus spumarius"], "5120": ["7722", "Urtica sykesii"], "1852": ["507", "Bombus terricola"], "3745": ["1983", "Lestes alacer"], "1170": ["5854", "Balsamorhiza hookeri"], "3803": ["337", "Eupeodes volucris"], "6867": ["1039", "Cabares potrillo"], "6785": ["6948", "Cephalanthus occidentalis"], "1197": ["5460", "Piperia elegans"], "6070": ["4916", "Evernia prunastri"], "7422": ["7273", "Euphorbia bicolor"], "5315": ["4857", "Acanthopleura granulata"], "7892": ["2183", "Pugettia producta"], "7671": ["3456", "Toxostoma longirostre"], "4319": ["3630", "Ploceus baglafecht"], "4986": ["1482", "Heteronympha merope"], "4662": ["2189", "Stenorhynchus seticornis"], "3628": ["6506", "Mentzelia albicaulis"], "1631": ["7106", "Aureolaria pedicularia"], "2178": ["1818", "Proteoteras aesculana"], "6334": ["1677", "Arta statalis"], "2839": ["7205", "Veronica hederifolia"], "4030": ["6343", "Escobaria missouriensis"], "2385": ["2903", "Antrostomus vociferus"], "2393": ["851", "Trigonodes hyppasia"], "5856": ["3059", "Numenius americanus"], "6112": ["7795", "Ribes aureum"], "2754": ["970", "Nemoria lixaria"], "1006": ["446", "Eurydema ornata"], "5847": ["6986", "Sherardia arvensis"], "7717": ["6007", "Liatris acidota"], "4422": ["4436", "Sceloporus occidentalis"], "894": ["5467", "Platanthera lacera"], "2452": ["1161", "Euphilotes bernardino"], "5692": ["159", "Carabus coriaceus"], "6733": ["1949", "Aphylla angustifolia"], "2602": ["6515", "Cucurbita foetidissima"], "5691": ["7215", "Myoporum laetum"], "2796": ["4212", "Castor fiber"], "778": ["6725", "Gleditsia triacanthos"], "218": ["3848", "Threskiornis molucca"], "5578": ["2286", "Ostorhinchus limenus"], "4166": ["7758", "Acer negundo"], "187": ["6527", "Viburnum lantana"], "1699": ["101", "Misumenoides formosipes"], "1152": ["7821", "Saxifraga aizoides"], "2800": ["317", "Dilophus nigrostigma"], "3559": ["4371", "Corytophanes cristatus"], "4935": ["2125", "Schistocerca nitens"], "7714": ["3689", "Ramphocelus dimidiatus"], "5395": ["7216", "Scoparia dulcis"], "3619": ["4496", "Crotalus basiliscus"], "4219": ["2970", "Charadrius wilsonia"], "7782": ["5841", "Artemisia dracunculus"], "632": ["5493", "Tradescantia occidentalis"], "2789": ["5358", "Prospero autumnale"], "998": ["6141", "Tridax procumbens"], "6103": ["1906", "Enallagma boreale"], "5447": ["7245", "Sassafras albidum"], "5670": ["2430", "Upeneichthys vlamingii"], "5949": ["1231", "Acronicta morula"], "757": ["6475", "Rumex crispus"], "7373": ["105", "Uliodon albopunctatus"], "2903": ["5259", "Selaginella kraussiana"], "6836": ["8078", "Microsorum pustulatum"], "7561": ["6607", "Sarcodes sanguinea"], "3935": ["4528", "Terrapene ornata"], "3018": ["4123", "Arctocephalus pusillus"], "1258": ["3277", "Corvus brachyrhynchos"], "6304": ["2052", "Orthetrum albistylum"], "6157": ["4790", "Acanthodoris nanaimoensis"], "6175": ["7004", "Hypoestes phyllostachya"], "7523": ["6668", "Acacia angustissima"], "7363": ["7940", "Abies alba"], "364": ["7791", "Sedum palmeri"], "3657": ["2348", "Dinolestes lewini"], "4874": ["6380", "Arenaria serpyllifolia"], "6515": ["502", "Bombus perplexus"], "7391": ["225", "Timarcha tenebricosa"], "6571": ["49", "Lampona murina"], "1274": ["6163", "Zinnia elegans"], "4497": ["4551", "Anthopleura elegantissima"], "6098": ["7193", "Penstemon whippleanus"], "4276": ["2913", "Amazilia yucatanensis"], "7012": ["563", "Tachypompilus ferrugineus"], "6741": ["6755", "Lupinus sparsiflorus"], "7448": ["7637", "Filipendula rubra"], "556": ["1564", "Tirumala limniace"], "1722": ["6117", "Symphyotrichum chilense"], "3563": ["4144", "Delphinus capensis"], "7469": ["5996", "Lactuca floridana"], "7265": ["3402", "Icterus pustulatus"], "706": ["4279", "Anguis veronensis"], "4399": ["3387", "Dolichonyx oryzivorus"], "6722": ["2367", "Girella zebra"], "953": ["5586", "Carex pellita"], "5311": ["3544", "Oreothlypis superciliosa"], "928": ["4055", "Raphicerus campestris"], "4856": ["6227", "Phacelia ramosissima"], "3617": ["5432", "Gastrodia cunninghamii"], "2590": ["5295", "Allium triquetrum"], "1760": ["3302", "Perisoreus canadensis"], "3512": ["7969", "Pinus virginiana"], "4884": ["2919", "Calypte costae"], "6916": ["4137", "Ursus maritimus"], "4791": ["4081", "Otocyon megalotis"], "563": ["5764", "Taenidia integerrima"], "5902": ["1548", "Polygonia comma"], "5123": ["5250", "Dendrolycopodium dendroideum"], "1365": ["6233", "Tiquilia plicata"], "4304": ["6077", "Senecio biserratus"], "5066": ["5874", "Carduus pycnocephalus"], "3399": ["5208", "Stereum ostrea"], "6762": ["727", "Catocala lineella"], "5808": ["887", "Circopetes obtusata"], "1153": ["1621", "Ascia monuste"], "976": ["937", "Horisme intestinata"], "2960": ["2171", "Graphopsocus cruciatus"], "1108": ["6603", "Rhododendron groenlandicum"], "2019": ["2900", "Chaetura pelagica"], "650": ["1856", "Aeshna walkeri"], "3538": ["4014", "Pastinachus ater"], "5238": ["4513", "Vipera aspis"], "5908": ["3324", "Euodice malabarica"], "2780": ["2710", "Hynobius quelpaertensis"], "3724": ["355", "Trigonospila brevifacies"], "3930": ["3137", "Eurystomus orientalis"], "642": ["4564", "Diadumene lineata"], "3030": ["7434", "Epilobium densiflorum"], "370": ["4131", "Bassariscus astutus"], "55": ["2539", "Ameiurus nebulosus"], "6826": ["5591", "Carex secta"], "3985": ["6982", "Psychotria nervosa"], "5394": ["3085", "Chalcophaps indica"], "3737": ["1938", "Cordulegaster boltonii"], "4590": ["6477", "Rumex pulcher"], "7375": ["4491", "Agkistrodon piscivorus"], "407": ["2925", "Colibri cyanotus"], "7690": ["3928", "Cacatua tenuirostris"], "110": ["6936", "Gentianopsis ciliata"], "5444": ["8000", "Hymenophyllum villosum"], "741": ["1525", "Morpho helenor"], "3414": ["544", "Formica obscuripes"], "7844": ["6853", "Quercus lobata"], "3815": ["2185", "Leptograpsus variegatus"], "1638": ["6988", "Geranium brevicaule"], "1265": ["4759", "Dendronotus subramosus"], "5251": ["132", "Lepas anatifera"], "2968": ["2199", "Panulirus argus"], "4229": ["5020", "Amanita jacksonii"], "7934": ["314", "Promachus hinei"], "7478": ["5317", "Agave victoriae-reginae"], "6429": ["564", "Megascolia maculata"], "4389": ["3828", "Nycticorax nycticorax"], "3323": ["2299", "Lepomis auritus"], "7348": ["2597", "Tetractenos glaber"], "7678": ["1801", "Epiblema strenuana"], "2833": ["4191", "Sylvilagus floridanus"], "5566": ["6207", "Lithospermum latifolium"], "6274": ["4590", "Dermasterias imbricata"], "116": ["5510", "Calochortus gunnisonii"], "4818": ["6734", "Lathyrus latifolius"], "3500": ["5419", "Cypripedium acaule"], "7691": ["4471", "Ameiva ameiva"], "410": ["3886", "Melanerpes uropygialis"], "7652": ["1", "Phragmatopoma californica"], "7566": ["2729", "Plethodon cylindraceus"], "7835": ["1850", "Aeshna clepsydra"], "6873": ["6084", "Senecio integerrimus"], "4555": ["1819", "Sparganothis sulfureana"], "3288": ["4379", "Mokopirirakau granulatus"], "3022": ["1826", "Cyclosia papilionaris"], "5542": ["5743", "Heracleum maximum"], "598": ["3156", "Geococcyx californianus"], "2356": ["7874", "Nicandra physalodes"], "6973": ["6358", "Neolloydia conoidea"], "2257": ["1982", "Chalcolestes viridis"], "2565": ["5105", "Tricholomopsis rutilans"], "2990": ["7220", "Verbascum blattaria"], "3626": ["1732", "Amorpha juglandis"], "259": ["7152", "Mimulus moschatus"], "3087": ["7644", "Geum triflorum"], "3031": ["772", "Hypena minualis"], "6622": ["6176", "Lobelia cardinalis"], "5162": ["5167", "Ganoderma curtisii"], "500": ["348", "Paragus haemorrhous"], "466": ["6329", "Cylindropuntia spinosior"], "6553": ["8115", "Lygodium articulatum"], "6458": ["7143", "Mimulus alatus"], "5164": ["50", "Neriene radiata"], "7754": ["6856", "Quercus montana"], "2707": ["4052", "Ovibos moschatus"], "2752": ["5244", "Equisetum telmateia"], "7763": ["693", "Agonopterix alstroemeriana"], "1462": ["4111", "Lutra lutra"], "1018": ["1541", "Phyciodes cocyta"], "4313": ["1605", "Papilio thoas"], "5880": ["2441", "Centropyge bispinosa"], "708": ["3173", "Notharchus hyperrhynchus"], "4431": ["3476", "Cercomela familiaris"], "6050": ["4508", "Crotalus tigris"], "4101": ["6764", "Medicago polymorpha"], "8109": ["6018", "Melampodium leucanthum"], "6447": ["2168", "Carausius morosus"], "6924": ["7407", "Cuphea aequipetala"], "7059": ["1873", "Hetaerina americana"], "4380": ["5405", "Calypso bulbosa"], "3824": ["5622", "Luzula multiflora"], "4130": ["7862", "Ipomoea triloba"], "4129": ["4940", "Niebla cephalota"], "7263": ["5074", "Strobilurus trullisatus"], "7677": ["6336", "Echinocereus dasyacanthus"], "3769": ["2132", "Xenocatantops humilis"], "6290": ["6796", "Stylosanthes biflora"], "2070": ["4711", "Cookia sulcata"], "1837": ["4503", "Crotalus pricei"], "2375": ["2525", "Salvelinus fontinalis"], "888": ["7555", "Delphinium variegatum"], "4577": ["3517", "Lophophanes cristatus"], "5223": ["1191", "Lycaena tityrus"], "524": ["6752", "Lupinus lepidus"], "4700": ["6371", "Opuntia santa-rita"], "701": ["6127", "Symphyotrichum sericeum"], "4658": ["5940", "Erigeron glaucus"], "3000": ["774", "Hypena proboscidalis"], "7530": ["4763", "Diaulula odonoghuei"], "4018": ["6030", "Olearia nummulariifolia"], "270": ["1944", "Epitheca spinigera"], "2652": ["6083", "Senecio inaequidens"], "995": ["4779", "Flabellina trilineata"], "4271": ["5326", "Cordyline australis"], "5354": ["4631", "Lampsilis teres"], "4719": ["5899", "Cirsium ehrenbergii"], "7331": ["6120", "Symphyotrichum laeve"], "1407": ["8065", "Polystichum imbricans"], "2143": ["6815", "Vicia sepium"], "2559": ["1691", "Moodna ostrinella"], "106": ["7036", "Leonotis nepetifolia"], "2509": ["6119", "Symphyotrichum drummondii"], "4704": ["6900", "Asclepias longifolia"], "272": ["5934", "Ericameria ericoides"], "1355": ["3195", "Pternistis afer"], "458": ["4485", "Holcosus undulatus"], "955": ["7575", "Ranunculus repens"], "7723": ["4292", "Cemophora coccinea"], "3003": ["1258", "Callopistria floridensis"], "2621": ["7868", "Datura stramonium"], "3032": ["6297", "Atriplex semibaccata"], "1768": ["47", "Neotama mexicana"], "6702": ["5865", "Brachyglottis kirkii"], "3900": ["6665", "Sarracenia purpurea"], "8005": ["4898", "Postelsia palmaeformis"], "2195": ["6689", "Astragalus canadensis"], "1732": ["547", "Pogonomyrmex californicus"], "1060": ["2789", "Ictinia plumbea"], "1953": ["5646", "Calamagrostis canadensis"], "4370": ["2700", "Polypedates leucomystax"], "5775": ["891", "Comostola laesaria"], "8024": ["2317", "Chaetodon lunulatus"], "284": ["7259", "Triadenum fraseri"], "2132": ["3437", "Anthochaera chrysoptera"], "44": ["5590", "Carex rosea"], "2133": ["7393", "Theobroma cacao"], "7513": ["185", "Monochamus notatus"], "4605": ["3093", "Geopelia humeralis"], "37": ["4099", "Herpestes ichneumon"], "2050": ["5887", "Chaenactis fremontii"], "952": ["2676", "Hylarana erythraea"], "2214": ["6132", "Tanacetum vulgare"], "6113": ["3753", "Turdus rufopalliatus"], "4957": ["2537", "Ariopsis felis"], "5059": ["4638", "Donax gouldii"], "2863": ["2337", "Cheilodactylus vestitus"], "2411": ["3861", "Colaptes auratus"], "3241": ["6145", "Uropappus lindleyi"], "525": ["7939", "Thuja plicata"], "1485": ["4204", "Chlorocebus tantalus"], "8065": ["1703", "Calephelis nemesis"], "4217": ["6433", "Mirabilis multiflora"], "3021": ["4859", "Sypharochiton pelliserpentis"], "2750": ["936", "Homodotis megaspilata"], "2180": ["7353", "Viola sagittata"], "1594": ["4617", "Mytilus galloprovincialis"], "4015": ["3549", "Seiurus aurocapilla"], "2732": ["3702", "Tangara cyanicollis"], "5901": ["6709", "Cercis canadensis"], "873": ["3511", "Baeolophus atricristatus"], "4731": ["6899", "Asclepias linearis"], "7204": ["4210", "Loxodonta africana"], "1567": ["3784", "Tyrannus caudifasciatus"], "320": ["6129", "Symphyotrichum urophyllum"], "3168": ["5568", "Tillandsia schiedeana"], "1185": ["3443", "Phylidonyris novaehollandiae"], "7451": ["5907", "Cirsium vulgare"], "7142": ["7680", "Rubus armeniacus"], "2417": ["2457", "Amphiprion ocellaris"], "6926": ["272", "Lucanus elaphus"], "6750": ["1848", "Zeugomantispa minuta"], "4885": ["5787", "Raukaua anomalus"], "4593": ["4213", "Myodes glareolus"], "7153": ["6894", "Asclepias erosa"], "393": ["5593", "Carex squarrosa"], "6004": ["7145", "Mimulus aurantiacus"], "3905": ["623", "Diathrausta harlequinalis"], "7903": ["6443", "Plumbago auriculata"], "4926": ["5770", "Aralia hispida"], "4220": ["3371", "Progne subis"], "833": ["527", "Andricus gigas"], "2551": ["630", "Evergestis rimosalis"], "2400": ["7161", "Collinsia sparsiflora"], "3620": ["874", "Biston betularia"], "2855": ["3088", "Columba oenas"], "7112": ["7507", "Dicentra canadensis"], "527": ["6357", "Marginatocereus marginatus"], "3469": ["2706", "Ambystoma opacum"], "4633": ["2030", "Libellula cyanea"], "2383": ["1745", "Hippotion celerio"], "1442": ["4679", "Neverita reclusiana"], "6822": ["7289", "Euphorbia missurica"], "3681": ["1287", "Hyppa xylinoides"], "2472": ["3106", "Streptopelia chinensis"], "3071": ["4931", "Usnea intermedia"], "2683": ["1359", "Xestia smithii"], "1536": ["3397", "Icterus mesomelas"], "1510": ["3214", "Gallinula galeata"], "1675": ["5370", "Aloe arborescens"], "2001": ["1201", "Polyommatus bellargus"], "4876": ["6087", "Senecio quadridentatus"], "3097": ["2018", "Erythrodiplax berenice"], "6701": ["415", "Gelastocoris oculatus"], "7411": ["1021", "Xanthorhoe ferrugata"], "1887": ["4207", "Papio cynocephalus"], "5837": ["1435", "Chlosyne hippodrome"], "5051": ["3855", "Phoenicopterus ruber"], "2840": ["173", "Cicindela trifasciata"], "7679": ["5543", "Trillium chloropetalum"], "3936": ["3328", "Neochmia temporalis"], "1926": ["2203", "Guinusia chabrus"], "1495": ["783", "Idia americalis"], "8114": ["7387", "Pseudobombax ellipticum"], "2694": ["329", "Pyrgota undata"], "2381": ["7623", "Amelanchier arborea"], "1572": ["7514", "Eschscholzia minutiflora"], "836": ["8016", "Asplenium oblongifolium"], "17": ["1794", "Cydia latiferreana"], "399": ["1468", "Euptoieta claudia"], "6946": ["6377", "Rhipsalis baccifera"], "5399": ["5541", "Trillium albidum"], "6042": ["4247", "Sciurus yucatanensis"], "7627": ["5440", "Himantoglossum robertianum"], "4495": ["4121", "Pteronura brasiliensis"], "5664": ["3031", "Sternula albifrons"], "4460": ["3800", "Vireo pallens"], "3250": ["5812", "Ageratina adenophora"], "4533": ["5112", "Retiboletus ornatipes"], "3844": ["62", "Anasaitis canosa"], "4958": ["3929", "Calyptorhynchus banksii"], "3806": ["835", "Rivula propinqualis"], "7122": ["1121", "Trabala vishnou"], "5836": ["5369", "Yucca torreyi"], "849": ["6137", "Thelesperma megapotamicum"], "801": ["2574", "Aluterus scriptus"], "4487": ["3748", "Turdus merula"], "593": ["7114", "Castilleja indivisa"], "4255": ["4445", "Sceloporus variabilis"], "3406": ["2263", "Lepisosteus platyrhincus"], "547": ["2743", "Botryllus schlosseri"], "5001": ["5560", "Pandanus tectorius"], "5279": ["7696", "Rubus schmidelioides"], "7502": ["1917", "Enallagma traviatum"], "800": ["7844", "Ipomoea alba"], "7450": ["4566", "Anthothoe albocincta"], "611": ["8112", "Woodsia obtusa"], "1551": ["3060", "Numenius madagascariensis"], "265": ["6236", "Batis maritima"], "3793": ["6520", "Marah fabacea"], "7066": ["6416", "Calyptridium monandrum"], "1774": ["7108", "Castilleja ambigua"], "313": ["6831", "Carpinus caroliniana"], "2210": ["6072", "Scorzoneroides autumnalis"], "6795": ["552", "Agapostemon virescens"], "7565": ["8111", "Woodsia ilvensis"], "6044": ["499", "Bombus mixtus"], "2939": ["6848", "Quercus havardii"], "724": ["8062", "Lastreopsis microsora"], "6387": ["7326", "Populus fremontii"], "3450": ["7534", "Aquilegia canadensis"], "290": ["5544", "Trillium erectum"], "1475": ["1685", "Eulogia ochrifrontella"], "3565": ["5802", "Ilex mucronata"], "3201": ["3477", "Copsychus fulicatus"], "6884": ["4167", "Philander opossum"], "6692": ["6559", "Impatiens capensis"], "606": ["3352", "Spinus lawrencei"], "1828": ["935", "Hethemia pistasciaria"], "2703": ["433", "Stenotus binotatus"], "2745": ["3555", "Setophaga dominica"], "7205": ["4597", "Heterocentrotus mamillatus"], "947": ["97", "Latrodectus variolus"], "7075": ["818", "Palthis angulalis"], "865": ["1168", "Icaricia icarioides"], "643": ["4469", "Trachylepis striata"], "7218": ["1302", "Micrathetis triplex"], "7852": ["620", "Diacme adipaloides"], "7116": ["4428", "Sceloporus cowlesi"], "6036": ["7445", "Oenothera deltoides"], "6908": ["4492", "Bitis arietans"], "6201": ["7865", "Hydrolea ovata"], "2380": ["5130", "Suillus pictus"], "2881": ["549", "Tapinoma sessile"], "4208": ["1754", "Paonias excaecata"], "6746": ["7314", "Linum pratense"], "2922": ["1702", "Apodemia virgulti"], "2898": ["1047", "Copaeodes minima"], "392": ["7129", "Euphrasia nemorosa"], "6597": ["4642", "Siliqua patula"], "2523": ["347", "Palpada vinetorum"], "5840": ["6324", "Cylindropuntia californica"], "2354": ["1507", "Lethe portlandia"], "6434": ["4286", "Calumma parsonii"], "2977": ["2514", "Bellapiscis medius"], "7665": ["472", "Pselliopus barberi"], "5044": ["1700", "Apodemia mormo"], "1393": ["3679", "Sylvia curruca"], "1775": ["6542", "Lonicera involucrata"], "4568": ["7248", "Annona glabra"], "5028": ["3469", "Anthus spragueii"], "6076": ["7900", "Parthenocissus inserta"], "5148": ["1640", "Gonepteryx rhamni"], "4407": ["2916", "Archilochus alexandri"], "1350": ["8043", "Cystopteris protrusa"], "3661": ["2292", "Caranx ignobilis"], "7977": ["837", "Schistophleps bipuncta"], "6037": ["6713", "Clitoria ternatea"], "7446": ["4521", "Deirochelys reticularia"], "1126": ["1575", "Agriophara confertella"], "7860": ["5815", "Ambrosia ambrosioides"], "971": ["5599", "Cyperus papyrus"], "638": ["3755", "Arundinicola leucocephala"], "1931": ["3188", "Gallus gallus"], "7955": ["7027", "Condea emoryi"], "1522": ["6085", "Senecio lautus"], "4741": ["7303", "Stillingia sylvatica"], "515": ["2306", "Pomoxis annularis"], "6840": ["3621", "Petroica macrocephala"], "1491": ["1513", "Limenitis lorquini"], "7064": ["7743", "Bursera microphylla"], "5500": ["7557", "Ficaria verna"], "646": ["392", "Neotibicen canicularis"], "6745": ["4414", "Callisaurus draconoides"], "6870": ["6122", "Symphyotrichum novae-angliae"], "1095": ["4019", "Myliobatis tenuicaudatus"], "7366": ["3741", "Turdus falcklandii"], "5825": ["5273", "Elodea canadensis"], "6548": ["677", "Pyrausta laticlavia"], "6252": ["413", "Metcalfa pruinosa"], "3098": ["3486", "Oenanthe isabellina"], "3378": ["3786", "Tyrannus melancholicus"], "2085": ["4766", "Peltodoris nobilis"], "3849": ["384", "Paraulacizes irrorata"], "7137": ["6206", "Lithospermum incisum"], "5822": ["8095", "Myriopteris alabamensis"], "1378": ["4278", "Anguis fragilis"], "4586": ["4598", "Strongylocentrotus franciscanus"], "2579": ["7657", "Potentilla recta"], "6595": ["7611", "Rhamnus cathartica"], "8119": ["6841", "Quercus berberidifolia"], "7145": ["1042", "Chioides albofasciatus"], "168": ["2277", "Ctenochaetus striatus"], "8110": ["7192", "Penstemon spectabilis"], "6899": ["5133", "Cantharellus californicus"], "7496": ["4470", "Gonatodes albogularis"], "1970": ["4884", "Cystophora retroflexa"], "7707": ["4901", "Chrysothrix candelaris"], "6185": ["4116", "Meles meles"], "4065": ["3144", "Eumomota superciliosa"], "5996": ["6557", "Valeriana officinalis"], "1092": ["4391", "Lygodactylus capensis"], "7985": ["3773", "Myiodynastes luteiventris"], "754": ["4134", "Procyon lotor"], "2111": ["486", "Apis cerana"], "6905": ["2106", "Chortophaga australior"], "1459": ["6202", "Hydrophyllum appendiculatum"], "6669": ["6605", "Rhododendron macrophyllum"], "6210": ["3035", "Thalasseus sandvicensis"], "1615": ["4169", "Macropus fuliginosus"], "5386": ["8024", "Athyrium filix-femina"], "2412": ["3264", "Certhia americana"], "4690": ["7437", "Eulobus californicus"], "4295": ["4584", "Acanthaster planci"], "3301": ["5484", "Thelymitra pauciflora"], "4210": ["1824", "Urania fulgens"], "6499": ["7968", "Pinus torreyana"], "2156": ["3673", "Lamprotornis superbus"], "6665": ["4604", "Diadema setosum"], "7598": ["7872", "Lycium californicum"], "776": ["3938", "Brotogeris jugularis"], "2242": ["4798", "Polycera atra"], "6236": ["6842", "Quercus buckleyi"], "1819": ["4365", "Trimorphodon tau"], "2359": ["98", "Steatoda nobilis"], "6927": ["7917", "Conocephalum salebrosum"], "3366": ["3415", "Sturnella magna"], "32": ["5690", "Schizachyrium scoparium"], "5224": ["226", "Trirhabda flavolimbata"], "3896": ["681", "Samea baccatalis"], "7764": ["4256", "Tamiasciurus douglasii"], "2871": ["6795", "Strophostyles umbellata"], "5005": ["3635", "Polioptila albiloris"], "532": ["3717", "Campylorhynchus zonatus"], "7721": ["2980", "Vanellus vanellus"], "6265": ["2166", "Scudderia mexicana"], "3264": ["1364", "Meganola phylla"], "3656": ["1240", "Agrotis porphyricollis"], "4429": ["5711", "Alpinia purpurata"], "1808": ["4128", "Hydrurga leptonyx"], "3081": ["3102", "Patagioenas maculosa"], "1537": ["2735", "Salamandra lanzai"], "1700": ["3612", "Passer domesticus"], "1098": ["5786", "Pseudopanax linearis"], "2851": ["2071", "Plathemis subornata"], "7890": ["4224", "Mus musculus"], "2845": ["7072", "Scutellaria ovata"], "1816": ["3524", "Poecile hudsonicus"], "5671": ["5539", "Toxicoscordion paniculatum"], "6513": ["864", "Anacampsis fullonella"], "7410": ["7908", "Krameria erecta"], "2858": ["3831", "Tigrisoma lineatum"], "217": ["4772", "Hermissenda crassicornis"], "5301": ["7082", "Teucrium laciniatum"], "4292": ["6055", "Pseudognaphalium biolettii"], "7843": ["1711", "Melanis cephise"], "781": ["75", "Pelegrina galathea"], "3055": ["2338", "Dactylophora nigricans"], "3374": ["7768", "Aesculus flava"], "7043": ["5703", "Tridens strictus"], "4452": ["3712", "Tityra inquisitor"], "6129": ["448", "Euschistus tristigmus"], "592": ["343", "Myathropa florea"], "8029": ["4569", "Tubastraea coccinea"], "6468": ["7601", "Ceanothus oliganthus"], "679": ["5475", "Pterostylis patens"], "437": ["4336", "Nerodia erythrogaster"], "7828": ["503", "Bombus ruderatus"], "6503": ["1419", "Asterocampa leilia"], "8034": ["80", "Salticus scenicus"], "7878": ["579", "Parapolybia indica"], "963": ["1408", "Anthanassa texana"], "5062": ["913", "Epyaxa rosearia"], "5228": ["473", "Rasahus hamatus"], "3174": ["4858", "Chiton glaucus"], "1571": ["664", "Parapoynx allionealis"], "5999": ["6768", "Mimosa aculeaticarpa"], "2931": ["2769", "Circaetus cinereus"], "395": ["6838", "Notholithocarpus densiflorus"], "126": ["5701", "Stipa miliacea"], "6455": ["1017", "Timandra comae"], "2363": ["327", "Rainieria antennaepes"], "925": ["2634", "Hyla cinerea"], "5067": ["7402", "Dirca occidentalis"], "7462": ["4647", "Dosinia anus"], "6663": ["3073", "Stercorarius longicaudus"], "661": ["7525", "Anemone americana"], "7748": ["1360", "Xestia xanthographa"], "6780": ["5919", "Dicoria canescens"], "1894": ["3898", "Aechmophorus clarkii"], "7735": ["4831", "Cepaea nemoralis"], "6877": ["69", "Lyssomanes viridis"], "3436": ["3386", "Cassiculus melanicterus"], "3807": ["4795", "Phyllidia varicosa"], "2670": ["1776", "Archips grisea"], "1704": ["3604", "Spizella pusilla"], "5242": ["7184", "Penstemon laxiflorus"], "7759": ["3079", "Ciconia maguari"], "1909": ["5736", "Eryngium maritimum"], "4451": ["4229", "Callospermophilus saturatus"], "3146": ["745", "Diacrisia sannio"], "5870": ["2944", "Cathartes aura"], "6729": ["3901", "Podiceps cristatus"], "2770": ["1441", "Coenonympha tullia"], "2115": ["8099", "Pellaea bridgesii"], "3262": ["452", "Halyomorpha halys"], "5019": ["218", "Leptinotarsa juncta"], "3925": ["1647", "Phoebis sennae"], "3016": ["2839", "Aythya fuligula"], "1603": ["1814", "Pelochrista similiana"], "2136": ["3801", "Vireo solitarius"], "6239": ["5750", "Osmorhiza claytonii"], "4344": ["274", "Cysteodemus armatus"], "70": ["3056", "Gallinago delicata"], "7125": ["6598", "Pyrola picta"], "381": ["4143", "Megaptera novaeangliae"], "686": ["1373", "Furcula cinerea"], "5711": ["6829", "Betula populifolia"], "3088": ["1846", "Dicromantispa interrupta"], "307": ["3877", "Melanerpes carolinus"], "1096": ["617", "Crambus praefectellus"], "5043": ["534", "Diplolepis rosae"], "2125": ["4603", "Diadema antillarum"], "7013": ["2318", "Chaetodon melannotus"], "4812": ["4880", "Silvetia compressa"], "8111": ["4028", "Trygonorrhina dumerilii"], "2935": ["3120", "Alcedo atthis"], "4966": ["6999", "Gunnera tinctoria"], "1002": ["1489", "Hypolimnas misippus"], "63": ["6881", "Amsonia ciliata"], "359": ["5092", "Leratiomyces percevalii"], "7423": ["733", "Cisthene plumbea"], "7283": ["2837", "Aythya collaris"], "488": ["7913", "Larrea tridentata"], "2506": ["3611", "Passer diffusus"], "5504": ["5965", "Hazardia squarrosa"], "6735": ["2391", "Ophthalmolepis lineolata"], "6479": ["6142", "Tripleurospermum inodorum"], "5993": ["3438", "Anthornis melanura"], "4006": ["394", "Neotibicen resh"], "2921": ["6547", "Lonicera subspicata"], "8043": ["4125", "Phocarctos hookeri"], "7527": ["7081", "Teucrium cubense"], "5002": ["5825", "Anisocoma acaulis"], "5874": ["2145", "Diestrammena asynamora"], "5802": ["4987", "Helvella vespertina"], "2629": ["1761", "Sphinx perelegans"], "62": ["281", "Chrysina gloriosa"], "2609": ["6016", "Matricaria chamomilla"], "3776": ["4542", "Gopherus morafkai"], "2593": ["7318", "Passiflora suberosa"], "3916": ["5239", "Ulva intestinalis"], "1549": ["4301", "Coniophanes imperialis"], "915": ["5284", "Rhopalostylis sapida"], "6957": ["3432", "Turdoides striata"], "1453": ["7278", "Euphorbia esula"], "3161": ["7503", "Corydalis aurea"], "1792": ["5417", "Corybas oblongus"], "7257": ["3385", "Cacicus cela"], "5717": ["3361", "Sittasomus griseicapillus"], "7978": ["3261", "Piranga olivacea"], "7443": ["1645", "Phoebis agarithe"], "3846": ["6134", "Taraxacum officinale"], "6535": ["5944", "Eriophyllum confertiflorum"], "6452": ["3533", "Cardellina rubrifrons"], "2927": ["5037", "Entoloma abortivum"], "1307": ["3346", "Haemorhous purpureus"], "3732": ["5686", "Pennisetum villosum"], "5401": ["615", "Crambus girardellus"], "3158": ["2303", "Lepomis microlophus"], "6405": ["2200", "Lophopanopeus bellus"], "3518": ["2724", "Eurycea troglodytes"], "780": ["7466", "Oxalis violacea"], "3605": ["2370", "Tilodon sexfasciatus"], "1450": ["769", "Hypena bijugalis"], "3069": ["1748", "Hyles lineata"], "7362": ["3633", "Ploceus velatus"], "5345": ["1020", "Triphosa haesitata"], "1268": ["7226", "Glandularia bipinnatifida"], "6095": ["5091", "Hypholoma capnoides"], "1183": ["2321", "Chaetodon quadrimaculatus"], "4024": ["3951", "Psittacula krameri"], "7281": ["1626", "Catopsilia pomona"], "6909": ["462", "Stiretrus anchorago"], "2361": ["856", "Zale lunata"], "7545": ["1755", "Paonias myops"], "6232": ["7478", "Platanus racemosa"], "7379": ["5183", "Laetiporus conifericola"], "2317": ["5178", "Podoscypha petalodes"], "6892": ["4443", "Sceloporus undulatus"], "4010": ["700", "Allotria elonympha"], "219": ["821", "Pantydia sparsa"], "3179": ["5949", "Eupatorium serotinum"], "239": ["4736", "Nassarius fossatus"], "1590": ["2494", "Sciaenops ocellatus"], "6115": ["6158", "Xanthisma spinulosum"], "6592": ["6472", "Polygonum aviculare"], "83": ["2833", "Anser serrirostris"], "7042": ["5856", "Bebbia juncea"], "1094": ["3714", "Campylorhynchus brunneicapillus"], "542": ["3367", "Hirundo smithii"], "4240": ["7087", "Utricularia cornuta"], "2748": ["898", "Didymoctenia exsuperata"], "1972": ["3884", "Melanerpes rubricapillus"], "3270": ["5028", "Clavaria zollingeri"], "1198": ["4765", "Geitodoris heathi"], "7111": ["7714", "Cecropia obtusifolia"], "5763": ["2294", "Caranx sexfasciatus"], "1458": ["82", "Sitticus fasciger"], "5140": ["6407", "Stellaria media"], "5627": ["7356", "Bixa orellana"], "3785": ["687", "Spoladea recurvalis"], "807": ["4605", "Holothuria atra"], "5": ["224", "Plagiodera versicolora"], "2638": ["1799", "Epiblema otiosana"], "7154": ["2529", "Dendrochirus brachypterus"], "203": ["2988", "Chlidonias hybrida"], "7183": ["7580", "Celtis australis"], "3093": ["2159", "Meconema thalassinum"], "1017": ["2705", "Ambystoma maculatum"], "7801": ["4885", "Stephanocystis osmundacea"], "3073": ["3336", "Chloris chloris"], "4303": ["5932", "Engelmannia peristenia"], "5182": ["2447", "Pomacanthus paru"], "2893": ["3940", "Eupsittula pertinax"], "2146": ["7891", "Solanum pseudocapsicum"], "3348": ["345", "Ocyptamus fuscipennis"], "6755": ["1333", "Psaphida rolandi"], "7984": ["4198", "Tapirus bairdii"], "3249": ["3847", "Threskiornis aethiopicus"], "1824": ["5495", "Tradescantia spathacea"], "1821": ["1069", "Iambrix salsala"], "2130": ["6585", "Gaultheria procumbens"], "3868": ["1537", "Pararge aegeria"], "1": ["220", "Omophoita cyanipennis"], "223": ["1676", "Arta olivalis"], "420": ["6680", "Acmispon glaber"], "7182": ["598", "Atteva aurea"], "3932": ["2812", "Amazonetta brasiliensis"], "1179": ["6118", "Symphyotrichum divaricatum"], "1444": ["4676", "Littorina obtusata"], "7744": ["232", "Axion plagiatum"], "391": ["4997", "Agaricus augustus"], "3460": ["7208", "Veronica persica"], "5523": ["4357", "Thamnophis cyrtopsis"], "2157": ["7901", "Parthenocissus quinquefolia"], "1305": ["1615", "Zerynthia polyxena"], "937": ["4051", "Ourebia ourebi"], "3654": ["1623", "Belenois java"], "69": ["4205", "Colobus guereza"], "3084": ["6907", "Asclepias subverticillata"], "3869": ["605", "Achyra rantalis"], "5514": ["1516", "Marpesia petreus"], "4339": ["7167", "Hippuris vulgaris"], "3573": ["6318", "Carnegiea gigantea"], "6906": ["5274", "Hydrocharis morsus-ranae"], "7790": ["2109", "Dissosteira pictipennis"], "4765": ["7617", "Acaena pinnatifida"], "2443": ["112", "Centruroides vittatus"], "4250": ["5446", "Neottia cordata"], "3940": ["1146", "Castalius rosimon"], "5235": ["2456", "Amphiprion melanopus"], "739": ["7346", "Viola filicaulis"], "4736": ["2684", "Lithobates pipiens"], "7008": ["6846", "Quercus emoryi"], "1383": ["298", "Oiceoptoma noveboracense"], "990": ["5561", "Aechmea bracteata"], "1870": ["4838", "Helminthoglypta sequoicola"], "7453": ["2266", "Mugil cephalus"], "4181": ["862", "Paectes abrostoloides"], "2311": ["4581", "Pisaster ochraceus"], "1922": ["7102", "Ligustrum sinense"], "3327": ["4719", "Lirabuccinum dirum"], "1507": ["5238", "Trentepohlia aurea"], "7647": ["6824", "Alnus viridis"], "3636": ["8106", "Pteris macilenta"], "2727": ["8135", "Mastocarpus papillatus"], "2066": ["6797", "Tamarindus indica"], "5476": ["2007", "Dythemis fugax"], "6060": ["1213", "Strymon albata"], "7996": ["5139", "Clavulina cristata"], "2002": ["766", "Horama panthalon"], "7662": ["6711", "Chamaecrista fasciculata"], "5661": ["4777", "Flabellina exoptata"], "4934": ["6632", "Loeseliastrum matthewsii"], "7913": ["2569", "Allomycterus pilatus"], "7640": ["5565", "Tillandsia caput-medusae"], "3499": ["3572", "Aimophila ruficeps"], "4755": ["3554", "Setophaga discolor"], "4351": ["7147", "Mimulus breweri"], "1477": ["7604", "Frangula alnus"], "7223": ["5608", "Schoenoplectus acutus"], "5659": ["2563", "Melichthys niger"], "590": ["1994", "Brachymesia furcata"], "7277": ["3878", "Melanerpes chrysogenys"], "2663": ["6444", "Aconogonon davisiae"], "6934": ["4792", "Diaphorodoris lirulatocauda"], "1712": ["808", "Mocis texana"], "3994": ["2908", "Amazilia beryllina"], "3691": ["6844", "Quercus coccinea"], "4154": ["2474", "Parma victoriae"], "5113": ["4728", "Acanthinucella punctulata"], "5036": ["7343", "Melicytus ramiflorus"], "6823": ["5951", "Eutrochium fistulosum"], "7210": ["7163", "Collinsia torreyi"], "5528": ["5725", "Bowlesia incana"], "101": ["195", "Stictoleptura rubra"], "2364": ["5753", "Petroselinum crispum"], "6800": ["6096", "Solidago canadensis"], "4312": ["7456", "Oxalis debilis"], "4155": ["604", "Achyra affinitalis"], "747": ["7951", "Pinus balfouriana"], "5925": ["5767", "Zizia aptera"], "1831": ["7373", "Hibiscus tiliaceus"], "6820": ["5364", "Yucca glauca"], "675": ["3381", "Tachycineta thalassina"], "2430": ["2859", "Cygnus olor"], "6726": ["6769", "Mimosa borealis"], "6240": ["4868", "Mopalia hindsii"], "2896": ["1634", "Euchloe ausonides"], "4260": ["7805", "Myriophyllum spicatum"], "2913": ["6648", "Lysimachia punctata"], "2096": ["2467", "Dascyllus trimaculatus"], "749": ["6855", "Quercus marilandica"], "2230": ["5331", "Dichelostemma capitatum"], "1276": ["3846", "Theristicus melanopis"], "4603": ["5867", "Brachyglottis repanda"], "6225": ["5023", "Amanita ocreata"], "2339": ["1361", "Baileya australis"], "6451": ["2336", "Cheilodactylus nigripes"], "6326": ["3175", "Ortalis vetula"], "2746": ["1350", "Thysanoplusia orichalcea"], "1992": ["6940", "Swertia perennis"], "1640": ["5714", "Aciphylla aurea"], "4078": ["3304", "Pica nuttalli"], "7481": ["716", "Asota plaginota"], "1526": ["3002", "Ichthyaetus melanocephalus"], "5714": ["7149", "Mimulus dentatus"], "7562": ["6707", "Centrosema virginianum"], "2261": ["2749", "Aegypius monachus"], "2049": ["3913", "Phoebastria nigripes"], "3544": ["4677", "Littorina scutulata"], "7743": ["6488", "Maytenus boaria"], "4638": ["5704", "Apodasmia similis"], "886": ["164", "Cicindela hirticollis"], "7621": ["2409", "Lutjanus apodus"], "3271": ["4583", "Stichaster australis"], "1920": ["6892", "Asclepias curassavica"], "4008": ["5822", "Anaphalioides bellidioides"], "1498": ["847", "Tathorhynchus exsiccata"], "3183": ["3967", "Bubo virginianus"], "1031": ["5754", "Polytaenia texana"], "2158": ["5187", "Picipes badius"], "3289": ["4172", "Wallabia bicolor"], "7344": ["356", "Ceratitis capitata"], "6863": ["4396", "Ctenosaura macrolopha"], "794": ["6758", "Macroptilium atropurpureum"], "6356": ["3531", "Basileuterus rufifrons"], "5249": ["1199", "Plebejus argus"], "283": ["816", "Orgyia leucostigma"], "1642": ["395", "Neotibicen tibicen"], "3479": ["3822", "Egretta thula"], "5719": ["2270", "Acanthurus dussumieri"], "2072": ["7787", "Sedum acre"], "1408": ["7281", "Euphorbia heterophylla"], "2081": ["7959", "Pinus longaeva"], "6920": ["4201", "Saimiri sciureus"], "1846": ["6847", "Quercus engelmannii"], "4144": ["444", "Dolycoris baccarum"], "4673": ["1572", "Ypthima baldus"], "5650": ["5614", "Eriocaulon aquaticum"], "1534": ["4837", "Helminthoglypta nickliniana"], "7856": ["5173", "Bjerkandera adusta"], "5529": ["780", "Hypoprepia miniata"], "5379": ["4912", "Protoparmeliopsis pinguis"], "758": ["2157", "Leptophyes punctatissima"], "5770": ["2222", "Porcellio dilatatus"], "318": ["4943", "Ramalina canariensis"], "6243": ["2151", "Stenopelmatus fuscus"], "2606": ["5236", "Polytrichum piliferum"], "7599": ["6298", "Bassia scoparia"], "3958": ["1825", "Ypsolopha dentella"], "5352": ["5551", "Veratrum viride"], "6202": ["3690", "Ramphocelus flammigerus"], "1163": ["4083", "Urocyon littoralis"], "4875": ["7603", "Condalia hookeri"], "186": ["2360", "Haemulon chrysargyreum"], "273": ["1126", "Packardia geminata"], "7661": ["4536", "Kinosternon sonoriense"], "3920": ["1222", "Lagoa crispata"], "5920": ["3791", "Vidua macroura"], "5110": ["6264", "Lepidium didymum"], "790": ["5723", "Astrantia major"], "1729": ["2975", "Vanellus albiceps"], "7495": ["5796", "Pittosporum ralphii"], "2702": ["7237", "Verbena halei"], "3770": ["7583", "Celtis reticulata"], "2223": ["5394", "Sisyrinchium albidum"], "1802": ["3888", "Picoides borealis"], "1109": ["4982", "Caloscypha fulgens"], "4579": ["5578", "Carex gracillima"], "1058": ["5503", "Uvularia grandiflora"], "336": ["933", "Hemithea aestivaria"], "3649": ["1366", "Uraba lugens"], "2277": ["4240", "Sciurus aureogaster"], "155": ["7802", "Ribes sanguineum"], "4383": ["7413", "Rhexia virginica"], "1688": ["7882", "Solanum aviculare"], "3898": ["6476", "Rumex hymenosepalus"], "1167": ["6230", "Pholisma arenarium"], "2866": ["4712", "Lunella smaragdus"], "3014": ["3351", "Pyrrhula pyrrhula"], "2697": ["3856", "Eubucco bourcierii"], "197": ["7454", "Aristotelia serrata"], "6727": ["1102", "Thorybes bathyllus"], "3696": ["6244", "Brassica tournefortii"], "6925": ["1186", "Lycaena hippothoe"], "2296": ["5338", "Leopoldia comosa"], "2322": ["1812", "Pelochrista derelicta"], "2489": ["5766", "Torilis nodosa"], "6140": ["7355", "Viola sororia"], "386": ["3095", "Geopelia striata"], "6107": ["3584", "Melospiza georgiana"], "6577": ["2952", "Synthliboramphus antiquus"], "2868": ["4202", "Cercopithecus mitis"], "2119": ["7269", "Croton monanthogynus"], "7615": ["156", "Chauliognathus pensylvanicus"], "1570": ["1111", "Xenophanes tryxus"], "4280": ["4981", "Rhytisma acerinum"], "2980": ["3323", "Emberiza rustica"], "2723": ["2641", "Hyla versicolor"], "4679": ["1743", "Hemaris thetis"], "1512": ["4096", "Cynictis penicillata"], "1287": ["2637", "Hyla gratiosa"], "1908": ["1385", "Oligocentria lignicolor"], "818": ["5348", "Manfreda virginica"], "7203": ["720", "Bulia deducta"], "376": ["6446", "Chorizanthe brevicornu"], "5452": ["5530", "Fritillaria recurva"], "428": ["7519", "Sanguinaria canadensis"], "6498": ["7482", "Grevillea robusta"], "3840": ["2776", "Elanus leucurus"], "6297": ["1854", "Aeshna umbrosa"], "2815": ["6647", "Lysimachia maritima"], "281": ["7433", "Epilobium coloratum"], "2862": ["1496", "Junonia iphita"], "2797": ["7464", "Oxalis purpurea"], "3351": ["3742", "Turdus fuscater"], "7165": ["7596", "Ceanothus fendleri"], "7836": ["3229", "Gerygone igata"], "974": ["3365", "Hirundo neoxena"], "2204": ["1574", "Ypthima huebneri"], "1073": ["565", "Scolia bicincta"], "4692": ["4094", "Panthera tigris"], "3998": ["7982", "Cyathea dealbata"], "6890": ["4100", "Herpestes sanguineus"], "4110": ["6354", "Mammillaria magnimamma"], "1916": ["7297", "Euphorbia stictospora"], "1294": ["1997", "Brachythemis leucosticta"], "2929": ["5082", "Psathyrella longipes"], "3344": ["2811", "Alopochen aegyptiaca"], "7637": ["2476", "Pomacentrus coelestis"], "6621": ["4179", "Parascalops breweri"], "6066": ["6794", "Sophora secundiflora"], "7817": ["4691", "Scutus breviculus"], "2032": ["1601", "Papilio polyxenes"], "7963": ["7945", "Abies religiosa"], "6473": ["2272", "Acanthurus nigricans"], "5679": ["6328", "Cylindropuntia leptocaulis"], "5632": ["914", "Erannis defoliaria"], "3593": ["1836", "Stagmomantis limbata"], "5745": ["2654", "Scinax staufferi"], "2428": ["5589", "Carex pumila"], "6088": ["8087", "Adiantum capillus-veneris"], "5492": ["7732", "Pistacia chinensis"], "7586": ["2969", "Charadrius vociferus"], "2587": ["2259", "Esox americanus"], "5417": ["325", "Culex quinquefasciatus"], "1906": ["6317", "Bergerocactus emoryi"], "2270": ["1731", "Acherontia atropos"], "3668": ["2405", "Thalassoma pavo"], "3123": ["350", "Toxomerus marginatus"], "5254": ["6740", "Lespedeza virginica"], "5313": ["1778", "Archips semiferana"], "714": ["7683", "Rubus caesius"], "8030": ["5263", "Anthurium schlechtendalii"], "1165": ["6690", "Astragalus crassicarpus"], "7954": ["7666", "Prunus pensylvanica"], "753": ["5473", "Pterostylis graminea"], "6283": ["4215", "Peromyscus fraterculus"], "1877": ["6939", "Sabatia campestris"], "3641": ["1980", "Archilestes californicus"], "3114": ["5422", "Cypripedium parviflorum"], "5967": ["2918", "Calypte anna"], "4666": ["5845", "Artemisia tridentata"], "310": ["165", "Cicindela longilabris"], "920": ["581", "Polistes aurifer"], "3602": ["6094", "Silybum marianum"], "3396": ["144", "Drymaplaneta semivitta"], "4135": ["2108", "Dichromorpha viridis"], "1719": ["3589", "Melozone fusca"], "3438": ["7892", "Solanum ptychanthum"], "989": ["6718", "Dalea formosa"], "5293": ["5524", "Fritillaria affinis"], "1974": ["6090", "Senecio vulgaris"], "7706": ["1277", "Elaphria chalcedonia"], "6431": ["1370", "Destolmia lineata"], "4286": ["7200", "Plantago rhodosperma"], "2164": ["3030", "Sterna striata"], "6668": ["7181", "Penstemon heterodoxus"], "917": ["3235", "Psaltriparus minimus"], "1539": ["1981", "Archilestes grandis"], "7090": ["6874", "Juglans nigra"], "2482": ["5158", "Phallus rubicundus"], "1662": ["6516", "Cucurbita palmata"], "7489": ["4010", "Carcharias taurus"], "4179": ["5834", "Arnica cordifolia"], "7517": ["3209", "Fulica americana"], "6137": ["6456", "Eriogonum latifolium"], "7129": ["5202", "Lactarius xanthogalactus"], "7250": ["4384", "Gehyra mutilata"], "5941": ["5722", "Apium prostratum"], "1742": ["3108", "Streptopelia decipiens"], "7941": ["7665", "Prunus padus"], "2624": ["4300", "Coluber schotti"], "8076": ["7480", "Banksia