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# vit-base-txoriaktxori

This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the txoriak_txori dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0559
- Accuracy: 0.9864

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 0.0002
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Accuracy |
|:-------------:|:-----:|:-----:|:---------------:|:--------:|
| 5.8505        | 0.02  | 100   | 5.8381          | 0.2584   |
| 5.259         | 0.04  | 200   | 5.2556          | 0.4992   |
| 4.6643        | 0.06  | 300   | 4.5950          | 0.6532   |
| 4.0801        | 0.08  | 400   | 3.9534          | 0.6976   |
| 3.3312        | 0.1   | 500   | 3.2908          | 0.7608   |
| 2.773         | 0.12  | 600   | 2.6892          | 0.7704   |
| 2.3108        | 0.14  | 700   | 2.0982          | 0.7976   |
| 1.662         | 0.16  | 800   | 1.6214          | 0.8216   |
| 1.3897        | 0.18  | 900   | 1.2662          | 0.8604   |
| 1.1634        | 0.2   | 1000  | 0.9868          | 0.8892   |
| 1.0498        | 0.22  | 1100  | 0.7855          | 0.8992   |
| 0.5978        | 0.24  | 1200  | 0.6305          | 0.912    |
| 0.6399        | 0.26  | 1300  | 0.5560          | 0.9164   |
| 0.607         | 0.28  | 1400  | 0.5119          | 0.9192   |
| 0.6595        | 0.3   | 1500  | 0.4307          | 0.9272   |
| 0.5239        | 0.32  | 1600  | 0.4124          | 0.9176   |
| 0.5166        | 0.34  | 1700  | 0.3280          | 0.9312   |
| 0.5352        | 0.36  | 1800  | 0.3155          | 0.9308   |
| 0.4036        | 0.38  | 1900  | 0.2893          | 0.9424   |
| 0.3836        | 0.4   | 2000  | 0.3161          | 0.9272   |
| 0.3418        | 0.42  | 2100  | 0.3005          | 0.9384   |
| 0.4172        | 0.44  | 2200  | 0.2518          | 0.9456   |
| 0.4293        | 0.46  | 2300  | 0.2367          | 0.9424   |
| 0.3551        | 0.48  | 2400  | 0.2422          | 0.9432   |
| 0.2718        | 0.5   | 2500  | 0.2207          | 0.9492   |
| 0.3802        | 0.52  | 2600  | 0.2163          | 0.9428   |
| 0.2916        | 0.54  | 2700  | 0.2156          | 0.946    |
| 0.3384        | 0.56  | 2800  | 0.2037          | 0.9508   |
| 0.352         | 0.58  | 2900  | 0.2241          | 0.9432   |
| 0.3868        | 0.6   | 3000  | 0.2525          | 0.9428   |
| 0.3195        | 0.62  | 3100  | 0.2032          | 0.9496   |
| 0.2618        | 0.64  | 3200  | 0.2088          | 0.944    |
| 0.326         | 0.66  | 3300  | 0.1744          | 0.9536   |
| 0.2691        | 0.68  | 3400  | 0.1853          | 0.9516   |
| 0.2629        | 0.7   | 3500  | 0.1788          | 0.9464   |
| 0.2965        | 0.72  | 3600  | 0.1719          | 0.9572   |
| 0.3565        | 0.74  | 3700  | 0.2041          | 0.9452   |
| 0.2344        | 0.76  | 3800  | 0.1863          | 0.9504   |
| 0.4416        | 0.78  | 3900  | 0.1938          | 0.9472   |
| 0.2901        | 0.8   | 4000  | 0.1674          | 0.9572   |
| 0.3158        | 0.82  | 4100  | 0.2006          | 0.9496   |
| 0.3708        | 0.84  | 4200  | 0.1850          | 0.952    |
| 0.2636        | 0.86  | 4300  | 0.1488          | 0.9624   |
| 0.1764        | 0.88  | 4400  | 0.1818          | 0.9524   |
| 0.4299        | 0.9   | 4500  | 0.1642          | 0.9576   |
| 0.4862        | 0.92  | 4600  | 0.1867          | 0.9516   |
| 0.288         | 0.94  | 4700  | 0.1362          | 0.9604   |
| 0.2715        | 0.96  | 4800  | 0.1384          | 0.9668   |
| 0.3139        | 0.98  | 4900  | 0.1607          | 0.956    |
| 0.2301        | 1.0   | 5000  | 0.1428          | 0.9628   |
| 0.1527        | 1.02  | 5100  | 0.1313          | 0.9672   |
| 0.1856        | 1.04  | 5200  | 0.1356          | 0.9628   |
| 0.1143        | 1.06  | 5300  | 0.1469          | 0.962    |
| 0.1465        | 1.08  | 5400  | 0.1320          | 0.9648   |
| 0.1342        | 1.1   | 5500  | 0.1291          | 0.9644   |
| 0.1686        | 1.12  | 5600  | 0.1589          | 0.952    |
| 0.0683        | 1.14  | 5700  | 0.1598          | 0.9592   |
| 0.095         | 1.16  | 5800  | 0.1330          | 0.9628   |
| 0.1458        | 1.18  | 5900  | 0.1307          | 0.9652   |
| 0.2321        | 1.2   | 6000  | 0.1498          | 0.9608   |
| 0.0593        | 1.22  | 6100  | 0.1393          | 0.9636   |
| 0.1721        | 1.24  | 6200  | 0.1564          | 0.9604   |
| 0.2735        | 1.26  | 6300  | 0.1509          | 0.9572   |
| 0.1384        | 1.28  | 6400  | 0.1526          | 0.958    |
| 0.1232        | 1.3   | 6500  | 0.1560          | 0.9596   |
| 0.1615        | 1.32  | 6600  | 0.1348          | 0.9652   |
| 0.2521        | 1.34  | 6700  | 0.1223          | 0.9684   |
| 0.0616        | 1.36  | 6800  | 0.1556          | 0.9616   |
| 0.23          | 1.38  | 6900  | 0.1338          | 0.9652   |
| 0.237         | 1.4   | 7000  | 0.1140          | 0.9664   |
| 0.2572        | 1.42  | 7100  | 0.1191          | 0.9672   |
| 0.1841        | 1.44  | 7200  | 0.1121          | 0.9708   |
| 0.1212        | 1.46  | 7300  | 0.1089          | 0.9708   |
| 0.1436        | 1.48  | 7400  | 0.1246          | 0.9672   |
| 0.1403        | 1.5   | 7500  | 0.1234          | 0.9676   |
| 0.1794        | 1.52  | 7600  | 0.1273          | 0.966    |
| 0.2153        | 1.54  | 7700  | 0.1423          | 0.964    |
| 0.1347        | 1.56  | 7800  | 0.0985          | 0.9708   |
| 0.1989        | 1.58  | 7900  | 0.1117          | 0.9712   |
| 0.2686        | 1.6   | 8000  | 0.1166          | 0.9704   |
| 0.134         | 1.62  | 8100  | 0.1391          | 0.962    |
| 0.2474        | 1.64  | 8200  | 0.1280          | 0.9676   |
| 0.0635        | 1.66  | 8300  | 0.1079          | 0.9696   |
| 0.1073        | 1.68  | 8400  | 0.1335          | 0.9628   |
| 0.1483        | 1.7   | 8500  | 0.1108          | 0.9692   |
| 0.0933        | 1.72  | 8600  | 0.1059          | 0.9708   |
| 0.1204        | 1.74  