integrifolia"], "1303": ["3285", "Corvus monedula"], "6218": ["3691", "Ramphocelus sanguinolentus"], "7635": ["5411", "Corallorhiza maculata"], "4867": ["3939", "Eupsittula canicularis"], "1952": ["1368", "Datana integerrima"], "3384": ["4627", "Pecten novaezelandiae"], "3784": ["6498", "Cornus rugosa"], "3151": ["3566", "Setophaga pitiayumi"], "2996": ["3740", "Turdus eunomus"], "5888": ["4397", "Ctenosaura pectinata"], "7416": ["4330", "Leptophis diplotropis"], "2894": ["4133", "Nasua nasua"], "5462": ["2205", "Arenaeus cribrarius"], "610": ["3155", "Eudynamys scolopaceus"], "6350": ["883", "Chlorochlamys chloroleucaria"], "3723": ["2656", "Smilisca phaeota"], "793": ["3793", "Vireo altiloquus"], "5743": ["6872", "Juglans cinerea"], "6640": ["1837", "Tenodera sinensis"], "3207": ["7490", "Berberis pinnata"], "6014": ["4248", "Tamias amoenus"], "4714": ["2358", "Valenciennea strigata"], "5243": ["4500", "Crotalus molossus"], "6318": ["1859", "Anax parthenope"], "7": ["2416", "Nemateleotris magnifica"], "7015": ["1369", "Datana major"], "3814": ["7636", "Drymocallis arguta"], "6570": ["123", "Pseudopolydesmus serratus"], "2924": ["4062", "Alces alces"], "564": ["786", "Isogona tenuis"], "3949": ["754", "Euchaetes egle"], "725": ["2142", "Orocharis saltator"], "340": ["7689", "Rubus hispidus"], "7683": ["3072", "Stercorarius antarcticus"], "2537": ["5354", "Ornithogalum umbellatum"], "7088": ["1649", "Pieris canidia"], "1077": ["828", "Phyprosopus callitrichoides"], "5482": ["4151", "Phocoenoides dalli"], "4301": ["3052", "Calidris ptilocnemis"], "4195": ["3627", "Euplectes franciscanus"], "5070": ["2801", "Polyboroides typus"], "1416": ["7309", "Hypericum kalmianum"], "6226": ["3186", "Centrocercus urophasianus"], "4198": ["4796", "Phyllidiella pustulosa"], "6588": ["2809", "Pandion haliaetus"], "637": ["4645", "Chione californiensis"], "5152": ["682", "Samea ecclesialis"], "4123": ["6950", "Coffea arabica"], "4653": ["5409", "Cephalanthera rubra"], "7667": ["6891", "Asclepias californica"], "4981": ["6594", "Monotropa uniflora"], "1738": ["1675", "Aglossa disciferalis"], "4989": ["6741", "Lotus corniculatus"], "1990": ["1995", "Brachymesia gravida"], "3690": ["2379", "Epibulus insidiator"], "5161": ["2075", "Rhyothemis variegata"], "2904": ["1705", "Calephelis virginiensis"], "5061": ["1771", "Acleris nivisellana"], "6997": ["3893", "Picus canus"], "6968": ["2381", "Gomphosus varius"], "869": ["7674", "Rosa bracteata"], "7686": ["5813", "Ageratina altissima"], "6869": ["8080", "Notogrammitis heterophylla"], "7509": ["2701", "Polypedates megacephalus"], "4588": ["1442", "Colobura dirce"], "5683": ["577", "Mischocyttarus flavitarsis"], "2369": ["5699", "Sporobolus heterolepis"], "4844": ["3862", "Colaptes campestris"], "447": ["2432", "Scolopsis bilineata"], "3727": ["5251", "Dendrolycopodium hickeyi"], "7076": ["6281", "Reseda lutea"], "1573": ["2971", "Elseyornis melanops"], "178": ["1388", "Phalera bucephala"], "7001": ["7530", "Anemone narcissiflora"], "7214": ["1396", "Adelpha californica"], "4992": ["7814", "Lithophragma parviflorum"], "3278": ["3151", "Chrysococcyx lucidus"], "232": ["2359", "Anisotremus virginicus"], "694": ["7511", "Ehrendorferia chrysantha"], "4591": ["1654", "Pontia beckerii"], "3621": ["7955", "Pinus elliottii"], "4801": ["830", "Ptichodis vinculum"], "4256": ["2922", "Chlorostilbon lucidus"], "1799": ["6425", "Claytonia virginica"], "1390": ["7406", "Ammannia coccinea"], "8053": ["7878", "Physalis cinerascens"], "3853": ["6792", "Sophora microphylla"], "1134": ["5142", "Gloeophyllum sepiarium"], "2772": ["1131", "Arawacus jada"], "762": ["3121", "Chloroceryle amazona"], "2293": ["1894", "Argia rhoadsi"], "202": ["3276", "Aphelocoma woodhouseii"], "4152": ["1200", "Plebejus idas"], "6652": ["4434", "Sceloporus mucronatus"], "3464": ["3638", "Promerops cafer"], "6305": ["5761", "Sanicula tuberosa"], "147": ["1278", "Elaphria versicolor"], "4033": ["5109", "Rickenella fibula"], "6634": ["6182", "Donatia novae-zelandiae"], "7780": ["4788", "Acanthodoris hudsoni"], "7636": ["4710", "Tegula funebralis"], "6190": ["2646", "Pseudacris crucifer"], "7866": ["7993", "Hymenophyllum frankliniae"], "528": ["1539", "Phaedyma columella"], "4767": ["7241", "Laurus nobilis"], "7659": ["7606", "Paliurus spina-christi"], "5656": ["5975", "Helianthus occidentalis"], "5250": ["2997", "Chroicocephalus ridibundus"], "6614": ["7976", "Lepidothamnus laxifolius"], "5443": ["2742", "Botrylloides violaceus"], "4911": ["2785", "Haliaeetus leucocephalus"], "6538": ["2648", "Pseudacris fouquettei"], "1473": ["755", "Euclidia cuspidea"], "1602": ["426", "Acutalis tartarea"], "7419": ["2880", "Spatula clypeata"], "3319": ["5180", "Daedaleopsis confragosa"], "1713": ["1317", "Orthosia gothica"], "3267": ["6442", "Limonium perezii"], "4640": ["869", "Alsophila pometaria"], "1164": ["4979", "Bulgaria inquinans"], "3847": ["1437", "Chlosyne nycteis"], "1316": ["7010", "Chilopsis linearis"], "6339": ["7640", "Fragaria virginiana"], "2826": ["1045", "Cogia calchas"], "4569": ["3089", "Columba palumbus"], "3037": ["3851", "Phaethon rubricauda"], "198": ["7357", "Cochlospermum vitifolium"], "337": ["3917", "Ardenna bulleri"], "3825": ["4223", "Hystrix cristata"], "6086": ["1890", "Argia nahuana"], "2595": ["976", "Operophtera brumata"], "7058": ["5459", "Orthoceras novae-zeelandiae"], "1150": ["5901", "Cirsium occidentale"], "7694": ["1338", "Schinia rivulosa"], "4546": ["4592", "Culcita novaeguineae"], "1177": ["5917", "Diaperia prolifera"], "5759": ["5137", "Craterellus fallax"], "1500": ["319", "Poecilanthrax lucifer"], "2983": ["5935", "Ericameria laricifolia"], "1400": ["7260", "Triadenum virginicum"], "2842": ["6802", "Trifolium fucatum"], "6104": ["3727", "Catharus aurantiirostris"], "1665": ["1143", "Callophrys xami"], "6522": ["154", "Atalantycha bilineata"], "7663": ["7958", "Pinus hartwegii"], "4109": ["7831", "Calystegia soldanella"], "1220": ["3724", "Thryothorus ludovicianus"], "5112": ["7084", "Trichostema lanceolatum"], "3164": ["5673", "Microstegium vimineum"], "6526": ["708", "Apantesis proxima"], "6421": ["4939", "Physcia stellaris"], "7602": ["5050", "Lycoperdon perlatum"], "5788": ["756", "Euclidia glyphica"], "6747": ["1803", "Eucosma ochroterminana"], "4803": ["3896", "Aulacorhynchus prasinus"], "1748": ["1786", "Clepsis melaleucana"], "5791": ["2643", "Osteopilus septentrionalis"], "1660": ["7089", "Utricularia intermedia"], "6442": ["2979", "Vanellus senegallus"], "237": ["5795", "Pittosporum eugenioides"], "7971": ["7267", "Croton glandulosus"], "1756": ["5574", "Carex comosa"], "3693": ["1170", "Icaricia saepiolus"], "6568": ["2383", "Halichoeres garnoti"], "7597": ["2133", "Hemideina crassidens"], "7974": ["2591", "Arothron meleagris"], "7819": ["3914", "Thalassarche cauta"], "4354": ["1025", "Amblyscirtes aesculapius"], "3492": ["7116", "Castilleja latifolia"], "2722": ["2767", "Buteogallus urubitinga"], "2656": ["6314", "Ariocarpus fissuratus"], "5959": ["2503", "Sillago ciliata"], "5464": ["1577", "Hofmannophila pseudospretella"], "2007": ["6276", "Peritoma arborea"], "4766": ["7986", "Dicksonia fibrosa"], "5493": ["2023", "Lathrecista asiatica"], "6192": ["5783", "Pseudopanax crassifolius"], "1308": ["7867", "Datura inoxia"], "7891": ["7025", "Ballota nigra"], "3525": ["6291", "Alternanthera caracasana"], "975": ["5065", "Xeromphalina campanella"], "3234": ["5079", "Panaeolus antillarum"], "1467": ["7652", "Potentilla anserina"], "5634": ["7307", "Hypericum drummondii"], "4901": ["6884", "Apocynum androsaemifolium"], "2686": ["4625", "Argopecten ventricosus"], "4769": ["6254", "Dithyrea californica"], "3265": ["3286", "Corvus sinaloae"], "1230": ["292", "Phyllopertha horticola"], "2221": ["6619", "Collomia linearis"], "7374": ["2196", "Pagurus novizealandiae"], "2089": ["7015", "Kigelia africana"], "6204": ["7242", "Lindera benzoin"], "6324": ["2466", "Dascyllus reticulatus"], "361": ["2309", "Chaetodon baronessa"], "3256": ["5959", "Gazania linearis"], "5246": ["717", "Barsine striata"], "1668": ["2449", "Pygoplites diacanthus"], "7514": ["2666", "Pelobates fuscus"], "5271": ["2547", "Hippocampus bargibanti"], "6846": ["1012", "Sphacelodes vulneraria"], "2710": ["1313", "Ogdoconta cinereola"], "5015": ["4844", "Milax gagates"], "4228": ["1486", "Historis odius"], "806": ["2342", "Cirrhitichthys aprinus"], "3874": ["7321", "Turnera ulmifolia"], "1892": ["4494", "Crotalus aquilus"], "1369": ["7351", "Viola pedunculata"], "6008": ["7849", "Ipomoea coccinea"], "4401": ["7052", "Pycnanthemum tenuifolium"], "2448": ["2119", "Oedipoda caerulescens"], "5929": ["3162", "Falco cenchroides"], "7306": ["7880", "Physalis heterophylla"], "5347": ["96", "Latrodectus mactans"], "5483": ["2814", "Anas castanea"], "495": ["6505", "Eucnide urens"], "817": ["2219", "Idotea resecata"], "1962": ["4482", "Aspidoscelis uniparens"], "3982": ["637", "Herpetogramma bipunctalis"], "2011": ["3206", "Aramides albiventris"], "1888": ["6333", "Echinocactus polycephalus"], "7906": ["4132", "Nasua narica"], "2409": ["4522", "Emydoidea blandingii"], "6073": ["7547", "Clematis vitalba"], "3968": ["2217", "Armadillidium nasatum"], "1604": ["4156", "Eidolon helvum"], "3539": ["6501", "Hydrangea macrophylla"], "2542": ["1522", "Mestra amymone"], "1617": ["839", "Selenisa sueroides"], "7162": ["3892", "Picoides villosus"], "2791": ["1961", "Hagenius brevistylus"], "2626": ["7973", "Dacrycarpus dacrydioides"], "3293": ["4153", "Taphozous mauritianus"], "4946": ["1050", "Epargyreus clarus"], "2044": ["7275", "Euphorbia characias"], "5637": ["3294", "Cyanopica cooki"], "5533": ["5790", "Schefflera digitata"], "4346": ["459", "Podisus maculiventris"], "3865": ["3957", "Pygoscelis papua"], "5133": ["2886", "Tadorna variegata"], "6661": ["3185", "Bonasa umbellus"], "7766": ["4342", "Pantherophis alleghaniensis"], "7933": ["5988", "Hypochaeris radicata"], "8052": ["5486", "Tipularia discolor"], "2272": ["3202", "Antigone canadensis"], "5890": ["6301", "Chenopodium murale"], "4455": ["3866", "Dendrocopos major"], "404": ["7745", "Dysoxylum spectabile"], "5611": ["2982", "Haematopus fuliginosus"], "7033": ["4511", "Sistrurus tergeminus"], "1576": ["7336", "Salix gooddingii"], "3974": ["5226", "Dicranum scoparium"], "5821": ["877", "Camptogramma bilineata"], "3383": ["5415", "Corybas cheesemanii"], "1124": ["3309", "Cracticus nigrogularis"], "1078": ["4364", "Trimorphodon paucimaculatus"], "7921": ["4509", "Crotalus viridis"], "484": ["1608", "Papilio zelicaon"], "5643": ["5567", "Tillandsia recurvata"], "3618": ["2506", "Diplodus sargus"], "1727": ["2175", "Procambarus acutus"], "78": ["1379", "Lochmaeus manteo"], "1574": ["8110", "Phegopteris connectilis"], "6302": ["2685", "Lithobates septentrionalis"], "6915": ["1909", "Enallagma divagans"], "112": ["6165", "Campanula aparinoides"], "5023": ["5694", "Setaria viridis"], "1156": ["3805", "Ardea cinerea"], "3561": ["4032", "Alcelaphus buselaphus"], "746": ["5855", "Balsamorhiza sagittata"], "457": ["2810", "Aix sponsa"], "4648": ["3726", "Troglodytes pacificus"], "5550": ["7365", "Allowissadula holosericea"], "2566": ["5463", "Platanthera blephariglottis"], "6767": ["496", "Bombus impatiens"], "3263": ["3591", "Passerculus sandwichensis"], "8095": ["1314", "Orthodes furtiva"], "2541": ["1473", "Hamadryas amphinome"], "691": ["2452", "Abudefduf vaigiensis"], "7704": ["3870", "Dendropicos fuscescens"], "2116": ["3006", "Larus californicus"], "30": ["1123", "Doratifera pinguis"], "1670": ["6293", "Amaranthus palmeri"], "3440": ["6453", "Eriogonum fasciculatum"], "5819": ["3143", "Electron platyrhynchum"], "453": ["6005", "Leucanthemum vulgare"], "3961": ["6902", "Asclepias oenotheroides"], "358": ["6474", "Rumex acetosella"], "7466": ["2631", "Hyla arborea"], "3921": ["1138", "Callophrys eryphon"], "6395": ["1179", "Lycaena dispar"], "1093": ["1127", "Phobetron pithecium"], "699": ["5434", "Goodyera oblongifolia"], "994": ["4069", "Odocoileus virginianus"], "7738": ["411", "Cryptococcus fagisuga"], "5793": ["6486", "Euonymus europaeus"], "3852": ["422", "Neacoryphus bicrucis"], "2256": ["5197", "Auriscalpium vulgare"], "6399": ["2450", "Abudefduf sexfasciatus"], "4967": ["3063", "Phalaropus tricolor"], "1105": ["4684", "Acmaea mitra"], "3398": ["7487", "Berberis darwinii"], "5537": ["2853", "Coscoroba coscoroba"], "6689": ["2092", "Trithemis festiva"], "6824": ["7513", "Eschscholzia lobbii"], "5393": ["8084", "Polypodium virginianum"], "5442": ["3217", "Gallirallus philippensis"], "745": ["1124", "Euclea incisa"], "1692": ["1268", "Copivaleria grotei"], "6476": ["1620", "Appias libythea"], "1295": ["4849", "Mesodon thyroidus"], "544": ["158", "Calosoma sayi"], "4575": ["5110", "Chalciporus piperatus"], "4299": ["7989", "Gleichenia microphylla"], "6406": ["906", "Ectropis bhurmitra"], "507": ["6215", "Nama hispida"], "4288": ["1594", "Papilio garamas"], "877": ["4050", "Oryx gazella"], "7944": ["3561", "Setophaga occidentalis"], "3206": ["6043", "Petasites albus"], "549": ["5224", "Plagiomnium insigne"], "2637": ["7916", "Asterella californica"], "6253": ["3221", "Rallus aquaticus"], "1653": ["3169", "Micrastur semitorquatus"], "3185": ["4056", "Redunca redunca"], "6000": ["3205", "Heliornis fulica"], "5410": ["3915", "Thalassarche melanophris"], "360": ["925", "Fernaldella fimetaria"], "5481": ["6525", "Viburnum acerifolium"], "326": ["6661", "Samolus valerandi"], "6193": ["470", "Phymata americana"], "1634": ["4147", "Orcinus orca"], "4290": ["4615", "Cyrtopleura costata"], "5425": ["713", "Ascalapha odorata"], "117": ["6604", "Rhododendron lapponicum"], "2910": ["5513", "Calochortus luteus"], "5892": ["578", "Pachodynerus erynnis"], "6720": ["8124", "Callithamnion pikeanum"], "7715": ["6064", "Raoulia australis"], "2292": ["2258", "Gambusia affinis"], "2065": ["4541", "Gopherus berlandieri"], "3343": ["3127", "Halcyon senegalensis"], "5085": ["7191", "Penstemon speciosus"], "2999": ["6721", "Enterolobium cyclocarpum"], "6262": ["7738", "Rhus ovata"], "504": ["2079", "Sympetrum meridionale"], "6456": ["1232", "Acronicta oblinita"], "2088": ["758", "Euparthenos nubilis"], "3829": ["3180", "Callipepla gambelii"], "1420": ["4762", "Dirona picta"], "6021": ["8060", "Lastreopsis glabella"], "660": ["7498", "Akebia quinata"], "2521": ["4446", "Sceloporus zosteromus"], "2673": ["4080", "Lycalopex griseus"], "880": ["6465", "Persicaria arifolia"], "3092": ["5816", "Ambrosia artemisiifolia"], "6372": ["6974", "Galium virgatum"], "1184": ["6235", "Wigandia urens"], "2379": ["899", "Digrammia continuata"], "7870": ["6272", "Sisymbrium officinale"], "7951": ["2771", "Circus approximans"], "2141": ["3788", "Tyrannus verticalis"], "1895": ["6893", "Asclepias engelmanniana"], "4475": ["1622", "Belenois aurota"], "5264": ["6682", "Acmispon strigosus"], "4012": ["3592", "Passerella iliaca"], "3007": ["4366", "Tropidoclonion lineatum"], "3360": ["4407", "Psammodromus algirus"], "6091": ["4871", "Tonicella lokii"], "362": ["6", "Spirobranchus giganteus"], "1361": ["6152", "Vernonia gigantea"], "5760": ["3830", "Syrigma sibilatrix"], "5878": ["1690", "Hypsopygia olinalis"], "2422": ["5945", "Eriophyllum lanosum"], "5707": ["5458", "Orchis militaris"], "4188": ["5950", "Euthamia graminifolia"], "7181": ["3023", "Onychoprion anaethetus"], "1883": ["7528", "Anemone cylindrica"], "2671": ["4164", "Galeopterus variegatus"], "1644": ["4680", "Cyphoma gibbosum"], "6242": ["7975", "Halocarpus bidwillii"], "6180": ["4107", "Eira barbara"], "131": ["7598", "Ceanothus jepsonii"], "1968": ["7284", "Euphorbia indivisa"], "478": ["6595", "Pentachondra pumila"], "5865": ["2162", "Orchelimum nigripes"], "1861": ["7835", "Convolvulus althaeoides"], "7832": ["4408", "Teira dugesii"], "7521": ["2284", "Zebrasoma velifer"], "2059": ["2173", "Blepharipoda occidentalis"], "6130": ["235", "Cheilomenes sexmaculata"], "4410": ["2094", "Tyriobapta torrida"], "43": ["633", "Glaphyria sequistrialis"], "3903": ["5278", "Potamogeton natans"], "1804": ["631", "Fissicrambus mutabilis"], "3800": ["6596", "Pterospora andromedea"], "220": ["5952", "Eutrochium maculatum"], "2586": ["1719", "Automeris io"], "6208": ["4534", "Kinosternon baurii"], "2055": ["91", "Cryptachaea veruculata"], "5710": ["5857", "Bellis perennis"], "321": ["7338", "Salix laevigata"], "3979": ["1318", "Orthosia hibisci"], "317": ["4988", "Morchella americana"], "261": ["2628", "Eleutherodactylus coqui"], "3480": ["742", "Cycnia collaris"], "442": ["1920", "Ischnura barberi"], "4644": ["7755", "Acer floridanum"], "1114": ["3643", "Ptilonorhynchus violaceus"], "6321": ["6546", "Lonicera sempervirens"], "826": ["1646", "Phoebis argante"], "3184": ["2236", "Gymnothorax javanicus"], "7333": ["3759", "Elaenia flavogaster"], "471": ["2224", "Porcellio spinicornis"], "2273": ["6717", "Dalea aurea"], "2695": ["7410", "Lythrum salicaria"], "53": ["4862", "Lepidozona cooperi"], "1958": ["2868", "Mareca strepera"], "5191": ["6727", "Glycyrrhiza lepidota"], "4694": ["7412", "Clidemia hirta"], "4858": ["4308", "Farancia abacura"], "7169": ["3697", "Sporophila corvina"], "6662": ["5152", "Clathrus columnatus"], "5812": ["4187", "Sylvilagus aquaticus"], "29": ["5190", "Poronidulus conchifer"], "296": ["6004", "Leptinella squalida"], "2520": ["359", "Hexagenia limbata"], "508": ["6667", "Abrus precatorius"], "3830": ["4661", "Bulla gouldiana"], "8070": ["2068", "Perithemis intensa"], "8072": ["402", "Chariesterus antennator"], "140": ["3141", "Merops philippinus"], "2334": ["4325", "Lampropeltis splendida"], "5457": ["2238", "Gymnothorax prasinus"], "8018": ["2188", "Emerita talpoida"], "4360": ["4963", "Peltigera membranacea"], "2446": ["7359", "Cistus salviifolius"], "4209": ["1283", "Feralia comstocki"], "2667": ["3046", "Calidris alba"], "5214": ["5508", "Calochortus catalinae"], "71": ["5838", "Artemisia californica"], "783": ["7212", "Buddleja cordata"], "274": ["430", "Closterotomus norwegicus"], "4291": ["6218", "Nemophila parviflora"], "2706": ["6017", "Matricaria discoidea"], "2432": ["3019", "Larus pacificus"], "1187": ["6750", "Lupinus concinnus"], "5518": ["2160", "Microcentrum retinerve"], "1445": ["205", "Calligrapha serpentina"], "5953": ["463", "Thyanta custator"], "5320": ["3796", "Vireo gilvus"], "7109": ["4284", "Boa imperator"], "2575": ["6576", "Dracophyllum traversii"], "3659": ["6321", "Cylindropuntia acanthocarpa"], "1471": ["2620", "Phrynoidis asper"], "3978": ["2557", "Hippocampus whitei"], "163": ["5829", "Arctium lappa"], "4000": ["6880", "Garrya wrightii"], "2721": ["6350", "Mammillaria carnea"], "3325": ["4827", "Haplotrema minimum"], "4547": ["3157", "Guira guira"], "1625": ["7609", "Rhamnus alaternus"], "678": ["6778", "Pediomelum tenuiflorum"], "1936": ["5205", "Russula cremoricolor"], "2836": ["2798", "Pernis apivorus"], "2941": ["4606", "Lissothuria nutriens"], "1083": ["3995", "Sula leucogaster"], "5350": ["2193", "Minuca pugnax"], "2534": ["1774", "Archips argyrospila"], "6572": ["1423", "Brenthis daphne"], "3140": ["4318", "Lampropeltis annulata"], "6599": ["7415", "Kunzea ericoides"], "433": ["3097", "Leptotila verreauxi"], "7427": ["2153", "Conocephalus fasciatus"], "7255": ["1526", "Morpho polyphemus"], "7569": ["6075", "Senecio aronicoides"], "7212": ["2009", "Dythemis sterilis"], "5956": ["6464", "Muehlenbeckia complexa"], "2003": ["7150", "Mimulus guttatus"], "785": ["4693", "Haliotis fulgens"], "3481": ["2500", "Paralabrax clathratus"], "5620": ["2275", "Acanthurus triostegus"], "4395": ["1538", "Pareuptychia ocirrhoe"], "6838": ["2147", "Dracotettix monstrosus"], "2588": ["4709", "Tegula eiseni"], "4541": ["210", "Chrysomela populi"], "5253": ["5376", "Astelia nervosa"], "7792": ["4713", "Maoricolpus roseus"], "1973": ["5140", "Clavulina rugosa"], "926": ["624", "Elophila gyralis"], "940": ["5141", "Hydnum repandum"], "6427": ["4791", "Acanthodoris rhodoceras"], "7989": ["3379", "Tachycineta albiventer"], "2274": ["7007", "Ruellia simplex"], "5932": ["5799", "Ilex aquifolium"], "2567": ["5191", "Pycnoporus sanguineus"], "4193": ["1542", "Phyciodes mylitta"], "7965": ["5836", "Arnoglossum atriplicifolium"], "7193": ["330", "Exaireta spinigera"], "2179": ["7039", "Marrubium vulgare"], "2424": ["8086", "Adiantum aleuticum"], "5146": ["1726", "Opodiphthera eucalypti"], "716": ["5979", "Heterotheca grandiflora"], "4936": ["2899", "Aeronautes saxatalis"], "314": ["6879", "Garrya ovata"], "6139": ["3053", "Calidris pusilla"], "470": ["3924", "Macronectes giganteus"], "6224": ["5022", "Amanita novinupta"], "7323": ["6311", "Sarcocornia quinqueflora"], "1252": ["7829", "Calystegia sepium"], "401": ["6876", "Myrica gale"], "713": ["6111", "Soliva sessilis"], "1980": ["4967", "Polycauliona candelaria"], "7284": ["3051", "Calidris minutilla"], "7529": ["7971", "Pseudotsuga menziesii"], "3233": ["7751", "Thamnosma montana"], "1075": ["2600", "Bombina variegata"], "4559": ["5779", "Panax quinquefolius"], "2648": ["7538", "Aquilegia pubescens"], "5666": ["6799", "Trifolium angustifolium"], "2543": ["3709", "Tiaris bicolor"], "1826": ["70", "Maevia inclemens"], "7813": ["5355", "Polygonatum multiflorum"], "4987": ["7651", "Photinia serratifolia"], "6481": ["3858", "Trachyphonus vaillantii"], "4350": ["67", "Helpis minitabunda"], "254": ["5026", "Conocybe apala"], "3506": ["9", "Araneus bicentenarius"], "6386": ["6238", "Arabidopsis lyrata"], "5735": ["4171", "Thylogale billardierii"], "4357": ["2024", "Leucorrhinia glacialis"], "5787": ["7172", "Linaria vulgaris"], "819": ["2239", "Muraena helena"], "3109": ["880", "Celenna festivaria"], "6598": ["4442", "Sceloporus tristichus"], "4933": ["461", "Rhaphigaster nebulosa"], "7966": ["4036", "Capra ibex"], "5766": ["4626", "Crassadoma gigantea"], "5617": ["2198", "Jasus edwardsii"], "2959": ["1717", "Arsenura armida"], "1261": ["2451", "Abudefduf troschelii"], "4311": ["2216", "Hemigrapsus sexdentatus"], "5494": ["2246", "Dorosoma cepedianum"], "4805": ["4149", "Tursiops truncatus"], "4253": ["294", "Popillia japonica"], "7412": ["5353", "Nolina texana"], "3713": ["6889", "Asclepias arenaria"], "1392": ["5947", "Eucephalus breweri"], "7384": ["4974", "Xanthoria parietina"], "5875": ["7796", "Ribes bracteosum"], "5513": ["1160", "Eumaeus childrenae"], "7812": ["5849", "Baccharis glutinosa"], "3153": ["2241", "Latropiscis purpurissatus"], "3615": ["7769", "Aesculus pavia"], "3362": ["2927", "Cynanthus latirostris"], "3600": ["6977", "Houstonia purpurea"], "5095": ["7271", "Ditaxis lanceolata"], "7625": ["6666", "Symplocos tinctoria"], "109": ["4136", "Ursus arctos"], "191": ["6737", "Lathyrus palustris"], "1213": ["7492", "Berberis trifoliolata"], "7163": ["723", "Calliteara pudibunda"], "535": ["1229", "Acronicta insularis"], "2046": ["6629", "Leptosiphon parviflorus"], "2068": ["7408", "Cuphea carthagenensis"], "6958": ["6385", "Herniaria glabra"], "7882": ["7151", "Mimulus kelloggii"], "6454": ["5896", "Cirsium arizonicum"], "5765": ["3021", "Leucophaeus atricilla"], "2103": ["1950", "Aphylla williamsoni"], "1478": ["4413", "Rena humilis"], "2718": ["2182", "Clibanarius vittatus"], "6611": ["2499", "Hypoplectrodes maccullochi"], "3969": ["7331", "Salix alba"], "1382": ["2896", "Bucorvus abyssinicus"], "5629": ["4192", "Sylvilagus nuttallii"], "1646": ["2751", "Aquila chrysaetos"], "4169": ["3417", "Xanthocephalus xanthocephalus"], "1314": ["4708", "Tegula aureotincta"], "5423": ["4130", "Phoca vitulina"], "5151": ["4254", "Tamias townsendii"], "3308": ["3747", "Turdus libonyana"], "3883": ["8055", "Dryopteris expansa"], "2060": ["8130", "Chondracanthus canaliculatus"], "75": ["3966", "Bubo scandiacus"], "6374": ["8045", "Histiopteris incisa"], "6517": ["6715", "Cytisus proliferus"], "2052": ["3017", "Larus michahellis"], "46": ["284", "Digitonthophagus gazella"], "7479": ["1404", "Anaea andria"], "5704": ["6076", "Senecio bipinnatisectus"], "1528": ["2857", "Cygnus cygnus"], "7761": ["6533", "Viburnum tinus"], "3591": ["7847", "Ipomoea cairica"], "493": ["2889", "Anthracoceros albirostris"], "3862": ["258", "Cyrtepistomus castaneus"], "5424": ["4280", "Elgaria multicarinata"], "1120": ["7797", "Ribes californicum"], "5130": ["4892", "Costaria costata"], "1412": ["5522", "Erythronium montanum"], "4720": ["5345", "Maianthemum racemosum"], "1410": ["416", "Largus californicus"], "6078": ["5062", "Panellus serotinus"], "3719": ["3508", "Pachycephala rufiventris"], "132": ["921", "Eulithis explanata"], "49": ["3470", "Anthus trivialis"], "5486": ["5958", "Gamochaeta pensylvanica"], "6144": ["2161", "Neoconocephalus triops"], "1251": ["7354", "Viola sempervirens"], "6364": ["7403", "Dirca palustris"], "2297": ["2400", "Thalassoma duperrey"], "2290": ["5391", "Iris virginica"], "7643": ["5063", "Panellus stipticus"], "347": ["2530", "Dendrochirus zebra"], "7485": ["6692", "Astragalus mollissimus"], "3041": ["7851", "Ipomoea cristulata"], "1250": ["5713", "Hedychium coronarium"], "1158": ["1576", "Endrosis sarcitrella"], "4111": ["217", "Lema daturaphila"], "3519": ["2276", "Acanthurus xanthopterus"], "5530": ["5061", "Panellus pusillus"], "5506": ["979", "Orthonama obstipata"], "7304": ["8136", "Sarcodiotheca gaudichaudii"], "7054": ["7998", "Hymenophyllum sanguinolentum"], "7516": ["4941", "Niebla combeoides"], "2478": ["5946", "Eriophyllum staechadifolium"], "8027": ["6526", "Viburnum edule"], "136": ["5029", "Clavulinopsis fusiformis"], "2900": ["7748", "Melicope simplex"], "3739": ["2738", "Taricha granulosa"], "3064": ["5572", "Carex buxbaumii"], "2248": ["1444", "Danaus genutia"], "7869": ["1921", "Ischnura cervula"], "7619": ["4230", "Cynomys ludovicianus"], "2260": ["7616", "Acaena novae-zelandiae"], "4235": ["3263", "Spiza americana"], "3886": ["7479", "Platanus wrightii"], "1064": ["4448", "Urosaurus nigricaudus"], "2617": ["2996", "Chroicocephalus philadelphia"], "2573": ["7962", "Pinus pinea"], "2394": ["3435", "Acanthorhynchus tenuirostris"], "705": ["595", "Adela trigrapha"], "2497": ["5360", "Triteleia hyacinthina"], "1065": ["5895", "Cirsium altissimum"], "177": ["5381", "Chasmanthe floribunda"], "6790": ["5388", "Iris pseudacorus"], "6027": ["2363", "Plectorhinchus vittatus"], "3639": ["2877", "Sarkidiornis melanotos"], "1904": ["3061", "Numenius phaeopus"], "5505": ["7155", "Mimulus tilingii"], "4464": ["3751", "Turdus pilaris"], "5490": ["7516", "Fumaria muralis"], "6149": ["4221", "Glis glis"], "5720": ["6928", "Blackstonia perfoliata"], "4847": ["2460", "Chromis cyanea"], "7784": ["1412", "Argynnis adippe"], "1285": ["7679", "Rubus arcticus"], "3663": ["1789", "Clepsis virescana"], "7512": ["794", "Lophocampa maculata"], "2987": ["5535", "Prosartes lanuginosa"], "859": ["1439", "Chlosyne rosita"], "2950": ["5937", "Erigeron canadensis"], "1372": ["1064", "Hesperia colorado"], "7455": ["7438", "Fuchsia excorticata"], "4843": ["6590", "Leucopogon fraseri"], "3076": ["1884", "Argia emma"], "5919": ["2849", "Cairina moschata"], "3372": ["2056", "Orthetrum chrysostigma"], "5624": ["7371", "Hibiscus martianus"], "1863": ["2871", "Merganetta armata"], "445": ["6068", "Rudbeckia hirta"], "905": ["4013", "Himantura fai"], "7596": ["4518", "Macrochelys temminckii"], "922": ["3880", "Melanerpes formicivorus"], "3775": ["1022", "Xanthorhoe fluctuata"], "1734": ["5277", "Potamogeton crispus"], "2191": ["3782", "Todirostrum cinereum"], "6907": ["4797", "Crimora coneja"], "8042": ["5157", "Phallus ravenelii"], "4523": ["4657", "Sepia officinalis"], "5829": ["2585", "Acanthostracion quadricornis"], "4954": ["2136", "Gryllus pennsylvanicus"], "5918": ["5920", "Dieteria canescens"], "3999": ["7157", "Antirrhinum nuttallianum"], "1455": ["6457", "Eriogonum longifolium"], "5682": ["7832", "Calystegia spithamaea"], "3594": ["1148", "Celastrina neglecta"], "7972": ["955", "Lomaspilis marginata"], "6874": ["2035", "Libellula incesta"], "6408": ["438", "Banasa calva"], "4042": ["4641", "Ensis directus"], "2451": ["1882", "Argia apicalis"], "5021": ["4715", "Busycotypus canaliculatus"], "804": ["2330", "Hemitaurichthys polylepis"], "2114": ["5212", "Dacrymyces chrysospermus"], "6007": ["1235", "Agnorisma badinodis"], "2888": ["1686", "Galasa nigrinodis"], "384": ["6923", "Nerium oleander"], "5338": ["5179", "Climacodon septentrionalis"], "3299": ["714", "Asota caricae"], "1142": ["4106", "Spilogale gracilis"], "1246": ["2845", "Branta hutchinsii"], "1140": ["1128", "Tortricidia testacea"], "3225": ["5257", "Lycopodium scariosum"], "5592": ["4622", "Magallana gigas"], "2773": ["2866", "Mareca penelope"], "4206": ["5730", "Cyclospermum leptophyllum"], "3963": ["5798", "Pittosporum undulatum"], "6428": ["6078", "Senecio flaccidus"], "3019": ["151", "Arrhenodes minutus"], "1829": ["1721", "Dryocampa rubicunda"], "2352": ["1742", "Hemaris diffinis"], "6830": ["5282", "Chamaerops humilis"], "2963": ["7826", "Tiarella cordifolia"], "3647": ["1945", "Hemicordulia australiae"], "6045": ["8109", "Parathelypteris noveboracensis"], "6942": ["3854", "Phoenicopterus roseus"], "2206": ["6193", "Echium vulgare"], "4955": ["4614", "Platyodon cancellatus"], "8031": ["6663", "Sarracenia leucophylla"], "7166": ["5219", "Tremella mesenterica"], "8088": ["6020", "Monoptilon bellioides"], "6032": ["1635", "Eurema blanda"], "4607": ["4870", "Tonicella lineata"], "498": ["190", "Plinthocoelium suaveolens"], "4053": ["7311", "Hypericum punctatum"], "562": ["6825", "Betula alleghaniensis"], "6680": ["5491", "Commelina erecta"], "5755": ["3699", "Sporophila nigricollis"], "3792": ["7293", "Euphorbia polygonifolia"], "6170": ["1757", "Smerinthus jamaicensis"], "7560": ["1693", "Pococera asperatella"], "1811": ["6978", "Houstonia pusilla"], "4270": ["5281", "Phyllospadix torreyi"], "1629": ["4400", "Iguana iguana"], "1876": ["2658", "Hyperolius marmoratus"], "138": ["902", "Disclisioprocta stellata"], "986": ["7620", "Agrimonia eupatoria"], "3748": ["6821", "Alnus rhombifolia"], "1125": ["5500", "Dioscorea villosa"], "4214": ["915", "Erastria cruentaria"], "5805": ["5207", "Stereum complicatum"], "4914": ["531", "Callirhytis seminator"], "1085": ["3148", "Centropus senegalensis"], "2953": ["5093", "Pholiota aurivella"], "6295": ["5030", "Clavulinopsis laeticolor"], "1868": ["4401", "Sauromalus ater"], "6667": ["4659", "Aplysia californica"], "3973": ["5375", "Astelia hastata"], "4390": ["2519", "Oncorhynchus gorbuscha"], "3704": ["3094", "Geopelia placida"], "2006": ["827", "Phoberia atomaris"], "6792": ["6259", "Erysimum cheiri"], "1081": ["4620", "Anomia simplex"], "5210": ["7521", "Aconitum napellus"], "983": ["2114", "Locusta migratoria"], "3457": ["7809", "Chrysosplenium americanum"], "5864": ["3577", "Arremonops rufivirgatus"], "7611": ["5708", "Heliconia latispatha"], "5157": ["6903", "Asclepias purpurascens"], "6152": ["5914", "Cotula coronopifolia"], "1693": ["5782", "Pseudopanax colensoi"], "2028": ["4721", "Sinistrofulgur pulleyi"], "7964": ["5758", "Sanicula crassicaulis"], "6496": ["1915", "Enallagma praevarum"], "3149": ["5658", "Eleusine indica"], "517": ["3839", "Eudocimus albus"], "3459": ["443", "Chlorochroa ligata"], "529": ["2826", "Anser albifrons"], "1659": ["2112", "Hippiscus ocelote"], "5026": ["6423", "Claytonia rubra"], "8": ["5663", "Hilaria rigida"], "5421": ["2454", "Amphiprion chrysopterus"], "7995": ["4935", "Heterodermia leucomela"], "7511": ["586", "Polistes dorsalis"], "7909": ["3583", "Junco phaeonotus"], "2994": ["4964", "Dibaeis arcuata"], "4522": ["152", "Acmaeodera flavomarginata"], "822": ["8128", "Corallina officinalis"], "4970": ["117", "Vaejovis carolinianus"], "6509": ["1237", "Agrotis infusa"], "1905": ["7474", "Anemopsis californica"], "572": ["7467", "Quintinia serrata"], "4465": ["6185", "Amsinckia menziesii"], "7904": ["2268", "Acanthurus bahianus"], "5434": ["2596", "Sphoeroides testudineus"], "6368": ["5352", "Nolina parryi"], "1497": ["3271", "Prinia socialis"], "7407": ["7313", "Linum monogynum"], "7946": ["7358", "Cistus albidus"], "7385": ["1363", "Meganola minuscula"], "6069": ["1152", "Cupido comyntas"], "5854": ["2781", "Gypaetus barbatus"], "531": ["7401", "Daphne mezereum"], "6383": ["5580", "Carex hystericina"], "7737": ["4666", "Siphonaria australis"], "1192": ["7362", "Helianthemum scoparium"], "6063": ["1877", "Amphiagrion abbreviatum"], "5111": ["3016", "Larus marinus"], "3754": ["3628", "Euplectes orix"], "4796": ["60", "Dolomedes scriptus"], "6523": ["2951", "Ptychoramphus aleuticus"], "1008": ["5603", "Eriophorum vaginatum"], "6414": ["4375", "Anolis cybotes"], "1911": ["4341", "Opheodrys aestivus"], "7133": ["2778", "Geranoaetus melanoleucus"], "1162": ["706", "Apantesis ornata"], "5153": ["7749", "Melicope ternata"], "1395": ["2057", "Orthetrum coerulescens"], "4758": ["2824", "Anas undulata"], "1685": ["2129", "Trimerotropis pallidipennis"], "3133": ["3166", "Falco rusticolus"], "354": ["5003", "Calvatia sculpta"], "1272": ["1509", "Libytheana carinenta"], "4133": ["7068", "Salvia texana"], "2632": ["6538", "Knautia arvensis"], "1577": ["6092", "Silphium integrifolium"], "740": ["2796", "Neophron percnopterus"], "1239": ["4576", "Asterias rubens"], "7354": ["7675", "Rosa californica"], "6376": ["4324", "Lampropeltis polyzona"], "7432": ["7469", "Asarum canadense"], "7877": ["7800", "Ribes malvaceum"], "5172": ["5619", "Juncus tenuis"], "1160": ["6683", "Acmispon wrangelianus"], "4321": ["5675", "Muhlenbergia lindheimeri"], "2353": ["192", "Saperda tridentata"], "4830": ["3354", "Spinus notatus"], "5536": ["1730", "Synanthedon acerni"], "2720": ["2702", "Rhinophrynus dorsalis"], "7105": ["5915", "Deinandra fasciculata"], "2570": ["5449", "Oeceoclades maculata"], "7770": ["4415", "Cophosaurus texanus"], "3067": ["7239", "Verbena rigida"], "4626": ["989", "Phrissogonus laticostatus"], "885": ["3889", "Picoides nuttallii"], "7351": ["421", "Melanopleurus belfragei"], "2873": ["852", "Tyria jacobaeae"], "7842": ["4828", "Haplotrema vancouverense"], "3670": ["6265", "Lepidium draba"], "6865": ["4163", "Dasypus novemcinctus"], "680": ["1580", "Battus philenor"], "7768": ["1637", "Ganyra josephina"], "4038": ["998", "Psamatodes abydata"], "2962": ["3573", "Ammodramus henslowii"], "7741": ["1306", "Mythimna oxygala"], "7494": ["3672", "Lamprotornis nitens"], "7021": ["4378", "Anolis sagrei"], "6423": ["4540", "Gopherus agassizii"], "6974": ["6570", "Arctostaphylos nevadensis"], "225": ["2831", "Anser fabalis"], "991": ["4389", "Hemidactylus turcicus"], "3345": ["1912", "Enallagma exsulans"], "7885": ["1159", "Eumaeus atala"], "7312": ["3246", "Calcarius ornatus"], "3441": ["3080", "Ciconia nigra"], "2712": ["1805", "Eucosma tomonana"], "1175": ["7204", "Veronica elliptica"], "5969": ["2669", "Ranoidea caerulea"], "3181": ["3224", "Zapornia flavirostra"], "2228": ["4737", "Tritia obsoleta"], "20": ["3985", "Phalacrocorax aristotelis"], "4466": ["3802", "Zosterops lateralis"], "5613": ["1090", "Pyrgus communis"], "7557": ["7014", "Jacaranda mimosifolia"], "1666": ["5154", "Mutinus elegans"], "4298": ["4222", "Dipodomys merriami"], "7752": ["7931", "Juniperus scopulorum"], "5369": ["4288", "Furcifer oustaleti"], "7549": ["3843", "Plegadis chihi"], "4262": ["2008", "Dythemis nigrescens"], "7674": ["6484", "Euonymus americanus"], "4931": ["3971", "Megascops choliba"], "3302": ["2573", "Acanthaluteres vittiger"], "2341": ["4574", "Chrysaora fuscescens"], "6603": ["5497", "Eichhornia crassipes"], "36": ["2104", "Chimarocephala pacifica"], "2932": ["22", "Eriophora pustulosa"], "4759": ["4571", "Velella velella"], "5261": ["3711", "Pachyramphus aglaiae"], "5339": ["6232", "Pulmonaria officinalis"], "881": ["5573", "Carex cherokeensis"], "4713": ["8098", "Pellaea andromedifolia"], "895": ["4490", "Agkistrodon contortrix"], "1376": ["7721", "Urtica ferox"], "5799": ["645", "Leucinodes cordalis"], "2099": ["1872", "Calopteryx virgo"], "866": ["5876", "Carthamus glaucus"], "7276": ["3779", "Sayornis nigricans"], "4561": ["4816", "Deroceras reticulatum"], "4387": ["373", "Tuberolachnus salignus"], "4701": ["7110", "Castilleja arvensis"], "1117": ["1738", "Enyo lugubris"], "6436": ["2760", "Buteo plagiatus"], "4918": ["6622", "Eriastrum sapphirinum"], "1387": ["4599", "Strongylocentrotus purpuratus"], "3607": ["5337", "Hesperoyucca whipplei"], "3189": ["2829", "Anser caerulescens"], "6829": ["4456", "Eutropis multifasciata"], "4187": ["2945", "Coragyps atratus"], "3318": ["3453", "Mimus saturninus"], "2613": ["7024", "Ajuga reptans"], "7716": ["122", "Scutigera coleoptrata"], "2598": ["419", "Lygaeus kalmii"], "6179": ["7113", "Castilleja exserta"], "7367": ["3146", "Momotus coeruliceps"], "4011": ["1453", "Dryadula phaetusa"], "3165": ["6422", "Claytonia perfoliata"], "379": ["5883", "Centaurea nigra"], "6320": ["3348", "Leucosticte tephrocotis"], "2169": ["6621", "Eriastrum eremicum"], "1850": ["6100", "Solidago multiradiata"], "1327": ["5001", "Agaricus xanthodermus"], "6609": ["1599", "Papilio palamedes"], "3040": ["1768", "Monopis pavlovskii"], "1469": ["2661", "Leptodactylus melanonotus"], "4670": ["7493", "Caulophyllum thalictroides"], "1597": ["2444", "Holacanthus passer"], "2908": ["4451", "Phyllodactylus unctus"], "5645": ["6785", "Robinia neomexicana"], "6786": ["7141", "Triphysaria pusilla"], "7732": ["7806", "Hamamelis virginiana"], "1404": ["7655", "Potentilla erecta"], "4971": ["1747", "Hyles euphorbiae"], "7128": ["3147", "Momotus mexicanus"], "2561": ["253", "Mulsantina picta"], "3834": ["3183", "Oreortyx pictus"], "3090": ["4629", "Elliptio complanata"], "3603": ["3655", "Rhipidura fuliginosa"], "4406": ["844", "Sympis rufibasis"], "4792": ["5134", "Cantharellus lateritius"], "4558": ["1783", "Cenopis pettitana"], "4023": ["881", "Chiasmia clathrata"], "2015": ["6105", "Solidago rugosa"], "4544": ["5261", "Selaginella rupestris"], "1938": ["3270", "Orthotomus sutorius"], "1203": ["2844", "Branta canadensis"], "3035": ["1204", "Pseudolycaena damo"], "475": ["1310", "Neumoegenia poetica"], "222": ["6657", "Primula meadia"], "7289": ["6469", "Persicaria punctata"], "7364": ["843", "Spilosoma virginica"], "3240": ["1947", "Somatochlora tenebrosa"], "6005": ["3231", "Acrocephalus arundinaceus"], "2854": ["951", "Lambdina fiscellaria"], "3855": ["3058", "Limosa fedoa"], "2253": ["1059", "Euphyes dion"], "2318": ["1535", "Nymphalis polychloros"], "6875": ["1666", "Thyridopteryx ephemeraeformis"], "2538": ["7233", "Lantana velutina"], "2958": ["2712", "Aneides aeneus"], "3287": ["4826", "Zonitoides arboreus"], "5588": ["4560", "Urticina coriacea"], "4328": ["7645", "Heteromeles arbutifolia"], "4125": ["5019", "Amanita gemmata"], "2524": ["7263", "Acalypha rhomboidea"], "4542": ["543", "Dorymyrmex bicolor"], "2495": ["4593", "Oreaster reticulatus"], "3389": ["4735", "Roperia poulsoni"], "7582": ["2404", "Thalassoma lutescens"], "7005": ["3529", "Sittiparus varius"], "7227": ["4646", "Chione elevata"], "7322": ["5655", "Dasyochloa pulchella"], "5579": ["759", "Euplagia quadripunctaria"], "6162": ["5998", "Lagenophora pumila"], "3126": ["791", "Lophocampa annulosa"], "6416": ["21", "Cyrtophora citricola"], "5185": ["2817", "Anas flavirostris"], "574": ["6947", "Bouvardia ternifolia"], "4834": ["5101", "Leucopaxillus albissimus"], "1066": ["7944", "Abies magnifica"], "2020": ["2465", "Dascyllus aruanus"], "4149": ["1052", "Erynnis brizo"], "6504": ["6461", "Fallopia japonica"], "7755": ["4347", "Pituophis catenifer"], "5207": ["6320", "Coryphantha radians"], "7194": ["7118", "Castilleja linariifolia"], "4725": ["1247", "Anaplectoides prasina"], "6035": ["5635", "Bothriochloa barbinodis"], "7689": ["2943", "Dromaius novaehollandiae"], "7973": ["283", "Cotinis nitida"], "6984": ["6556", "Valeriana edulis"], "8019": ["1907", "Enallagma carunculatum"], "1145": ["911", "Epirrhoe alternata"], "1649": ["1682", "Endotricha mesenterialis"], "5810": ["1523", "Minois dryas"], "1413": ["4732", "Haustrum scobina"], "7040": ["4395", "Ctenosaura hemilopha"], "5796": ["2054", "Orthetrum caledonicum"], "5951": ["5429", "Earina mucronata"], "6856": ["6959", "Coprosma repens"], "5731": ["3178", "Callipepla californica"], "3699": ["4556", "Isactinia olivacea"], "7113": ["2736", "Salamandra salamandra"], "6217": ["1804", "Eucosma parmatana"], "5233": ["4966", "Icmadophila ericetorum"], "1113": ["4195", "Equus quagga"], "1030": ["5480", "Spiranthes magnicamporum"], "5351": ["8081", "Phlebodium pseudoaureum"], "7504": ["7299", "Hura polyandra"], "4678": ["6322", "Cylindropuntia alcahes"], "7254": ["6338", "Echinocereus enneacanthus"], "6972": ["3240", "Lullula arborea"], "1987": ["6735", "Lathyrus littoralis"], "111": ["2775", "Elanus caeruleus"], "2788": ["2862", "Histrionicus histrionicus"], "252": ["6014", "Madia gracilis"], "7799": ["8057", "Dryopteris goldiana"], "5438": ["1933", "Nehalennia gracilis"], "3392": ["6687", "Amphicarpaea bracteata"], "6766": ["5246", "Ephedra trifurca"], "301": ["5057", "Mycena epipterygia"], "5229": ["3070", "Tringa stagnatilis"], "5855": ["3407", "Psarocolius decumanus"], "3418": ["532", "Cynips douglasii"], "1190": ["4780", "Pteraeolidia ianthina"], "8097": ["4705", "Melanoides tuberculata"], "4716": ["8138", "Lycogala epidendrum"], "7987": ["7324", "Rhizophora mangle"], "1214": ["2144", "Sphenarium purpurascens"], "130": ["3948", "Barnardius zonarius"], "246": ["4714", "Busycon carica"], "6842": ["6157", "Wyethia helenioides"], "6135": ["1006", "Scotopteryx chenopodiata"], "8066": ["2327", "Chaetodon vagabundus"], "5590": ["6863", "Quercus suber"], "7208": ["8019", "Asplenium polyodon"], "4837": ["4926", "Platismatia herrei"], "5171": ["494", "Bombus griseocollis"], "7444": ["7037", "Lycopus europaeus"], "6664": ["5774", "Hedera helix"], "5630": ["802", "Metalectra discalis"], "7468": ["5392", "Libertia ixioides"], "3349": ["4374", "Anolis cristatellus"], "5852": ["7720", "Urtica dioica"], "174": ["876", "Campaea perlata"], "3466": ["233", "Azya orbigera"], "2731": ["5439", "Himantoglossum hircinum"], "4682": ["4951", "Graphis scripta"], "3446": ["5810", "Acourtia microcephala"], "7201": ["7268", "Croton lindheimeri"], "4057": ["3553", "Setophaga coronata"], "464": ["6251", "Caulanthus inflatus"], "935": ["7815", "Micranthes oregana"], "2544": ["1450", "Doleschallia bisaltide"], "4060": ["449", "Euthyrhynchus floridanus"], "85": ["3933", "Amazona finschi"], "4629": ["8009", "Asplenium ceterach"], "8037": ["743", "Cyligramma latona"], "4663": ["8004", "Osmunda claytoniana"], "4244": ["4786", "Jorunna funebris"], "2957": ["6702", "Caesalpinia platyloba"], "7352": ["39", "Poecilopachys australasia"], "2232": ["7061", "Salvia lyrata"], "4527": ["2698", "Rana uenoi"], "5604": ["4058", "Syncerus caffer"], "286": ["966", "Mesoleuca ruficillata"], "5201": ["996", "Prasinocyma semicrocea"], "3257": ["3334", "Acanthis hornemanni"], "8079": ["25", "Gea heptagon"], "2611": ["7240", "Beilschmiedia tarairi"], "1309": ["985", "Phelotis cognata"], "2792": ["718", "Brunia antica"], "6887": ["1543", "Phyciodes phaon"], "2816": ["7744", "Azadirachta indica"], "3557": ["5166", "Ganoderma brownii"], "2238": ["3764", "Empidonax virescens"], "7518": ["2470", "Microspathodon chrysurus"], "7484": ["7947", "Picea engelmannii"], "2937": ["4973", "Xanthomendoza hasseana"], "2200": ["5992", "Jacobaea vulgaris"], "1779": ["7274", "Euphorbia capitellata"], "7820": ["7439", "Lopezia racemosa"], "3200": ["3403", "Icterus spurius"], "2514": ["1055", "Erynnis juvenalis"], "2793": ["1409", "Anthanassa tulcis"], "5390": ["4154", "Artibeus jamaicensis"], "5204": ["2487", "Scarus iseri"], "67": ["2983", "Haematopus longirostris"], "77": ["4427", "Sceloporus consobrinus"], "4549": ["1929", "Ischnura posita"], "1967": ["66", "Hasarius adansoni"], "2502": ["2991", "Chroicocephalus bulleri"], "164": ["5470", "Pterostylis agathicola"], "1329": ["5793", "Pennantia corymbosa"], "4362": ["3574", "Ammodramus leconteii"], "5310": ["4312", "Hierophis viridiflavus"], "6316": ["8039", "Blechnum parrisiae"], "3836": ["238", "Coccinella novemnotata"], "6540": ["6869", "Carya ovata"], "4699": ["3923", "Fulmarus glacialis"], "520": ["3433", "Megalurus punctatus"], "5576": ["7903", "Vitis aestivalis"], "5507": ["7475", "Nelumbo nucifera"], "3819": ["2264", "Antennarius commerson"], "2849": ["7573", "Ranunculus recurvatus"], "5522": ["6646", "Lysimachia latifolia"], "3884": ["7693", "Rubus pedatus"], "2324": ["4455", "Eulamprus quoyii"], "1620": ["2891", "Lophoceros fasciatus"], "1357": ["1101", "Systasea pulverulenta"], "3197": ["4526", "Pseudemys texana"], "1414": ["150", "Xylobiops basilaris"], "702": ["1559", "Speyeria atlantis"], "3665": ["1493", "Junonia coenia"], "244": ["3568", "Setophaga striata"], "1330": ["8034", "Blechnum fraseri"], "910": ["4544", "Testudo graeca"], "4225": ["7684", "Rubus chamaemorus"], "7343": ["1888", "Argia lugens"], "809": ["7352", "Viola pubescens"], "4790": ["5817", "Ambrosia chamissonis"], "5667": ["3515", "Baeolophus wollweberi"], "5930": ["3987", "Phalacrocorax brasilianus"], "1466": ["4362", "Thamnophis sirtalis"], "5397": ["7895", "Solanum triquetrum"], "7307": ["7337", "Salix interior"], "676": ["3049", "Calidris melanotos"], "3749": ["555", "Halictus ligatus"], "8117": ["4082", "Urocyon cinereoargenteus"], "4096": ["265", "Alaus lusciosus"], "6596": ["7765", "Acer saccharum"], "3843": ["7202", "Plantago triandra"], "1969": ["5656", "Dichanthelium clandestinum"], "5149": ["7772", "Koelreuteria paniculata"], "5904": ["3849", "Threskiornis spinicollis"], "5922": ["7512", "Eschscholzia californica"], "6346": ["257", "Cucujus clavipes"], "5269": ["2433", "Heteroscarus acroptilus"], "813": ["4861", "Ischnochiton maorianus"], "5465": ["271", "Lucanus cervus"], "1034": ["1002", "Rhodometra sacraria"], "4587": ["4696", "Lottia gigantea"], "7295": ["6248", "Cardamine concatenata"], "3711": ["2664", "Gastrophryne olivacea"], "2860": ["4720", "Sinistrofulgur sinistrum"], "5945": ["1030", "Anatrytone logan"], "7291": ["4074", "Sus scrofa"], "6996": ["6984", "Richardia grandiflora"], "5931": ["3291", "Cyanocorax sanblasianus"], "4632": ["5384", "Iris douglasiana"], "6282": ["4928", "Pseudevernia consocians"], "6931": ["6052", "Porophyllum gracile"], "3483": ["83", "Trite auricoma"], "4757": ["5575", "Carex crinita"], "3694": ["999", "Pseudocoremia suavis"], "7065": ["6760", "Macroptilium lathyroides"], "2047": ["3491", "Phoenicurus phoenicurus"], "7713": ["1474", "Hamadryas feronia"], "7342": ["7779", "Dudleya edulis"], "7117": ["8134", "Erythrophyllum delesserioides"], "1966": ["767", "Hypena abalienalis"], "1024": ["3441", "Lichmera indistincta"], "2698": ["6217", "Nemophila menziesii"], "7500": ["6205", "Lithospermum caroliniense"], "4729": ["5138", "Craterellus tubaeformis"], "3394": ["4425", "Phrynosoma taurus"], "5383": ["4673", "Austrolittorina antipodum"], "2440": ["6593", "Monotropa hypopitys"], "523": ["2682", "Lithobates magnaocularis"], "5289": ["2543", "Aulostomus chinensis"], "4095": ["5024", "Amanita rubescens"], "8000": ["2750", "Aquila audax"], "1636": ["7687", "Rubus flagellaris"], "3337": ["3945", "Psittacara leucophthalmus"], "1975": ["619", "Culladia cuneiferellus"], "662": ["4947", "Ramalina pollinaria"], "3011": ["1341", "Spodoptera exigua"], "5013": ["5871", "Calycadenia multiglandulosa"], "3046": ["1680", "Elasmopalpus lignosellus"], "1657": ["7300", "Mercurialis annua"], "1733": ["987", "Phigalia strigataria"], "2925": ["2077", "Sympetrum corruptum"], "6041": ["2638", "Hyla immaculata"], "2736": ["622", "Diaphania indica"], "4744": ["6480", "Tamarix aphylla"], "1218": ["344", "Ocyptamus fascipennis"], "4405": ["6753", "Lupinus microcarpus"], "5906": ["6268", "Nasturtium officinale"], "3581": ["1790", "Cnephasia jactatana"], "722": ["5248", "Huperzia lucidula"], "2127": ["4624", "Argopecten irradians"], "6575": ["4173", "Trichosurus vulpecula"], "4459": ["6171", "Campanulastrum americanum"], "7693": ["7026", "Blephilia hirsuta"], "583": ["6065", "Raoulia grandiflora"], "7810": ["409", "Thasus acutangulus"], "373": ["8058", "Dryopteris intermedia"], "659": ["7495", "Nandina domestica"], "815": ["2566", "Rhinecanthus aculeatus"], "7940": ["7196", "Plantago lanceolata"], "2546": ["1595", "Papilio glaucus"], "5563": ["2535", "Taenianotus triacanthus"], "2185": ["182", "Evodinus monticola"], "4284": ["1586", "Pachliopta aristolochiae"], "8126": ["1954", "Dromogomphus spoliatus"], "4413": ["6429", "Abronia latifolia"], "6754": ["1110", "Wallengrenia egeremet"], "6281": ["7941", "Abies balsamea"], "2685": ["6003", "Leptinella dioica"], "2326": ["1300", "Maliattha synochitis"], "6493": ["1639", "Gonepteryx cleopatra"], "5772": ["582", "Polistes bellicosus"], "1116": ["2687", "Lithobates sylvaticus"], "7399": ["5465", "Platanthera clavellata"], "1135": ["1158", "Euchrysops cnejus"], "1232": ["2304", "Micropterus punctulatus"], "5216": ["137", "Balanus nubilus"], "146": ["7282", "Euphorbia hirta"], "4186": ["7668", "Prunus serotina"], "8074": ["4091", "Leptailurus serval"], "5459": ["529", "Antron quercusechinus"], "5466": ["5847", "Aster alpinus"], "5236": ["1760", "Sphinx dollii"], "2441": ["4729", "Acanthinucella spirata"], "3060": ["3390", "Icterus abeillei"], "5980": ["7187", "Penstemon parryi"], "4581": ["7532", "Anemone quinquefolia"], "4197": ["2127", "Trimerotropis fontana"], "3531": ["3007", "Larus canus"], "8122": ["6053", "Prenanthes purpurea"], "1677": ["7199", "Plantago patagonica"], "1680": ["2407", "Lethrinus nebulosus"], "2438": ["6586", "Gaultheria shallon"], "4425": ["4573", "Physalia physalis"], "2627": ["7850", "Ipomoea cordatotriloba"], "2934": ["4757", "Doriopsilla fulva"], "5220": ["8121", "Tmesipteris elongata"], "8015": ["4653", "Octopus rubescens"], "1782": ["7792", "Sedum ternatum"], "7982": ["5448", "Neottia ovata"], "1633": ["7423", "Syzygium maire"], "7887": ["3136", "Eurystomus glaucurus"], "1626": ["2389", "Notolabrus gymnogenis"], "3529": ["3327", "Lonchura punctulata"], "5939": ["6399", "Silene regia"], "2812": ["865", "Chionodes mediofuscella"], "6654": ["1078", "Panoquina panoquinoides"], "5595": ["5131", "Suillus pungens"], "7585": ["4363", "Trimorphodon lyrophanes"], "4336": ["7914", "Tribulus terrestris"], "2982": ["7158", "Chaenorhinum minus"], "5081": ["7182", "Penstemon heterophyllus"], "7786": ["5587", "Carex pendula"], "5147": ["5680", "Panicum capillare"], "2711": ["2783", "Gyps rueppelli"], "2616": ["5977", "Helichrysum lanceolatum"], "7176": ["1414", "Argynnis pandora"], "3193": ["4112", "Martes americana"], "2580": ["5256", "Lycopodium fastigiatum"], "1919": ["6519", "Echinocystis lobata"], "1728": ["1808", "Isotenes miserana"], "3717": ["3078", "Ciconia episcopus"], "4628": ["2540", "Pylodictis olivaris"], "6090": ["7709", "Ulmus americana"], "1234": ["2520", "Oncorhynchus keta"], "4438": ["961", "Melanodes anthracitaria"], "6446": ["2652", "Pseudacris triseriata"], "7315": ["6136", "Thelesperma filifolium"], "4162": ["2301", "Lepomis gulosus"], "6961": ["7766", "Acer spicatum"], "3515": ["2225", "Isocladus armatus"], "1619": ["5645", "Bromus rubens"], "7719": ["6482", "Celastrus orbiculatus"], "2140": ["4874", "Nostoc commune"], "566": ["2799", "Pernis ptilorhynchus"], "5031": ["796", "Lymantria dispar"], "5244": ["4271", "Agama agama"], "2774": ["6478", "Rumex sagittatus"], "1593": ["863", "Paectes oculatrix"], "6967": ["2469", "Mecaenichthys immaculatus"], "4535": ["3541", "Oreothlypis luciae"], "1984": ["4793", "Onchidoris bilamellata"], "5303": ["6921", "Funastrum hirtellum"], "683": ["7510", "Dicentra uniflora"], "6676": ["3067", "Tringa melanoleuca"], "1780": ["1215", "Strymon melinus"], "7248": ["2026", "Libellula auripennis"], "7328": ["2672", "Xenopus laevis"], "6798": ["3808", "Ardea intermedia"], "8021": ["2445", "Pomacanthus arcuatus"], "797": ["4872", "Pseudobiceros ferrugineus"], "6200": ["1806", "Eumarozia malachitana"], "4358": ["1382", "Neola semiaurata"], "1138": ["2613", "Bufotes variabilis"], "7675": ["4061", "Lama guanicoe"], "5445": ["5215", "Puccinia lagenophorae"], "6166": ["691", "Uresiphita reversalis"], "2642": ["2034", "Libellula fulva"], "7418": ["7932", "Juniperus virginiana"], "6602": ["219", "Lilioceris lilii"], "5455": ["6449", "Eriogonum arborescens"], "3946": ["4723", "Amphissa columbiana"], "6757": ["3623", "Phylloscopus collybita"], "3445": ["5455", "Ophrys speculum"], "6645": ["6611", "Vaccinium ovatum"], "3408": ["7536", "Aquilegia coerulea"], "6277": ["5739", "Ferula communis"], "3108": ["6726", "Gliricidia sepium"], "6400": ["2485", "Scarus frenatus"], "3967": ["1010", "Spargania magnoliata"], "5987": ["1900", "Chromagrion conditum"], "5491": ["3997", "Sula sula"], "2236": ["1865", "Rhionaeschna mutata"], "7326": ["6813", "Vicia ludoviciana"], "5179": ["779", "Hypoprepia fucosa"], "3341": ["1377", "Hyperaeschra georgica"], "3878": ["840", "Spilosoma congrua"], "7168": ["1281", "Euplexia benesimilis"], "7680": ["5113", "Suillellus amygdalinus"], "985": ["1566", "Vanessa atalanta"], "7807": ["6612", "Vaccinium parvifolium"], "6705": ["2256", "Fundulus heteroclitus"], "7751": ["4462", "Plestiodon skiltonianus"], "3933": ["7544", "Clematis ligusticifolia"], "2674": ["332", "Eristalis arbustorum"], "5266": ["6210", "Mertensia virginica"], "127": ["953", "Lobocleta ossularia"], "228": ["5280", "Phyllospadix scouleri"], "7148": ["2082", "Sympetrum pedemontanum"], "4185": ["5501", "Burchardia umbellata"], "2252": ["1569", "Vanessa itea"], "4340": ["752", "Eublemma recta"], "2619": ["5031", "Ramariopsis kunzei"], "2940": ["2560", "Balistapus undulatus"], "728": ["5705", "Sparganium eurycarpum"], "1430": ["4607", "Eupentacta quinquesemita"], "6259": ["2070", "Plathemis lydia"], "215": ["5502", "Gloriosa superba"], "2971": ["1590", "Papilio clytia"], "6087": ["6058", "Psilocarphus tenellus"], "3056": ["7527", "Anemone coronaria"], "4139": ["6079", "Senecio glastifolius"], "2384": ["3769", "Megarynchus pitangua"], "7442": ["5726", "Centella uniflora"], "6852": ["1976", "Progomphus borealis"], "7929": ["3931", "Eolophus roseicapilla"], "7736": ["4053", "Ovis canadensis"], "5849": ["3112", "Streptopelia senegalensis"], "3586": ["3142", "Baryphthengus martii"], "4965": ["3458", "Toxostoma rufum"], "6569": ["2408", "Monotaxis grandoculis"], "6554": ["7054", "Salvia ballotiflora"], "7803": ["5172", "Abortiporus biennis"], "7467": ["32", "Neoscona domiciliorum"], "6648": ["425", "Spilostethus saxatilis"], "3595": ["5797", "Pittosporum tenuifolium"], "8075": ["1383", "Nerice bidentata"], "180": ["7639", "Fragaria vesca"], "585": ["950", "Isturgia dislocaria"], "7839": ["2029", "Libellula croceipennis"], "4952": ["7909", "Fagonia laevis"], "1188": ["267", "Ischyrus quadripunctatus"], "6485": ["3757", "Contopus sordidulus"], "1941": ["6639", "Polemonium pulcherrimum"], "4977": ["2032", "Libellula flavida"], "3567": ["4337", "Nerodia fasciata"], "6768": ["2895", "Tockus rufirostris"], "5786": ["6495", "Cornus drummondii"], "122": ["2624", "Sclerophrys gutturalis"], "4707": ["3368", "Hirundo tahitica"], "7552": ["2847", "Bucephala clangula"], "4920": ["7869", "Datura wrightii"], "717": ["6384", "Dianthus deltoides"], "4020": ["4438", "Sceloporus orcutti"], "7300": ["5735", "Eryngium leavenworthii"], "6388": ["6849", "Quercus hypoleucoides"], "5813": ["6103", "Solidago ptarmicoides"], "4550": ["4473", "Aspidoscelis exsanguis"], "7607": ["6610", "Vaccinium ovalifolium"], "7541": ["3244", "Buphagus africanus"], "4881": ["7022", "Agastache scrophulariifolia"], "413": ["848", "Termessa gratiosa"], "3911": ["5661", "Eragrostis secundiflora"], "6707": ["1325", "Phosphila turbulenta"], "7372": ["3864", "Colaptes melanochloros"], "31": ["1244", "Amphipoea americana"], "2508": ["4356", "Tantilla gracilis"], "2421": ["6228", "Phacelia sericea"], "1744": ["5556", "Smilax laurifolia"], "1521": ["6867", "Carya cordiformis"], "5124": ["2797", "Parabuteo unicinctus"], "6594": ["5423", "Dactylorhiza maculata"], "6719": ["5926", "Echinacea sanguinea"], "4402": ["5396", "Sisyrinchium campestre"], "6154": ["5071", "Armillaria novae-zelandiae"], "3411": ["2763", "Buteo rufinus"], "6338": ["661", "Palpita atrisquamalis"], "4472": ["6187", "Anchusa arvensis"], "901": ["6691", "Astragalus lentiginosus"], "3473": ["1679", "Condylolomia participalis"], "4470": ["1613", "Troides helena"], "5086": ["4258", "Urocitellus parryii"], "2608": ["7995", "Hymenophyllum nephrophyllum"], "4153": ["3881", "Melanerpes hoffmannii"], "45": ["4117", "Mellivora capensis"], "409": ["1991", "Sympecma fusca"], "4213": ["6828", "Betula papyrifera"], "3953": ["1343", "Spodoptera mauritia"], "5135": ["2545", "Solenostomus paradoxus"], "3644": ["591", "Vespa crabro"], "4978": ["5909", "Coreopsis basalis"], "4272": ["2883", "Spatula querquedula"], "476": ["1573", "Ypthima horsfieldii"], "2781": ["7329", "Populus tremula"], "6308": ["3493", "Saxicola maurus"], "7487": ["7160", "Collinsia heterophylla"], "4922": ["7288", "Euphorbia misera"], "3228": ["3815", "Bubulcus ibis"], "609": ["1250", "Argyrogramma verruca"], "6206": ["7853", "Ipomoea murucoides"], "6105": ["7605", "Frangula californica"], "6221": ["776", "Hypercompe scribonia"], "3629": ["6806", "Trifolium subterraneum"], "6114": ["6771", "Mimosa strigillosa"], "7653": ["6452", "Eriogonum elongatum"], "2444": ["2954", "Burhinus bistriatus"], "2217": ["441", "Carpocoris mediterraneus"], "6126": ["7339", "Salix nigra"], "5473": ["1931", "Ischnura senegalensis"], "4800": ["5597", "Cyperus echinatus"], "357": ["3575", "Ammodramus savannarum"], "2531": ["149", "Parcoblatta americana"], "1917": ["2111", "Hesperotettix viridis"], "835": ["2993", "Chroicocephalus genei"], "2249": ["275", "Epicauta pennsylvanica"], "3058": ["4406", "Podarcis tiliguerta"], "4845": ["1927", "Ischnura kellicotti"], "5489": ["574", "Dolichovespula maculata"], "2865": ["6392", "Sagina procumbens"], "4308": ["3296", "Dendrocitta formosae"], "2782": ["5832", "Arctotheca prostrata"], "1037": ["2005", "Crocothemis servilia"], "7952": ["4552", "Anthopleura sola"], "3328": ["4651", "Octopus bimaculoides"], "1446": ["3734", "Myadestes townsendi"], "1353": ["6514", "Bryonia cretica"], "6002": ["2963", "Charadrius melodus"], "2677": ["1490", "Ideopsis vulgaris"], "3196": ["2820", "Anas platyrhynchos"], "5600": ["525", "Andricus confertus"], "6250": ["1355", "Tyta luctuosa"], "4309": ["3130", "Megaceryle maxima"], "4983": ["6624", "Ipomopsis aggregata"], "4595": ["2227", "Limulus polyphemus"], "7035": ["1591", "Papilio cresphontes"], "4047": ["6553", "Symphoricarpos oreophilus"], "771": ["973", "Nothomiza flavicosta"], "4118": ["7515", "Eschscholzia parishii"], "2345": ["5906", "Cirsium texanum"], "1896": ["4724", "Amphissa versicolor"], "474": ["3242", "Bombycilla cedrorum"], "7114": ["3678", "Sylvia communis"], "5365": ["6508", "Mentzelia involucrata"], "6323": ["523", "Sphecius speciosus"], "2874": ["6356", "Mammillaria tetrancistra"], "6987": ["4785", "Janolus barbarensis"], "1293": ["5860", "Bidens bipinnata"], "4283": ["7888", "Solanum laciniatum"], "5655": ["2436", "Etheostoma caeruleum"], "57": ["5034", "Crepidotus mollis"], "2612": ["2172", "Lepisma saccharina"], "7187": ["3396", "Icterus gularis"], "503": ["4843", "Glyptostoma newberryanum"], "3971": ["5302", "Sprekelia formosissima"], "3893": ["7746", "Melia azedarach"], "4474": ["7717", "Parietaria officinalis"], "1228": ["5788", "Raukaua edgerleyi"], "1418": ["5199", "Lactarius deliciosus"], "2250": ["5039", "Fistulina hepatica"], "2163": ["1724", "Hemileuca maia"], "4891": ["3234", "Aegithalos caudatus"], "5767": ["3983", "Microcarbo niger"], "7195": ["5464", "Platanthera chlorantha"], "7094": ["6420", "Claytonia gypsophiloides"], "342": ["2548", "Hippocampus breviceps"], "3321": ["5509", "Calochortus clavatus"], "4022": ["3190", "Lagopus muta"], "6859": ["6021", "Mycelis muralis"], "6111": ["640", "Hileithia magualis"], "7497": ["1397", "Adelpha eulalia"], "2814": ["2262", "Culaea inconstans"], "7590": ["7608", "Pomaderris kumeraho"], "3570": ["3290", "Cyanocorax chrysops"], "4448": ["3076", "Ciconia boyciana"], "1751": ["954", "Lobophora nivigerata"], "2976": ["8046", "Hypolepis ambigua"], "7188": ["6924", "Parsonsia heterophylla"], "6048": ["5891", "Chrysactinia mexicana"], "1661": ["2754", "Buteo augur"], "4993": ["61", "Pisaura mirabilis"], "1627": ["3530", "Basileuterus culicivorus"], "5024": ["4431", "Sceloporus horridus"], "967": ["1095", "Pyrgus ruralis"], "2108": ["6754", "Lupinus nootkatensis"], "3970": ["2288", "Plagiotremus rhinorhynchos"], "1129": ["358", "Delphinia picta"], "5621": ["1036", "Astraptes fulgerator"], "6325": ["5325", "Chlorogalum pomeridianum"], "1730": ["7246", "Umbellularia californica"], "1277": ["133", "Pollicipes polymerus"], "5211": ["4184", "Lepus europaeus"], "7341": ["2374", "Cheilinus undulatus"], "3026": ["1628", "Cepora nerissa"], "4748": ["6455", "Eriogonum incanum"], "602": ["6905", "Asclepias stenophylla"], "3981": ["7384", "Pavonia lasiopetala"], "5209": ["3943", "Pionus menstruus"], "4246": ["216", "Labidomera clivicollis"], "8120": ["2791", "Lophaetus occipitalis"], "2740": ["2496", "Cephalopholis miniata"], "7789": ["7592", "Ficus petiolaris"], "88": ["6706", "Carmichaelia australis"], "6261": ["1211", "Satyrium spini"], "7873": ["4699", "Lottia scabra"], "1499": ["3826", "Nyctanassa violacea"], "2473": ["1457", "Epiphile adrasta"], "2319": ["2365", "Girella nigricans"], "1417": ["1261", "Chrysodeixis argentifera"], "6411": ["2105", "Chorthippus brunneus"], "4486": ["1816", "Platynota flavedana"], "6128": ["2533", "Scorpaena jacksoniensis"], "1807": ["1964", "Ophiogomphus bison"], "6480": ["1299", "Maliattha concinnimacula"], "4905": ["1550", "Polygonia satyrus"], "5469": ["2555", "Hippocampus reidi"], "6271": ["4314", "Hypsiglena jani"], "2867": ["6287", "Disphyma australe"], "3190": ["6809", "Vachellia farnesiana"], "635": ["7629", "Chamaebatiaria millefolium"], "6379": ["5192", "Trametes gibbosa"], "613": ["4842", "Limax maximus"], "3045": ["6376", "Peniocereus greggii"], "4799": ["6674", "Acacia melanoxylon"], "5388": ["4896", "Macrocystis pyrifera"], "2168": ["7186", "Penstemon palmeri"], "5911": ["6493", "Cornus alternifolia"], "3020": ["7069", "Scutellaria drummondii"], "567": ["7227", "Glandularia canadensis"], "3917": ["5160", "Fomitopsis cajanderi"], "7144": ["7286", "Euphorbia melanadenia"], "8089": ["4478", "Aspidoscelis scalaris"], "5669": ["2987", "Anous minutus"], "5346": ["1650", "Pieris marginalis"], "1658": ["8101", "Pellaea ovata"], "505": ["1060", "Euphyes vestris"], "1086": ["1041", "Celotes nessus"], "4831": ["5322", "Brodiaea coronaria"], "1943": ["1174", "Leptotes pirithous"], "4128": ["5181", "Hexagonia hydnoides"], "7542": ["2683", "Lithobates palustris"], "3104": ["2647", "Pseudacris feriarum"], "7017": ["1169", "Icaricia lupini"], "2458": ["3267", "Cinclus mexicanus"], "4776": ["3559", "Setophaga magnolia"], "4925": ["4323", "Lampropeltis nigra"], "707": ["3262", "Piranga rubra"], "1989": ["1075", "Ochlodes sylvanus"], "2434": ["4138", "Civettictis civetta"], "2402": ["2733", "Lissotriton vulgaris"], "390": ["7667", "Prunus pumila"], "5900": ["833", "Renia flavipunctalis"], "1015": ["4501", "Crotalus oreganus"], "3660": ["1208", "Satyrium calanus"], "7685": ["5469", "Prasophyllum colensoi"], "1052": ["3257", "Pheucticus chrysopeplus"], "6641": ["721", "Caenurgia chloropha"], "5215": ["1969", "Phanogomphus kurilis"], "5936": ["4888", "Egregia menziesii"], "3208": ["734", "Cisthene tenuifascia"], "1691": ["7294", "Euphorbia serpillifolia"], "7038": ["2906", "Nyctibius griseus"], "5983": ["172", "Cicindela tranquebarica"], "6542": ["5863", "Blennosperma nanum"], "1342": ["1530", "Myscelia ethusa"], "5926": ["8139", "Fuligo septica"], "2285": ["1828", "Empusa pennata"], "7345": ["7138", "Pedicularis lanceolata"], "5532": ["4022", "Urolophus halleri"], "5321": ["787", "Lascoria ambigualis"], "4212": ["6634", "Phlox divaricata"], "1048": ["455", "Mormidea lugens"], "2823": ["7332", "Salix bebbiana"], "2556": ["611", "Cnaphalocrocis trapezalis"], "6391": ["5740", "Foeniculum vulgare"], "7329": ["464", "Dindymus sanguineus"], "6578": ["3425", "Lanius excubitor"], "4103": ["99", "Diaea ambara"], "2330": ["6285", "Carpobrotus edulis"], "60": ["2586", "Lactophrys triqueter"], "8009": ["6834", "Casuarina equisetifolia"], "573": ["1224", "Acontia trabealis"], "2233": ["7179", "Penstemon eatonii"], "1439": ["1886", "Argia hinei"], "4538": ["655", "Mimoschinia rufofascialis"], "5800": ["4600", "Tripneustes gratilla"], "5080": ["2746", "Accipiter badius"], "100": ["1919", "Ischnura aurora"], "2956": ["7176", "Ourisia macrophylla"], "5267": ["4530", "Trachemys venusta"], "2779": ["7810", "Heuchera richardsonii"], "2809": ["5695", "Sorghastrum nutans"], "1468": ["5569", "Tillandsia usneoides"], "7855": ["4054", "Ovis dalli"], "7854": ["699", "Thyatira batis"], "6796": ["2475", "Plectroglyphidodon lacrymatus"], "2121": ["6169", "Campanula rotundifolia"], "1255": ["559", "Megachile xylocopoides"], "4592": ["250", "Hippodamia convergens"], "7420": ["121", "Scolopendra subspinipes"], "4349": ["1853", "Aeshna tuberculifera"], "7927": ["1638", "Glutophrissa drusilla"], "5370": ["5466", "Platanthera dilatata"], "805": ["1514", "Manataria hercyna"], "1588": ["5276", "Triglochin maritima"], "6059": ["749", "Erebus ephesperis"], "612": ["1671", "Platyptilia carduidactylus"], "2029": ["2249", "Campostoma anomalum"], "28": ["1083", "Poanes taxiles"], "5232": ["8102", "Pellaea rotundifolia"], "4950": ["1589", "Papilio canadensis"], "4191": ["900", "Digrammia gnophosaria"], "1648": ["778", "Hyperstrotia secta"], "2591": ["7134", "Orobanche ramosa"], "666": ["3321", "Emberiza elegans"], "80": ["7416", "Kunzea robusta"], "4612": ["4985", "Helvella acetabulum"], "16": ["855", "Virbia laeta"], "4114": ["8038", "Blechnum novae-zelandiae"], "7310": ["2923", "Chlorostilbon ricordii"], "4735": ["2572", "Diodon nicthemerus"], "7482": ["7249", "Annona muricata"], "4564": ["6346", "Ferocactus histrix"], "1611": ["3152", "Coccyzus americanus"], "4907": ["6544", "Lonicera maackii"], "1106": ["4812", "Tritonia festiva"], "363": ["7347", "Viola labradorica"], "6537": ["5631", "Arundo donax"], "1363": ["7879", "Physalis crassifolia"], "7997": ["4282", "Ophisaurus ventralis"], "6738": ["7682", "Rubus bifrons"], "7093": ["535", "Disholcaspis plumbella"], "1669": ["3473", "Motacilla capensis"], "7146": ["6744", "Lupinus arboreus"], "6463": ["5420", "Cypripedium candidum"], "7555": ["810", "Nigetia formosalis"], "6085": ["6066", "Raoulia subsericea"], "6956": ["4678", "Euspira heros"], "1860": ["4449", "Urosaurus ornatus"], "3537": ["4367", "Virginia valeriae"], "1875": ["1710", "Melanis acroleuca"], "3675": ["6565", "Andromeda polifolia"], "2653": ["2947", "Vultur gryphus"], "8127": ["7345", "Viola cunninghamii"], "4598": ["7690", "Rubus leucodermis"], "979": ["2523", "Oncorhynchus tshawytscha"], "3365": ["6151", "Vernonia fasciculata"], "697": ["905", "Ecliptopera silaceata"], "1461": ["926", "Gastrophora henricaria"], "5631": ["1793", "Cydia caryana"], "812": ["7710", "Ulmus crassifolia"], "1476": ["5665", "Koeleria macrantha"], "4491": ["988", "Pholodes sinistraria"], "7249": ["7315", "Byrsonima crassifolia"], "7440": ["6394", "Silene dioica"], "1706": ["1269", "Cosmia calami"], "814": ["2815", "Anas crecca"], "2161": ["5009", "Leucoagaricus americanus"], "861": ["2950", "Fratercula corniculata"], "5758": ["3632", "Ploceus philippinus"], "408": ["5809", "Acmella repens"], "6979": ["3444", "Prosthemadera novaeseelandiae"], "1582": ["6487", "Euonymus obovatus"], "2151": ["2716", "Batrachoseps gavilanensis"], "4572": ["1753", "Pachylia ficus"], "7603": ["6388", "Minuartia groenlandica"], "5608": ["957", "Lophosis labeculata"], "5586": ["3519", "Parus minor"], "6124": ["1958", "Gomphurus externus"], "652": ["884", "Chloroclystis filata"], "2547": ["5997", "Lactuca serriola"], "5056": ["1857", "Anax junius"], "311": ["6564", "Acrothamnus colensoi"], "4502": ["3745", "Turdus iliacus"], "5780": ["5559", "Freycinetia banksii"], "2605": ["5660", "Elymus glaucus"], "5451": ["3794", "Vireo atricapilla"], "5317": ["1233", "Acronicta rubricoma"], "1913": ["2480", "Pomatomus saltatrix"], "3988": ["7400", "Daphne gnidium"], "7019": ["873", "Besma endropiaria"], "4597": ["5536", "Prosartes smithii"], "7668": ["2590", "Arothron hispidus"], "2525": ["5712", "Etlingera elatior"], "4192": ["7175", "Mohavea confertiflora"], "1784": ["4756", "Doriopsilla albopunctata"], "396": ["3537", "Limnothlypis swainsonii"], "4275": ["3268", "Camaroptera brachyura"], "7123": ["3298", "Garrulus glandarius"], "4252": ["4076", "Canis adustus"], "3651": ["5563", "Bromelia pinguin"], "4916": ["2888", "Anseranas semipalmata"], "744": ["6938", "Halenia deflexa"], "6010": ["6540", "Lonicera albiflora"], "6605": ["7839", "Cuscuta salina"], "1682": ["1868", "Calopteryx dimidiata"], "7083": ["7543", "Clematis lasiantha"], "4906": ["7600", "Ceanothus megacarpus"], "5166": ["7858", "Ipomoea sagittata"], "5881": ["3369", "Petrochelidon pyrrhonota"], "2264": ["1901", "Coenagrion resolutum"], "4498": ["2156", "Decticus verrucivorus"], "5027": ["6155", "Wedelia hispida"], "1282": ["6408", "Dionaea muscipula"], "2027": ["4636", "Chama arcana"], "3909": ["7180", "Penstemon grandiflorus"], "6402": ["7686", "Rubus dalibarda"], "4604": ["77", "Phidippus clarus"], "2056": ["2531", "Pterois antennata"], "3252": ["3040", "Rostratula benghalensis"], "6695": ["4906", "Cladonia coniocraea"], "5333": ["1598", "Papilio multicaudata"], "3871": ["4879", "Pelvetiopsis limitata"], "2184": ["1070", "Lerema accius"], "7722": ["6552", "Symphoricarpos albus"], "6723": ["3505", "Sphecotheres vieilloti"], "3368": ["1460", "Eueides isabella"], "6773": ["3692", "Saltator aurantiirostris"], "6314": ["3872", "Dryocopus lineatus"], "7950": ["6326", "Cylindropuntia ganderi"], "3996": ["5242", "Equisetum hyemale"], "2336": ["1556", "Siproeta epaphus"], "1352": ["3064", "Tringa erythropus"], "5562": ["3057", "Limnodromus griseus"], "6632": ["398", "Acanthocephala femorata"], "421": ["1501", "Junonia villida"], "6999": ["6278", "Koeberlinia spinosa"], "4566": ["1410", "Apatura iris"], "1070": ["3654", "Rhipidura albiscapa"], "414": ["301", "Eleodes osculans"], "6941": ["2904", "Chordeiles minor"], "3127": ["6652", "Myrsine australis"], "118": ["4260", "Xerospermophilus tereticaudus"], "3987": ["6300", "Chenopodium album"], "5552": ["7988", "Gleichenia dicarpa"], "6975": ["4535", "Kinosternon integrum"], "7702": ["3875", "Jynx torquilla"], "7173": ["6541", "Lonicera hispidula"], "4496": ["6729", "Haematoxylum brasiletto"], "5843": ["1874", "Hetaerina titia"], "1300": ["944", "Idaea furciferata"], "1818": ["5390", "Iris versicolor"], "4589": ["6245", "Cakile maritima"], "767": ["1471", "Faunis canens"], "7682": ["546", "Paraponera clavata"], "7970": ["1371", "Ecnomodes sagittaria"], "308": ["4829", "Arianta arbustorum"], "1397": ["163", "Cicindela formosa"], "5195": ["3037", "Himantopus leucocephalus"], "1981": ["2010", "Dythemis velox"], "7651": ["4516", "Eretmochelys imbricata"], "1388": ["3451", "Mimus parvulus"], "2350": ["5136", "Craterellus cornucopioides"], "6132": ["580", "Polistes annularis"], "195": ["5532", "Lilium canadense"], "3273": ["1802", "Epiphyas postvittana"], "6482": ["7648", "Malus fusca"], "3794": ["4619", "Xenostrobus neozelanicus"], "7429": ["7870", "Lycium andersonii"], "7800": ["5642", "Bromus inermis"], "1182": ["7229", "Lantana achyranthifolia"], "3491": ["221", "Paranapiacaba tricincta"], "884": ["8061", "Lastreopsis hispida"], "1132": ["1733", "Ceratomia amyntor"], "5809": ["5954", "Gaillardia aristata"], "7011": ["4087", "Caracal caracal"], "417": ["1420", "Boloria bellona"], "3858": ["3313", "Dicaeum cruentatum"], "1319": ["5182", "Laetiporus cincinnatus"], "1212": ["7703", "Sibbaldia procumbens"], "5175": ["1612", "Protographium epidaus"], "3995": ["1411", "Aphantopus hyperantus"], "3015": ["750", "Estigmene acrea"], "6566": ["1531", "Neptis hylas"], "2030": ["335", "Eristalis transversa"], "6275": ["4891", "Undaria pinnatifida"], "4005": ["4523", "Graptemys pseudogeographica"], "104": ["587", "Polistes exclamans"], "6828": ["2675", "Glandirana emeljanovi"], "1716": ["6190", "Cynoglossum grande"], "5753": ["4194", "Equus grevyi"], "5150": ["2285", "Aplodactylus lophodon"], "2766": ["59", "Dolomedes minor"], "7753": ["2874", "Mergus serrator"], "452": ["5630", "Aristida purpurea"], "7207": ["1037", "Atalopedes campestris"], "1999": ["2720", "Ensatina eschscholtzii"], "1053": ["6435", "Nyctaginia capitata"], "6371": ["3836", "Pelecanus occidentalis"], "4728": ["4319", "Lampropeltis californiae"], "2171": ["3436", "Anthochaera carunculata"], "1632": ["4959", "Sticta fuliginosa"], "456": ["3254", "Passerina caerulea"], "4445": ["1619", "Aphrissa statira"], "285": ["2568", "Sufflamen chrysopterum"], "6740": ["1683", "Endotricha pyrosalis"], "981": ["4591", "Linckia multifora"], "3947": ["4894", "Laminaria sinclairii"], "6317": ["7304", "Tragia ramosa"], "7106": ["7656", "Potentilla indica"], "3294": ["1098", "Staphylus hayhurstii"], "5531": ["4402", "Lacerta agilis"], "2716": ["3488", "Phoenicurus auroreus"], "65": ["3494", "Saxicola rubetra"], "7024": ["7170", "Keckiella ternata"], "934": ["7059", "Salvia lavanduloides"], "6508": ["4934", "Vulpicida pinastri"], "1345": ["5033", "Cortinarius violaceus"], "6969": ["1167", "Icaricia acmon"], "4097": ["3730", "Catharus ustulatus"], "2676": ["4263", "Orycteropus afer"], "6203": ["1899", "Ceriagrion cerinorubellum"], "7592": ["8123", "Smithora naiadum"], "7022": ["4983", "Gyromitra esculenta"], "5867": ["7964", "Pinus pseudostrobus"], "1956": ["1217", "Zizeeria knysna"], "1001": ["4582", "Pycnopodia helianthoides"], "7245": ["2271", "Acanthurus lineatus"], "2327": ["5801", "Ilex glabra"], "4781": ["196", "Strangalepta abbreviata"], "2837": ["7670", "Prunus virginiana"], "5934": ["3810", "Ardeola bacchus"], "3432": ["1993", "Brachydiplax chalybea"], "6355": ["4537", "Sternotherus carinatus"], "3135": ["6249", "Cardamine diphylla"], "1159": ["3676", "Sturnus vulgaris"], "4609": ["676", "Pyrausta despicata"], "5129": ["1079", "Pellicia arina"], "4285": ["2589", "Ostracion meleagris"], "3577": ["4734", "Pteropurpura festiva"], "582": ["2598", "Ascaphus truei"], "987": ["2704", "Ambystoma californiense"], "7353": ["1097", "Staphylus ceos"], "315": ["8092", "Astrolepis sinuata"], "4106": ["5431", "Epipactis helleborine"], "5677": ["4489", "Varanus nebulosus"], "1637": ["1284", "Galgula partita"], "4230": ["4424", "Phrynosoma solare"], "721": ["1451", "Doxocopa laure"], "1215": ["506", "Bombus terrestris"], "5125": ["8042", "Woodwardia fimbriata"], "7533": ["2929", "Eugenes spectabilis"], "7588": ["5724", "Bifora americana"], "4190": ["6062", "Rafinesquia californica"], "5839": ["7572", "Ranunculus muricatus"], "4645": ["6584", "Gaultheria macrostigma"], "5022": ["6877", "Fuscospora fusca"], "8106": ["2614", "Epidalea calamita"], "6544": ["3580", "Chlorospingus flavopectus"], "3908": ["6766", "Melilotus albus"], "1963": ["4316", "Imantodes cenchoa"], "4813": ["5123", "Pisolithus arrhizus"], "1918": ["6327", "Cylindropuntia imbricata"], "7155": ["6424", "Claytonia sibirica"], "6564": ["1194", "Ministrymon clytie"], "1825": ["4907", "Cladonia furcata"], "1864": ["6644", "Lysimachia borealis"], "5596": ["4265", "Caiman yacare"], "2300": ["6196", "Eriodictyon trichocalyx"], "2743": ["3168", "Falco tinnunculus"], "4274": ["7023", "Agastache urticifolia"], "634": ["6418", "Claytonia caroliniana"], "672": ["5878", "Celmisia semicordata"], "7676": ["7295", "Euphorbia setiloba"], "1380": ["3696", "Sporophila caerulescens"], "690": ["5437", "Goodyera tesselata"], "5295": ["3082", "Mycteria americana"], "1257": ["177", "Analeptura lineola"], "2287": ["5247", "Ephedra viridis"], "302": ["7043", "Mentha longifolia"], "1435": ["5897", "Cirsium arvense"], "3223": ["4409", "Timon lepidus"], "3009": ["5414", "Corallorhiza wisteriana"], "2235": ["3101", "Patagioenas flavirostris"], "2203": ["1736", "Deilephila elpenor"], "5553": ["2428", "Parupeneus spilurus"], "4016": ["5859", "Bidens aristosa"], "837": ["7943", "Abies lasiocarpa"], "5391": ["3253", "Passerina amoena"], "4314": ["7837", "Convolvulus equitans"], "1256": ["2827", "Anser anser"], "1339": ["705", "Apantesis incorrupta"], "5109": ["126", "Rudiloria trimaculata"], "2879": ["5306", "Agave americana"], "3138": ["7857", "Ipomoea quamoclit"], "4428": ["3659", "Sitta carolinensis"], "5440": ["4283", "Anniella stebbinsi"], "560": ["6267", "Lobularia maritima"], "66": ["8012", "Asplenium hookerianum"], "3404": ["2497", "Epinephelus fasciatus"], "5208": ["6421", "Claytonia parviflora"], "5006": ["4506", "Crotalus ruber"], "2945": ["2297", "Trachurus novaezelandiae"], "1320": ["2690", "Pelophylax nigromaculatus"], "6441": ["4968", "Rusavskia elegans"], "2413": ["2934", "Orthorhyncus cristatus"], "3635": ["1558", "Smyrna blomfildia"], "6407": ["8131", "Chondrus crispus"], "6580": ["33", "Neoscona oaxacensis"], "4880": ["6131", "Tagetes lucida"], "2023": ["2819", "Anas georgica"], "7161": ["495", "Bombus hypnorum"], "4143": ["7086", "Pinguicula moranensis"], "6251": ["4454", "Morelia spilota"], "4353": ["4447", "Urosaurus bicarinatus"], "1856": ["2064", "Paltothemis lineatipes"], "5924": ["3750", "Turdus philomelos"], "371": ["231", "Anatis mali"], "4378": ["3669", "Gracupica contra"], "6279": ["686", "Scoparia biplagialis"], "5652": ["5307", "Agave deserti"], "1515": ["2201", "Paranephrops planifrons"], "7993": ["51", "Anoteropsis litoralis"], "7471": ["3212", "Fulica cristata"], "6546": ["1000", "Pseudopanthera macularia"], "3245": ["7021", "Agastache foeniculum"], "7264": ["3027", "Sterna forsteri"], "4671": ["960", "Macaria bisignata"], "5512": ["4377", "Anolis roquet"], "151": ["4033", "Antidorcas marsupialis"], "4098": ["7442", "Oenothera californica"], "1721": ["4259", "Urocitellus richardsonii"], "7876": ["3885", "Melanerpes striatus"], "4602": ["6059", "Psilostrophe cooperi"], "6718": ["2882", "Spatula discors"], "4964": ["3609", "Zonotrichia leucophrys"], "4441": ["3220", "Porzana carolina"], "4388": ["588", "Polistes instabilis"], "6539": ["1492", "Junonia atlites"], "293": ["4610", "Eontia ponderosa"], "6881": ["1830", "Hierodula patellifera"], "7456": ["4519", "Actinemys marmorata"], "6638": ["7209", "Veronica scutellata"], "1965": ["4903", "Cladia retipora"], "4556": ["5416", "Corybas macranthus"], "7130": ["4481", "Aspidoscelis tigris"], "4724": ["4899", "Colpomenia sinuosa"], "7234": ["1185", "Lycaena heteronea"], "3990": ["6694", "Astragalus trichopodus"], "8139": ["4976", "Umbilicaria phaea"], "4411": ["2544", "Aulostomus maculatus"], "3386": ["662", "Palpita flegia"], "7371": ["4527", "Terrapene carolina"], "1490": ["7776", "Crassula connata"], "269": ["5324", "Camassia leichtlinii"], "5358": ["6226", "Phacelia parryi"], "226": ["2375", "Cheilio inermis"], "7222": ["3465", "Anthus petrosus"], "3356": ["6626", "Langloisia setosissima"], "6784": ["6551", "Succisa pratensis"], "4141": ["7764", "Acer saccharinum"], "5405": ["6221", "Phacelia campanularia"], "3175": ["1024", "Triodia sylvina"], "2784": ["4084", "Vulpes lagopus"], "5114": ["3122", "Chloroceryle americana"], "841": ["4063", "Alces americanus"], "4069": ["3919", "Ardenna grisea"], "2633": ["6382", "Dianthus armeria"], "3872": ["5372", "Asphodelus ramosus"], "1207": ["6164", "Zinnia grandiflora"], "402": ["5985", "Hieracium lepidulum"], "4848": ["212", "Diabrotica balteata"], "3503": ["6140", "Tragopogon porrifolius"], "7139": ["5870", "Calendula arvensis"], "3416": ["3315", "Dicrurus macrocercus"], "5771": ["4015", "Taeniura lymma"], "502": ["2728", "Plethodon cinereus"], "439": ["2892", "Lophoceros nasutus"], "165": ["3695", "Sicalis flaveola"], "4942": ["2937", "Phaethornis longirostris"], "3860": ["6331", "Cylindropuntia versicolor"], "1902": ["1495", "Junonia hierta"], "349": ["735", "Clemensia albata"], "1428": ["1840", "Archichauliodes diversus"], "3132": ["4145", "Grampus griseus"], "4194": ["7428", "Circaea canadensis"], "5606": ["6827", "Betula nana"], "335": ["3666", "Acridotheres tristis"], "6849": ["3963", "Bubo africanus"], "5035": ["1876", "Acanthagrion quadratum"], "6885": ["1033", "Apyrrothrix araxes"], "4526": ["822", "Parallelia bistriaris"], "3888": ["764", "Haploa clymene"], "3650": ["1436", "Chlosyne lacinia"], "1264": ["7224", "Callicarpa americana"], "3125": ["2966", "Charadrius ruficapillus"], "3428": ["85", "Stiphidion facetum"], "1708": ["4373", "Anolis carolinensis"], "2167": ["4639", "Donax variabilis"], "3239": ["1241", "Agrotis venerabilis"], "5915": ["1968", "Phanogomphus graslinellus"], "3298": ["3671", "Lamprotornis chalybaeus"], "4239": ["2981", "Haematopus bachmani"], "782": ["7472", "Piper auritum"], "7847": ["2894", "Tockus leucomelas"], "6266": ["5487", "Commelina coelestis"], "5686": ["94", "Latrodectus hesperus"], "715": ["89", "Aphonopelma hentzi"], "6165": ["7124", "Chloropyron maritimum"], "561": ["3288", "Cyanocitta stelleri"], "3875": ["1003", "Scopula inductata"], "3962": ["1415", "Argynnis paphia"], "7055": ["2154", "Conocephalus fuscus"], "7610": ["7838", "Cuscuta pacifica"], "468": ["7502", "Chelidonium majus"], "3658": ["4270", "Acanthocercus atricollis"], "1924": ["5747", "Lomatium mohavense"], "7232": ["2210", "Parribacus antarcticus"], "5674": ["1001", "Rheumaptera prunivorata"], "6551": ["8050", "Pteridium esculentum"], "7045": ["6225", "Phacelia malvifolia"], "627": ["1115", "Euthrix potatoria"], "4681": ["2772", "Circus cyaneus"], "7401": ["7676", "Rosa carolina"], "7524": ["2792", "Melierax canorus"], "98": ["2424", "Mulloidichthys vanicolensis"], "2190": ["7244", "Persea borbonia"], "3556": ["1140", "Callophrys mossii"], "1409": ["7451", "Nymphaea odorata"], "2147": ["1307", "Mythimna unipuncta"], "6199": ["6089", "Senecio skirrhodon"], "7808": ["2107", "Chortophaga viridifasciata"], "2884": ["1429", "Cercyonis pegala"], "2584": ["1290", "Lacinipolia laudabilis"], "4099": ["4142", "Balaenoptera physalus"], "3516": ["5098", "Caulorhiza umbonata"], "6330": ["7653", "Potentilla argentea"], "5966": ["3038", "Himantopus mexicanus"], "5897": ["2388", "Macropharyngodon meleagris"], "6478": ["4086", "Vulpes vulpes"], "3248": ["400", "Acanthocephala thomasi"], "6988": ["3865", "Colaptes punctigula"], "850": ["5235", "Polytrichum commune"], "7056": ["2915", "Anthracothorax prevostii"], "6574": ["2003", "Celithemis ornata"], "1340": ["6972", "Galium palustre"], "7577": ["701", "Amata huebneri"], "4233": ["4924", "Parmotrema hypotropum"], "64": ["4334", "Natrix natrix"], "2730": ["7065", "Salvia polystachya"], "6025": ["2364", "Atypichthys strigatus"], "7914": ["2063", "Palpopleura lucia"], "1950": ["203", "Bruchidius villosus"], "5419": ["3860", "Campephilus melanoleucos"], "1508": ["1056", "Erynnis propertius"], "5732": ["7361", "Helianthemum nummularium"], "3422": ["5395", "Sisyrinchium bellum"], "2739": ["104", "Thomisus onustus"], "7886": ["6710", "Cercis siliquastrum"], "5754": ["290", "Osmoderma scabra"], "52": ["904", "Dysphania militaris"], "231": ["367", "Pachypsylla celtidismamma"], "297": ["3904", "Podiceps nigricollis"], "7699": ["6887", "Araujia sericifera"], "4381": ["7569", "Ranunculus hispidus"], "1139": ["4311", "Heterodon platirhinos"], "403": ["7038", "Lycopus uniflorus"], "1771": ["7252", "Magnolia acuminata"], "6245": ["3426", "Lanius ludovicianus"], "5497": ["3370", "Progne chalybea"], "3096": ["4157", "Epomophorus gambianus"], "6752": ["3823", "Egretta tricolor"], "3758": ["7449", "Taraxia ovata"], "2678": ["3424", "Lanius cristatus"], "4089": ["5804", "Ilex verticillata"], "5367": ["1751", "Manduca sexta"], "4620": ["2118", "Melanoplus punctulatus"], "3592": ["3496", "Aethopyga siparaja"], "7700": ["1104", "Thymelicus lineola"], "4889": ["7864", "Merremia umbellata"], "4596": ["2393", "Oxycheilinus digramma"], "1584": ["3686", "Loxigilla noctis"], "2798": ["2053", "Orthetrum brunneum"], "3966": ["5035", "Baeospora myosura"], "4686": ["1665", "Psyche casta"], "7224": ["6969", "Galium circaezans"], "890": ["6124", "Symphyotrichum oolentangiense"], "770": ["197", "Tetraopes femoratus"], "3199": ["5089", "Gymnopilus sapineus"], "5879": ["2382", "Halichoeres bivittatus"], "1171": ["3107", "Streptopelia decaocto"], "4297": ["3731", "Hylocichla mustelina"], "2890": ["2084", "Sympetrum semicinctum"], "6394": ["4180", "Talpa europaea"], "6011": ["4239", "Sciurus arizonensis"], "3502": ["5225", "Rhizomnium glabrescens"], "1366": ["4652", "Octopus cyanea"], "5082": ["5471", "Pterostylis alobula"], "6681": ["2164", "Pholidoptera griseoaptera"], "6158": ["1797", "Ecdytolopha mana"], "3680": ["2235", "Gymnothorax funebris"], "1384": ["92", "Enoplognatha ovata"], "4990": ["4209", "Pan troglodytes"], "7280": ["6369", "Opuntia oricola"], "7118": ["3614", "Passer hispaniolensis"], "1882": ["4320", "Lampropeltis calligaster"], "4234": ["2581", "Meuschenia trachylepis"], "3955": ["291", "Pelidnota punctata"], "2479": ["3048", "Calidris mauri"], "6123": ["6627", "Leptosiphon androsaceus"], "2016": ["2033", "Libellula forensis"], "3477": ["931", "Haematopis grataria"], "2461": ["3172", "Monasa nigrifrons"], "8061": ["6390", "Petrorhagia prolifera"], "3180": ["3083", "Mycteria leucocephala"], "5037": ["589", "Polistes major"], "1022": ["4487", "Salvator merianae"], "299": ["2708", "Dicamptodon ensatus"], "4972": ["3181", "Callipepla squamata"], "2628": ["4517", "Chelydra serpentina"], "7334": ["4499", "Crotalus lepidus"], "5415": ["130", "Trigoniulus corallinus"], "5520": ["6050", "Pluchea sericea"], "5225": ["2287", "Exallias brevis"], "3401": ["6367", "Opuntia macrocentra"], "7157": ["3647", "Pycnonotus leucotis"], "1423": ["8120", "Psilotum nudum"], "7831": ["4059", "Tragelaphus angasii"], "7567": ["584", "Polistes comanchus"], "5257": ["8094", "Cryptogramma acrostichoides"], "4482": ["1136", "Callophrys augustinus"], "243": ["7987", "Dicksonia squarrosa"], "3334": ["4683", "Hespererato vitellina"], "2640": ["4122", "Arctocephalus forsteri"], "2408": ["8054", "Dryopteris cristata"], "4131": ["3394", "Icterus cucullatus"], "6403": ["748", "Ercheia cyllaria"], "3006": ["3333", "Acanthis flammea"], "3662": ["4043", "Hippotragus equinus"], "772": ["1032", "Antigonus erosus"], "1540": ["5340", "Liriope muscari"], "7337": ["5523", "Erythronium umbilicatum"], "7292": ["3009", "Larus delawarensis"], "1154": ["4644", "Austrovenus stutchburyi"], "4780": ["3615", "Passer melanurus"], "4750": ["1469", "Euptoieta hegesia"], "7319": ["2577", "Cantherhines macrocerus"], "1612": ["2761", "Buteo platypterus"], "2819": ["7848", "Ipomoea carnea"], "426": ["2960", "Charadrius bicinctus"], "3706": ["2130", "Trimerotropis verruculata"], "5675": ["7918", "Monoclea forsteri"], "921": ["3652", "Auriparus flaviceps"], "6357": ["5328", "Cordyline fruticosa"], "1545": ["2955", "Burhinus capensis"], "4102": ["3126", "Halcyon leucocephala"], "4231": ["7898", "Ampelopsis glandulosa"], "7986": ["157", "Calathus ruficollis"], "10": ["3360", "Lepidocolaptes souleyetii"], "4446": ["6934", "Gentiana verna"], "216": ["8085", "Pyrrosia eleagnifolia"], "2064": ["7045", "Mentha spicata"], "5742": ["7871", "Lycium berlandieri"], "5368": ["3330", "Uraeginthus angolensis"], "863": ["6507", "Mentzelia hispida"], "4825": ["2361", "Haemulon flavolineatum"], "3017": ["4385", "Gekko chinensis"], "755": ["5427", "Dichromanthus aurantiacus"], "4529": ["7545", "Clematis texensis"], "1231": ["2832", "Anser rossii"], "1944": ["3812", "Ardeola ralloides"], "5408": ["1212", "Satyrium tetra"], "107": ["4024", "Orectolobus halei"], "594": ["2282", "Zebrasoma flavescens"], "7134": ["2378", "Coris picta"], "7395": ["3937", "Brotogeris chiriri"], "7848": ["1767", "Homostinea curviliniella"], "5060": ["8133", "Mazzaella splendens"], "1237": ["6651", "Lysimachia vulgaris"], "3721": ["2502", "Pseudanthias squamipinnis"], "518": ["666", "Parapoynx diminutalis"], "6195": ["763", "Halysidota tessellaris"], "1411": ["7057", "Salvia elegans"], "5083": ["5146", "Inonotus obliquus"], "1441": ["4219", "Erethizon dorsatum"], "3008": ["1243", "Alypia octomaculata"], "4119": ["2122", "Pseudochorthippus curtipennis"], "8007": ["5674", "Miscanthus sinensis"], "3212": ["1851", "Aeshna eremita"], "2405": ["7468", "Aristolochia clematitis"], "2144": ["312", "Microstylum morosum"], "4409": ["1367", "Clostera apicalis"], "2765": ["3428", "Lanius minor"], "6134": ["6719", "Dalea multiflora"], "3726": ["1172", "Leptotes cassius"], "6524": ["6545", "Lonicera periclymenum"], "3072": ["7897", "Ampelopsis arborea"], "6056": ["4335", "Nerodia clarkii"], "6581": ["5102", "Leucopaxillus gentianeus"], "3124": ["7672", "Rhodotypos scandens"], "1003": ["2725", "Eurycea wilderae"], "4614": ["7726", "Korthalsella lindsayi"], "1127": ["2928", "Eugenes fulgens"], "1090": ["2508", "Lagodon rhomboides"], "2501": ["5258", "Spinulum annotinum"], "7115": ["513", "Xylocopa californica"], "258": ["399", "Acanthocephala terminalis"], "7172": ["4030", "Antilocapra americana"], "1023": ["2458", "Amphiprion perideraion"], "1447": ["2101", "Acrida cinerea"], "6177": ["7095", "Fraxinus americana"], "3688": ["4549", "Actinia tenebrosa"], "4703": ["660", "Ostrinia nubilalis"], "5547": ["3218", "Porphyrio martinica"], "872": ["6704", "Calliandra grandiflora"], "6051": ["3084", "Colius striatus"], "909": ["7509", "Dicentra formosa"], "7261": ["3723", "Thryophilus sinaloa"], "1026": ["3124", "Halcyon albiventris"], "6983": ["3490", "Phoenicurus ochruros"], "6520": ["882", "Chiasmia emersaria"], "1178": ["4632", "Leptodea fragilis"], "4412": ["5772", "Aralia racemosa"], "1007": ["460", "Proxys punctulatus"], "1910": ["2372", "Bodianus rufus"], "2423": ["4095", "Puma concolor"], "4697": ["2098", "Tachopteryx thoreyi"], "6214": ["978", "Orthoclydon praefectata"], "4893": ["6577", "Epacris impressa"], "7067": ["6113", "Sonchus asper"], "4485": ["2786", "Haliastur sphenurus"], "6483": ["2102", "Amblytropidia mysteca"], "4613": ["5672", "Microlaena avenacea"], "6635": ["6243", "Brassica oleracea"], "4221": ["40", "Zygiella x-notata"], "7099": ["1051", "Erynnis baptisiae"], "6833": ["7984", "Cyathea smithii"], "3280": ["2314", "Chaetodon kleinii"], "644": ["3301", "Nucifraga columbiana"], "7002": ["7088", "Utricularia gibba"], "4105": ["790", "Lopharthrum comprimens"], "2615": ["6242", "Boechera laevigata"], "4316": ["16", "Argiope keyserlingi"], "8004": ["3434", "Malurus splendens"], "1940": ["1147", "Celastrina echo"], "4251": ["8056", "Dryopteris fragrans"], "868": ["5479", "Spiranthes lacera"], "8069": ["6866", "Quercus velutina"], "1045": ["1770", "Acleris forsskaleana"], "2205": ["6309", "Salsola australis"], "7788": ["2984", "Haematopus palliatus"], "4329": ["853", "Utetheisa pulchella"], "7733": ["5993", "Krigia biflora"], "3320": ["7661", "Prunus cerasifera"], "6712": ["1951", "Arigomphus furcifer"], "1624": ["3179", "Callipepla douglasii"], "2654": ["1141", "Callophrys rubi"], "1827": ["3736", "Sialia mexicana"], "7259": ["6870", "Carya tomentosa"], "7273": ["4594", "Protoreaster nodosus"], "3759": ["7700", "Rubus ursinus"], "4471": ["2437", "Perca fluviatilis"], "7727": ["2622", "Rhinella horribilis"], "3977": ["4502", "Crotalus ornatus"], "1684": ["4237", "Paraxerus cepapi"], "3284": ["7855", "Ipomoea orizabensis"], "978": ["1129", "Acytolepis puspa"], "3773": ["6459", "Eriogonum ovalifolium"], "4615": ["4177", "Notiosorex crawfordi"], "674": ["5078", "Lacrymaria lacrymabunda"], "3540": ["2386", "Hemigymnus melapterus"], "3877": ["2341", "Oreochromis aureus"], "2599": ["7719", "Pilea microphylla"], "4243": ["1331", "Protodeltote albidula"], "4375": ["368", "Pachypsylla venusta"], "704": ["3956", "Pygoscelis adeliae"], "2801": ["1866", "Austroargiolestes icteromelas"], "3760": ["1400", "Aglais io"], "5955": ["1970", "Phanogomphus lividus"], "2989": ["1390", "Schizura concinna"], "230": ["5618", "Juncus patens"], "7136": ["4477", "Aspidoscelis lineattissima"], "8104": ["7348", "Viola lanceolata"], "6659": ["252", "Illeis galbula"], "7548": ["692", "Urola nivalis"], "3221": ["168", "Cicindela rufiventris"], "4173": ["1734", "Ceratomia undulosa"], "684": ["7926", "Juniperus communis"], "4384": ["1752", "Mimas tiliae"], "2488": ["6440", "Limonium californicum"], "1709": ["3522", "Poecile carolinensis"], "7861": ["4559", "Phlyctenactis tuberculosa"], "5795": ["4635", "Tridacna crocea"], "5582": ["1446", "Danaus petilia"], "7687": ["1405", "Anartia amathea"], "5355": ["5265", "Arisaema triphyllum"], "3322": ["6273", "Streptanthus glandulosus"], "3178": ["4601", "Tripneustes ventricosus"], "7605": ["5382", "Crocus vernus"], "7925": ["6653", "Myrsine salicina"], "2076": ["6617", "Fouquieria splendens"], "1348": ["4304", "Crotaphopeltis hotamboeia"], "7490": ["3326", "Lonchura atricapilla"], "8063": ["4313", "Hypsiglena chlorophaea"], "6425": ["789", "Leptocneria reducta"], "3881": ["4667", "Crepidula onyx"], "5057": ["2995", "Chroicocephalus novaehollandiae"], "4416": ["3540", "Oreothlypis celata"], "5942": ["5268", "Spirodela polyrhiza"], "5570": ["5303", "Zephyranthes atamasco"], "201": ["1669", "Gillmeria pallidactyla"], "6432": ["4392", "Heloderma horridum"], "2507": ["3208", "Fulica alai"], "6636": ["3598", "Pipilo erythrophthalmus"], "1009": ["7695", "Rubus pubescens"], "6384": ["6178", "Lobelia puberula"], "898": ["493", "Bombus fraternus"], "3526": ["7671", "Purshia stansburyana"], "7438": ["8035", "Blechnum membranaceum"], "4521": ["6414", "Drosera rotundifolia"], "387": ["4585", "Henricia leviuscula"], "8008": ["5916", "Delairea odorata"], "6708": ["2231", "Heteroconger hassi"], "8080": ["4543", "Gopherus polyphemus"], "5065": ["6567", "Arbutus arizonica"], "3993": ["5011", "Leucocoprinus cepistipes"], "7091": ["5529", "Fritillaria pudica"], "5429": ["3618", "Eopsaltria australis"], "6396": ["5611", "Scirpus atrovirens"], "4232": ["6558", "Valerianella locusta"], "6040": ["3852", "Phoeniconaias minor"], "2039": ["353", "Volucella zonaria"], "3160": ["7064", "Salvia microphylla"], "2187": ["2220", "Pentidotea wosnesenskii"], "4027": ["1966", "Phanogomphus borealis"], "4161": ["3003", "Larosterna inca"], "3391": ["2618", "Incilius nebulifer"], "4108": ["6199", "Heliotropium curassavicum"], "5385": ["5005", "Chlorophyllum rhacodes"], "7199": ["1357", "Xestia c-nigrum"], "4148": ["1926", "Ischnura heterosticta"], "1880": ["1885", "Argia fumipennis"], "8041": ["3675", "Sturnus unicolor"], "1111": ["6214", "Myosotis macrosperma"], "3498": ["6555", "Valeriana californica"], "4624": ["7080", "Teucrium chamaedrys"], "6888": ["5978", "Helminthotheca echioides"], "3173": ["3449", "Mimus gilvus"], "5356": ["5447", "Neottia nidus-avis"], "5090": ["1631", "Colias philodice"], "3283": ["6865", "Quercus vacciniifolia"], "2079": ["702", "Amata phegea"], "5646": ["1583", "Graphium agamemnon"], "1755": ["6745", "Lupinus arcticus"], "2145": ["6363", "Opuntia engelmannii"], "4877": ["5296", "Crinum americanum"], "1219": ["4929", "Punctelia rudecta"], "6031": ["5249", "Phlegmariurus varius"], "1333": ["737", "Crambidia pallida"], "6787": ["982", "Patalene olyzonaria"], "4167": ["4360", "Thamnophis marcianus"], "2338": ["590", "Polistes metricus"], "1610": ["6751", "Lupinus latifolius"], "5280": ["4109", "Lontra canadensis"], "5309": ["2865", "Mareca falcata"], "1403": ["3372", "Progne tapera"], "212": ["393", "Neotibicen pruinosus"], "2366": ["3682", "Dacnis cayana"], "2806": ["1979", "Stylurus plagiatus"], "4037": ["2755", "Buteo buteo"], "3752": ["5525", "Fritillaria atropurpurea"], "7465": ["6398", "Silene nutans"], "5181": ["4483", "Cnemidophorus lemniscatus"], "7436": ["4525", "Pseudemys rubriventris"], "6559": ["4226", "Callosciurus erythraeus"], "14": ["6374", "Opuntia tomentosa"], "736": ["5342", "Maianthemum bifolium"], "4660": ["7194", "Plantago aristata"], "2189": ["4883", "Carpophyllum plumosum"], "3004": ["6499", "Cornus sericea"], "7612": ["1597", "Papilio memnon"], "3895": ["569", "Sceliphron caementarium"], "2142": ["19", "Colaranea viriditas"], "7608": ["4640", "Spisula solidissima"], "5676": ["5846", "Artemisia vulgaris"], "5882": ["1903", "Enallagma antennatum"], "4623": ["1321", "Papaipema inquaesita"], "7931": ["2472", "Parma microlepis"], "3507": ["3457", "Toxostoma redivivum"], "3536": ["6353", "Mammillaria haageana"], "6528": ["4459", "Plestiodon gilberti"], "8098": ["4586", "Henricia pumila"], "5307": ["4738", "Americoliva sayana"], "7171": ["5210", "Calocera cornea"], "6186": ["6135", "Tetraneuris linearifolia"], "5499": ["6615", "Fouquieria columnaris"], "5422": ["4418", "Petrosaurus mearnsi"], "7772": ["5387", "Iris macrosiphon"], "3303": ["1196", "Panthiades bathildis"], "616": ["4466", "Tiliqua scincoides"], "1862": ["6832", "Corylus cornuta"], "185": ["6811", "Vicia gigantea"], "4783": ["454", "Monteithiella humeralis"], "8112": ["7397", "Urena lobata"], "5626": ["5546", "Trillium grandiflorum"], "7386": ["6366", "Opuntia littoralis"], "7393": ["434", "Taylorilygus apicalis"], "4504": ["7925", "Juniperus californica"], "3904": ["4354", "Storeria occipitomaculata"], "3527": ["8027", "Diplazium australe"], "2560": ["3187", "Dendroperdix sephaena"], "3236": ["4561", "Urticina crassicornis"], "4463": ["7462", "Oxalis oregana"], "2041": ["5288", "Allium acuminatum"], "5899": ["3399", "Icterus parisorum"], "648": ["4023", "Urobatis jamaicensis"], "2699": ["4900", "Herpothallon rubrocinctum"], "4420": ["7742", "Toxicodendron radicans"], "5165": ["5043", "Gliophorus psittacinus"], "8056": ["7830", "Calystegia silvatica"], "1701": ["3990", "Phalacrocorax pelagicus"], "7256": ["2410", "Lutjanus bohar"], "5047": ["114", "Paravaejovis spinigerus"], "7826": ["2992", "Chroicocephalus cirrocephalus"], "8044": ["958", "Lycia ypsilon"], "176": ["8033", "Blechnum fluviatile"], "559": ["1035", "Astraptes anaphus"], "608": ["5204", "Russula cerolens"], "5662": ["6115", "Sphagneticola trilobata"], "3275": ["3163", "Falco columbarius"], "2846": ["5925", "Echinacea purpurea"], "1317": ["508", "Bombus vosnesenskii"], "5432": ["625", "Elophila icciusalis"], "6019": ["3905", "Podilymbus podiceps"], "3779": ["6108", "Solidago ulmifolia"], "943": ["1365", "Nola cereella"], "6216": ["7659", "Prunus angustifolia"], "4793": ["5018", "Amanita calyptroderma"], "6358": ["1668", "Emmelina monodactyla"], "3388": ["5769", "Aralia elata"], "1211": ["4422", "Phrynosoma mcallii"], "959": ["2051", "Orthemis ferruginea"], "2054": ["3590", "Melozone kieneri"], "1433": ["5228", "Pleurozium schreberi"], "5781": ["1592", "Papilio demoleus"], "4919": ["6736", "Lathyrus ochroleucus"], "5598": ["4553", "Anthopleura xanthogrammica"], "4827": ["5286", "Sabal minor"], "7507": ["7344", "Viola blanda"], "3103": ["313", "Promachus bastardii"], "5139": ["4035", "Boselaphus tragocamelus"], "3276": ["930", "Gymnoscelis rufifasciata"], "5018": ["2924", "Colibri coruscans"], "4871": ["6716", "Cytisus scoparius"], "1385": ["6762", "Medicago lupulina"], "5454": ["2390", "Novaculichthys taeniourus"], "2738": ["4001", "Trogon mexicanus"], "5984": ["95", "Latrodectus katipo"], "7006": ["113", "Hadrurus arizonensis"], "3048": ["4383", "Cyrtodactylus marmoratus"], "5639": ["5848", "Baccharis conferta"], "1847": ["7789", "Sedum nuttallii"], "857": ["6002", "Lepidospartum squamatum"], "2539": ["4531", "Mauremys caspica"], "4203": ["4328", "Leptodeira septentrionalis"], "3316": ["1610", "Parnassius apollo"], "521": ["538", "Evania appendigaster"], "1921": ["4748", "Felimare picta"], "4702": ["4403", "Lacerta viridis"], "6845": ["4295", "Coluber constrictor"], "3107": ["7067", "Salvia spathacea"], "2713": ["530", "Callirhytis quercuspomiformis"], "553": ["889", "Cladara limitaria"], "1046": ["5698", "Spinifex sericeus"], "7074": ["1759", "Sphinx chersis"], "1509": ["609", "Cnaphalocrocis medinalis"], "143": ["2627", "Fejervarya limnocharis"], "4055": ["4020", "Trygonoptera imitata"], "6797": ["6491", "Paxistima myrsinites"], "5824": ["4458", "Plestiodon fasciatus"], "4366": ["2089", "Tramea onusta"], "8092": ["5067", "Gymnopus brassicolens"], "5262": ["2427", "Parupeneus multifasciatus"], "5366": ["1858", "Anax longipes"], "7501": ["1784", "Chimoptesis pennsylvaniana"], "4674": ["3768", "Machetornis rixosa"], "7124": ["260", "Eudiagogus pulcher"], "7253": ["556", "Enicospilus purgatus"], "2536": ["7970", "Pseudotsuga macrocarpa"], "3957": ["3065", "Tringa flavipes"], "6813": ["7563", "Ranunculus bulbosus"], "2481": ["4348", "Rhabdophis tigrinus"], "1291": ["4355", "Storeria storerioides"], "7414": ["5084", "Agrocybe pediades"], "5842": ["2526", "Scorpaenichthys marmoratus"], "795": ["2345", "Paracirrhites arcatus"], "1312": ["2027", "Libellula axilena"], "1873": ["7854", "Ipomoea nil"], "4419": ["1796", "Ecdytolopha insiticiana"], "2349": ["2973", "Pluvialis fulva"], "5701": ["2062", "Pachydiplax longipennis"], "1558": ["7168", "Keckiella breviflora"], "1645": ["8075", "Matteuccia struthiopteris"], "3426": ["7834", "Calystegia tuguriorum"], "4956": ["5894", "Cichorium intybus"], "2843": ["5884", "Centaurea scabiosa"], "1561": ["6895", "Asclepias fascicularis"], "951": ["5647", "Cenchrus spinifex"], "7327": ["175", "Laemostenus complanatus"], "167": ["4046", "Madoqua kirkii"], "3922": ["7330", "Populus tremuloides"], "204": ["3011", "Larus fuscus"], "7739": ["4089", "Felis silvestris"], "5227": ["741", "Ctenucha virginica"], "2995": ["7075", "Stachys chamissonis"], "8010": ["5496", "Tradescantia zebrina"], "8093": ["5053", "Marasmius rotula"], "7217": ["4181", "Lepus alleni"], "3489": ["3640", "Prunella modularis"], "3572": ["917", "Euchlaena amoenaria"], "3811": ["5617", "Juncus marginatus"], "1937": ["5320", "Asparagus asparagoides"], "2496": ["2511", "Sarpa salpa"], "927": ["3356", "Spinus psaltria"], "2367": ["3765", "Empidonax wrightii"], "5729": ["5216", "Puccinia malvacearum"], "3251": ["4358", "Thamnophis elegans"], "4809": ["1604", "Papilio rutulus"], "2571": ["585", "Polistes dominula"], "4426": ["3340", "Crithagra mozambica"], "1766": ["2477", "Pomacentrus moluccensis"], "6207": ["6536", "Dipsacus laciniatus"], "6686": ["5516", "Calochortus pulchellus"], "506": ["7250", "Asimina triloba"], "7239": ["558", "Megarhyssa macrurus"], "2709": ["1902", "Enallagma annexum"], "4004": ["308", "Laphria flavicollis"], "6433": ["2093", "Trithemis kirbyi"], "7085": ["2464", "Dascyllus albisella"], "4548": ["1765", "Thyris maculata"], "2182": ["6914", "Asclepias viridis"], "7594": ["2887", "Chauna torquata"], "6377": ["4864", "Stenoplax conspicua"], "3514": ["5403", "Caladenia chlorostyla"], "5169": ["545", "Neoponera villosa"], "6362": ["7841", "Dichondra repens"], "3361": ["566", "Scolia nobilitata"], "3880": ["1896", "Argia tibialis"], "4947": ["1568", "Vanessa gonerilla"], "4165": ["596", "Anthela ocellata"], "7613": ["471", "Phymata fasciata"], "3272": ["6229", "Phacelia tanacetifolia"], "1415": ["4660", "Bursatella leachii"], "7279": ["2695", "Rana latastei"], "6937": ["1952", "Arigomphus submedianus"], "6159": ["1527", "Mycalesis mineus"], "1518": ["1763", "Theretra nessus"], "7049": ["4170", "Macropus rufogriseus"], "6751": ["7107", "Bellardia viscosa"], "6397": ["7807", "Boykinia occidentalis"], "5603": ["3248", "Callaeas wilsoni"], "4727": ["5094", "Psilocybe allenii"], "2592": ["6669", "Acacia cochliacantha"], "7460": ["1210", "Satyrium favonius"], "3049": ["2155", "Conocephalus strictus"], "213": ["5820", "Ambrosia psilostachya"], "2201": ["3807", "Ardea herodias"], "4254": ["7228", "Glandularia pumila"], "2869": ["1293", "Leucania adjuta"], "150": ["7886", "Solanum elaeagnifolium"], "4625": ["3729", "Catharus guttatus"], "4921": ["6038", "Palafoxia arida"], "2439": ["4886", "Alaria marginata"], "6731": ["2060", "Orthetrum pruinosum"], "6850": ["4484", "Holcosus festivus"], "5348": ["5116", "Xerocomellus zelleri"], "6495": ["8018", "Asplenium platyneuron"], "2021": ["597", "Argyresthia oreasella"], "0": ["6659", "Primula suffrutescens"], "3061": ["6262", "Hirschfeldia incana"], "7027": ["5837", "Arnoglossum ovatum"], "8135": ["339", "Helophilus pendulus"], "4226": ["6334", "Echinocereus cinerascens"], "1854": ["7392", "Sphaeralcea coccinea"], "2679": ["1221", "Zizula hylax"], "1606": ["7770", "Aesculus sylvatica"], "5555": ["3236", "Aegithina tiphia"], "8124": ["2002", "Celithemis eponina"], "8118": ["7794", "Ribes americanum"], "5375": ["3197", "Gavia immer"], "5240": ["7091", "Utricularia vulgaris"], "4363": ["3639", "Prunella collaris"], "5336": ["5015", "Amanita augusta"], "3553": ["1342", "Spodoptera frugiperda"], "3117": ["5613", "Scirpus pendulus"], "1318": ["5517", "Calochortus uniflorus"], "8036": ["7956", "Pinus flexilis"], "7506": ["5203", "Russula brevipes"], "4371": ["2655", "Smilisca baudinii"], "509": ["2884", "Spatula rhynchotis"], "1542": ["3998", "Sula variegata"], "5361": ["845", "Syntomeida epilais"], "2276": ["7618", "Adenostoma fasciculatum"], "7546": ["2605", "Anaxyrus fowleri"], "2949": ["5474", "Pterostylis montana"], "5322": ["6742", "Lotus pedunculatus"], "5414": ["4664", "Nerita picea"], "4841": ["4810", "Tenellia lagunae"], "4013": ["7893", "Solanum rostratum"], "6054": ["5668", "Leersia oryzoides"], "3545": ["893", "Crypsiphona ocultaria"], "4205": ["1467", "Euploea mulciber"], "2498": ["8053", "Dryopteris arguta"], "6684": ["3203", "Grus grus"], "3950": ["1077", "Panoquina panoquin"], "4386": ["6864", "Quercus turbinella"], "3052": ["7395", "Tilia americana"], "424": ["5671", "Lolium multiflorum"], "796": ["4038", "Connochaetes taurinus"], "1798": ["6162", "Zinnia acerosa"], "3674": ["5537", "Anticlea elegans"], "5180": ["6410", "Drosera binata"], "24": ["1249", "Anicla infecta"], "5334": ["2644", "Pseudacris cadaverina"], "1533": ["6543", "Lonicera japonica"], "3437": ["3495", "Saxicola torquatus"], "2821": ["1422", "Boloria euphrosyne"], "374": ["685", "Saucrobotys futilalis"], "6375": ["1485", "Hipparchia statilinus"], "4923": ["6919", "Cynanchum rossicum"], "2503": ["3119", "Zenaida macroura"], "3948": ["2872", "Mergellus albellus"], "3854": ["3509", "Chamaea fasciata"], "368": ["2604", "Anaxyrus cognatus"], "1673": ["8048", "Paesia scaberula"], "235": ["2694", "Rana italica"], "2870": ["6916", "Cascabela ovata"], "5131": ["6911", "Asclepias tuberosa"], "3951": ["1081", "Poanes hobomok"], "5886": ["2726", "Karsenia koreana"], "1871": ["7367", "Ceiba aesculifolia"], "7684": ["2184", "Grapsus tenuicrustatus"], "5977": ["6359", "Opuntia basilaris"], "1091": ["7050", "Origanum vulgare"], "4778": ["6194", "Ehretia anacua"], "711": ["6095", "Solidago caesia"], "1071": ["8029", "Blechnum chambersii"], "1186": ["4877", "Ascophyllum nodosum"], "569": ["573", "Dolichovespula arenaria"], "5794": ["6945", "Geniostoma ligustrifolium"], "5998": ["3204", "Grus monacha"], "511": ["5549", "Trillium undulatum"], "5337": ["4994", "Hypomyces hyalinus"], "2211": ["43", "Bothriocyrtum californicum"], "2907": ["6953", "Coprosma crassifolia"], "6619": ["1177", "Lycaena arota"], "4317": ["8049", "Pteridium aquilinum"], "4104": ["390", "Cyclochila australasiae"], "7321": ["3266", "Certhia familiaris"], "1196": ["4444", "Sceloporus uniformis"], "210": ["4127", "Zalophus wollebaeki"], "6827": ["5966", "Helenium amarum"], "1337": ["4655", "Octopus vulgaris"], "4085": ["6212", "Myosotis discolor"], "5363": ["2556", "Hippocampus spinosissimus"], "829": ["5048", "Hebeloma crustuliniforme"], "5963": ["2570", "Chilomycterus schoepfii"], "2357": ["440", "Banasa euchlora"], "2303": ["5752", "Pastinaca sativa"], "486": ["4744", "Cadlina luteomarginata"], "8047": ["1908", "Enallagma civile"], "6904": ["6197", "Eucrypta chrysanthemifolia"], "3423": ["739", "Ctenucha rubroscapus"], "5923": ["4953", "Lobaria anomala"], "5119": ["4293", "Chionactis occipitalis"], "4331": ["4049", "Oreotragus oreotragus"], "1835": ["2493", "Pogonias cromis"], "6367": ["2208", "Ovalipes ocellatus"], "7809": ["6489", "Parnassia fimbriata"], "6235": ["1349", "Tarache quadriplaga"], "5814": ["1043", "Chioides zilpa"], "7649": ["4807", "Melibe leonina"], "3211": ["2512", "Sphyraena barracuda"], "3695": ["1529", "Myscelia cyananthe"], "7631": ["3471", "Macronyx croceus"], "4943": ["3404", "Molothrus aeneus"], "7650": ["7399", "Muntingia calabura"], "1201": ["6922", "Gomphocarpus physocarpus"], "1889": ["6097", "Solidago flexicaulis"], "123": ["2412", "Lutjanus kasmira"], "980": ["1579", "Promalactis suzukiella"], "7314": ["8011", "Asplenium gracillimum"], "5761": ["229", "Trichodes apiarius"], "3733": ["2732", "Speleomantes strinatii"], "7595": ["4952", "Scytinium palmatum"], "3781": ["6781", "Prosopis glandulosa"], "2938": ["3703", "Tangara gyrola"], "183": ["2394", "Pictilabrus laticlavius"], "6380": ["6929", "Centaurium pulchellum"], "6815": ["297", "Necrophila americana"], "765": ["696", "Machimia tentoriferella"], "7851": ["1094", "Pyrgus philetas"], "4641": ["641", "Hydriris ornatalis"], "7010": ["6201", "Heliotropium procumbens"], "914": ["1989", "Lestes unguiculatus"], "3634": ["2528", "Platycephalus fuscus"], "3513": ["3223", "Rallus limicola"], "6034": ["5969", "Helianthus angustifolius"], "1242": ["287", "Exomala orientalis"], "3261": ["1557", "Siproeta stelenes"], "205": ["878", "Caripeta divisata"], "4267": ["1034", "Asbolis capucinus"], "7275": ["3926", "Puffinus opisthomelas"], "6630": ["6167", "Campanula persicifolia"], "1960": ["6820", "Polygala senega"], "1248": ["7115", "Castilleja integra"], "1301": ["3989", "Phalacrocorax carbo"], "3907": ["6270", "Raphanus sativus"], "1777": ["7912", "Kallstroemia grandiflora"], "5049": ["5087", "Deconica coprophila"], "3407": ["2936", "Phaethornis guy"], "6674": ["3174", "Ortalis cinereiceps"], "6491": ["4467", "Trachylepis margaritifera"], "6682": ["5481", "Spiranthes ovalis"], "7554": ["7320", "Passiflora tripartita"], "2225": ["4770", "Doto kya"], "4310": ["1616", "Zerynthia rumina"], "7068": ["8127", "Neorhodomela larix"], "703": ["1663", "Zerene eurydice"], "6724": ["7177", "Penstemon davidsonii"], "3309": ["4978", "Chlorociboria aeruginascens"], "1737": ["42", "Cupiennius salei"], "7879": ["5397", "Sisyrinchium rosulatum"], "5554": ["1785", "Choristoneura houstonana"], "134": ["5706", "Typha latifolia"], "2150": ["4630", "Lampsilis cardium"], "2280": ["6161", "Xylorhiza tortifolia"], "4064": ["3154", "Crotophaga sulcirostris"], "551": ["405", "Leptoglossus phyllopus"], "4715": ["1260", "Choephora fungorum"], "3918": ["3941", "Forpus conspicillatus"], "3608": ["5757", "Sanicula canadensis"], "719": ["5318", "Agave vivipara"], "5302": ["4417", "Holbrookia lacerata"], "5100": ["188", "Obrium maculatum"], "875": ["6468", "Persicaria longiseta"], "450": ["1661", "Pyrisitia proterpia"], "2128": ["5688", "Poa bulbosa"], "3314": ["1294", "Leucania diatrecta"], "1739": ["3523", "Poecile gambeli"], "3169": ["2115", "Melanoplus bivittatus"], "2930": ["7135", "Orthocarpus cuspidatus"], "3861": ["901", "Digrammia ocellinata"], "6855": ["6172", "Hippobroma longiflora"], "1794": ["7501", "Argemone polyanthemos"], "693": ["2001", "Celithemis elisa"], "2664": ["610", "Cnaphalocrocis poeyalis"], "1599": ["6036", "Ozothamnus leptophyllus"], "6401": ["4612", "Macoma nasuta"], "7992": ["2137", "Hapithus agitator"], "87": ["1585", "Iphiclides feisthamelii"], "7705": ["3100", "Patagioenas fasciata"], "4478": ["7484", "Protea cynaroides"], "3725": ["4616", "Mytilus californianus"], "3820": ["5552", "Ripogonum scandens"], "4476": ["5956", "Gaillardia pulchella"], "7356": ["536", "Dryocosmus minusculus"], "6099": ["3450", "Mimus longicaudatus"], "3312": ["3950", "Psittacula eupatria"], "6512": ["601", "Trilocha varians"], "3870": ["3743", "Turdus grayi"], "341": ["3545", "Oreothlypis virginiae"], "654": ["5858", "Berlandiera lyrata"], "3555": ["4572", "Eucheilota bakeri"], "6658": ["7201", "Plantago rugelii"], "8016": ["1004", "Scopula limboundata"], "7236": ["5329", "Dasylirion texanum"], "5479": ["4514", "Xantusia henshawi"], "5568": ["5828", "Anthemis cotula"], "211": ["1403", "Agraulis vanillae"], "1000": ["6625", "Ipomopsis tenuituba"], "6223": ["4588", "Patiria miniata"], "5278": ["4217", "Dasyprocta mexicana"], "6952": ["1195", "Ministrymon leda"], "5524": ["2881", "Spatula cyanoptera"], "95": ["694", "Bibarrambla allenella"], "7916": ["3922", "Daption capense"], "5702": ["6650", "Lysimachia terrestris"], "3099": ["354", "Trichopoda lanipes"], "5033": ["3514", "Baeolophus ridgwayi"], "3625": ["4695", "Haliotis rufescens"], "38": ["7750", "Ptelea crenulata"], "2701": ["2113", "Lactista gibbosus"], "5290": ["2135", "Gryllus campestris"], "2281": ["4749", "Felimare tricolor"], "3066": ["2385", "Hemigymnus fasciatus"], "7409": ["5616", "Juncus bufonius"], "5324": ["2110", "Hesperotettix speciosus"], "2227": ["5217", "Ductifera pululahuana"], "1991": ["1107", "Urbanus procne"], "5138": ["3489", "Phoenicurus fuliginosus"], "6276": ["5898", "Cirsium edule"], "3528": ["2911", "Amazilia rutila"], "1628": ["6517", "Cucurbita pepo"], "2165": ["7058", "Salvia greggii"], "8108": ["3780", "Sayornis phoebe"], "1072": ["4479", "Aspidoscelis sexlineata"], "5412": ["512", "Trigona fulviventris"], "7491": ["5013", "Podaxis pistillaris"], "7480": ["1581", "Eurytides marcellus"], "3324": ["148", "Blattella germanica"], "7047": ["2766", "Buteogallus meridionalis"], "7779": ["1889", "Argia moesta"], "3701": ["6722", "Erythrina flabelliformis"], "1986": ["5748", "Lomatium triternatum"], "1718": ["1100", "Suastus gremius"], "5406": ["4836", "Helminthoglypta arrosa"], "5672": ["7786", "Bryophyllum delagoense"], "938": ["100", "Misumena vatia"], "6558": ["5633", "Avena barbata"], "1472": ["18", "Argiope trifasciata"], "7804": ["4911", "Pilophorus acicularis"], "7956": ["3641", "Phainopepla nitens"], "3720": ["1171", "Jamides celeno"], "628": ["5938", "Erigeron coulteri"], "1367": ["5367", "Yucca schidigera"], "2822": ["5374", "Phormium tenax"], "7583": ["3930", "Calyptorhynchus funereus"], "2069": ["7783", "Echeveria secunda"], "3750": ["270", "Lucidota atra"], "7614": ["5760", "Sanicula odorata"], "6837": ["6548", "Lonicera xylosteum"], "5817": ["7265", "Cnidoscolus texanus"], "5106": ["2930", "Heliodoxa jacula"], "4493": ["4437", "Sceloporus olivaceus"], "945": ["7974", "Dacrydium cupressinum"], "1025": ["7549", "Coptis trifolia"], "6497": ["7824", "Saxifraga tricuspidata"], "1947": ["429", "Adelphocoris lineolatus"], "2425": ["7937", "Taxodium mucronatum"], "3566": ["5363", "Yucca constricta"], "4545": ["1749", "Laothoe populi"], "2756": ["4555", "Epiactis prolifera"], "653": ["7533", "Anemone ranunculoides"], "6313": ["7906", "Vitis rotundifolia"], "5668": ["5807", "Achillea millefolium"], "5845": ["7731", "Pachycormus discolor"], "3400": ["5213", "Guepiniopsis alpina"], "5873": ["5454", "Ophrys scolopax"], "4082": ["7178", "Penstemon deustus"], "4332": ["7634", "Crataegus monogyna"], "4850": ["5902", "Cirsium oleraceum"], "4661": ["136", "Austrominius modestus"], "2057": ["3320", "Emberiza citrinella"], "3162": ["7231", "Lantana horrida"], "4257": ["2323", "Chaetodon striatus"], "6839": ["4", "Serpula columbiana"], "7184": ["3454", "Toxostoma crissale"], "1223": ["3279", "Corvus cornix"], "6213": ["3043", "Arenaria interpres"], "1932": ["613", "Crambus agitatellus"], "1313": ["4238", "Sciurus alleni"], "8049": ["6188", "Anchusa officinalis"], "3471": ["4249", "Tamias merriami"], "4382": ["7754", "Acer circinatum"], "7063": ["1600", "Papilio paris"], "5160": ["6332", "Echinocactus platyacanthus"], "5974": ["3133", "Todiramphus sanctus"], "8051": ["923", "Eusarca confusaria"], "2365": ["3907", "Rollandia rolland"], "1710": ["3981", "Microcarbo africanus"], "97": ["1330", "Proteuxoa hypochalchis"], "5055": ["6925", "Vinca major"], "668": ["5336", "Hesperocallis undulata"], "482": ["800", "Melipotis fasciolaris"], "1099": ["731", "Cisseps fulvicollis"], "6831": ["551", "Agapostemon splendens"], "7638": ["278", "Odontotaenius disjunctus"], "4442": ["7781", "Dudleya saxosa"], "1222": ["2369", "Scorpis lineolata"], "4639": ["3440", "Gavicalis virescens"], "5970": ["3140", "Merops ornatus"], "7335": ["2017", "Erythrodiplax basifusca"], "7288": ["2834", "Aythya affinis"], "7435": ["1443", "Cupha erymanthis"], "3887": ["4488", "Microlophus albemarlensis"], "5234": ["369", "Aphis nerii"], "1901": ["7979", "Torreya californica"], "671": ["3134", "Coracias abyssinicus"], "6977": ["3111", "Streptopelia semitorquata"], "6753": ["2320", "Chaetodon ornatissimus"], "1886": ["2011", "Erythemis attala"], "5316": ["3191", "Meleagris gallopavo"], "4779": ["7725", "Arceuthobium campylopodum"], "7180": ["719", "Brunia replana"], "435": ["1973", "Phanogomphus spicatus"], "6698": ["2856", "Cygnus columbianus"], "1928": ["1144", "Calycopis cecrops"], "6191": ["4382", "Coleonyx brevis"], "7905": ["2295", "Pseudocaranx georgianus"], "2733": ["8076", "Onoclea sensibilis"], "4132": ["1758", "Sphecodina abbottii"], "7216": ["5778", "Oplopanax horridus"], "6466": ["7105", "Aureolaria grandiflora"], "5284": ["4825", "Cochlicopa lubrica"], "6024": ["5229", "Rhytidiadelphus loreus"], "3716": ["207", "Chrysochus auratus"], "5534": ["5588", "Carex plantaginea"], "5255": ["5350", "Muscari armeniacum"], "4369": ["6335", "Echinocereus coccineus"], "7052": ["5835", "Arnica montana"], "2308": ["2689", "Pelophylax chosenicus"], "4927": ["2534", "Scorpaena plumieri"], "3568": ["5606", "Ficinia spiralis"], "2170": ["648", "Loxostege cereralis"], "3772": ["6130", "Tagetes erecta"], "3346": ["2169", "Clitarchus hookeri"], "3686": ["7316", "Passiflora incarnata"], "667": ["5527", "Fritillaria camschatcensis"], "3558": ["4118", "Mustela nivalis"], "7778": ["6379", "Thelocactus bicolor"], "1607": ["768", "Hypena baltimoralis"], "7285": ["4432", "Sceloporus malachiticus"], "5048": ["1764", "Xylophanes falco"], "2337": ["5853", "Bahiopsis parishii"], "6880": ["3974", "Ninox novaeseelandiae"], "4786": ["2668", "Ranoidea aurea"], "2984": ["8044", "Gymnocarpium dryopteris"], "730": ["7978", "Podocarpus laetus"], "3244": ["6812", "Vicia hirsuta"], "2343": ["4273", "Agama lionotus"], "7939": ["4310", "Heterodon kennerlyi"], "2783": ["6283", "Buxus sempervirens"], "4709": ["7953", "Pinus contorta"], "5186": ["5402", "Bulbophyllum pygmaeum"], "6587": ["3625", "Ceratopipra mentalis"], "5282": ["6046", "Peucephyllum schottii"], "3490": ["909", "Epicyme rubropunctaria"], "3991": ["2152", "Anabrus simplex"], "4853": ["3844", "Plegadis falcinellus"], "5292": ["2532", "Pterois miles"], "4325": ["846", "Syntomeida melanthus"], "6749": ["424", "Spilostethus pandurus"], "4305": ["6873", "Juglans major"], "4997": ["3996", "Sula nebouxii"], "1288": ["3406", "Molothrus bonariensis"], "5353": ["7567", "Ranunculus flammula"], "5789": ["838", "Scolecocampa liburna"], "8121": ["5170", "Grifola frondosa"], "1568": ["5592", "Carex sprengelii"], "1535": ["4955", "Lobaria pulmonaria"], "4266": ["5558", "Smilax smallii"], "7669": ["7784", "Echeveria simulans"], "7228": ["6404", "Stellaria graminea"], "2715": ["8020", "Asplenium rhizophyllum"], "1516": ["1655", "Pontia daplidice"], "615": ["3249", "Coracina novaehollandiae"], "2374": ["2583", "Oxymonacanthus longirostris"], "5940": ["1329", "Ponometia semiflava"], "6229": ["2195", "Pagurus hirsutiusculus"], "6590": ["518", "Xylocopa virginica"], "5277": ["2237", "Gymnothorax meleagris"], "1426": ["8041", "Blechnum vulcanicum"], "6834": ["785", "Idia rotundalis"], "4696": ["1252", "Athetis tenuis"], "263": ["1725", "Hyalophora cecropia"], "2382": ["7813", "Lithophragma glabrum"], "2462": ["6703", "Calliandra eriophylla"], "429": ["3716", "Campylorhynchus gularis"], "7591": ["1463", "Euphydryas aurinia"], "1027": ["497", "Bombus lapidarius"], "124": ["7258", "Chrysobalanus icaco"], "879": ["4633", "Pyganodon grandis"], "7449": ["7391", "Sphaeralcea ambigua"], "6760": ["2802", "Pseudastur albicollis"], "2355": ["8097", "Myriopteris covillei"], "3292": ["965", "Mellilla xanthometata"], "2623": ["1891", "Argia oenea"], "1736": ["5401", "Arethusa bulbosa"], "4742": ["4332", "Liodytes rigida"], "7945": ["2576", "Cantherhines dumerilii"], "208": ["2609", "Bufo bankorensis"], "5737": ["4882", "Carpophyllum maschalocarpum"], "4895": ["1659", "Pyrisitia lisa"], "7100": ["3674", "Spodiopsar cineraceus"], "5041": ["388", "Tylozygus bifidus"], "2263": ["6942", "Zeltnera muehlenbergii"], "4882": ["1965", "Ophiogomphus severus"], "5134": ["761", "Goniapteryx servia"], "1374": ["2662", "Leptodactylus savagei"], "2464": ["5520", "Erythronium albidum"], "7901": ["7540", "Clematis crispa"], "7617": ["1992", "Acisoma panorpoides"], "7708": ["1701", "Apodemia palmerii"], "4516": ["1226", "Acronicta fragilis"], "7519": ["5780", "Panax trifolius"], "6089": ["4029", "Trygonorrhina fasciata"], "5446": ["3245", "Buphagus erythrorhynchus"], "1589": ["3548", "Protonotaria citrea"], "5329": ["3098", "Oena capensis"], "6296": ["5492", "Tradescantia fluminensis"], "6474": ["3311", "Gymnorhina tibicen"], "7190": ["7564", "Ranunculus californicus"], "4490": ["2941", "Thalurania colombica"], "4659": ["8119", "Sceptridium dissectum"], "6950": ["6430", "Boerhavia erecta"], "4056": ["1142", "Callophrys viridis"], "7229": ["227", "Xanthogaleruca luteola"], "3610": ["7673", "Rosa acicularis"], "8001": ["5223", "Plagiomnium cuspidatum"], "5202": ["162", "Cicindela duodecimguttata"], "8073": ["7421", "Metrosideros robusta"], "7476": ["1687", "Hypsopygia albidalis"], "1484": ["2898", "Upupa epops"], "3812": ["5341", "Luzuriaga parviflora"], "7670": ["6481", "Canotia holacantha"], "5653": ["1153", "Cupido minimus"], "4322": ["1114", "Artace cribrarius"], "6895": ["7386", "Plagianthus regius"], "3587": ["7280", "Euphorbia helioscopia"], "6657": ["5150", "Contumyces rosellus"], "3137": ["4675", "Littorina keenae"], "3597": ["4073", "Phacochoerus africanus"], "6981": ["2571", "Dicotylichthys punctulatus"], "1623": ["2434", "Pempheris affinis"], "2818": ["981", "Pasiphila rectangulata"], "7057": ["6993", "Geranium pratense"], "54": ["2138", "Neoxabea bipunctata"], "7347": ["4006", "Triaenodon obesus"], "5101": ["3232", "Acrocephalus schoenobaenus"], "3484": ["1251", "Athetis tarda"], "3430": ["4338", "Nerodia rhombifer"], "1358": ["788", "Laspeyria concavata"], "2758": ["7009", "Catalpa bignonioides"], "6783": ["6460", "Eriogonum wrightii"], "3116": ["1227", "Acronicta hasta"], "7023": ["7570", "Ranunculus insignis"], "4418": ["4504", "Crotalus pyrrhus"], "5075": ["6908", "Asclepias sullivantii"], "2848": ["7254", "Magnolia grandiflora"], "3942": ["5468", "Platanthera stricta"], "3495": ["5418", "Corybas trilobus"], "8083": ["920", "Eugonobapta nivosaria"], "5226": ["194", "Stictoleptura canadensis"], "4563": ["4758", "Dendronotus albus"], "2207": ["7173", "Mecardonia procumbens"], "5274": ["5287", "Agapanthus praecox"], "7000": ["3620", "Petroica boodang"], "1269": ["2141", "Oecanthus niveus"], "2033": ["2280", "Naso unicornis"], "388": ["1835", "Stagmomantis carolina"], "1711": ["2479", "Stegastes partitus"], "4667": ["7763", "Acer rubrum"], "7069": ["4416", "Holbrookia elegans"], "4503": ["866", "Dichomeris flavocostella"], "108": ["4361", "Thamnophis proximus"], "3637": ["3569", "Setophaga townsendi"], "4261": ["1348", "Tarache aprica"], "1694": ["5430", "Epidendrum radicans"], "5126": ["6033", "Oncosiphon piluliferum"], "5835": ["4464", "Sphenomorphus indicus"], "6109": ["3916", "Oceanodroma furcata"], "5116": ["3193", "Perdix perdix"], "5811": ["5749", "Oenanthe sarmentosa"], "5705": ["4264", "Alligator mississippiensis"], "3330": ["360", "Acanalonia bivittata"], "1289": ["8003", "Leptopteris hymenophylloides"], "5703": ["5628", "Andropogon ternarius"], "7211": ["2461", "Chromis hypsilepis"], "2299": ["7323", "Phyllanthus urinaria"], "1752": ["1737", "Dolba hyloeus"], "1672": ["7579", "Cannabis sativa"], "6624": ["4368", "Basiliscus basiliscus"], "6589": ["7470", "Asarum hartwegii"], "751": ["3685", "Geospiza fuliginosa"], "4683": ["649", "Lygropia rivulalis"], "432": ["1418", "Asterocampa clyton"], "7061": ["115", "Paruroctonus silvestrii"], "6593": ["3842", "Platalea ajaja"], "6965": ["3867", "Dendrocopos medius"], "4753": ["4350", "Salvadora grahamiae"], "7160": ["1308", "Nedra ramosula"], "2649": ["6956", "Coprosma linariifolia"], "4415": ["626", "Elophila obliteralis"], "5276": ["842", "Spilosoma lubricipeda"], "4300": ["4317", "Lampropeltis alterna"], "3077": ["7165", "Cymbalaria muralis"], "2194": ["4866", "Cryptochiton stelleri"], "84": ["1427", "Catonephele numilia"], "1141": ["3201", "Anthropoides paradiseus"], "7380": ["4047", "Nanger granti"], "3012": ["522", "Philanthus gibbosus"], "3828": ["3732", "Ixoreus naevius"], "3315": ["5507", "Calochortus barbatus"], "6215": ["653", "Microcrambus elegans"], "2084": ["412", "Flatormenis proxima"], "4334": ["5393", "Moraea sisyrinchium"], "5540": ["2423", "Mulloidichthys martinicus"], "2470": ["2870", "Melanitta perspicillata"], "7260": ["5262", "Sagittaria latifolia"], "7544": ["5359", "Scilla bifolia"], "1793": ["607", "Argyria lacteella"], "3543": ["1464", "Euphydryas chalcedona"], "6991": ["2331", "Heniochus acuminatus"], "4770": ["5144", "Ramaria stricta"], "47": ["3658", "Sitta canadensis"], "3664": ["3887", "Picoides arizonae"], "2973": ["349", "Scaeva pyrastri"], "1830": ["5866", "Brachyglottis lagopus"], "6420": ["4992", "Sirococcus clavigignenti-juglandacearum"], "7147": ["3670", "Gracupica nigricollis"], "7864": ["5313", "Agave scabra"], "5488": ["2630", "Dendropsophus microcephalus"], "5715": ["1735", "Darapsa myron"], "777": ["5533", "Lilium kelleyanum"], "775": ["6263", "Lepidium campestre"], "3631": ["5304", "Zephyranthes chlorosolen"], "2101": ["6012", "Logfia gallica"], "4551": ["3293", "Cyanocorax yucatanicus"], "6949": ["4602", "Dendraster excentricus"], "3134": ["3859", "Psilopogon haemacephalus"], "76": ["6850", "Quercus imbricaria"], "7325": ["2000", "Celithemis amanda"], "2192": ["6589", "Kalmia procumbens"], "5222": ["7465", "Oxalis stricta"], "3845": ["3749", "Turdus migratorius"], "6802": ["6409", "Drosera auriculata"], "1836": ["1792", "Crocidosema plebejana"], "4048": ["432", "Metriorrhynchomiris dislocatus"], "3652": ["7463", "Oxalis pes-caprae"], "3735": ["26", "Mangora acalypha"], "4979": ["7972", "Tsuga canadensis"], "6716": ["1254", "Bagisara repanda"], "3560": ["64", "Colonus sylvanus"], "22": ["2507", "Diplodus vulgaris"], "1104": ["7112", "Castilleja densiflora"], "4746": ["5227", "Cyathophorum bulbosum"], "2955": ["498", "Bombus melanopygus"], "1270": ["7762", "Acer pseudoplatanus"], "6382": ["8072", "Lindsaea linearis"], "1157": ["2333", "Heniochus diphreutes"], "7141": ["3536", "Geothlypis trichas"], "412": ["334", "Eristalis tenax"], "247": ["4835", "Otala lactea"], "3033": ["3459", "Mohoua albicilla"], "4777": ["379", "Colladonus clitellarius"], "6647": ["3388", "Euphagus carolinus"], "5396": ["7098", "Fraxinus texensis"], "1014": ["2020", "Erythrodiplax umbrata"], "964": ["1653", "Pieris virginiensis"], "6444": ["4088", "Felis catus"], "6298": ["4688", "Opalia wroblewskyi"], "514": ["3925", "Macronectes halli"], "1651": ["14", "Argiope argentata"], "1278": ["2711", "Onychodactylus koreanus"], "2517": ["1280", "Eudryas grata"], "663": ["1384", "Ochrogaster lunifer"], "7559": ["971", "Nemoria mimosaria"], "6585": ["5099", "Clitocybe nebularis"], "2512": ["5644", "Bromus madritensis"], "2208": ["5231", "Buckiella undulata"], "7629": ["6688", "Anthyllis vulneraria"], "4421": ["3036", "Himantopus himantopus"], "2581": ["4817", "Ariolimax columbianus"], "5020": ["1939", "Cordulegaster maculata"], "3562": ["4002", "Trogon personatus"], "7949": ["4005", "Carcharhinus melanopterus"], "1131": ["945", "Idaea seriata"], "4898": ["4048", "Oreamnos americanus"], "3810": ["3091", "Columbina passerina"], "6521": ["4208", "Trachypithecus obscurus"], "1841": ["4507", "Crotalus scutulatus"], "5343": ["7595", "Ceanothus crassifolius"], "4440": ["812", "Nyctemera amicus"], "7350": ["5819", "Ambrosia dumosa"], "6637": ["2116", "Melanoplus differentialis"], "883": ["1924", "Ischnura erratica"], "4866": ["1999", "Cannaphila insularis"], "4333": ["7552", "Delphinium nudicaule"], "7120": ["6432", "Mirabilis jalapa"], "7503": ["4689", "Diodora aspera"], "398": ["5710", "Thalia geniculata"], "2688": ["261", "Dermestes lardarius"], "5107": ["7056", "Salvia dorrii"], "3433": ["6179", "Lobelia siphilitica"], "6583": ["7261", "Acalypha ostryifolia"], "3684": ["7985", "Dicksonia antarctica"], "2298": ["659", "Ommatospila narcaeusalis"], "328": ["6983", "Psychotria poeppigiana"], "752": ["995", "Prasinocyma rhodocosma"], "7980": ["4067", "Hydropotes inermis"], "6739": ["3811", "Ardeola grayii"], "4530": ["2513", "Sphyraena jello"], "2009": ["4725", "Californiconus californicus"], "2522": ["2679", "Lithobates catesbeianus"], "1948": ["6160", "Xanthium strumarium"], "7387": ["5266", "Lysichiton americanus"], "5660": ["3978", "Tyto alba"], "3443": ["36", "Nephila clavipes"], "811": ["6256", "Eruca vesicaria"], "6462": ["5885", "Centaurea solstitialis"], "854": ["6063", "Rafinesquia neomexicana"], "5000": ["6961", "Coprosma robusta"], "3044": ["3952", "Trichoglossus haematodus"], "18": ["3363", "Cecropis daurica"], "3305": ["6775", "Oxytropis lambertii"], "4223": ["4216", "Cuniculus paca"], "7953": ["1570", "Vanessa virginiensis"], "5187": ["6618", "Collomia heterophylla"], "5539": ["5292", "Allium schoenoprasum"], "312": ["3159", "Corythaixoides concolor"], "3039": ["4563", "Urticina lofotensis"], "3766": ["5025", "Amanita vaginata"], "3740": ["809", "Mocis undata"], "5527": ["7565", "Ranunculus cymbalaria"], "3025": ["1935", "Pseudagrion microcephalum"], "3590": ["6445", "Bistorta bistortoides"], "2741": ["2713", "Aneides flavipunctatus"], "40": ["288", "Gymnetis caseyi"], "1757": ["466", "Dysdercus mimulus"], "1465": ["7444", "Oenothera curtiflora"], "6671": ["2774", "Circus pygargus"], "3455": ["7230", "Lantana camara"], "6591": ["1633", "Delias pasithoe"], "966": ["7005", "Justicia pilosella"], "2436": ["4331", "Leptophis mexicanus"], "4484": ["2076", "Sympetrum ambiguum"], "5866": ["7085", "Warnockia scutellarioides"], "6506": ["7852", "Ipomoea hederifolia"], "7742": ["715", "Asota heliconia"], "1865": ["3192", "Pavo cristatus"], "6270": ["6159", "Xanthium spinosum"], "3934": ["6788", "Senna armata"], "7461": ["5602", "Eriophorum angustifolium"], "4899": ["3725", "Troglodytes aedon"], "1630": ["505", "Bombus ternarius"], "2859": ["7712", "Ulmus pumila"], "3279": ["2739", "Taricha torosa"], "541": ["141", "Tetraclita rubescens"], "2215": ["1823", "Micronia aculeata"], "933": ["1049", "Eantis thraso"], "7938": ["4003", "Trogon rufus"], "5342": ["6439", "Rivina humilis"], "3177": ["4009", "Carcharodon carcharias"], "4651": ["6686", "Amorpha canescens"], "6808": ["5737", "Eryngium proteiflorum"], "459": ["236", "Chilocorus cacti"], "2548": ["7264", "Cnidoscolus stimulosus"], "7918": ["4430", "Sceloporus graciosus"], "6626": ["7890", "Solanum nigrum"], "802": ["7327", "Populus grandidentata"], "6345": ["2858", "Cygnus melancoryphus"], "142": ["3034", "Thalasseus maximus"], "3238": ["8023", "Asplenium viride"], "3901": ["468", "Arilus cristatus"], "7189": ["7051", "Prunella vulgaris"], "6453": ["1324", "Phosphila miselioides"], "1676": ["6522", "Sambucus ebulus"], "6687": ["6310", "Salsola kali"], "2735": ["2174", "Orconectes virilis"], "5575": ["6213", "Myosotis laxa"], "821": ["1630", "Colias eurytheme"], "1858": ["1459", "Eresia phillyra"], "3787": ["4944", "Ramalina celastri"], "2918": ["3920", "Ardenna pacifica"], "7912": ["7066", "Salvia roemeriana"], "325": ["7952", "Pinus cembroides"], "4268": ["4287", "Chamaeleo chamaeleon"], "3885": ["6070", "Rudbeckia texana"], "5426": ["4833", "Eobania vermiculata"], "6369": ["7405", "Laguncularia racemosa"], "7071": ["2632", "Hyla arenicolor"], "4819": ["6080", "Senecio glaucophyllus"], "5937": ["6641", "Anagallis arvensis"], "787": ["3380", "Tachycineta bicolor"], "6851": ["4670", "Cypraea tigris"], "4902": ["5068", "Gymnopus dryophilus"], "3285": ["3560", "Setophaga nigrescens"], "997": ["7140", "Rhinanthus alectorolophus"], "3666": ["831", "Pyrrharctia isabella"]} ================================================ FILE: learn_center_loss.py ================================================ import numpy as np import argparse import pickle import os import shutil from collections import OrderedDict import keras from keras import backend as K import utils from datasets import get_data_generator def center_loss_model(base_model, centroids): num_classes = centroids.shape[0] if isinstance(centroids, np.ndarray) else centroids input_ = base_model.input embedding = base_model.output prob = keras.layers.Activation('relu')(embedding) prob = keras.layers.BatchNormalization(name='embedding_bn')(prob) prob = keras.layers.Dense(num_classes, activation = 'softmax', name = 'prob')(prob) cls_input_ = keras.layers.Input((1,), name = 'labels') cls_embedding_layer = keras.layers.Embedding(num_classes, int(embedding.shape[-1]), name = 'cls_centroids') cls_embedding = cls_embedding_layer(cls_input_) if isinstance(centroids, np.ndarray): cls_embedding_layer.set_weights([centroids]) cls_embedding_layer.trainable = False center_loss = keras.layers.subtract([ keras.layers.Lambda(lambda x: x[:,None,:])(embedding), cls_embedding ], name = 'center_dist') center_loss = keras.layers.Lambda(lambda x: K.sum(K.square(x), axis = -1) / 2, name = 'center_loss')(center_loss) return keras.models.Model([input_, cls_input_], [prob, center_loss]) def transform_inputs(X, y, num_classes): return [X, y], [keras.utils.to_categorical(y, num_classes), np.zeros(len(X))] if __name__ == '__main__': # Parse arguments parser = argparse.ArgumentParser(description = 'Learns image embeddings using softmax + center loss (Wen et al.).', formatter_class = argparse.ArgumentDefaultsHelpFormatter) arggroup = parser.add_argument_group('Data parameters') arggroup.add_argument('--dataset', type = str, required = True, help = 'Training dataset. See README.md for a list of available datasets.') arggroup.add_argument('--data_root', type = str, required = True, help = 'Root directory of the dataset.') arggroup.add_argument('--class_list', type = str, default = None, help = 'Path to a file containing the IDs of the subset of classes to be used (as first words per line).') arggroup = parser.add_argument_group('Center loss parameters') arggroup.add_argument('--embed_dim', type = int, default = 100, help = 'Dimensionality of learned image embeddings.') arggroup.add_argument('--centroids', type = str, default = None, help = 'Path to a pickle dump of embeddings generated by compute_class_embeddings.py. If given, this fixed set of class centroids will be used instead of learning centroids.') arggroup.add_argument('--center_loss_weight', type = float, default = 0.1, help = 'Weight of the center loss (softmax loss has fixed weight 1.0).') arggroup = parser.add_argument_group('Training parameters') arggroup.add_argument('--architecture', type = str, default = 'simple', choices = utils.ARCHITECTURES, help = 'Type of network architecture.') arggroup.add_argument('--lr_schedule', type = str, default = 'SGDR', choices = utils.LR_SCHEDULES, help = 'Type of learning rate schedule.') arggroup.add_argument('--clipgrad', type = float, default = 10.0, help = 'Gradient norm clipping.') arggroup.add_argument('--max_decay', type = float, default = 0.0, help = 'Learning Rate decay at the end of training.') arggroup.add_argument('--nesterov', action = 'store_true', default = False, help = 'Use Nesterov momentum instead of standard momentum.') arggroup.add_argument('--epochs', type = int, default = None, help = 'Number of training epochs.') arggroup.add_argument('--batch_size', type = int, default = 100, help = 'Batch size.') arggroup.add_argument('--val_batch_size', type = int, default = None, help = 'Validation batch size.') arggroup.add_argument('--finetune', type = str, default = None, help = 'Path to pre-trained weights to be fine-tuned (will be loaded by layer name).') arggroup.add_argument('--finetune_init', type = int, default = 3, help = 'Number of initial epochs for training just the new layers before fine-tuning.') arggroup.add_argument('--gpus', type = int, default = 1, help = 'Number of GPUs to be used.') arggroup.add_argument('--read_workers', type = int, default = 8, help = 'Number of parallel data pre-processing processes.') arggroup.add_argument('--queue_size', type = int, default = 100, help = 'Maximum size of data queue.') arggroup.add_argument('--gpu_merge', action = 'store_true', default = False, help = 'Merge weights on the GPU.') arggroup = parser.add_argument_group('Output parameters') arggroup.add_argument('--model_dump', type = str, default = None, help = 'Filename where the learned model definition and weights should be written to.') arggroup.add_argument('--weight_dump', type = str, default = None, help = 'Filename where the learned model weights should be written to (without model definition).') arggroup.add_argument('--feature_dump', type = str, default = None, help = 'Filename where learned embeddings for test images should be written to.') arggroup.add_argument('--log_dir', type = str, default = None, help = 'Tensorboard log directory.') arggroup.add_argument('--no_progress', action = 'store_true', default = False, help = 'Do not display training progress, but just the final performance.') utils.add_lr_schedule_arguments(parser) args = parser.parse_args() if args.val_batch_size is None: args.val_batch_size = args.batch_size # Configure environment K.set_session(K.tf.Session(config = K.tf.ConfigProto(gpu_options = { 'allow_growth' : True }))) # Load class centroids if given centroids = class_list = None embed_dim = args.embed_dim if args.centroids: with open(args.centroids, 'rb') as pf: centroids = pickle.load(pf) class_list = centroids['ind2label'] centroids = centroids['embedding'] embed_dim = centroids.shape[1] elif args.class_list is not None: with open(args.class_list) as class_file: class_list = list(OrderedDict((l.strip().split()[0], None) for l in class_file if l.strip() != '').keys()) try: class_list = [int(lbl) for lbl in class_list] except ValueError: pass # Load dataset data_generator = get_data_generator(args.dataset, args.data_root, classes = class_list) # Construct and train model if (args.gpus <= 1) or args.gpu_merge: embed_model = utils.build_network(embed_dim, args.architecture) model = center_loss_model(embed_model, centroids if centroids is not None else data_generator.num_classes) par_model = model if args.gpus <= 1 else keras.utils.multi_gpu_model(model, gpus = args.gpus, cpu_merge = False) else: with K.tf.device('/cpu:0'): embed_model = utils.build_network(embed_dim, args.architecture) model = center_loss_model(embed_model, centroids if centroids is not None else data_generator.num_classes) par_model = keras.utils.multi_gpu_model(model, gpus = args.gpus) if not args.no_progress: model.summary() batch_transform_kwargs = { 'num_classes' : data_generator.num_classes } # Load pre-trained weights and train last layer for a few epochs if args.finetune: print('Loading pre-trained weights from {}'.format(args.finetune)) model.load_weights(args.finetune, by_name=True, skip_mismatch=True) if args.finetune_init > 0: print('Pre-training new layers') for layer in model.layers: layer.trainable = (layer.name in ('embedding', 'embedding_bn', 'prob', 'cls_centroids')) embed_model.layers[-1].trainable = True par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = { 'prob' : 'categorical_crossentropy', 'center_loss' : lambda y_true, y_pred: y_pred }, loss_weights = { 'prob' : 1.0, 'center_loss' : args.center_loss_weight }, metrics = { 'prob' : 'accuracy' }) par_model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.finetune_init, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) for layer in model.layers: layer.trainable = True print('Full model training') # Train model callbacks, num_epochs = utils.get_lr_schedule(args.lr_schedule, data_generator.num_train, args.batch_size, schedule_args = { arg_name : arg_val for arg_name, arg_val in vars(args).items() if arg_val is not None }) if args.log_dir: if os.path.isdir(args.log_dir): shutil.rmtree(args.log_dir, ignore_errors = True) callbacks.append(keras.callbacks.TensorBoard(log_dir = args.log_dir, write_graph = False)) if args.max_decay > 0: decay = (1.0/args.max_decay - 1) / ((data_generator.num_train // args.batch_size) * (args.epochs if args.epochs else num_epochs)) else: decay = 0.0 par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, decay=decay, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = { 'prob' : 'categorical_crossentropy', 'center_loss' : lambda y_true, y_pred: y_pred }, loss_weights = { 'prob' : 1.0, 'center_loss' : args.center_loss_weight }, metrics = { 'prob' : 'accuracy' }) par_model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.epochs if args.epochs else num_epochs, callbacks = callbacks, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) # Evaluate final performance print(par_model.evaluate_generator(data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs))) test_pred = par_model.predict_generator(data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs))[0].argmax(axis=-1) class_freq = np.bincount(data_generator.labels_test) print('Average Accuracy: {:.4f}'.format( ((test_pred == np.asarray(data_generator.labels_test)).astype(np.float) / class_freq[np.asarray(data_generator.labels_test)]).sum() / len(class_freq) )) # Save model if args.weight_dump: try: model.save_weights(args.weight_dump) except Exception as e: print('An error occurred while saving the model weights: {}'.format(e)) if args.model_dump: try: model.save(args.model_dump) except Exception as e: print('An error occurred while saving the model: {}'.format(e)) # Save test image embeddings if args.feature_dump: pred_features = embed_model.predict_generator(data_generator.flow_test(1, False), data_generator.num_test) with open(args.feature_dump,'wb') as dump_file: pickle.dump({ 'feat' : dict(enumerate(pred_features)) }, dump_file) ================================================ FILE: learn_classifier.py ================================================ import numpy as np import argparse import pickle import os import shutil from collections import OrderedDict import keras from keras import backend as K import utils from datasets import get_data_generator def transform_inputs(X, y, num_classes, label_smoothing = 0): Y = keras.utils.to_categorical(y, num_classes) if (label_smoothing > 0) and (label_smoothing < 1): Y = Y * (1 - label_smoothing) + (1 - Y) * (label_smoothing / (num_classes - 1)) return X, Y if __name__ == '__main__': # Parse arguments parser = argparse.ArgumentParser(description = 'Learns an image classifier.', formatter_class = argparse.ArgumentDefaultsHelpFormatter) arggroup = parser.add_argument_group('Data parameters') arggroup.add_argument('--dataset', type = str, required = True, help = 'Training dataset. See README.md for a list of available datasets.') arggroup.add_argument('--data_root', type = str, required = True, help = 'Root directory of the dataset.') arggroup.add_argument('--class_list', type = str, default = None, help = 'Path to a file containing the IDs of the subset of classes to be used (as first words per line).') arggroup = parser.add_argument_group('Training parameters') arggroup.add_argument('--architecture', type = str, default = 'simple', choices = utils.ARCHITECTURES, help = 'Type of network architecture.') arggroup.add_argument('--label_smoothing', type = float, default = 0.0, help = 'Smooth the target distribution by subtracting this value from the target probability of the ground-truth class.') arggroup.add_argument('--lr_schedule', type = str, default = 'SGDR', choices = utils.LR_SCHEDULES, help = 'Type of learning rate schedule.') arggroup.add_argument('--clipgrad', type = float, default = 10.0, help = 'Gradient norm clipping.') arggroup.add_argument('--max_decay', type = float, default = 0.0, help = 'Learning Rate decay at the end of training.') arggroup.add_argument('--nesterov', action = 'store_true', default = False, help = 'Use Nesterov momentum instead of standard momentum.') arggroup.add_argument('--epochs', type = int, default = None, help = 'Number of training epochs.') arggroup.add_argument('--batch_size', type = int, default = 100, help = 'Batch size.') arggroup.add_argument('--val_batch_size', type = int, default = None, help = 'Validation batch size.') arggroup.add_argument('--snapshot', type = str, default = None, help = 'Path where snapshots should be stored after every epoch. If existing, it will be used to resume training.') arggroup.add_argument('--snapshot_best', type = str, nargs = '?', default = None, const = 'val_loss', help = 'Only store best-performing model as checkpoint, identified by monitoring the specified metric.') arggroup.add_argument('--initial_epoch', type = int, default = 0, help = 'Initial epoch for resuming training from snapshot.') arggroup.add_argument('--finetune', type = str, default = None, help = 'Path to pre-trained weights to be fine-tuned (will be loaded by layer name).') arggroup.add_argument('--finetune_init', type = int, default = 3, help = 'Number of initial epochs for training just the new layers before fine-tuning.') arggroup.add_argument('--gpus', type = int, default = 1, help = 'Number of GPUs to be used.') arggroup.add_argument('--read_workers', type = int, default = 8, help = 'Number of parallel data pre-processing processes.') arggroup.add_argument('--queue_size', type = int, default = 100, help = 'Maximum size of data queue.') arggroup.add_argument('--gpu_merge', action = 'store_true', default = False, help = 'Merge weights on the GPU.') arggroup = parser.add_argument_group('Output parameters') arggroup.add_argument('--model_dump', type = str, default = None, help = 'Filename where the learned model definition and weights should be written to.') arggroup.add_argument('--weight_dump', type = str, default = None, help = 'Filename where the learned model weights should be written to (without model definition).') arggroup.add_argument('--feature_dump', type = str, default = None, help = 'Filename where learned features for test images should be written to.') arggroup.add_argument('--log_dir', type = str, default = None, help = 'Tensorboard log directory.') arggroup.add_argument('--top_k_acc', type = int, nargs = '+', default = [], help = 'If given, top k accuracy will be reported in addition to top 1 accuracy.') arggroup.add_argument('--no_progress', action = 'store_true', default = False, help = 'Do not display training progress, but just the final performance.') utils.add_lr_schedule_arguments(parser) args = parser.parse_args() if args.val_batch_size is None: args.val_batch_size = args.batch_size # Configure environment K.set_session(K.tf.Session(config = K.tf.ConfigProto(gpu_options = { 'allow_growth' : True }))) # Load dataset if args.class_list is not None: with open(args.class_list) as class_file: class_list = list(OrderedDict((l.strip().split()[0], None) for l in class_file if l.strip() != '').keys()) try: class_list = [int(lbl) for lbl in class_list] except ValueError: pass else: class_list = None data_generator = get_data_generator(args.dataset, args.data_root, classes = class_list) # Construct and train model if (args.gpus <= 1) or args.gpu_merge: if args.snapshot and os.path.exists(args.snapshot): print('Resuming from snapshot {}'.format(args.snapshot)) model = keras.models.load_model(args.snapshot, custom_objects = utils.get_custom_objects(args.architecture), compile = False) else: model = utils.build_network(data_generator.num_classes, args.architecture, True, input_channels=data_generator.num_channels) par_model = model if args.gpus <= 1 else keras.utils.multi_gpu_model(model, gpus = args.gpus, cpu_merge = False) else: with K.tf.device('/cpu:0'): if args.snapshot and os.path.exists(args.snapshot): print('Resuming from snapshot {}'.format(args.snapshot)) model = keras.models.load_model(args.snapshot, custom_objects = utils.get_custom_objects(args.architecture), compile = False) else: model = utils.build_network(data_generator.num_classes, args.architecture, True, input_channels=data_generator.num_channels) par_model = keras.utils.multi_gpu_model(model, gpus = args.gpus) if not args.no_progress: model.summary() batch_transform_kwargs = { 'num_classes' : data_generator.num_classes, 'label_smoothing' : args.label_smoothing } metrics = ['accuracy'] if len(args.top_k_acc) > 0: for k in args.top_k_acc: metrics.append(utils.top_k_acc(k)) # Load pre-trained weights and train last layer for a few epochs if args.finetune: print('Loading pre-trained weights from {}'.format(args.finetune)) model.load_weights(args.finetune, by_name=True, skip_mismatch=True) if args.finetune_init > 0: print('Pre-training last layer') for layer in model.layers[:-1]: layer.trainable = False par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = 'categorical_crossentropy', metrics = metrics) par_model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.finetune_init, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) for layer in model.layers[:-1]: layer.trainable = True print('Full model training') # Train model callbacks, num_epochs = utils.get_lr_schedule(args.lr_schedule, data_generator.num_train, args.batch_size, schedule_args = { arg_name : arg_val for arg_name, arg_val in vars(args).items() if arg_val is not None }) if args.log_dir: if os.path.isdir(args.log_dir): shutil.rmtree(args.log_dir, ignore_errors = True) callbacks.append(keras.callbacks.TensorBoard(log_dir = args.log_dir, write_graph = False)) if args.snapshot: snapshot_kwargs = {} if args.snapshot_best: snapshot_kwargs['save_best_only'] = True snapshot_kwargs['monitor'] = args.snapshot_best callbacks.append(keras.callbacks.ModelCheckpoint(args.snapshot, **snapshot_kwargs) if args.gpus <= 1 else utils.TemplateModelCheckpoint(model, args.snapshot, **snapshot_kwargs)) if args.max_decay > 0: decay = (1.0/args.max_decay - 1) / ((data_generator.num_train // args.batch_size) * (args.epochs if args.epochs else num_epochs)) else: decay = 0.0 par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, decay=decay, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = 'categorical_crossentropy', metrics = metrics) par_model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.epochs if args.epochs else num_epochs, initial_epoch = args.initial_epoch, callbacks = callbacks, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) # Evaluate final performance print(par_model.evaluate_generator(data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs))) test_pred = par_model.predict_generator(data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs)).argmax(axis=-1) class_freq = np.bincount(data_generator.labels_test) print('Average Accuracy: {:.4f}'.format( ((test_pred == np.asarray(data_generator.labels_test)).astype(np.float) / class_freq[np.asarray(data_generator.labels_test)]).sum() / len(class_freq) )) # Save model if args.weight_dump: try: model.save_weights(args.weight_dump) except Exception as e: print('An error occurred while saving the model weights: {}'.format(e)) if args.model_dump: try: model.save(args.model_dump) except Exception as e: print('An error occurred while saving the model: {}'.format(e)) # Save test image features if args.feature_dump: feat_model = keras.models.Model(model.inputs, model.layers[-2].output if not isinstance(model.layers[-2], keras.layers.BatchNormalization) else model.layers[-3].output) pred_features = feat_model.predict_generator(data_generator.flow_test(1, False), data_generator.num_test) with open(args.feature_dump,'wb') as dump_file: pickle.dump({ 'feat' : dict(enumerate(pred_features)) }, dump_file) ================================================ FILE: learn_devise.py ================================================ import numpy as np import argparse import pickle import os import shutil import keras from keras import backend as K import utils from datasets import get_data_generator def transform_inputs(X, y, embedding): return X, embedding[y] if __name__ == '__main__': # Parse arguments parser = argparse.ArgumentParser(description = 'Learns to map image features onto word embeddings of labels using DeViSE.', formatter_class = argparse.ArgumentDefaultsHelpFormatter) arggroup = parser.add_argument_group('Data parameters') arggroup.add_argument('--dataset', type = str, required = True, help = 'Training dataset. See README.md for a list of available datasets.') arggroup.add_argument('--data_root', type = str, required = True, help = 'Root directory of the dataset.') arggroup.add_argument('--embedding', type = str, required = True, help = 'Path to a pickle dump of embeddings in the same format as used by compute_class_embeddings.py.') arggroup = parser.add_argument_group('Training parameters') arggroup.add_argument('--architecture', type = str, default = 'simple', choices = utils.ARCHITECTURES, help = 'Type of network architecture.') arggroup.add_argument('--init_weights', type = str, default = None, help = 'Path to a weights file to initialize the model with.') arggroup.add_argument('--init_epochs', type = int, default = 25, help = 'Number of training epochs for the linear transformation layer only, keeping the rest of the network fixed.') arggroup.add_argument('--ft_epochs', type = int, default = 75, help = 'Number of training epochs for fine-tuning the full network.') arggroup.add_argument('--init_lr', type = float, default = 0.01, help = 'Learning rate for Adagrad during initial training of the linear transformation.') arggroup.add_argument('--ft_lr', type = float, default = 0.001, help = 'Learning rate for Adagrad during fine-tuning of the full network.') arggroup.add_argument('--batch_size', type = int, default = 100, help = 'Batch size.') arggroup.add_argument('--val_batch_size', type = int, default = None, help = 'Validation batch size.') arggroup.add_argument('--max_decay', type = float, default = 0.0, help = 'Learning Rate decay at the end of training.') arggroup.add_argument('--margin', type = float, default = 0.1, help = 'Margin of the hinge ranking loss.') arggroup.add_argument('--read_workers', type = int, default = 8, help = 'Number of parallel data pre-processing processes.') arggroup.add_argument('--queue_size', type = int, default = 100, help = 'Maximum size of data queue.') arggroup = parser.add_argument_group('Output parameters') arggroup.add_argument('--model_dump', type = str, default = None, help = 'Filename where the learned model definition and weights should be written to.') arggroup.add_argument('--weight_dump', type = str, default = None, help = 'Filename where the learned model weights should be written to (without model definition).') arggroup.add_argument('--feature_dump', type = str, default = None, help = 'Filename where learned embeddings for test images should be written to.') arggroup.add_argument('--log_dir', type = str, default = None, help = 'Tensorboard log directory.') arggroup.add_argument('--no_progress', action = 'store_true', default = False, help = 'Do not display training progress, but just the final performance.') args = parser.parse_args() if args.val_batch_size is None: args.val_batch_size = args.batch_size # Configure environment K.set_session(K.tf.Session(config = K.tf.ConfigProto(gpu_options = { 'allow_growth' : True }))) # Load and L2-normalize class embeddings with open(args.embedding, 'rb') as pf: embedding = pickle.load(pf) embed_labels = embedding['ind2label'] embedding = embedding['embedding'] embedding /= np.linalg.norm(embedding, axis = -1, keepdims = True) # Load dataset data_generator = get_data_generator(args.dataset, args.data_root, classes = embed_labels) # Construct and train model if args.init_weights: print('Initializing with model {}'.format(args.init_weights)) model = keras.models.load_model(args.init_weights, custom_objects = utils.get_custom_objects(args.architecture), compile = False) new_output = keras.layers.Dense(embedding.shape[1], name = 'embedding')(model.layers[-1].input) model = keras.models.Model(model.inputs, new_output) else: model = utils.build_network(embedding.shape[1], args.architecture) if not args.no_progress: model.summary() callbacks = [] batch_transform_kwargs = { 'embedding' : embedding } if args.init_weights and (args.init_epochs > 0): print('Pre-training linear transformation') for layer in model.layers[:-1]: layer.trainable = False model.compile(optimizer = keras.optimizers.Adagrad(lr=args.init_lr), loss = utils.devise_ranking_loss(embedding, args.margin), metrics = [utils.nn_accuracy(embedding, dot_prod_sim = True)]) model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.init_epochs, callbacks = callbacks, verbose = not args.no_progress, max_queue_size = 100, workers = 8, use_multiprocessing = True) for layer in model.layers[:-1]: layer.trainable = True if args.log_dir: if os.path.isdir(args.log_dir): shutil.rmtree(args.log_dir, ignore_errors = True) callbacks.append(keras.callbacks.TensorBoard(log_dir = args.log_dir, write_graph = False)) if args.ft_epochs > 0: print('Fine-tuning all layers') if args.max_decay > 0: decay = (1.0/args.max_decay - 1) / ((data_generator.num_train // args.batch_size) * args.ft_epochs) else: decay = 0.0 model.compile(optimizer = keras.optimizers.Adagrad(lr=args.ft_lr, decay=decay), loss = utils.devise_ranking_loss(embedding, args.margin), metrics = [utils.nn_accuracy(embedding, dot_prod_sim = True)]) model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.ft_epochs, callbacks = callbacks, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) # Evaluate final performance print(model.evaluate_generator(data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs))) # Save model if args.weight_dump: try: model.save_weights(args.weight_dump) except Exception as e: print('An error occurred while saving the model weights: {}'.format(e)) if args.model_dump: try: model.save(args.model_dump) except Exception as e: print('An error occurred while saving the model: {}'.format(e)) # Save test image embeddings if args.feature_dump: pred_features = model.predict_generator(data_generator.flow_test(1, False), data_generator.num_test) with open(args.feature_dump,'wb') as dump_file: pickle.dump({ 'feat' : dict(enumerate(pred_features)) }, dump_file) ================================================ FILE: learn_image_embeddings.py ================================================ import numpy as np import argparse import pickle import os import shutil import keras from keras import backend as K import utils from datasets import get_data_generator def cls_model(embed_model, num_classes, cls_base = None): """ Appends a classifier to an embedding model. # Arguments: - embed_model: Base model generating image features. - num_classes: Number of classes. - cls_base: Optionally, the name of the layer in `embed_model` that will be used for extracting embeddings. If set to None, the final output of the model will be used. # Returns: a new model that extends `embed_model` with a ReLU activation, batch normalization, and a fully-connected classifier with softmax activation. This model will have two outputs: the original output of the `embed_model` and the output of the appended classifier. """ if cls_base is None: base = embed_model.output else: try: base = embed_model.layers[int(cls_base)].output except ValueError: base = embed_model.get_layer(cls_base).output x = keras.layers.Activation('relu')(base) x = keras.layers.BatchNormalization()(x) x = keras.layers.Dense(num_classes, activation = 'softmax', kernel_regularizer = keras.regularizers.l2(5e-4), name = 'prob')(x) return keras.models.Model(embed_model.inputs, [embed_model.output, x]) def transform_inputs(X, y, embedding, num_classes = None): return (X, embedding[y]) if num_classes is None else (X, [embedding[y], keras.utils.to_categorical(y, num_classes)]) if __name__ == '__main__': # Parse arguments parser = argparse.ArgumentParser(description = 'Learns to map images onto class embeddings.', formatter_class = argparse.ArgumentDefaultsHelpFormatter) arggroup = parser.add_argument_group('Data parameters') arggroup.add_argument('--dataset', type = str, required = True, help = 'Training dataset. See README.md for a list of available datasets.') arggroup.add_argument('--data_root', type = str, required = True, help = 'Root directory of the dataset.') arggroup.add_argument('--embedding', type = str, required = True, help = 'Path to a pickle dump of embeddings generated by compute_class_embeddings.py. ' 'The special value "onehot" may be used to generate one-hot embeddings on the fly.') arggroup = parser.add_argument_group('Training parameters') arggroup.add_argument('--architecture', type = str, default = 'simple', choices = utils.ARCHITECTURES, help = 'Type of network architecture.') arggroup.add_argument('--loss', type = str, default = 'inv_corr', choices = ['mse', 'inv_corr', 'unnorm_corr', 'softmax_corr'], help = 'Loss function for learning embeddings. Use "mse" (mean squared error) for distance-based and "inv_corr" (negated dot product) for similarity-based L2-normalized embeddings. ' '"unnorm_corr" and "softmax_corr" are the same as "inv_corr", but the first does not perform L2-normalization and the latter performs softmax activation instead.') arggroup.add_argument('--cls_weight', type = float, default = 0.0, help = 'If set to a positive value, an additional classification layer will be added and this parameter specifies the weight of the softmax loss.') arggroup.add_argument('--cls_base', type = str, default = None, help = 'Name or index of the layer that the classification layer should be based on. If not specified, the final embedding layer will be used.') arggroup.add_argument('--lr_schedule', type = str, default = 'SGDR', choices = utils.LR_SCHEDULES, help = 'Type of learning rate schedule.') arggroup.add_argument('--clipgrad', type = float, default = 10.0, help = 'Gradient norm clipping.') arggroup.add_argument('--max_decay', type = float, default = 0.0, help = 'Learning Rate decay at the end of training.') arggroup.add_argument('--nesterov', action = 'store_true', default = False, help = 'Use Nesterov momentum instead of standard momentum.') arggroup.add_argument('--epochs', type = int, default = None, help = 'Number of training epochs.') arggroup.add_argument('--batch_size', type = int, default = 100, help = 'Batch size.') arggroup.add_argument('--val_batch_size', type = int, default = None, help = 'Validation batch size.') arggroup.add_argument('--snapshot', type = str, default = None, help = 'Path where snapshots should be stored after every epoch. If existing, it will be used to resume training.') arggroup.add_argument('--snapshot_best', type = str, nargs = '?', default = None, const = 'val_loss', help = 'Only store best-performing model as checkpoint, identified by monitoring the specified metric.') arggroup.add_argument('--initial_epoch', type = int, default = 0, help = 'Initial epoch for resuming training from snapshot.') arggroup.add_argument('--finetune', type = str, default = None, help = 'Path to pre-trained weights to be fine-tuned (will be loaded by layer name).') arggroup.add_argument('--finetune_init', type = int, default = 8, help = 'Number of initial epochs for training just the new layers before fine-tuning.') arggroup.add_argument('--gpus', type = int, default = 1, help = 'Number of GPUs to be used.') arggroup.add_argument('--read_workers', type = int, default = 8, help = 'Number of parallel data pre-processing processes.') arggroup.add_argument('--queue_size', type = int, default = 100, help = 'Maximum size of data queue.') arggroup.add_argument('--gpu_merge', action = 'store_true', default = False, help = 'Merge weights on the GPU.') arggroup = parser.add_argument_group('Output parameters') arggroup.add_argument('--model_dump', type = str, default = None, help = 'Filename where the learned model definition and weights should be written to.') arggroup.add_argument('--weight_dump', type = str, default = None, help = 'Filename where the learned model weights should be written to (without model definition).') arggroup.add_argument('--feature_dump', type = str, default = None, help = 'Filename where learned embeddings for test images should be written to.') arggroup.add_argument('--log_dir', type = str, default = None, help = 'Tensorboard log directory.') arggroup.add_argument('--no_progress', action = 'store_true', default = False, help = 'Do not display training progress, but just the final performance.') arggroup.add_argument('--top_k_acc', type = int, nargs = '+', default = [], help = 'If given, top k accuracy will be reported in addition to top 1 accuracy.') utils.add_lr_schedule_arguments(parser) args = parser.parse_args() if args.val_batch_size is None: args.val_batch_size = args.batch_size # Configure environment K.set_session(K.tf.Session(config = K.tf.ConfigProto(gpu_options = { 'allow_growth' : True }))) # Load class embeddings if args.embedding == 'onehot': embed_labels = None embedding = None else: with open(args.embedding, 'rb') as pf: embedding = pickle.load(pf) embed_labels = embedding['ind2label'] embedding = embedding['embedding'] # Load dataset data_generator = get_data_generator(args.dataset, args.data_root, classes = embed_labels) if embedding is None: embedding = np.eye(data_generator.num_classes) # Construct and train model if (args.gpus <= 1) or args.gpu_merge: if args.snapshot and os.path.exists(args.snapshot): print('Resuming from snapshot {}'.format(args.snapshot)) model = keras.models.load_model(args.snapshot, custom_objects = utils.get_custom_objects(args.architecture), compile = False) else: embed_model = utils.build_network(embedding.shape[1], args.architecture, input_channels=data_generator.num_channels) model = embed_model if args.loss == 'inv_corr': model = keras.models.Model(model.inputs, keras.layers.Lambda(utils.l2norm, name = 'l2norm')(model.output)) elif args.loss == 'softmax_corr': model = keras.models.Model(model.inputs, keras.layers.Activation('softmax', name = 'softmax')(model.output)) if args.cls_weight > 0: model = cls_model(model, data_generator.num_classes, args.cls_base) par_model = model if args.gpus <= 1 else keras.utils.multi_gpu_model(model, gpus = args.gpus, cpu_merge = False) else: with K.tf.device('/cpu:0'): if args.snapshot and os.path.exists(args.snapshot): print('Resuming from snapshot {}'.format(args.snapshot)) model = keras.models.load_model(args.snapshot, custom_objects = utils.get_custom_objects(args.architecture), compile = False) else: embed_model = utils.build_network(embedding.shape[1], args.architecture, input_channels=data_generator.num_channels) model = embed_model if args.loss == 'inv_corr': model = keras.models.Model(model.inputs, keras.layers.Lambda(utils.l2norm, name = 'l2norm')(model.output)) elif args.loss == 'softmax_corr': model = keras.models.Model(model.inputs, keras.layers.Activation('softmax', name = 'softmax')(model.output)) if args.cls_weight > 0: model = cls_model(model, data_generator.num_classes, args.cls_base) par_model = keras.utils.multi_gpu_model(model, gpus = args.gpus) if args.loss == 'inv_corr': embedding_layer_name = 'l2norm' elif args.loss == 'softmax_corr': embedding_layer_name = 'softmax' else: embedding_layer_name = 'embedding' if not args.no_progress: model.summary() batch_transform_kwargs = { 'embedding' : embedding, 'num_classes' : data_generator.num_classes if args.cls_weight > 0 else None } if args.loss.endswith('_corr'): loss = utils.inv_correlation metrics = ['accuracy' if (args.loss == 'softmax_corr') or (args.embedding == 'onehot') else utils.nn_accuracy(embedding, dot_prod_sim = True)] if len(args.top_k_acc) > 0: for k in args.top_k_acc: metrics.append(utils.top_k_acc(k) if (args.loss == 'softmax_corr') or (args.embedding == 'onehot') else utils.nn_accuracy(embedding, dot_prod_sim = True, k = k)) else: loss = utils.squared_distance metrics = ['accuracy' if args.embedding == 'onehot' else utils.nn_accuracy(embedding, dot_prod_sim = False)] if len(args.top_k_acc) > 0: for k in args.top_k_acc: metrics.append(utils.top_k_acc(k) if args.embedding == 'onehot' else utils.nn_accuracy(embedding, dot_prod_sim = False, k = k)) cls_metrics = ['accuracy'] if len(args.top_k_acc) > 0: for k in args.top_k_acc: cls_metrics.append(utils.top_k_acc(k)) # Load pre-trained weights and train last layer for a few epochs if args.finetune: print('Loading pre-trained weights from {}'.format(args.finetune)) model.load_weights(args.finetune, by_name=True, skip_mismatch=True) if args.finetune_init > 0: print('Pre-training new layers') for layer in model.layers: layer.trainable = (layer.name in ('embedding', 'prob')) embed_model.layers[-1].trainable = True if args.cls_weight > 0: par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = { embedding_layer_name : loss, 'prob' : 'categorical_crossentropy' }, loss_weights = { embedding_layer_name : 1.0, 'prob' : args.cls_weight }, metrics = { embedding_layer_name : metrics, 'prob' : cls_metrics }) else: par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = loss, metrics = metrics) par_model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.finetune_init, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) for layer in model.layers: layer.trainable = True print('Full model training') # Train model callbacks, num_epochs = utils.get_lr_schedule(args.lr_schedule, data_generator.num_train, args.batch_size, schedule_args = { arg_name : arg_val for arg_name, arg_val in vars(args).items() if arg_val is not None }) if args.log_dir: if os.path.isdir(args.log_dir): shutil.rmtree(args.log_dir, ignore_errors = True) callbacks.append(keras.callbacks.TensorBoard(log_dir = args.log_dir, write_graph = False)) if args.snapshot: snapshot_kwargs = {} if args.snapshot_best: snapshot_kwargs['save_best_only'] = True snapshot_kwargs['monitor'] = args.snapshot_best callbacks.append(keras.callbacks.ModelCheckpoint(args.snapshot, **snapshot_kwargs) if args.gpus <= 1 else utils.TemplateModelCheckpoint(model, args.snapshot, **snapshot_kwargs)) if args.max_decay > 0: decay = (1.0/args.max_decay - 1) / ((data_generator.num_train // args.batch_size) * (args.epochs if args.epochs else num_epochs)) else: decay = 0.0 if args.cls_weight > 0: par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, decay=decay, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = { embedding_layer_name : loss, 'prob' : 'categorical_crossentropy' }, loss_weights = { embedding_layer_name : 1.0, 'prob' : args.cls_weight }, metrics = { embedding_layer_name : metrics, 'prob' : cls_metrics }) else: par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, decay=decay, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = loss, metrics = metrics) par_model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.epochs if args.epochs else num_epochs, initial_epoch = args.initial_epoch, callbacks = callbacks, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) # Evaluate final performance print(par_model.evaluate_generator(data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs))) if (args.cls_weight > 0) or (args.embedding == 'onehot'): test_pred = par_model.predict_generator(data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs)) if args.cls_weight > 0: test_pred = test_pred[1] test_pred = test_pred.argmax(axis=-1) class_freq = np.bincount(data_generator.labels_test) print('Average Accuracy: {:.4f}'.format( ((test_pred == np.asarray(data_generator.labels_test)).astype(np.float) / class_freq[np.asarray(data_generator.labels_test)]).sum() / len(class_freq) )) # Save model if args.weight_dump: try: model.save_weights(args.weight_dump) except Exception as e: print('An error occurred while saving the model weights: {}'.format(e)) if args.model_dump: try: model.save(args.model_dump) except Exception as e: print('An error occurred while saving the model: {}'.format(e)) # Save test image embeddings if args.feature_dump: pred_features = par_model.predict_generator(data_generator.flow_test(1, False), data_generator.num_test) if args.cls_weight > 0: pred_features = pred_features[0] with open(args.feature_dump,'wb') as dump_file: pickle.dump({ 'feat' : dict(enumerate(pred_features)) }, dump_file) ================================================ FILE: learn_labelembedding.py ================================================ import numpy as np import argparse import pickle import os import shutil from collections import OrderedDict import keras from keras import backend as K import utils from datasets import get_data_generator def cross_entropy(logit, prob): return K.sum(prob * K.tf.nn.log_softmax(logit), axis = 1) def labelembed_loss(out1, out2, tar, targets, tau = 2., alpha = 0.9, beta = 0.5, num_classes = 100): out2_prob = K.softmax(out2) tau2_prob = K.stop_gradient(K.softmax(out2 / tau)) soft_tar = K.stop_gradient(K.softmax(tar)) L_o1_y = K.sparse_categorical_crossentropy(output = K.softmax(out1), target = targets) pred = K.argmax(out2, axis = -1) mask = K.stop_gradient(K.cast(K.equal(pred, K.cast(targets, 'int64')), K.floatx())) L_o1_emb = -cross_entropy(out1, soft_tar) # pylint: disable=invalid-unary-operand-type L_o2_y = K.sparse_categorical_crossentropy(output = out2_prob, target = targets) L_emb_o2 = -cross_entropy(tar, tau2_prob) * mask * (K.cast(K.shape(mask)[0], K.floatx())/(K.sum(mask)+1e-8)) # pylint: disable=invalid-unary-operand-type L_re = K.relu(K.sum(out2_prob * K.one_hot(K.cast(targets, 'int64'), num_classes), axis = -1) - alpha) return beta * L_o1_y + (1-beta) * L_o1_emb + L_o2_y + L_emb_o2 + L_re def labelembed_model(base_model, num_classes, **kwargs): input_ = base_model.input embedding = base_model.output out = keras.layers.Activation('relu')(embedding) out = keras.layers.BatchNormalization(name = 'embedding_bn')(out) out1 = keras.layers.Dense(num_classes, name = 'prob')(out) out2 = keras.layers.Dense(num_classes, name = 'out2')(keras.layers.Lambda(lambda x: K.stop_gradient(x))(out)) cls_input_ = keras.layers.Input((1,), name = 'labels') cls_embedding_layer = keras.layers.Embedding(num_classes, num_classes, embeddings_initializer = 'identity', name = 'labelembeddings') cls_embedding = keras.layers.Flatten()(cls_embedding_layer(cls_input_)) loss = keras.layers.Lambda(lambda x: labelembed_loss(x[0], x[1], x[2], K.flatten(x[3]), num_classes = num_classes, **kwargs)[:,None], name = 'labelembed_loss')([out1, out2, cls_embedding, cls_input_]) return keras.models.Model([input_, cls_input_], [embedding, out1, loss]) def transform_inputs(X, y, num_classes): return [X, y], { 'labelembed_loss' : np.zeros((len(X), 1)), 'prob' : keras.utils.to_categorical(y, num_classes) } if __name__ == '__main__': # Parse arguments parser = argparse.ArgumentParser(description = 'Trains a label embedding network (Sun et al.).', formatter_class = argparse.ArgumentDefaultsHelpFormatter) arggroup = parser.add_argument_group('Data parameters') arggroup.add_argument('--dataset', type = str, required = True, help = 'Training dataset. See README.md for a list of available datasets.') arggroup.add_argument('--data_root', type = str, required = True, help = 'Root directory of the dataset.') arggroup.add_argument('--class_list', type = str, default = None, help = 'Path to a file containing the IDs of the subset of classes to be used (as first words per line).') arggroup = parser.add_argument_group('Label embedding parameters') arggroup.add_argument('--embed_dim', type = int, default = 100, help = 'Embedding dimensionality.') arggroup.add_argument('--tau', type = float, default = 2., help = 'Softmax temperature.') arggroup.add_argument('--alpha', type = float, default = 0.9) arggroup.add_argument('--beta', type = float, default = 0.5) arggroup = parser.add_argument_group('Training parameters') arggroup.add_argument('--architecture', type = str, default = 'simple', choices = utils.ARCHITECTURES, help = 'Type of network architecture.') arggroup.add_argument('--lr_schedule', type = str, default = 'SGDR', choices = utils.LR_SCHEDULES, help = 'Type of learning rate schedule.') arggroup.add_argument('--clipgrad', type = float, default = 10.0, help = 'Gradient norm clipping.') arggroup.add_argument('--max_decay', type = float, default = 0.0, help = 'Learning Rate decay at the end of training.') arggroup.add_argument('--nesterov', action = 'store_true', default = False, help = 'Use Nesterov momentum instead of standard momentum.') arggroup.add_argument('--epochs', type = int, default = None, help = 'Number of training epochs.') arggroup.add_argument('--batch_size', type = int, default = 100, help = 'Batch size.') arggroup.add_argument('--val_batch_size', type = int, default = None, help = 'Validation batch size.') arggroup.add_argument('--finetune', type = str, default = None, help = 'Path to pre-trained weights to be fine-tuned (will be loaded by layer name).') arggroup.add_argument('--finetune_init', type = int, default = 3, help = 'Number of initial epochs for training just the new layers before fine-tuning.') arggroup.add_argument('--gpus', type = int, default = 1, help = 'Number of GPUs to be used.') arggroup.add_argument('--read_workers', type = int, default = 8, help = 'Number of parallel data pre-processing processes.') arggroup.add_argument('--queue_size', type = int, default = 100, help = 'Maximum size of data queue.') arggroup.add_argument('--gpu_merge', action = 'store_true', default = False, help = 'Merge weights on the GPU.') arggroup = parser.add_argument_group('Output parameters') arggroup.add_argument('--model_dump', type = str, default = None, help = 'Filename where the learned model definition and weights should be written to.') arggroup.add_argument('--weight_dump', type = str, default = None, help = 'Filename where the learned model weights should be written to (without model definition).') arggroup.add_argument('--feature_dump', type = str, default = None, help = 'Filename where learned embeddings for test images should be written to.') arggroup.add_argument('--log_dir', type = str, default = None, help = 'Tensorboard log directory.') arggroup.add_argument('--no_progress', action = 'store_true', default = False, help = 'Do not display training progress, but just the final performance.') utils.add_lr_schedule_arguments(parser) args = parser.parse_args() if args.val_batch_size is None: args.val_batch_size = args.batch_size # Configure environment K.set_session(K.tf.Session(config = K.tf.ConfigProto(gpu_options = { 'allow_growth' : True }))) # Load dataset if args.class_list is not None: with open(args.class_list) as class_file: class_list = list(OrderedDict((l.strip().split()[0], None) for l in class_file if l.strip() != '').keys()) try: class_list = [int(lbl) for lbl in class_list] except ValueError: pass else: class_list = None data_generator = get_data_generator(args.dataset, args.data_root, classes = class_list) # Construct and train model if (args.gpus <= 1) or args.gpu_merge: embed_model = utils.build_network(args.embed_dim, args.architecture) model = labelembed_model(embed_model, data_generator.num_classes, tau = args.tau, alpha = args.alpha, beta = args.beta) par_model = model if args.gpus <= 1 else keras.utils.multi_gpu_model(model, gpus = args.gpus, cpu_merge = False) else: with K.tf.device('/cpu:0'): embed_model = utils.build_network(args.embed_dim, args.architecture) model = labelembed_model(embed_model, data_generator.num_classes, tau = args.tau, alpha = args.alpha, beta = args.beta) par_model = keras.utils.multi_gpu_model(model, gpus = args.gpus) if not args.no_progress: model.summary() batch_transform_kwargs = { 'num_classes' : data_generator.num_classes } # Load pre-trained weights and train last layer for a few epochs if args.finetune: print('Loading pre-trained weights from {}'.format(args.finetune)) model.load_weights(args.finetune, by_name=True, skip_mismatch=True) if args.finetune_init > 0: print('Pre-training new layers') for layer in model.layers: layer.trainable = (layer.name in ('embedding', 'embedding_bn', 'prob', 'out2', 'labelembeddings')) embed_model.layers[-1].trainable = True par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = { 'labelembed_loss' : lambda y_true, y_pred: y_pred[:,0], 'embedding' : None, 'prob' : lambda y_true, y_pred: K.tf.zeros(K.shape(y_true)[:1], dtype=K.floatx()) }, metrics = { 'prob' : 'accuracy' }) par_model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.finetune_init, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) for layer in model.layers: layer.trainable = True print('Full model training') # Train model callbacks, num_epochs = utils.get_lr_schedule(args.lr_schedule, data_generator.num_train, args.batch_size, schedule_args = { arg_name : arg_val for arg_name, arg_val in vars(args).items() if arg_val is not None }) if args.log_dir: if os.path.isdir(args.log_dir): shutil.rmtree(args.log_dir, ignore_errors = True) callbacks.append(keras.callbacks.TensorBoard(log_dir = args.log_dir, write_graph = False)) if args.max_decay > 0: decay = (1.0/args.max_decay - 1) / ((data_generator.num_train // args.batch_size) * (args.epochs if args.epochs else num_epochs)) else: decay = 0.0 par_model.compile(optimizer = keras.optimizers.SGD(lr=args.sgd_lr, decay=decay, momentum=0.9, nesterov=args.nesterov, clipnorm = args.clipgrad), loss = { 'labelembed_loss' : lambda y_true, y_pred: y_pred[:,0], 'embedding' : None, 'prob' : lambda y_true, y_pred: K.tf.zeros(K.shape(y_true)[:1], dtype=K.floatx()) }, metrics = { 'prob' : 'accuracy' }) par_model.fit_generator( data_generator.train_sequence(args.batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), validation_data = data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs), epochs = args.epochs if args.epochs else num_epochs, callbacks = callbacks, verbose = not args.no_progress, max_queue_size = args.queue_size, workers = args.read_workers, use_multiprocessing = True) # Evaluate final performance print(par_model.evaluate_generator(data_generator.test_sequence(args.val_batch_size, batch_transform = transform_inputs, batch_transform_kwargs = batch_transform_kwargs))) try: test_pred = par_model.predict_generator(data_generator.flow_test(args.val_batch_size, False), data_generator.num_test // args.val_batch_size)[1].argmax(axis = -1) class_freq = np.bincount(data_generator.labels_test) print('Accuracy: {:.4f}'.format(np.mean(test_pred == np.asarray(data_generator.labels_test)))) print('Average Accuracy: {:.4f}'.format( ((test_pred == np.asarray(data_generator.labels_test)).astype(np.float) / class_freq[np.asarray(data_generator.labels_test)]).sum() / len(class_freq) )) except: pass # Save model if args.weight_dump: try: model.save_weights(args.weight_dump) except Exception as e: print('An error occurred while saving the model weights: {}'.format(e)) if args.model_dump: try: model.save(args.model_dump) except Exception as e: print('An error occurred while saving the model: {}'.format(e)) # Save test image embeddings if args.feature_dump: pred_features = embed_model.predict_generator(data_generator.flow_test(1, False), data_generator.num_test) with open(args.feature_dump,'wb') as dump_file: pickle.dump({ 'feat' : dict(enumerate(pred_features)) }, dump_file) ================================================ FILE: models/DenseNet/LICENSE ================================================ MIT License Copyright (c) 2017 Somshubra Majumdar Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ================================================ FILE: models/DenseNet/README.md ================================================ # Dense Net in Keras DenseNet implementation of the paper [Densely Connected Convolutional Networks](https://arxiv.org/pdf/1608.06993v3.pdf) in Keras Now supports the more efficient DenseNet-BC (DenseNet-Bottleneck-Compressed) networks. Using the DenseNet-BC-190-40 model, it obtaines state of the art performance on CIFAR-10 and CIFAR-100 # Architecture DenseNet is an extention to Wide Residual Networks. According to the paper:
``` The lth layer has l inputs, consisting of the feature maps of all preceding convolutional blocks. Its own feature maps are passed on to all L − l subsequent layers. This introduces L(L+1) / 2 connections in an L-layer network, instead of just L, as in traditional feed-forward architectures. Because of its dense connectivity pattern, we refer to our approach as Dense Convolutional Network (DenseNet). ``` It features several improvements such as : 1. Dense connectivity : Connecting any layer to any other layer. 2. Growth Rate parameter Which dictates how fast the number of features increase as the network becomes deeper. 3. Consecutive functions : BatchNorm - Relu - Conv which is from the Wide ResNet paper and improvement from the ResNet paper. The Bottleneck - Compressed DenseNets offer further performance benefits, such as reduced number of parameters, with similar or better performance. - Take into consideration the DenseNet-100-12 model, with nearly 7 million parameters against with the DenseNet-BC-100-12, with just 0.8 million parameters. The BC model acheives 4.51 % error in comparison to the original models' 4.10 % error - The best original model, DenseNet-100-24 (27.2 million parameters) acheives 3.74 % error, whereas the DenseNet-BC-190-40 (25.6 million parameters) acheives 3.46 % error which is a new state of the art performance on CIFAR-10. Dense Nets have an architecture which can be shown in the following image from the paper:
# Performance The accuracy of DenseNet has been provided in the paper, beating all previous benchmarks in CIFAR 10, CIFAR 100 and SVHN
# Usage Import the `densenet.py` script and use the `DenseNet(...)` method to create a custom DenseNet model with a variety of parameters. Examples : ``` import densenet # 'th' dim-ordering or 'tf' dim-ordering image_dim = (3, 32, 32) or image_dim = (32, 32, 3) model = densenet.DenseNet(classes=10, input_shape=image_dim, depth=40, growth_rate=12, bottleneck=True, reduction=0.5) ``` Or, Import a pre-built DenseNet model for ImageNet, with some of these models having pre-trained weights (121, 161 and 169). Example : ``` import densenet # 'th' dim-ordering or 'tf' dim-ordering image_dim = (3, 224, 224) or image_dim = (224, 224, 3) model = densenet.DenseNetImageNet121(input_shape=image_dim) ``` Weights for the DenseNetImageNet121, DenseNetImageNet161 and DenseNetImageNet169 models are provided ([in the release tab](https://github.com/titu1994/DenseNet/releases)) and will be automatically downloaded when first called. They have been trained on ImageNet. The weights were ported from the repository https://github.com/flyyufelix/DenseNet-Keras. # Requirements - Keras - Theano (weights not tested) / Tensorflow (tested) / CNTK (weights not tested) - h5Py ================================================ FILE: models/DenseNet/cifar10.py ================================================ from __future__ import print_function import os.path import densenet import numpy as np import sklearn.metrics as metrics from keras.datasets import cifar10 from keras.utils import np_utils from keras.preprocessing.image import ImageDataGenerator from keras.optimizers import Adam from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau from keras import backend as K batch_size = 100 nb_classes = 10 nb_epoch = 300 img_rows, img_cols = 32, 32 img_channels = 3 img_dim = (img_channels, img_rows, img_cols) if K.image_dim_ordering() == "th" else (img_rows, img_cols, img_channels) depth = 40 nb_dense_block = 3 growth_rate = 12 nb_filter = -1 dropout_rate = 0.0 # 0.0 for data augmentation model = densenet.DenseNet(img_dim, classes=nb_classes, depth=depth, nb_dense_block=nb_dense_block, growth_rate=growth_rate, nb_filter=nb_filter, dropout_rate=dropout_rate, weights=None) print("Model created") model.summary() optimizer = Adam(lr=1e-3) # Using Adam instead of SGD to speed up training model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=["accuracy"]) print("Finished compiling") print("Building model...") (trainX, trainY), (testX, testY) = cifar10.load_data() trainX = trainX.astype('float32') testX = testX.astype('float32') trainX = densenet.preprocess_input(trainX) testX = densenet.preprocess_input(testX) Y_train = np_utils.to_categorical(trainY, nb_classes) Y_test = np_utils.to_categorical(testY, nb_classes) generator = ImageDataGenerator(rotation_range=15, width_shift_range=5./32, height_shift_range=5./32, horizontal_flip=True) generator.fit(trainX, seed=0) # Load model weights_file="weights/DenseNet-40-12-CIFAR10.h5" if os.path.exists(weights_file): #model.load_weights(weights_file, by_name=True) print("Model loaded.") out_dir="weights/" lr_reducer = ReduceLROnPlateau(monitor='val_acc', factor=np.sqrt(0.1), cooldown=0, patience=5, min_lr=1e-5) model_checkpoint= ModelCheckpoint(weights_file, monitor="val_acc", save_best_only=True, save_weights_only=True, verbose=1) callbacks=[lr_reducer, model_checkpoint] model.fit_generator(generator.flow(trainX, Y_train, batch_size=batch_size), steps_per_epoch=len(trainX) // batch_size, epochs=nb_epoch, callbacks=callbacks, validation_data=(testX, Y_test), validation_steps=testX.shape[0] // batch_size, verbose=1) yPreds = model.predict(testX) yPred = np.argmax(yPreds, axis=1) yTrue = testY accuracy = metrics.accuracy_score(yTrue, yPred) * 100 error = 100 - accuracy print("Accuracy : ", accuracy) print("Error : ", error) ================================================ FILE: models/DenseNet/cifar100.py ================================================ from __future__ import print_function import sys sys.setrecursionlimit(10000) import densenet import numpy as np import sklearn.metrics as metrics from keras.datasets import cifar100 from keras.utils import np_utils from keras.preprocessing.image import ImageDataGenerator from keras.optimizers import Adam from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau, EarlyStopping from keras import backend as K batch_size = 64 nb_classes = 100 nb_epoch = 15 img_rows, img_cols = 32, 32 img_channels = 3 img_dim = (img_channels, img_rows, img_cols) if K.image_dim_ordering() == "th" else (img_rows, img_cols, img_channels) depth = 40 nb_dense_block = 3 growth_rate = 12 nb_filter = 12 bottleneck = False reduction = 0.0 dropout_rate = 0.0 # 0.0 for data augmentation model = densenet.DenseNet(img_dim, classes=nb_classes, depth=depth, nb_dense_block=nb_dense_block, growth_rate=growth_rate, nb_filter=nb_filter, dropout_rate=dropout_rate, bottleneck=bottleneck, reduction=reduction, weights=None) print("Model created") model.summary() optimizer = Adam(lr=1e-4) # Using Adam instead of SGD to speed up training model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=["accuracy"]) print("Finished compiling") print("Building model...") (trainX, trainY), (testX, testY) = cifar100.load_data() trainX = trainX.astype('float32') testX = testX.astype('float32') trainX /= 255. testX /= 255. Y_train = np_utils.to_categorical(trainY, nb_classes) Y_test = np_utils.to_categorical(testY, nb_classes) generator = ImageDataGenerator(rotation_range=15, width_shift_range=5./32, height_shift_range=5./32) generator.fit(trainX, seed=0) # Load model # model.load_weights("weights/DenseNet-BC-100-12-CIFAR100.h5") # print("Model loaded.") lr_reducer = ReduceLROnPlateau(monitor='val_loss', factor=np.sqrt(0.1), cooldown=0, patience=10, min_lr=0.5e-6) early_stopper = EarlyStopping(monitor='val_acc', min_delta=0.0001, patience=20) model_checkpoint= ModelCheckpoint("weights/DenseNet-BC-100-12-CIFAR100.h5", monitor="val_acc", save_best_only=True, save_weights_only=True) callbacks=[lr_reducer, early_stopper, model_checkpoint] model.fit_generator(generator.flow(trainX, Y_train, batch_size=batch_size), samples_per_epoch=len(trainX), nb_epoch=nb_epoch, callbacks=callbacks, validation_data=(testX, Y_test), nb_val_samples=testX.shape[0], verbose=1) yPreds = model.predict(testX) yPred = np.argmax(yPreds, axis=1) yTrue = testY accuracy = metrics.accuracy_score(yTrue, yPred) * 100 error = 100 - accuracy print("Accuracy : ", accuracy) print("Error : ", error) ================================================ FILE: models/DenseNet/densenet.py ================================================ '''DenseNet models for Keras. # Reference - [Densely Connected Convolutional Networks](https://arxiv.org/pdf/1608.06993.pdf) - [The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation](https://arxiv.org/pdf/1611.09326.pdf) ''' from __future__ import print_function from __future__ import absolute_import from __future__ import division import warnings from keras.models import Model from keras.layers.core import Dense, Dropout, Activation, Reshape from keras.layers.convolutional import Conv2D, Conv2DTranspose, UpSampling2D from keras.layers.pooling import AveragePooling2D, MaxPooling2D from keras.layers.pooling import GlobalAveragePooling2D from keras.layers import Input from keras.layers.merge import concatenate from keras.layers.normalization import BatchNormalization from keras.regularizers import l2 from keras.utils.layer_utils import convert_all_kernels_in_model, convert_dense_weights_data_format from keras.utils.data_utils import get_file from keras.engine.topology import get_source_inputs try: from keras.applications.imagenet_utils import _obtain_input_shape, decode_predictions except ImportError: from keras_applications.imagenet_utils import _obtain_input_shape, decode_predictions import keras.backend as K from subpixel import SubPixelUpscaling DENSENET_121_WEIGHTS_PATH = r'https://github.com/titu1994/DenseNet/releases/download/v3.0/DenseNet-BC-121-32.h5' DENSENET_161_WEIGHTS_PATH = r'https://github.com/titu1994/DenseNet/releases/download/v3.0/DenseNet-BC-161-48.h5' DENSENET_169_WEIGHTS_PATH = r'https://github.com/titu1994/DenseNet/releases/download/v3.0/DenseNet-BC-169-32.h5' DENSENET_121_WEIGHTS_PATH_NO_TOP = r'https://github.com/titu1994/DenseNet/releases/download/v3.0/DenseNet-BC-121-32-no-top.h5' DENSENET_161_WEIGHTS_PATH_NO_TOP = r'https://github.com/titu1994/DenseNet/releases/download/v3.0/DenseNet-BC-161-48-no-top.h5' DENSENET_169_WEIGHTS_PATH_NO_TOP = r'https://github.com/titu1994/DenseNet/releases/download/v3.0/DenseNet-BC-169-32-no-top.h5' def preprocess_input(x, data_format=None): """Preprocesses a tensor encoding a batch of images. # Arguments x: input Numpy tensor, 4D. data_format: data format of the image tensor. # Returns Preprocessed tensor. """ if data_format is None: data_format = K.image_data_format() assert data_format in {'channels_last', 'channels_first'} if data_format == 'channels_first': if x.ndim == 3: # 'RGB'->'BGR' x = x[::-1, ...] # Zero-center by mean pixel x[0, :, :] -= 103.939 x[1, :, :] -= 116.779 x[2, :, :] -= 123.68 else: x = x[:, ::-1, ...] x[:, 0, :, :] -= 103.939 x[:, 1, :, :] -= 116.779 x[:, 2, :, :] -= 123.68 else: # 'RGB'->'BGR' x = x[..., ::-1] # Zero-center by mean pixel x[..., 0] -= 103.939 x[..., 1] -= 116.779 x[..., 2] -= 123.68 x *= 0.017 # scale values return x def DenseNet(input_shape=None, depth=40, nb_dense_block=3, growth_rate=12, nb_filter=-1, nb_layers_per_block=-1, bottleneck=False, reduction=0.0, dropout_rate=0.0, weight_decay=1e-4, subsample_initial_block=False, include_top=True, weights=None, input_tensor=None, classes=10, activation='softmax', name='densenet'): '''Instantiate the DenseNet architecture, optionally loading weights pre-trained on CIFAR-10. Note that when using TensorFlow, for best performance you should set `image_data_format='channels_last'` in your Keras config at ~/.keras/keras.json. The model and the weights are compatible with both TensorFlow and Theano. The dimension ordering convention used by the model is the one specified in your Keras config file. # Arguments input_shape: optional shape tuple, only to be specified if `include_top` is False (otherwise the input shape has to be `(32, 32, 3)` (with `channels_last` dim ordering) or `(3, 32, 32)` (with `channels_first` dim ordering). It should have exactly 3 inputs channels, and width and height should be no smaller than 8. E.g. `(200, 200, 3)` would be one valid value. depth: number or layers in the DenseNet nb_dense_block: number of dense blocks to add to end (generally = 3) growth_rate: number of filters to add per dense block nb_filter: initial number of filters. -1 indicates initial number of filters is 2 * growth_rate nb_layers_per_block: number of layers in each dense block. Can be a -1, positive integer or a list. If -1, calculates nb_layer_per_block from the network depth. If positive integer, a set number of layers per dense block. If list, nb_layer is used as provided. Note that list size must be (nb_dense_block + 1) bottleneck: flag to add bottleneck blocks in between dense blocks reduction: reduction factor of transition blocks. Note : reduction value is inverted to compute compression. dropout_rate: dropout rate weight_decay: weight decay rate subsample_initial_block: Set to True to subsample the initial convolution and add a MaxPool2D before the dense blocks are added. include_top: whether to include the fully-connected layer at the top of the network. weights: one of `None` (random initialization) or 'imagenet' (pre-training on ImageNet).. input_tensor: optional Keras tensor (i.e. output of `layers.Input()`) to use as image input for the model. classes: optional number of classes to classify images into, only to be specified if `include_top` is True, and if no `weights` argument is specified. activation: Type of activation at the top layer. Can be one of 'softmax' or 'sigmoid'. Note that if sigmoid is used, classes must be 1. # Returns A Keras model instance. ''' if weights not in {'imagenet', None}: raise ValueError('The `weights` argument should be either ' '`None` (random initialization) or `cifar10` ' '(pre-training on CIFAR-10).') if weights == 'imagenet' and include_top and classes != 1000: raise ValueError('If using `weights` as ImageNet with `include_top`' ' as true, `classes` should be 1000') if activation not in [None, 'softmax', 'sigmoid']: raise ValueError('activation must be one of "softmax" or "sigmoid"') if activation == 'sigmoid' and classes != 1: raise ValueError('sigmoid activation can only be used when classes = 1') # Determine proper input shape input_shape = _obtain_input_shape(input_shape, default_size=32, min_size=8, data_format=K.image_data_format(), require_flatten=include_top) if input_tensor is None: img_input = Input(shape=input_shape) else: if not K.is_keras_tensor(input_tensor): img_input = Input(tensor=input_tensor, shape=input_shape) else: img_input = input_tensor x = __create_dense_net(classes, img_input, include_top, depth, nb_dense_block, growth_rate, nb_filter, nb_layers_per_block, bottleneck, reduction, dropout_rate, weight_decay, subsample_initial_block, activation) # Ensure that the model takes into account # any potential predecessors of `input_tensor`. if input_tensor is not None: inputs = get_source_inputs(input_tensor) else: inputs = img_input # Create model. model = Model(inputs, x, name=name) # load weights if weights == 'imagenet': weights_loaded = False if (depth == 121) and (nb_dense_block == 4) and (growth_rate == 32) and (nb_filter == 64) and \ (bottleneck is True) and (reduction == 0.5) and (dropout_rate == 0.0) and (subsample_initial_block): if include_top: weights_path = get_file('DenseNet-BC-121-32.h5', DENSENET_121_WEIGHTS_PATH, cache_subdir='models', md5_hash='a439dd41aa672aef6daba4ee1fd54abd') else: weights_path = get_file('DenseNet-BC-121-32-no-top.h5', DENSENET_121_WEIGHTS_PATH_NO_TOP, cache_subdir='models', md5_hash='55e62a6358af8a0af0eedf399b5aea99') model.load_weights(weights_path) weights_loaded = True if (depth == 161) and (nb_dense_block == 4) and (growth_rate == 48) and (nb_filter == 96) and \ (bottleneck is True) and (reduction == 0.5) and (dropout_rate == 0.0) and (subsample_initial_block): if include_top: weights_path = get_file('DenseNet-BC-161-48.h5', DENSENET_161_WEIGHTS_PATH, cache_subdir='models', md5_hash='6c326cf4fbdb57d31eff04333a23fcca') else: weights_path = get_file('DenseNet-BC-161-48-no-top.h5', DENSENET_161_WEIGHTS_PATH_NO_TOP, cache_subdir='models', md5_hash='1a9476b79f6b7673acaa2769e6427b92') model.load_weights(weights_path) weights_loaded = True if (depth == 169) and (nb_dense_block == 4) and (growth_rate == 32) and (nb_filter == 64) and \ (bottleneck is True) and (reduction == 0.5) and (dropout_rate == 0.0) and (subsample_initial_block): if include_top: weights_path = get_file('DenseNet-BC-169-32.h5', DENSENET_169_WEIGHTS_PATH, cache_subdir='models', md5_hash='914869c361303d2e39dec640b4e606a6') else: weights_path = get_file('DenseNet-BC-169-32-no-top.h5', DENSENET_169_WEIGHTS_PATH_NO_TOP, cache_subdir='models', md5_hash='89c19e8276cfd10585d5fadc1df6859e') model.load_weights(weights_path) weights_loaded = True if weights_loaded: if K.backend() == 'theano': convert_all_kernels_in_model(model) if K.image_data_format() == 'channels_first' and K.backend() == 'tensorflow': warnings.warn('You are using the TensorFlow backend, yet you ' 'are using the Theano ' 'image data format convention ' '(`image_data_format="channels_first"`). ' 'For best performance, set ' '`image_data_format="channels_last"` in ' 'your Keras config ' 'at ~/.keras/keras.json.') print("Weights for the model were loaded successfully") return model def DenseNetFCN(input_shape, nb_dense_block=5, growth_rate=16, nb_layers_per_block=4, reduction=0.0, dropout_rate=0.0, weight_decay=1e-4, init_conv_filters=48, include_top=True, weights=None, input_tensor=None, classes=1, activation='softmax', upsampling_conv=128, upsampling_type='deconv'): '''Instantiate the DenseNet FCN architecture. Note that when using TensorFlow, for best performance you should set `image_data_format='channels_last'` in your Keras config at ~/.keras/keras.json. # Arguments nb_dense_block: number of dense blocks to add to end (generally = 3) growth_rate: number of filters to add per dense block nb_layers_per_block: number of layers in each dense block. Can be a positive integer or a list. If positive integer, a set number of layers per dense block. If list, nb_layer is used as provided. Note that list size must be (nb_dense_block + 1) reduction: reduction factor of transition blocks. Note : reduction value is inverted to compute compression. dropout_rate: dropout rate init_conv_filters: number of layers in the initial convolution layer include_top: whether to include the fully-connected layer at the top of the network. weights: one of `None` (random initialization) or 'cifar10' (pre-training on CIFAR-10).. input_tensor: optional Keras tensor (i.e. output of `layers.Input()`) to use as image input for the model. input_shape: optional shape tuple, only to be specified if `include_top` is False (otherwise the input shape has to be `(32, 32, 3)` (with `channels_last` dim ordering) or `(3, 32, 32)` (with `channels_first` dim ordering). It should have exactly 3 inputs channels, and width and height should be no smaller than 8. E.g. `(200, 200, 3)` would be one valid value. classes: optional number of classes to classify images into, only to be specified if `include_top` is True, and if no `weights` argument is specified. activation: Type of activation at the top layer. Can be one of 'softmax' or 'sigmoid'. Note that if sigmoid is used, classes must be 1. upsampling_conv: number of convolutional layers in upsampling via subpixel convolution upsampling_type: Can be one of 'upsampling', 'deconv' and 'subpixel'. Defines type of upsampling algorithm used. batchsize: Fixed batch size. This is a temporary requirement for computation of output shape in the case of Deconvolution2D layers. Parameter will be removed in next iteration of Keras, which infers output shape of deconvolution layers automatically. # Returns A Keras model instance. ''' if weights not in {None}: raise ValueError('The `weights` argument should be ' '`None` (random initialization) as no ' 'model weights are provided.') upsampling_type = upsampling_type.lower() if upsampling_type not in ['upsampling', 'deconv', 'subpixel']: raise ValueError('Parameter "upsampling_type" must be one of "upsampling", ' '"deconv" or "subpixel".') if input_shape is None: raise ValueError('For fully convolutional models, input shape must be supplied.') if type(nb_layers_per_block) is not list and nb_dense_block < 1: raise ValueError('Number of dense layers per block must be greater than 1. Argument ' 'value was %d.' % (nb_layers_per_block)) if activation not in ['softmax', 'sigmoid']: raise ValueError('activation must be one of "softmax" or "sigmoid"') if activation == 'sigmoid' and classes != 1: raise ValueError('sigmoid activation can only be used when classes = 1') # Determine proper input shape min_size = 2 ** nb_dense_block if K.image_data_format() == 'channels_first': if input_shape is not None: if ((input_shape[1] is not None and input_shape[1] < min_size) or (input_shape[2] is not None and input_shape[2] < min_size)): raise ValueError('Input size must be at least ' + str(min_size) + 'x' + str(min_size) + ', got ' '`input_shape=' + str(input_shape) + '`') else: input_shape = (classes, None, None) else: if input_shape is not None: if ((input_shape[0] is not None and input_shape[0] < min_size) or (input_shape[1] is not None and input_shape[1] < min_size)): raise ValueError('Input size must be at least ' + str(min_size) + 'x' + str(min_size) + ', got ' '`input_shape=' + str(input_shape) + '`') else: input_shape = (None, None, classes) if input_tensor is None: img_input = Input(shape=input_shape) else: if not K.is_keras_tensor(input_tensor): img_input = Input(tensor=input_tensor, shape=input_shape) else: img_input = input_tensor x = __create_fcn_dense_net(classes, img_input, include_top, nb_dense_block, growth_rate, reduction, dropout_rate, weight_decay, nb_layers_per_block, upsampling_conv, upsampling_type, init_conv_filters, input_shape, activation) # Ensure that the model takes into account # any potential predecessors of `input_tensor`. if input_tensor is not None: inputs = get_source_inputs(input_tensor) else: inputs = img_input # Create model. model = Model(inputs, x, name='fcn-densenet') return model def DenseNetImageNet121(input_shape=None, bottleneck=True, reduction=0.5, dropout_rate=0.0, weight_decay=1e-4, include_top=True, weights='imagenet', input_tensor=None, classes=1000, activation='softmax'): return DenseNet(input_shape, depth=121, nb_dense_block=4, growth_rate=32, nb_filter=64, nb_layers_per_block=[6, 12, 24, 16], bottleneck=bottleneck, reduction=reduction, dropout_rate=dropout_rate, weight_decay=weight_decay, subsample_initial_block=True, include_top=include_top, weights=weights, input_tensor=input_tensor, classes=classes, activation=activation) def DenseNetImageNet169(input_shape=None, bottleneck=True, reduction=0.5, dropout_rate=0.0, weight_decay=1e-4, include_top=True, weights='imagenet', input_tensor=None, classes=1000, activation='softmax'): return DenseNet(input_shape, depth=169, nb_dense_block=4, growth_rate=32, nb_filter=64, nb_layers_per_block=[6, 12, 32, 32], bottleneck=bottleneck, reduction=reduction, dropout_rate=dropout_rate, weight_decay=weight_decay, subsample_initial_block=True, include_top=include_top, weights=weights, input_tensor=input_tensor, classes=classes, activation=activation) def DenseNetImageNet201(input_shape=None, bottleneck=True, reduction=0.5, dropout_rate=0.0, weight_decay=1e-4, include_top=True, weights=None, input_tensor=None, classes=1000, activation='softmax'): return DenseNet(input_shape, depth=201, nb_dense_block=4, growth_rate=32, nb_filter=64, nb_layers_per_block=[6, 12, 48, 32], bottleneck=bottleneck, reduction=reduction, dropout_rate=dropout_rate, weight_decay=weight_decay, subsample_initial_block=True, include_top=include_top, weights=weights, input_tensor=input_tensor, classes=classes, activation=activation) def DenseNetImageNet264(input_shape=None, bottleneck=True, reduction=0.5, dropout_rate=0.0, weight_decay=1e-4, include_top=True, weights=None, input_tensor=None, classes=1000, activation='softmax'): return DenseNet(input_shape, depth=201, nb_dense_block=4, growth_rate=32, nb_filter=64, nb_layers_per_block=[6, 12, 64, 48], bottleneck=bottleneck, reduction=reduction, dropout_rate=dropout_rate, weight_decay=weight_decay, subsample_initial_block=True, include_top=include_top, weights=weights, input_tensor=input_tensor, classes=classes, activation=activation) def DenseNetImageNet161(input_shape=None, bottleneck=True, reduction=0.5, dropout_rate=0.0, weight_decay=1e-4, include_top=True, weights='imagenet', input_tensor=None, classes=1000, activation='softmax'): return DenseNet(input_shape, depth=161, nb_dense_block=4, growth_rate=48, nb_filter=96, nb_layers_per_block=[6, 12, 36, 24], bottleneck=bottleneck, reduction=reduction, dropout_rate=dropout_rate, weight_decay=weight_decay, subsample_initial_block=True, include_top=include_top, weights=weights, input_tensor=input_tensor, classes=classes, activation=activation) def __conv_block(ip, nb_filter, bottleneck=False, dropout_rate=None, weight_decay=1e-4): ''' Apply BatchNorm, Relu, 3x3 Conv2D, optional bottleneck block and dropout Args: ip: Input keras tensor nb_filter: number of filters bottleneck: add bottleneck block dropout_rate: dropout rate weight_decay: weight decay factor Returns: keras tensor with batch_norm, relu and convolution2d added (optional bottleneck) ''' concat_axis = 1 if K.image_data_format() == 'channels_first' else -1 x = BatchNormalization(axis=concat_axis, epsilon=1.1e-5)(ip) x = Activation('relu')(x) if bottleneck: inter_channel = nb_filter * 4 # Obtained from https://github.com/liuzhuang13/DenseNet/blob/master/densenet.lua x = Conv2D(inter_channel, (1, 1), kernel_initializer='he_normal', padding='same', use_bias=False, kernel_regularizer=l2(weight_decay))(x) x = BatchNormalization(axis=concat_axis, epsilon=1.1e-5)(x) x = Activation('relu')(x) x = Conv2D(nb_filter, (3, 3), kernel_initializer='he_normal', padding='same', use_bias=False)(x) if dropout_rate: x = Dropout(dropout_rate)(x) return x def __dense_block(x, nb_layers, nb_filter, growth_rate, bottleneck=False, dropout_rate=None, weight_decay=1e-4, grow_nb_filters=True, return_concat_list=False): ''' Build a dense_block where the output of each conv_block is fed to subsequent ones Args: x: keras tensor nb_layers: the number of layers of conv_block to append to the model. nb_filter: number of filters growth_rate: growth rate bottleneck: bottleneck block dropout_rate: dropout rate weight_decay: weight decay factor grow_nb_filters: flag to decide to allow number of filters to grow return_concat_list: return the list of feature maps along with the actual output Returns: keras tensor with nb_layers of conv_block appended ''' concat_axis = 1 if K.image_data_format() == 'channels_first' else -1 x_list = [x] for i in range(nb_layers): cb = __conv_block(x, growth_rate, bottleneck, dropout_rate, weight_decay) x_list.append(cb) x = concatenate([x, cb], axis=concat_axis) if grow_nb_filters: nb_filter += growth_rate if return_concat_list: return x, nb_filter, x_list else: return x, nb_filter def __transition_block(ip, nb_filter, compression=1.0, weight_decay=1e-4): ''' Apply BatchNorm, Relu 1x1, Conv2D, optional compression, dropout and Maxpooling2D Args: ip: keras tensor nb_filter: number of filters compression: calculated as 1 - reduction. Reduces the number of feature maps in the transition block. dropout_rate: dropout rate weight_decay: weight decay factor Returns: keras tensor, after applying batch_norm, relu-conv, dropout, maxpool ''' concat_axis = 1 if K.image_data_format() == 'channels_first' else -1 x = BatchNormalization(axis=concat_axis, epsilon=1.1e-5)(ip) x = Activation('relu')(x) x = Conv2D(int(nb_filter * compression), (1, 1), kernel_initializer='he_normal', padding='same', use_bias=False, kernel_regularizer=l2(weight_decay))(x) x = AveragePooling2D((2, 2), strides=(2, 2))(x) return x def __transition_up_block(ip, nb_filters, type='deconv', weight_decay=1E-4): ''' SubpixelConvolutional Upscaling (factor = 2) Args: ip: keras tensor nb_filters: number of layers type: can be 'upsampling', 'subpixel', 'deconv'. Determines type of upsampling performed weight_decay: weight decay factor Returns: keras tensor, after applying upsampling operation. ''' if type == 'upsampling': x = UpSampling2D()(ip) elif type == 'subpixel': x = Conv2D(nb_filters, (3, 3), activation='relu', padding='same', kernel_regularizer=l2(weight_decay), use_bias=False, kernel_initializer='he_normal')(ip) x = SubPixelUpscaling(scale_factor=2)(x) x = Conv2D(nb_filters, (3, 3), activation='relu', padding='same', kernel_regularizer=l2(weight_decay), use_bias=False, kernel_initializer='he_normal')(x) else: x = Conv2DTranspose(nb_filters, (3, 3), activation='relu', padding='same', strides=(2, 2), kernel_initializer='he_normal', kernel_regularizer=l2(weight_decay))(ip) return x def __create_dense_net(nb_classes, img_input, include_top, depth=40, nb_dense_block=3, growth_rate=12, nb_filter=-1, nb_layers_per_block=-1, bottleneck=False, reduction=0.0, dropout_rate=None, weight_decay=1e-4, subsample_initial_block=False, activation='softmax'): ''' Build the DenseNet model Args: nb_classes: number of classes img_input: tuple of shape (channels, rows, columns) or (rows, columns, channels) include_top: flag to include the final Dense layer depth: number or layers nb_dense_block: number of dense blocks to add to end (generally = 3) growth_rate: number of filters to add per dense block nb_filter: initial number of filters. Default -1 indicates initial number of filters is 2 * growth_rate nb_layers_per_block: number of layers in each dense block. Can be a -1, positive integer or a list. If -1, calculates nb_layer_per_block from the depth of the network. If positive integer, a set number of layers per dense block. If list, nb_layer is used as provided. Note that list size must be (nb_dense_block + 1) bottleneck: add bottleneck blocks reduction: reduction factor of transition blocks. Note : reduction value is inverted to compute compression dropout_rate: dropout rate weight_decay: weight decay rate subsample_initial_block: Set to True to subsample the initial convolution and add a MaxPool2D before the dense blocks are added. subsample_initial: activation: Type of activation at the top layer. Can be one of 'softmax' or 'sigmoid'. Note that if sigmoid is used, classes must be 1. Returns: keras tensor with nb_layers of conv_block appended ''' concat_axis = 1 if K.image_data_format() == 'channels_first' else -1 if reduction != 0.0: assert reduction <= 1.0 and reduction > 0.0, 'reduction value must lie between 0.0 and 1.0' # layers in each dense block if type(nb_layers_per_block) is list or type(nb_layers_per_block) is tuple: nb_layers = list(nb_layers_per_block) # Convert tuple to list assert len(nb_layers) == (nb_dense_block), 'If list, nb_layer is used as provided. ' \ 'Note that list size must be (nb_dense_block)' final_nb_layer = nb_layers[-1] nb_layers = nb_layers[:-1] else: if nb_layers_per_block == -1: assert (depth - 4) % 3 == 0, 'Depth must be 3 N + 4 if nb_layers_per_block == -1' count = int((depth - 4) / 3) if bottleneck: count = count // 2 nb_layers = [count for _ in range(nb_dense_block)] final_nb_layer = count else: final_nb_layer = nb_layers_per_block nb_layers = [nb_layers_per_block] * nb_dense_block # compute initial nb_filter if -1, else accept users initial nb_filter if nb_filter <= 0: nb_filter = 2 * growth_rate # compute compression factor compression = 1.0 - reduction # Initial convolution if subsample_initial_block: initial_kernel = (7, 7) initial_strides = (2, 2) else: initial_kernel = (3, 3) initial_strides = (1, 1) x = Conv2D(nb_filter, initial_kernel, kernel_initializer='he_normal', padding='same', strides=initial_strides, use_bias=False, kernel_regularizer=l2(weight_decay))(img_input) if subsample_initial_block: x = BatchNormalization(axis=concat_axis, epsilon=1.1e-5)(x) x = Activation('relu')(x) x = MaxPooling2D((3, 3), strides=(2, 2), padding='same')(x) # Add dense blocks for block_idx in range(nb_dense_block - 1): x, nb_filter = __dense_block(x, nb_layers[block_idx], nb_filter, growth_rate, bottleneck=bottleneck, dropout_rate=dropout_rate, weight_decay=weight_decay) # add transition_block x = __transition_block(x, nb_filter, compression=compression, weight_decay=weight_decay) nb_filter = int(nb_filter * compression) # The last dense_block does not have a transition_block x, nb_filter = __dense_block(x, final_nb_layer, nb_filter, growth_rate, bottleneck=bottleneck, dropout_rate=dropout_rate, weight_decay=weight_decay) x = BatchNormalization(axis=concat_axis, epsilon=1.1e-5)(x) x = Activation('relu')(x) x = GlobalAveragePooling2D()(x) if include_top: x = Dense(nb_classes, activation=activation)(x) return x def __create_fcn_dense_net(nb_classes, img_input, include_top, nb_dense_block=5, growth_rate=12, reduction=0.0, dropout_rate=None, weight_decay=1e-4, nb_layers_per_block=4, nb_upsampling_conv=128, upsampling_type='upsampling', init_conv_filters=48, input_shape=None, activation='deconv'): ''' Build the DenseNet model Args: nb_classes: number of classes img_input: tuple of shape (channels, rows, columns) or (rows, columns, channels) include_top: flag to include the final Dense layer nb_dense_block: number of dense blocks to add to end (generally = 3) growth_rate: number of filters to add per dense block reduction: reduction factor of transition blocks. Note : reduction value is inverted to compute compression dropout_rate: dropout rate weight_decay: weight decay nb_layers_per_block: number of layers in each dense block. Can be a positive integer or a list. If positive integer, a set number of layers per dense block. If list, nb_layer is used as provided. Note that list size must be (nb_dense_block + 1) nb_upsampling_conv: number of convolutional layers in upsampling via subpixel convolution upsampling_type: Can be one of 'upsampling', 'deconv' and 'subpixel'. Defines type of upsampling algorithm used. input_shape: Only used for shape inference in fully convolutional networks. activation: Type of activation at the top layer. Can be one of 'softmax' or 'sigmoid'. Note that if sigmoid is used, classes must be 1. Returns: keras tensor with nb_layers of conv_block appended ''' concat_axis = 1 if K.image_data_format() == 'channels_first' else -1 if concat_axis == 1: # channels_first dim ordering _, rows, cols = input_shape else: rows, cols, _ = input_shape if reduction != 0.0: assert reduction <= 1.0 and reduction > 0.0, 'reduction value must lie between 0.0 and 1.0' # check if upsampling_conv has minimum number of filters # minimum is set to 12, as at least 3 color channels are needed for correct upsampling assert nb_upsampling_conv > 12 and nb_upsampling_conv % 4 == 0, 'Parameter `upsampling_conv` number of channels must ' \ 'be a positive number divisible by 4 and greater ' \ 'than 12' # layers in each dense block if type(nb_layers_per_block) is list or type(nb_layers_per_block) is tuple: nb_layers = list(nb_layers_per_block) # Convert tuple to list assert len(nb_layers) == (nb_dense_block + 1), 'If list, nb_layer is used as provided. ' \ 'Note that list size must be (nb_dense_block + 1)' bottleneck_nb_layers = nb_layers[-1] rev_layers = nb_layers[::-1] nb_layers.extend(rev_layers[1:]) else: bottleneck_nb_layers = nb_layers_per_block nb_layers = [nb_layers_per_block] * (2 * nb_dense_block + 1) # compute compression factor compression = 1.0 - reduction # Initial convolution x = Conv2D(init_conv_filters, (7, 7), kernel_initializer='he_normal', padding='same', name='initial_conv2D', use_bias=False, kernel_regularizer=l2(weight_decay))(img_input) x = BatchNormalization(axis=concat_axis, epsilon=1.1e-5)(x) x = Activation('relu')(x) nb_filter = init_conv_filters skip_list = [] # Add dense blocks and transition down block for block_idx in range(nb_dense_block): x, nb_filter = __dense_block(x, nb_layers[block_idx], nb_filter, growth_rate, dropout_rate=dropout_rate, weight_decay=weight_decay) # Skip connection skip_list.append(x) # add transition_block x = __transition_block(x, nb_filter, compression=compression, weight_decay=weight_decay) nb_filter = int(nb_filter * compression) # this is calculated inside transition_down_block # The last dense_block does not have a transition_down_block # return the concatenated feature maps without the concatenation of the input _, nb_filter, concat_list = __dense_block(x, bottleneck_nb_layers, nb_filter, growth_rate, dropout_rate=dropout_rate, weight_decay=weight_decay, return_concat_list=True) skip_list = skip_list[::-1] # reverse the skip list # Add dense blocks and transition up block for block_idx in range(nb_dense_block): n_filters_keep = growth_rate * nb_layers[nb_dense_block + block_idx] # upsampling block must upsample only the feature maps (concat_list[1:]), # not the concatenation of the input with the feature maps (concat_list[0]. l = concatenate(concat_list[1:], axis=concat_axis) t = __transition_up_block(l, nb_filters=n_filters_keep, type=upsampling_type, weight_decay=weight_decay) # concatenate the skip connection with the transition block x = concatenate([t, skip_list[block_idx]], axis=concat_axis) # Dont allow the feature map size to grow in upsampling dense blocks x_up, nb_filter, concat_list = __dense_block(x, nb_layers[nb_dense_block + block_idx + 1], nb_filter=growth_rate, growth_rate=growth_rate, dropout_rate=dropout_rate, weight_decay=weight_decay, return_concat_list=True, grow_nb_filters=False) if include_top: x = Conv2D(nb_classes, (1, 1), activation='linear', padding='same', use_bias=False)(x_up) if K.image_data_format() == 'channels_first': channel, row, col = input_shape else: row, col, channel = input_shape x = Reshape((row * col, nb_classes))(x) x = Activation(activation)(x) x = Reshape((row, col, nb_classes))(x) else: x = x_up return x if __name__ == '__main__': from keras.utils.vis_utils import plot_model #model = DenseNetFCN((32, 32, 3), growth_rate=16, nb_layers_per_block=[4, 5, 7, 10, 12, 15], upsampling_type='deconv') model = DenseNet((32, 32, 3), depth=100, nb_dense_block=3, growth_rate=12, bottleneck=True, reduction=0.5, weights=None) model.summary() #plot_model(model, 'test.png', show_shapes=True) ================================================ FILE: models/DenseNet/densenet_fast.py ================================================ from keras.models import Model from keras.layers.core import Dense, Dropout, Activation from keras.layers.convolutional import Convolution2D from keras.layers.pooling import AveragePooling2D from keras.layers.pooling import GlobalAveragePooling2D from keras.layers import Input, merge from keras.layers.normalization import BatchNormalization from keras.regularizers import l2 import keras.backend as K ''' Based on the implementation here : https://github.com/Lasagne/Recipes/blob/master/papers/densenet/densenet_fast.py ''' def conv_block(ip, nb_filter, dropout_rate=None, weight_decay=1E-4): ''' Apply BatchNorm, Relu 3x3, Conv2D, optional dropout Args: ip: Input keras tensor nb_filter: number of filters dropout_rate: dropout rate weight_decay: weight decay factor Returns: keras tensor with batch_norm, relu and convolution2d added ''' x = Activation('relu')(ip) x = Convolution2D(nb_filter, 3, 3, init="he_uniform", border_mode="same", bias=False, W_regularizer=l2(weight_decay))(x) if dropout_rate: x = Dropout(dropout_rate)(x) return x def transition_block(ip, nb_filter, dropout_rate=None, weight_decay=1E-4): ''' Apply BatchNorm, Relu 1x1, Conv2D, optional dropout and Maxpooling2D Args: ip: keras tensor nb_filter: number of filters dropout_rate: dropout rate weight_decay: weight decay factor Returns: keras tensor, after applying batch_norm, relu-conv, dropout, maxpool ''' concat_axis = 1 if K.image_dim_ordering() == "th" else -1 x = Convolution2D(nb_filter, 1, 1, init="he_uniform", border_mode="same", bias=False, W_regularizer=l2(weight_decay))(ip) if dropout_rate: x = Dropout(dropout_rate)(x) x = AveragePooling2D((2, 2), strides=(2, 2))(x) x = BatchNormalization(mode=0, axis=concat_axis, gamma_regularizer=l2(weight_decay), beta_regularizer=l2(weight_decay))(x) return x def dense_block(x, nb_layers, nb_filter, growth_rate, dropout_rate=None, weight_decay=1E-4): ''' Build a dense_block where the output of each conv_block is fed to subsequent ones Args: x: keras tensor nb_layers: the number of layers of conv_block to append to the model. nb_filter: number of filters growth_rate: growth rate dropout_rate: dropout rate weight_decay: weight decay factor Returns: keras tensor with nb_layers of conv_block appended ''' concat_axis = 1 if K.image_dim_ordering() == "th" else -1 feature_list = [x] for i in range(nb_layers): x = conv_block(x, growth_rate, dropout_rate, weight_decay) feature_list.append(x) x = merge(feature_list, mode='concat', concat_axis=concat_axis) nb_filter += growth_rate return x, nb_filter def create_dense_net(nb_classes, img_dim, depth=40, nb_dense_block=3, growth_rate=12, nb_filter=16, dropout_rate=None, weight_decay=1E-4, verbose=True): ''' Build the create_dense_net model Args: nb_classes: number of classes img_dim: tuple of shape (channels, rows, columns) or (rows, columns, channels) depth: number or layers nb_dense_block: number of dense blocks to add to end growth_rate: number of filters to add nb_filter: number of filters dropout_rate: dropout rate weight_decay: weight decay Returns: keras tensor with nb_layers of conv_block appended ''' model_input = Input(shape=img_dim) concat_axis = 1 if K.image_dim_ordering() == "th" else -1 assert (depth - 4) % 3 == 0, "Depth must be 3 N + 4" # layers in each dense block nb_layers = int((depth - 4) / 3) # Initial convolution x = Convolution2D(nb_filter, 3, 3, init="he_uniform", border_mode="same", name="initial_conv2D", bias=False, W_regularizer=l2(weight_decay))(model_input) x = BatchNormalization(mode=0, axis=concat_axis, gamma_regularizer=l2(weight_decay), beta_regularizer=l2(weight_decay))(x) # Add dense blocks for block_idx in range(nb_dense_block - 1): x, nb_filter = dense_block(x, nb_layers, nb_filter, growth_rate, dropout_rate=dropout_rate, weight_decay=weight_decay) # add transition_block x = transition_block(x, nb_filter, dropout_rate=dropout_rate, weight_decay=weight_decay) # The last dense_block does not have a transition_block x, nb_filter = dense_block(x, nb_layers, nb_filter, growth_rate, dropout_rate=dropout_rate, weight_decay=weight_decay) x = Activation('relu')(x) x = GlobalAveragePooling2D()(x) x = Dense(nb_classes, activation='softmax', W_regularizer=l2(weight_decay), b_regularizer=l2(weight_decay))(x) densenet = Model(input=model_input, output=x, name="create_dense_net") if verbose: print("DenseNet-%d-%d created." % (depth, growth_rate)) return densenet ================================================ FILE: models/DenseNet/imagenet_inference.py ================================================ from __future__ import print_function from __future__ import absolute_import from keras.preprocessing import image from densenet import DenseNetImageNet121, DenseNetImageNet169, DenseNetImageNet161, preprocess_input, decode_predictions import numpy as np if __name__ == '__main__': size = 224 model = DenseNetImageNet121(input_shape=(size, size, 3)) model.summary() img_path = 'images/elephant.jpg' img = image.load_img(img_path, target_size=(size, size)) x = image.img_to_array(img) x = np.expand_dims(x, axis=0) x = preprocess_input(x) preds = model.predict(x) print('Predicted:', decode_predictions(preds)) ================================================ FILE: models/DenseNet/subpixel.py ================================================ from __future__ import absolute_import from keras import backend as K from keras.engine import Layer from keras.utils.generic_utils import get_custom_objects try: from keras.utils.conv_utils import normalize_data_format except ImportError: from keras.backend import normalize_data_format if K.backend() == 'theano': import theano_backend as K_BACKEND else: import tensorflow_backend as K_BACKEND class SubPixelUpscaling(Layer): """ Sub-pixel convolutional upscaling layer based on the paper "Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network" (https://arxiv.org/abs/1609.05158). This layer requires a Convolution2D prior to it, having output filters computed according to the formula : filters = k * (scale_factor * scale_factor) where k = a user defined number of filters (generally larger than 32) scale_factor = the upscaling factor (generally 2) This layer performs the depth to space operation on the convolution filters, and returns a tensor with the size as defined below. # Example : ```python # A standard subpixel upscaling block x = Convolution2D(256, 3, 3, padding='same', activation='relu')(...) u = SubPixelUpscaling(scale_factor=2)(x) [Optional] x = Convolution2D(256, 3, 3, padding='same', activation='relu')(u) ``` In practice, it is useful to have a second convolution layer after the SubPixelUpscaling layer to speed up the learning process. However, if you are stacking multiple SubPixelUpscaling blocks, it may increase the number of parameters greatly, so the Convolution layer after SubPixelUpscaling layer can be removed. # Arguments scale_factor: Upscaling factor. data_format: Can be None, 'channels_first' or 'channels_last'. # Input shape 4D tensor with shape: `(samples, k * (scale_factor * scale_factor) channels, rows, cols)` if data_format='channels_first' or 4D tensor with shape: `(samples, rows, cols, k * (scale_factor * scale_factor) channels)` if data_format='channels_last'. # Output shape 4D tensor with shape: `(samples, k channels, rows * scale_factor, cols * scale_factor))` if data_format='channels_first' or 4D tensor with shape: `(samples, rows * scale_factor, cols * scale_factor, k channels)` if data_format='channels_last'. """ def __init__(self, scale_factor=2, data_format=None, **kwargs): super(SubPixelUpscaling, self).__init__(**kwargs) self.scale_factor = scale_factor self.data_format = normalize_data_format(data_format) def build(self, input_shape): pass def call(self, x, mask=None): y = K_BACKEND.depth_to_space(x, self.scale_factor, self.data_format) return y def compute_output_shape(self, input_shape): if self.data_format == 'channels_first': b, k, r, c = input_shape return (b, k // (self.scale_factor ** 2), r * self.scale_factor, c * self.scale_factor) else: b, r, c, k = input_shape return (b, r * self.scale_factor, c * self.scale_factor, k // (self.scale_factor ** 2)) def get_config(self): config = {'scale_factor': self.scale_factor, 'data_format': self.data_format} base_config = super(SubPixelUpscaling, self).get_config() return dict(list(base_config.items()) + list(config.items())) get_custom_objects().update({'SubPixelUpscaling': SubPixelUpscaling}) ================================================ FILE: models/DenseNet/tensorflow_backend.py ================================================ import tensorflow as tf from keras.backend import tensorflow_backend as KTF from keras.backend.common import image_data_format py_all = all def depth_to_space(input, scale, data_format=None): ''' Uses phase shift algorithm to convert channels/depth for spatial resolution ''' if data_format is None: data_format = image_data_format() if data_format == 'channels_first': data_format = 'NCHW' else: data_format = 'NHWC' data_format = data_format.lower() out = tf.depth_to_space(input, scale, data_format=data_format) return out ================================================ FILE: models/DenseNet/theano_backend.py ================================================ from theano import tensor as T from keras.backend import theano_backend as KTH from keras.backend.common import image_data_format from keras.backend.theano_backend import _preprocess_conv2d_input from keras.backend.theano_backend import _postprocess_conv2d_output py_all = all def depth_to_space(input, scale, data_format=None): ''' Uses phase shift algorithm to convert channels/depth for spatial resolution ''' if data_format is None: data_format = image_data_format() data_format = data_format.lower() input = _preprocess_conv2d_input(input, data_format) b, k, row, col = input.shape out_channels = k // (scale ** 2) x = T.reshape(input, (b, scale, scale, out_channels, row, col)) x = T.transpose(x, (0, 3, 4, 1, 5, 2)) out = T.reshape(x, (b, out_channels, row * scale, col * scale)) out = _postprocess_conv2d_output(out, input, None, None, None, data_format) return out ================================================ FILE: models/cifar_pyramidnet.py ================================================ # -*- coding: utf-8 -*- """PyramidNet model for CIFAR. # Reference: - [Deep Pyramidal Residual Networks](https://arxiv.org/abs/1610.02915) # Reference implementation: - https://github.com/jhkim89/PyramidNet/blob/master/addpyramidnet.lua """ from __future__ import print_function from __future__ import absolute_import import warnings from keras import layers, regularizers from keras import backend as K from keras.layers import Input from keras.layers import Dense, Activation, Flatten, Conv2D, AveragePooling2D, GlobalAveragePooling2D, BatchNormalization from keras.models import Model from keras.engine import Layer, InputSpec from keras.engine.topology import get_source_inputs from keras.utils import layer_utils, conv_utils from keras.utils.data_utils import get_file from .cifar_resnet import ChannelPadding def PyramidNet(depth, alpha, bottleneck = True, include_top=True, weights=None, input_tensor=None, input_shape=None, pooling='avg', regularizer=regularizers.l2(0.0002), activation = 'relu', top_activation='softmax', classes=100, name=None): """Instantiates the PyramidNet architecture. # Arguments depth: depth of the network. alpha: total number of channels to be distributed across the layers. bottleneck: boolean specifying whether to use bottleneck blocks. include_top: whether to include the fully-connected layer at the top of the network. weights: `None` (random initialization) or path to weights file. input_tensor: optional Keras tensor (i.e. output of `layers.Input()`) to use as image input for the model. input_shape: optional shape tuple, only to be specified if `include_top` is False (otherwise the input shape has to be `(32, 32, 3)` (with `channels_last` data format) or `(3, 32, 32)` (with `channels_first` data format). It should have exactly 3 inputs channels. pooling: Optional pooling mode for feature extraction when `include_top` is `False`. - `avg` means that global average pooling will be applied to the output of the last convolutional layer, and thus the output of the model will be a 2D tensor. - `max` means that global max pooling will be applied. regularizer: weight of kernel regularizer. activation: name of the activation function to be used. top_activation: name of the activation function to be used for the top layer. conv_shortcut: boolean, specifying whether to use padding (False) or convolution (True) at the shortcuts. classes: optional number of classes to classify images into, only to be specified if `include_top` is True, and if no `weights` argument is specified. name: name of the network. # Returns A Keras model instance. # Raises ValueError: in case of invalid argument for `weights`, or invalid input shape. """ def shortcut(x, n, stride): if stride > 1: x = AveragePooling2D(stride)(x) input_channels = int(x.shape[1 if K.image_data_format() == 'channels_first' else -1]) if input_channels < n: x = ChannelPadding((0, n - input_channels))(x) return x def basic_block(x, n, stride): s = BatchNormalization()(x) s = Conv2D(n, (3, 3), strides = stride, padding = 'same', kernel_initializer = 'glorot_normal', kernel_regularizer = regularizer)(s) s = BatchNormalization()(s) s = Activation(activation)(s) s = Conv2D(n, (3, 3), padding = 'same', kernel_initializer = 'glorot_normal', kernel_regularizer = regularizer)(s) s = BatchNormalization()(s) return layers.add([s, shortcut(x, n, stride)]) def bottleneck_block(x, n, stride): s = BatchNormalization()(x) s = Conv2D(n, (1, 1), kernel_initializer = 'glorot_normal', kernel_regularizer = regularizer)(s) s = BatchNormalization()(s) s = Activation(activation)(s) s = Conv2D(n, (3, 3), strides = stride, padding = 'same', kernel_initializer = 'glorot_normal', kernel_regularizer = regularizer)(s) s = BatchNormalization()(s) s = Activation(activation)(s) s = Conv2D(n*4, (1, 1), kernel_initializer = 'glorot_normal', kernel_regularizer = regularizer)(s) s = BatchNormalization()(s) return layers.add([s, shortcut(x, n * 4, stride)]) def unit(x, features, count, stride): block = bottleneck_block if bottleneck else basic_block for i in range(count): x = block(x, features, stride) return x # Derived parameters n = (depth - 2) // 9 if bottleneck else (depth - 2) // 6 channels = 16 start_channel = 16 add_channel = float(alpha) / (3*n) # Determine proper input shape if input_shape is None: if K.image_data_format() == 'channels_first': input_shape = (3, 32, 32) if include_top else (3, None, None) else: input_shape = (32, 32, 3) if include_top else (None, None, 3) # Build network if input_tensor is None: img_input = Input(shape=input_shape) else: if not K.is_keras_tensor(input_tensor): img_input = Input(tensor=input_tensor, shape=input_shape) else: img_input = input_tensor if K.image_data_format() == 'channels_last': bn_axis = 3 else: bn_axis = 1 x = Conv2D(start_channel, (3, 3), padding='same', name='conv0', kernel_initializer = 'glorot_normal', kernel_regularizer = regularizer)(img_input) x = BatchNormalization(axis=bn_axis, name='bn0')(x) for b in range(3): start_channel += add_channel x = unit(x, round(start_channel), 1, 1 if b == 0 else 2) for i in range(1, n): start_channel += add_channel x = unit(x, round(start_channel), 1, 1) x = BatchNormalization(axis=bn_axis, name='bn4')(x) x = Activation(activation, name='act4')(x) # Final pooling if pooling == 'avg': x = GlobalAveragePooling2D(name='avg_pool')(x) elif pooling == 'max': x = GlobalMaxPooling2D(name='max_pool')(x) # Top layer if include_top: x = Dense(classes, activation=top_activation, name = 'embedding' if top_activation is None else 'prob', kernel_regularizer = regularizer)(x) # Ensure that the model takes into account # any potential predecessors of `input_tensor`. if input_tensor is not None: inputs = get_source_inputs(input_tensor) else: inputs = img_input # Create model. model = Model(inputs, x, name='pyramidnet-{}-{}'.format(depth, alpha) if name is None else name) # load weights if weights is not None: model.load_weights(weights) if K.image_data_format() == 'channels_first' and K.backend() == 'tensorflow': warnings.warn('You are using the TensorFlow backend, yet you ' 'are using the Theano ' 'image data format convention ' '(`image_data_format="channels_first"`). ' 'For best performance, set ' '`image_data_format="channels_last"` in ' 'your Keras config ' 'at ~/.keras/keras.json.') return model ================================================ FILE: models/cifar_resnet.py ================================================ # -*- coding: utf-8 -*- """ResNet model for CIFAR. # Reference: - [Deep Residual Learning for Image Recognition](https://arxiv.org/abs/1512.03385) """ from __future__ import print_function from __future__ import absolute_import import warnings from keras import layers, regularizers from keras import backend as K from keras.layers import Input from keras.layers import Dense, Activation, Flatten, Conv2D, AveragePooling2D, GlobalAveragePooling2D, GlobalMaxPooling2D, BatchNormalization from keras.models import Model from keras.engine import Layer, InputSpec from keras.engine.topology import get_source_inputs from keras.utils import layer_utils, conv_utils from keras.utils.data_utils import get_file try: from keras.utils.conv_utils import normalize_data_format except ImportError: from keras.backend import normalize_data_format class ChannelPadding(Layer): """Zero-padding on channel axis. # Arguments padding: int, or tuple of int (length 2) - If int: How many zeros to add at the beginning and end of the padding dimension (axis 1). - If tuple of int (length 2): How many zeros to add at the beginning and at the end of the padding dimension (`(left_pad, right_pad)`). """ def __init__(self, padding=1, data_format=None, **kwargs): super(ChannelPadding, self).__init__(**kwargs) self.padding = conv_utils.normalize_tuple(padding, 2, 'padding') self.data_format = normalize_data_format(data_format) self.input_spec = InputSpec(ndim=4) def compute_output_shape(self, input_shape): axis = 1 if self.data_format == 'channels_first' else -1 if input_shape[axis] is None: return input_shape else: length = input_shape[axis] + self.padding[0] + self.padding[1] if axis == 1: return input_shape[:1] + (length,) + input_shape[2:] else: return input_shape[:-1] + (length,) def call(self, inputs): pattern = [[0,0] for i in range(len(inputs.shape))] axis = 1 if self.data_format == 'channels_first' else -1 pattern[axis] = self.padding return K.tf.pad(inputs, pattern) def get_config(self): config = {'padding': self.padding, 'data_format': self.data_format} base_config = super(ChannelPadding, self).get_config() return dict(list(base_config.items()) + list(config.items())) def simple_block(input_tensor, filters, prefix, kernel_size = 3, stride = 1, regularizer = None, activation = 'relu', conv_shortcut = False, bn = True): """A block with shortcut connection. # Arguments input_tensor: input tensor filters: tuple with number of input and output channels prefix: prefix of layer names kernel_size: default 3, the kernel size of conv layers stride: stride of first conv layer in the block regularizer: kernel regularizer activation: name of the activation function to be used conv_shortcut: boolean, specifying whether to use padding (False) or convolution (True) at the shortcut bn: boolean specifying whether to include BatchNormalization layers # Returns Output tensor for the block. """ if K.image_data_format() == 'channels_last': bn_axis = 3 else: bn_axis = 1 conv_name_base = 'res' + prefix bn_name_base = 'bn' + prefix x = Conv2D(filters[1], kernel_size, padding='same', strides=(stride, stride), kernel_regularizer = regularizer, name=conv_name_base + 'x')(input_tensor) if bn: x = BatchNormalization(axis=bn_axis, name=bn_name_base + 'x')(x) x = Activation(activation)(x) x = Conv2D(filters[1], kernel_size, padding='same', kernel_regularizer = regularizer, name=conv_name_base + 'y')(x) if bn: x = BatchNormalization(axis=bn_axis, name=bn_name_base + 'y')(x) shortcut = input_tensor if (filters[0] != filters[1]) and conv_shortcut: shortcut = Conv2D(filters[1], (1, 1), strides=(stride, stride), kernel_regularizer = regularizer, name=conv_name_base + 'z')(shortcut) if bn: shortcut = BatchNormalization(axis=bn_axis, name=bn_name_base + 'z')(shortcut) else: if stride > 1: shortcut = AveragePooling2D((stride, stride), name='avg'+prefix)(shortcut) if filters[0] < filters[1]: shortcut = ChannelPadding(((filters[1] - filters[0]) // 2, filters[1] - filters[0] - (filters[1] - filters[0]) // 2), name = 'pad'+prefix)(shortcut) x = layers.add([x, shortcut]) x = Activation(activation)(x) return x def unit(input_tensor, filters, n, prefix, kernel_size = 3, stride = 1, **kwargs): """A stack of blocks. # Arguments input_tensor: input tensor filters: tuple with number of input and output channels n: number of blocks in the unit prefix: prefix of layer names kernel_size: default 3, the kernel size of conv layers stride: stride of first conv layer in the unit # Returns Output tensor for the block. """ x = simple_block(input_tensor, filters, prefix + '1', kernel_size=kernel_size, stride=stride, **kwargs) for i in range(1, n): x = simple_block(x, [filters[1], filters[1]], prefix + str(i+1), kernel_size=kernel_size, **kwargs) return x def SmallResNet(n = 9, filters = [16, 32, 64], include_top=True, weights=None, input_tensor=None, input_shape=None, pooling='avg', regularizer=regularizers.l2(0.0002), activation = 'relu', top_activation='softmax', conv_shortcut=False, bn=True, classes=100, name=None): """Instantiates the CIFAR ResNet architecture described in section 4.2 of the paper. # Arguments n: number of blocks in each unit filters: list of number of filters in each unit include_top: whether to include the fully-connected layer at the top of the network. weights: `None` (random initialization) or path to weights file. input_tensor: optional Keras tensor (i.e. output of `layers.Input()`) to use as image input for the model. input_shape: optional shape tuple, only to be specified if `include_top` is False (otherwise the input shape has to be `(32, 32, 3)` (with `channels_last` data format) or `(3, 32, 32)` (with `channels_first` data format). It should have exactly 3 inputs channels. pooling: Optional pooling mode for feature extraction when `include_top` is `False`. - `avg` means that global average pooling will be applied to the output of the last convolutional layer, and thus the output of the model will be a 2D tensor. - `max` means that global max pooling will be applied. regularizer: weight of kernel regularizer. activation: name of the activation function to be used. top_activation: name of the activation function to be used for the top layer. conv_shortcut: boolean, specifying whether to use padding (False) or convolution (True) at the shortcuts. bn: boolean specifying whether to include BatchNormalization layers. classes: optional number of classes to classify images into, only to be specified if `include_top` is True, and if no `weights` argument is specified. # Returns A Keras model instance. # Raises ValueError: in case of invalid argument for `weights`, or invalid input shape. """ # Determine proper input shape if input_shape is None: if K.image_data_format() == 'channels_first': input_shape = (3, 32, 32) if include_top and pooling is None else (3, None, None) else: input_shape = (32, 32, 3) if include_top and pooling is None else (None, None, 3) # Build network if input_tensor is None: img_input = Input(shape=input_shape) else: if not K.is_keras_tensor(input_tensor): img_input = Input(tensor=input_tensor, shape=input_shape) else: img_input = input_tensor if K.image_data_format() == 'channels_last': bn_axis = 3 else: bn_axis = 1 x = Conv2D(filters[0], (3, 3), padding='same', name='conv0', kernel_regularizer = regularizer)(img_input) if bn: x = BatchNormalization(axis=bn_axis, name='bn0')(x) x = Activation(activation)(x) x = unit(x, [filters[0], filters[0]], n, '1-', kernel_size = 3, stride = 1, regularizer=regularizer, activation=activation, conv_shortcut=conv_shortcut, bn=bn) for i in range(1, len(filters)): x = unit(x, [filters[i-1], filters[i]], n, str(i+1)+'-', kernel_size = 3, stride = 2, regularizer=regularizer, activation=activation, conv_shortcut=conv_shortcut, bn=bn) if pooling == 'avg': x = GlobalAveragePooling2D(name='avg_pool')(x) elif pooling == 'max': x = GlobalMaxPooling2D(name='max_pool')(x) if include_top: x = Dense(classes, activation=top_activation, name = 'embedding' if top_activation is None else 'prob', kernel_regularizer = regularizer)(x) # Ensure that the model takes into account # any potential predecessors of `input_tensor`. if input_tensor is not None: inputs = get_source_inputs(input_tensor) else: inputs = img_input # Create model. model = Model(inputs, x, name='cifar-resnet{}'.format(2*len(filters)*n) if name is None else name) # load weights if weights is not None: model.load_weights(weights) if K.image_data_format() == 'channels_first' and K.backend() == 'tensorflow': warnings.warn('You are using the TensorFlow backend, yet you ' 'are using the Theano ' 'image data format convention ' '(`image_data_format="channels_first"`). ' 'For best performance, set ' '`image_data_format="channels_last"` in ' 'your Keras config ' 'at ~/.keras/keras.json.') return model ================================================ FILE: models/plainnet.py ================================================ import keras from keras import backend as K def PlainNet(output_dim, filters = [64, 64, 'ap', 128, 128, 128, 'ap', 256, 256, 256, 'ap', 512, 'gap', 'fc512'], activation = 'relu', regularizer = keras.regularizers.l2(0.0005), final_activation = None, input_shape = (None, None, 3), pool_size = (2,2), name = None): """ Creates the Plain-11 network architecture. # Reference: Björn Barz and Joachim Denzler: "Deep Learning is not a Matter of Depth but of Good Training." International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI), pp. 683-687, 2018. http://hera.inf-cv.uni-jena.de:6680/pdf/Barz18:GoodTraining # Arguments: - output_dim: Number of output units of the final layer. - filters: List specifying the individual layers constituting the network architecture. BatchNormalization will be inserted automatically. Possible types of values for the items of this list are: - int: a 3x3 Conv2D layer with this number of channels. - 'fc'+int: fully-connected layer with the specified number of units. - 'ap': average pooling. - 'mp': maximum pooling. - 'gap': global average pooling. - activation: Activation function of Conv2D and Dense layers. - regularizer: Kernel regularizer of Conv2D and Dense layers. - final_activation: Activation function of the final layer. - input_shape: 3-tuple specifying the shape of the input tensor. - pool_size: 2-tuple specifying the kernel size of average pooling and maximum pooling layers. - name: Name of the network. """ prefix = '' if name is None else name + '_' flattened = False layers = [ keras.layers.Conv2D(filters[0], (3, 3), padding = 'same', activation = activation, kernel_regularizer = regularizer, input_shape = input_shape, name = prefix + 'conv1'), keras.layers.BatchNormalization(name = prefix + 'bn1') ] for i, f in enumerate(filters[1:], start = 2): if f == 'mp': layers.append(keras.layers.MaxPooling2D(pool_size = pool_size, name = '{}mp{}'.format(prefix, i))) elif f == 'ap': layers.append(keras.layers.AveragePooling2D(pool_size = pool_size, name = '{}ap{}'.format(prefix, i))) elif f == 'gap': layers.append(keras.layers.GlobalAvgPool2D(name = prefix + 'avg_pool')) flattened = True elif isinstance(f, str) and f.startswith('fc'): if not flattened: layers.append(keras.layers.Flatten(name = prefix + 'flatten')) flattened = True layers.append(keras.layers.Dense(int(f[2:]), activation = activation, kernel_regularizer = regularizer, name = '{}fc{}'.format(prefix, i))) layers.append(keras.layers.BatchNormalization(name = '{}bn{}'.format(prefix, i))) else: layers.append(keras.layers.Conv2D(f, (3, 3), padding = 'same', activation = activation, kernel_regularizer = regularizer, name = '{}conv{}'.format(prefix, i))) layers.append(keras.layers.BatchNormalization(name = '{}bn{}'.format(prefix, i))) if not flattened: layers.append(keras.layers.Flatten(name = prefix + 'flatten')) flattened = True layers.append(keras.layers.Dense(output_dim, activation = final_activation, name = prefix + ('prob' if final_activation == 'softmax' else 'embedding'))) return keras.models.Sequential(layers, name = name) ================================================ FILE: models/wide_residual_network.py ================================================ from keras.models import Model from keras.layers import Input, Add, Activation, Dropout, GlobalAveragePooling2D, Dense from keras.layers.convolutional import Convolution2D from keras.layers.normalization import BatchNormalization from keras import backend as K def initial_conv(input): x = Convolution2D(16, (3, 3), padding='same', kernel_initializer='he_normal', use_bias=False)(input) channel_axis = 1 if K.image_data_format() == "channels_first" else -1 x = BatchNormalization(axis=channel_axis, momentum=0.1, epsilon=1e-5, gamma_initializer='uniform')(x) x = Activation('relu')(x) return x def expand_conv(init, base, k, strides=(1, 1)): x = Convolution2D(base * k, (3, 3), padding='same', strides=strides, kernel_initializer='he_normal', use_bias=False)(init) channel_axis = 1 if K.image_data_format() == "channels_first" else -1 x = BatchNormalization(axis=channel_axis, momentum=0.1, epsilon=1e-5, gamma_initializer='uniform')(x) x = Activation('relu')(x) x = Convolution2D(base * k, (3, 3), padding='same', kernel_initializer='he_normal', use_bias=False)(x) skip = Convolution2D(base * k, (1, 1), padding='same', strides=strides, kernel_initializer='he_normal', use_bias=False)(init) m = Add()([x, skip]) return m def conv_block(input, base, k=1, dropout=0.0): init = input channel_axis = 1 if K.image_data_format() == "channels_first" else -1 x = BatchNormalization(axis=channel_axis, momentum=0.1, epsilon=1e-5, gamma_initializer='uniform')(input) x = Activation('relu')(x) x = Convolution2D(base * k, (3, 3), padding='same', kernel_initializer='he_normal', use_bias=False)(x) if dropout > 0.0: x = Dropout(dropout)(x) x = BatchNormalization(axis=channel_axis, momentum=0.1, epsilon=1e-5, gamma_initializer='uniform')(x) x = Activation('relu')(x) x = Convolution2D(base * k, (3, 3), padding='same', kernel_initializer='he_normal', use_bias=False)(x) m = Add()([init, x]) return m def create_wide_residual_network(input_dim, nb_classes=100, N=2, k=1, dropout=0.0, final_activation='softmax', verbose=1, name=None): """ Creates a Wide Residual Network with specified parameters :param input: Input Keras object :param nb_classes: Number of output classes :param N: Depth of the network. Compute N = (n - 4) / 6. Example : For a depth of 16, n = 16, N = (16 - 4) / 6 = 2 Example2: For a depth of 28, n = 28, N = (28 - 4) / 6 = 4 Example3: For a depth of 40, n = 40, N = (40 - 4) / 6 = 6 :param k: Width of the network. :param dropout: Adds dropout if value is greater than 0.0 :param final_activation: Activation function of last layer :param verbose: Debug info to describe created WRN :return: """ channel_axis = 1 if K.image_data_format() == "channels_first" else -1 ip = Input(shape=input_dim) x = initial_conv(ip) nb_conv = 4 for block_index, base in enumerate([16, 32, 64]): x = expand_conv(x, base, k, strides=(2, 2) if block_index > 0 else (1, 1)) for i in range(N - 1): x = conv_block(x, base, k, dropout) nb_conv += 2 x = BatchNormalization(axis=channel_axis, momentum=0.1, epsilon=1e-5, gamma_initializer='uniform')(x) x = Activation('relu')(x) x = GlobalAveragePooling2D()(x) x = Dense(nb_classes, activation=final_activation, name = 'prob' if final_activation == 'softmax' else 'embedding')(x) model = Model(ip, x, name=name) if verbose: print("Wide Residual Network-%d-%d created." % (nb_conv, k)) return model if __name__ == "__main__": from keras.utils import plot_model from keras.layers import Input from keras.models import Model init = (32, 32, 3) wrn_28_10 = create_wide_residual_network(init, nb_classes=10, N=2, k=2, dropout=0.0) wrn_28_10.summary() plot_model(wrn_28_10, "WRN-16-2.png", show_shapes=True, show_layer_names=True) ================================================ FILE: plot_hierarchy.py ================================================ import sys import argparse import pydot from class_hierarchy import ClassHierarchy def plot_hierarchy(hierarchy, filename, class_names = None): if isinstance(hierarchy, ClassHierarchy): hierarchy = hierarchy.children graph = pydot.Dot(graph_type = 'digraph', rankdir = 'LR') nodes = {} for lbl, children in hierarchy.items(): nodes[lbl] = pydot.Node(lbl, label = lbl if class_names is None else class_names[lbl], style = 'filled', fillcolor = '#ffffff' if len(children) == 0 else '#eaeaea') for child in children: if child not in hierarchy: nodes[child] = pydot.Node(child, label = child if class_names is None else class_names[child], style = 'filled', fillcolor = '#ffffff') for node in nodes.values(): graph.add_node(node) for parent, children in hierarchy.items(): for child in children: graph.add_edge(pydot.Edge(nodes[parent], nodes[child])) graph.write_svg(filename, prog = 'dot') if __name__ == '__main__': # Parse arguments parser = argparse.ArgumentParser(description = 'Creates a graphical visualization of a class taxonomy.', formatter_class = argparse.ArgumentDefaultsHelpFormatter) parser.add_argument('--hierarchy', type = str, required = True, help = 'Path to a file containing parent-child or is-a relationships (one per line).') parser.add_argument('--is_a', action = 'store_true', default = False, help = 'If given, --hierarchy is assumed to contain is-a instead of parent-child relationships.') parser.add_argument('--str_ids', action = 'store_true', default = False, help = 'If given, class IDs are treated as strings instead of integers.') parser.add_argument('--class_names', type = str, default = None, help = 'Optionally, a text file mapping class labels to names, given as one comma-separated label-name tuple per line.') parser.add_argument('--out', type = str, required = True, help = 'Filename of the resulting SVG plot.') args = parser.parse_args() id_type = str if args.str_ids else int # Read hierarchy hierarchy = ClassHierarchy.from_file(args.hierarchy, is_a_relations = args.is_a, id_type = id_type) # Read class names if args.class_names is not None: with open(args.class_names) as f: class_names = { id_type(lbl) : name for l in f if l.strip() != '' for lbl, name in [l.strip().split(maxsplit=1)] } else: class_names = None # Plot hierarchy plot_hierarchy(hierarchy, args.out, class_names=class_names) ================================================ FILE: plot_recall_precision.py ================================================ import numpy as np from sklearn.metrics import average_precision_score import matplotlib.pyplot as plt import argparse, pickle, os.path from collections import OrderedDict from datasets import get_data_generator from evaluate_retrieval import pairwise_retrieval, str2bool try: from tqdm import tqdm except ImportError: def tqdm(it, **kwargs): return it if __name__ == '__main__': parser = argparse.ArgumentParser(description = 'Plots the average recall-precision curve of nearest neighbour search performed on different image embeddings.', formatter_class = argparse.ArgumentDefaultsHelpFormatter) arggroup = parser.add_argument_group('Dataset') arggroup.add_argument('--dataset', type = str, required = True, help = 'Training dataset. See README.md for a list of available datasets.') arggroup.add_argument('--data_root', type = str, required = True, help = 'Root directory of the dataset.') arggroup.add_argument('--classes_from', type = str, default = None, help = 'Optionally, a path to a pickle dump containing a dictionary with item "ind2label" specifying the classes to be considered.') arggroup = parser.add_argument_group('Features') arggroup.add_argument('--feat', type = str, action = 'append', required = True, help = 'Pickle file containing a dictionary mapping image IDs to features.') arggroup.add_argument('--label', type = str, action = 'append', help = 'Label for the corresponding features.') arggroup.add_argument('--norm', type = str2bool, action = 'append', help = 'Whether to L2-normalize the corresponding features or not (defaults to False).') arggroup = parser.add_argument_group('Plot') arggroup.add_argument('--bins', type = int, default = None, help = 'Optional, number of recall levels to be distinguished.') args = parser.parse_args() # Load dataset if args.classes_from: with open(args.classes_from, 'rb') as f: embed_labels = pickle.load(f)['ind2label'] else: embed_labels = None data_generator = get_data_generator(args.dataset, args.data_root, classes = embed_labels) labels_test = [embed_labels[lbl] for lbl in data_generator.labels_test] if embed_labels is not None else data_generator.labels_test # Create figure plt.figure() plt.xlabel('Recall') plt.ylabel('Precision') plt.xlim(0, 1) plt.ylim(0, 1) plt.grid() # Draw recall-precision curves for all features for i, feat_dump in tqdm(enumerate(args.feat), total = len(args.feat)): feat_name = args.label[i] if (args.label is not None) and (i < len(args.label)) else os.path.splitext(os.path.basename(feat_dump))[0] normalize = args.norm[i] if (args.norm is not None) and (i < len(args.norm)) else False recprec = {} aps = [] for qid, retrieved in tqdm(pairwise_retrieval(feat_dump, normalize, True), total = data_generator.num_test): rp = {} correct = np.asarray([labels_test[r] == labels_test[qid] for r in retrieved if r != qid]) aps.append(average_precision_score(correct, -np.arange(len(correct)))) tp = correct.astype(np.float).cumsum() recall = tp / tp[-1] precision = tp / np.arange(1, len(tp) + 1) for r, p in zip(recall, precision): if args.bins: r = int(r * args.bins) / args.bins + 1/(2*args.bins) rp[r] = max(rp[r], p) if r in rp else p for r, p in rp.items(): if r in recprec: recprec[r].append(p) else: recprec[r] = [p] levels = sorted(recprec.keys()) plt.plot(levels, [np.mean(recprec[r]) for r in levels], label = '{} (mAP: {:.2%})'.format(feat_name, np.mean(aps))) # Show figure plt.legend(fontsize = 'x-small') plt.show() ================================================ FILE: sgdr_callback.py ================================================ import numpy as np from keras.callbacks import Callback from keras import backend as K class SGDR(Callback): """This callback implements the learning rate schedule for Stochastic Gradient Descent with warm Restarts (SGDR), as proposed by Loshchilov & Hutter (https://arxiv.org/abs/1608.03983). The learning rate at each epoch is computed as: lr(i) = min_lr + 0.5 * (max_lr - min_lr) * (1 + cos(pi * i/num_epochs)) Here, num_epochs is the number of epochs in the current cycle, which starts with base_epochs initially and is multiplied by mul_epochs after each cycle. # Example ```python sgdr = SGDR(min_lr=0.0, max_lr=0.05, base_epochs=10, mul_epochs=2) model.compile(optimizer=keras.optimizers.SGD(decay=1e-4, momentum=0.9), loss=loss) model.fit(X_train, Y_train, callbacks=[sgdr]) ``` # Arguments min_lr: minimum learning rate reached at the end of each cycle. max_lr: maximum learning rate used at the beginning of each cycle. base_epochs: number of epochs in the first cycle. mul_epochs: factor with which the number of epochs is multiplied after each cycle. """ def __init__(self, min_lr=0.0, max_lr=0.05, base_epochs=10, mul_epochs=2): super(SGDR, self).__init__() self.min_lr = min_lr self.max_lr = max_lr self.base_epochs = base_epochs self.mul_epochs = mul_epochs self.cycles = 0. self.cycle_iterations = 0. self.trn_iterations = 0. self._reset() def _reset(self, new_min_lr=None, new_max_lr=None, new_base_epochs=None, new_mul_epochs=None): """Resets cycle iterations.""" if new_min_lr != None: self.min_lr = new_min_lr if new_max_lr != None: self.max_lr = new_max_lr if new_base_epochs != None: self.base_epochs = new_base_epochs if new_mul_epochs != None: self.mul_epochs = new_mul_epochs self.cycles = 0. self.cycle_iterations = 0. def sgdr(self): cycle_epochs = self.base_epochs * (self.mul_epochs ** self.cycles) return self.min_lr + 0.5 * (self.max_lr - self.min_lr) * (1 + np.cos(np.pi * (self.cycle_iterations + 1) / cycle_epochs)) def on_train_begin(self, logs=None): if self.cycle_iterations == 0: K.set_value(self.model.optimizer.lr, self.max_lr) else: K.set_value(self.model.optimizer.lr, self.sgdr()) def on_epoch_end(self, epoch, logs=None): logs = logs or {} logs['lr'] = K.get_value(self.model.optimizer.lr) self.trn_iterations += 1 self.cycle_iterations += 1 if self.cycle_iterations >= self.base_epochs * (self.mul_epochs ** self.cycles): self.cycles += 1 self.cycle_iterations = 0 K.set_value(self.model.optimizer.lr, self.max_lr) else: K.set_value(self.model.optimizer.lr, self.sgdr()) ================================================ FILE: utils.py ================================================ import sys, os.path sys.path.append(os.path.join(os.path.dirname(__file__), 'models', 'DenseNet')) import numpy as np import keras from keras import backend as K try: import keras_applications keras_applications._KERAS_BACKEND = keras.backend keras_applications._KERAS_LAYERS = keras.layers keras_applications._KERAS_MODELS = keras.models keras_applications._KERAS_UTILS = keras.utils except ImportError: pass import warnings from models import cifar_resnet, cifar_pyramidnet, plainnet, wide_residual_network as wrn import densenet # pylint: disable=import-error from clr_callback import CyclicLR from sgdr_callback import SGDR ARCHITECTURES = ['simple', 'resnet-32', 'resnet-110', 'resnet-110-fc', 'resnet-110-wfc', 'wrn-28-10', 'densenet-100-12', 'densenet-100-24', 'densenet-bc-190-40', 'pyramidnet-272-200', 'pyramidnet-110-270', 'resnet-50', 'resnet-101', 'resnet-152', 'rn18', 'rn34', 'rn50', 'rn101', 'rn152', 'rn200', 'nasnet-a'] LR_SCHEDULES = ['SGD', 'SGDR', 'CLR', 'ResNet-Schedule'] def squared_distance(y_true, y_pred): """ Computes the squared Euclidean distance between corresponding pairs of samples in two tensors. """ return K.sum(K.square(y_pred - y_true), axis=-1) def mean_distance(y_true, y_pred): """ Computes the Euclidean distance between corresponding pairs of samples in two tensors. """ return K.sqrt(K.sum(K.square(y_pred - y_true), axis=-1)) def inv_correlation(y_true, y_pred): """ Computes 1 minus the dot product between corresponding pairs of samples in two tensors. """ return 1. - K.sum(y_true * y_pred, axis = -1) def top_k_acc(k): """ Returns a Keras metric function for measuring top-k accuracy. """ acc = lambda y_true, y_pred: keras.metrics.top_k_categorical_accuracy(y_true, y_pred, k=k) acc.name = 'acc{}'.format(k) return acc def nn_accuracy(embedding, dot_prod_sim = False, k = 1): """ Metric computing classification accuracy by assigning samples to the class with the nearest embedding in feature space. # Arguments: - embedding: 2-d numpy array whose rows are class embeddings. - dot_prod_sim: If True, the dot product will be used to find the most similar embedding (assumes L2-normalized embeddings and features). Otherwise, Euclidean distance will be used. - k: Compute top-k accuracy. # Returns: a Keras metric function taking y_true and y_pred as inputs and returning a tensor of sample-wise accuracies. """ def nn_accuracy(y_true, y_pred): centroids = K.constant(embedding.T) centroids_norm = K.constant((embedding.T ** 2).sum(axis = 0, keepdims = True)) pred_norm = K.sum(K.square(y_pred), axis = 1, keepdims = True) dist = pred_norm + centroids_norm - 2 * K.dot(y_pred, centroids) true_dist = K.sum(K.square(y_pred - y_true), axis = -1) if k <= 1: return K.cast(K.less(K.abs(true_dist - K.min(dist, axis = -1)), 1e-6), K.floatx()) else: return K.cast(K.any(K.less(K.abs(-1 * K.tf.nn.top_k(-1 * dist, k, sorted=False)[0] - true_dist[:,None]), 1e-6), axis=-1), K.floatx()) def max_sim_acc(y_true, y_pred): centroids = K.constant(embedding.T) sim = K.dot(y_pred, centroids) true_sim = K.sum(y_pred * y_true, axis = -1) if k <= 1: return K.cast(K.less(K.abs(K.max(sim, axis = -1) - true_sim), 1e-6), K.floatx()) else: return K.cast(K.any(K.less(K.abs(K.tf.nn.top_k(sim, k, sorted=False)[0] - true_sim[:,None]), 1e-6), axis=-1), K.floatx()) metric = max_sim_acc if dot_prod_sim else nn_accuracy if k > 1: metric.name = '{}{}'.format(metric.__name__, k) return metric def devise_ranking_loss(embedding, margin = 0.1): """ The ranking loss used by DeViSE. # Arguments: - embedding: 2-d numpy array whose rows are class embeddings. - margin: margin for the ranking loss. # Returns: a Keras loss function taking y_true and y_pred as inputs and returning a loss tensor. """ def _loss(y_true, y_pred): embedding_t = K.constant(embedding.T) true_sim = K.sum(y_true * y_pred, axis = -1) other_sim = K.dot(y_pred, embedding_t) return K.sum(K.relu(margin - true_sim[:,None] + other_sim), axis = -1) - margin return _loss def l2norm(x): """ L2-normalizes a tensor along the last axis. """ return K.tf.nn.l2_normalize(x, -1) def build_network(num_outputs, architecture, classification = False, no_softmax = False, input_channels = None, name = None): """ Constructs a CNN. # Arguments: - num_outputs: number of final output units. - architecture: name of the architecture. See ARCHITECTURES for a list of possible values and README.md for descriptions. - classification: If `True`, the final layer will have a softmax activation, otherwise no activation at all. - no_softmax: Usually, the last layer will have a softmax activation if `classification` is True. However, if `no_softmax` is set to True as well, the last layer will not have any activation. - input_channels: Number of input channels. - name: The name of the network. # Returns: keras.models.Model """ if architecture.lower().endswith('-selu'): activation = 'selu' architecture = architecture[:-5] else: activation = 'relu' input_shape = None if input_channels is None else (None, None, input_channels) # CIFAR-100 architectures if architecture == 'resnet-32': return cifar_resnet.SmallResNet(5, filters = [16, 32, 64], activation = activation, input_shape = input_shape, include_top = classification, top_activation = None if no_softmax else 'softmax', classes = num_outputs, name = name) elif architecture == 'resnet-110': return cifar_resnet.SmallResNet(18, filters = [16, 32, 64], activation = activation, input_shape = input_shape, include_top = classification, top_activation = None if no_softmax else 'softmax', classes = num_outputs, name = name) elif architecture == 'resnet-110-fc': return cifar_resnet.SmallResNet(18, filters = [16, 32, 64], activation = activation, input_shape = input_shape, include_top = True, top_activation = 'softmax' if classification and (not no_softmax) else None, classes = num_outputs, name = name) elif architecture == 'resnet-110-wfc': return cifar_resnet.SmallResNet(18, filters = [32, 64, 128], activation = activation, input_shape = input_shape, include_top = True, top_activation = 'softmax' if classification and (not no_softmax) else None, classes = num_outputs, name = name) elif architecture == 'wrn-28-10': if input_channels is None: input_channels = 3 return wrn.create_wide_residual_network((32, 32, input_channels), nb_classes = num_outputs, N = 4, k = 10, verbose = 0, final_activation = 'softmax' if classification and (not no_softmax) else None, name = name) elif architecture == 'densenet-100-12': return densenet.DenseNet(growth_rate = 12, depth = 100, nb_dense_block = 3, bottleneck = False, nb_filter = 16, reduction = 0.0, classes = num_outputs, activation = 'softmax' if classification and (not no_softmax) else None, input_shape = input_shape, name = name) elif architecture == 'densenet-100-24': return densenet.DenseNet(growth_rate = 24, depth = 100, nb_dense_block = 3, bottleneck = False, nb_filter = 16, reduction = 0.0, classes = num_outputs, activation = 'softmax' if classification and (not no_softmax) else None, input_shape = input_shape, name = name) elif architecture == 'densenet-bc-190-40': return densenet.DenseNet(growth_rate = 40, depth = 190, nb_dense_block = 3, bottleneck = True, nb_filter = -1, reduction = 0.5, classes = num_outputs, activation = 'softmax' if classification and (not no_softmax) else None, input_shape = input_shape, name = name) elif architecture == 'pyramidnet-272-200': return cifar_pyramidnet.PyramidNet(272, 200, bottleneck = True, activation = activation, input_shape = input_shape, classes = num_outputs, top_activation = 'softmax' if classification and (not no_softmax) else None, name = name) elif architecture == 'pyramidnet-110-270': return cifar_pyramidnet.PyramidNet(110, 270, bottleneck = False, activation = activation, input_shape = input_shape, classes = num_outputs, top_activation = 'softmax' if classification and (not no_softmax) else None, name = name) elif architecture == 'simple': return plainnet.PlainNet(num_outputs, activation = activation, final_activation = 'softmax' if classification and (not no_softmax) else None, input_shape=input_shape if input_shape is not None else (None, None, 3), name = name) # ImageNet architectures elif architecture in ('resnet-50', 'resnet-101', 'resnet-152'): if architecture == 'resnet-101': factory = keras_applications.resnet.ResNet101 elif architecture == 'resnet-152': factory = keras_applications.resnet.ResNet152 else: # ResNet50 has been available from the beginning, while the other two were added in keras-applications 1.0.7. # Thus, we use the initial implementation of ResNet50 for compatibility's sake. factory = keras.applications.ResNet50 rn = factory(include_top=False, weights=None, input_shape=input_shape) # Depending on the Keras version, the ResNet50 model may or may not contain a final average pooling layer. rn_out = rn.layers[-2].output if isinstance(rn.layers[-1], keras.layers.AveragePooling2D) else rn.layers[-1].output x = keras.layers.GlobalAvgPool2D(name='avg_pool')(rn_out) x = keras.layers.Dense(num_outputs, activation = 'softmax' if classification and (not no_softmax) else None, name = 'prob' if classification else 'embedding')(x) return keras.models.Model(rn.inputs, x, name=name) elif architecture.startswith('rn'): import keras_resnet.models factories = { 'rn18' : keras_resnet.models.ResNet18, 'rn34' : keras_resnet.models.ResNet34, 'rn50' : keras_resnet.models.ResNet50, 'rn101' : keras_resnet.models.ResNet101, 'rn152' : keras_resnet.models.ResNet152, 'rn200' : keras_resnet.models.ResNet200 } if input_channels is None: input_channels = 3 input_ = keras.layers.Input((input_channels, None, None)) if K.image_data_format() == 'channels_first' else keras.layers.Input((None, None, input_channels)) rn = factories[architecture](input_, include_top = classification and (not no_softmax), classes = num_outputs, freeze_bn = False, name = name) if (not classification) or no_softmax: x = keras.layers.GlobalAvgPool2D(name = 'avg_pool')(rn.outputs[-1]) x = keras.layers.Dense(num_outputs, name = 'prob' if classification else 'embedding', activation = None if no_softmax else 'softmax')(x) rn = keras.models.Model(input_, x, name = name) return rn elif architecture == 'nasnet-a': if input_channels is None: input_channels = 3 nasnet = keras.applications.NASNetLarge(include_top=False, input_shape=(224, 224, input_channels), weights=None, pooling='avg') x = keras.layers.Dense(num_outputs, activation = 'softmax' if classification and (not no_softmax) else None, name = 'prob' if classification else 'embedding')(nasnet.output) return keras.models.Model(nasnet.inputs, x, name=name) else: raise ValueError('Unknown network architecture: {}'.format(architecture)) def get_custom_objects(architecture): """ Provides a dictionary with custom objects required for loading a certain model architecture using `keras.models.load_model`. """ if architecture in ('resnet-32', 'resnet-110', 'resnet-110-fc', 'resnet-110-wfc', 'pyramidnet-272-200', 'pyramidnet-110-270'): return { 'ChannelPadding' : cifar_resnet.ChannelPadding } else: return {} def get_lr_schedule(schedule, num_samples, batch_size, schedule_args = {}): """ Creates a learning rate schedule. # Arguments: - schedule: Name of the schedule. Possible values: - 'sgd': Stochastic Gradient Descent with ReduceLROnPlateau or LearningRateSchedule callback. - 'sgdr': Stochastic Gradient Descent with Cosine Annealing and Warm Restarts. - 'clr': Cyclical Learning Rates. - 'resnet-schedule': Hand-crafted schedule used by He et al. for training ResNet. - num_samples: Number of training samples. - batch_size: Number of samples per batch. - schedule_args: Further arguments for the specific learning rate schedule. 'sgd' supports: - 'sgd_patience': Number of epochs without improvement before reducing the LR. Default: 10. - 'sgd_min_lr': Minimum learning rate. Default : 1e-4 - 'sgd_schedule': Comma-separated list of `epoch:lr` pairs, defining a learning rate schedule. The total number of epochs can be appended to this list, separated by a comma as well. If this is specified, the learning rate will not be reduced on plateaus automatically and `sgd_patience` and `sgd_min_lr` will be ignored. The following example would mean to train for 50 epochs, starting with a learning rate of 0.1 and reducing it by a factor of 10 after 30 and 40 epochs: "1:0.1,31:0.01,41:0.001,50". 'sgdr' supports: - 'sgdr_base_len': Length of the first cycle. Default: 12. - 'sgdr_mul': Factor multiplied with the length of the cycle after the end of each one. Default: 2. - 'sgdr_max_lr': Initial learning rate at the beginning of each cycle. Default: 0.1. 'clr' supports: - 'clr_step_len': Number of training epochs per half-cycle. Default: 12. - 'clr_min_lr': Minimum learning rate. Default: 1e-5. - 'clr_max_lr': Maximum learning rate: Default: 0.1. # Returns: - a list of callbacks for being passed to the fit function, - a suggested number of training epochs. """ if schedule.lower() == 'sgd': if ('sgd_schedule' in schedule_args) and (schedule_args['sgd_schedule'] is not None) and (schedule_args['sgd_schedule'] != ''): def lr_scheduler(schedule, epoch, cur_lr): if schedule[0][0] > epoch: return cur_lr for i in range(1, len(schedule)): if schedule[i][0] > epoch: return schedule[i-1][1] if schedule[i-1][1] is not None else cur_lr return schedule[-1][1] if schedule[-1][1] is not None else cur_lr schedule = [(int(point[0]) - 1, float(point[1]) if len(point) > 1 else None) for sched_tuple in schedule_args['sgd_schedule'].split(',') for point in [sched_tuple.split(':')]] schedule.sort() return [keras.callbacks.LearningRateScheduler( lambda ep, cur_lr: lr_scheduler(schedule, ep, cur_lr) )], schedule[-1][0] + 1 else: if 'sgd_patience' not in schedule_args: schedule_args['sgd_patience'] = 10 if 'sgd_min_lr' not in schedule_args: schedule_args['sgd_min_lr'] = 1e-4 return [ keras.callbacks.ReduceLROnPlateau('val_loss', patience = schedule_args['sgd_patience'], epsilon = 1e-4, min_lr = schedule_args['sgd_min_lr'], verbose = True) ], 200 elif schedule.lower() == 'sgdr': if 'sgdr_base_len' not in schedule_args: schedule_args['sgdr_base_len'] = 12 if 'sgdr_mul' not in schedule_args: schedule_args['sgdr_mul'] = 2 if 'sgdr_max_lr' not in schedule_args: schedule_args['sgdr_max_lr'] = 0.1 return ( [SGDR(1e-6, schedule_args['sgdr_max_lr'], schedule_args['sgdr_base_len'], schedule_args['sgdr_mul'])], sum(schedule_args['sgdr_base_len'] * (schedule_args['sgdr_mul'] ** i) for i in range(5)) ) elif schedule.lower() == 'clr': if 'clr_step_len' not in schedule_args: schedule_args['clr_step_len'] = 12 if 'clr_min_lr' not in schedule_args: schedule_args['clr_min_lr'] = 1e-5 if 'clr_max_lr' not in schedule_args: schedule_args['clr_max_lr'] = 0.1 return ( [CyclicLR(schedule_args['clr_min_lr'], schedule_args['clr_max_lr'], schedule_args['clr_step_len'] * (num_samples // batch_size), mode = 'triangular')], schedule_args['clr_step_len'] * 20 ) elif schedule.lower() == 'resnet-schedule': def resnet_scheduler(epoch): if epoch >= 120: return 0.001 elif epoch >= 80: return 0.01 elif epoch >= 1: return 0.1 else: return 0.01 return [keras.callbacks.LearningRateScheduler(resnet_scheduler)], 164 else: raise ValueError('Unknown learning rate schedule: {}'.format(schedule)) def add_lr_schedule_arguments(parser): """ Adds common command-line arguments for controlling different learning rate schedules to a given `argparse.ArgumentParser`. """ arggroup = parser.add_argument_group('Parameters for --lr_schedule=SGD') arggroup.add_argument('--sgd_patience', type = int, default = None, help = 'Patience of learning rate reduction in epochs.') arggroup.add_argument('--sgd_lr', type = float, default = 0.1, help = 'Initial learning rate.') arggroup.add_argument('--sgd_min_lr', type = float, default = None, help = 'Minimum learning rate.') arggroup.add_argument('--sgd_schedule', type = str, default = None, help = 'Comma-separated list of `epoch:lr` pairs, defining a learning rate schedule. The total number of epochs can be appended to this list, separated by a comma as well.') arggroup = parser.add_argument_group('Parameters for --lr_schedule=SGDR') arggroup.add_argument('--sgdr_base_len', type = int, default = None, help = 'Length of first cycle in epochs.') arggroup.add_argument('--sgdr_mul', type = int, default = None, help = 'Multiplier for cycle length after each cycle.') arggroup.add_argument('--sgdr_max_lr', type = float, default = None, help = 'Maximum learning rate.') arggroup = parser.add_argument_group('Parameters for --lr_schedule=CLR') arggroup.add_argument('--clr_step_len', type = int, default = None, help = 'Length of each step in epochs.') arggroup.add_argument('--clr_min_lr', type = float, default = None, help = 'Minimum learning rate.') arggroup.add_argument('--clr_max_lr', type = float, default = None, help = 'Maximum learning rate.') class TemplateModelCheckpoint(keras.callbacks.ModelCheckpoint): """Saves a given model after each epoch (for multi GPU training). """ def __init__(self, tpl_model, filepath, *args, **kwargs): super(TemplateModelCheckpoint, self).__init__(filepath, *args, **kwargs) self.tpl_model = tpl_model def on_epoch_end(self, epoch, logs=None): logs = logs or {} self.epochs_since_last_save += 1 if self.epochs_since_last_save >= self.period: self.epochs_since_last_save = 0 filepath = self.filepath.format(epoch=epoch + 1, **logs) if self.save_best_only: current = logs.get(self.monitor) if current is None: warnings.warn('Can save best model only with %s available, ' 'skipping.' % (self.monitor), RuntimeWarning) else: if self.monitor_op(current, self.best): if self.verbose > 0: print('Epoch %05d: %s improved from %0.5f to %0.5f,' ' saving model to %s' % (epoch + 1, self.monitor, self.best, current, filepath)) self.best = current if self.save_weights_only: self.tpl_model.save_weights(filepath, overwrite=True) else: self.tpl_model.save(filepath, overwrite=True) else: if self.verbose > 0: print('Epoch %05d: %s did not improve' % (epoch + 1, self.monitor)) else: if self.verbose > 0: print('Epoch %05d: saving model to %s' % (epoch + 1, filepath)) if self.save_weights_only: self.tpl_model.save_weights(filepath, overwrite=True) else: self.tpl_model.save(filepath, overwrite=True)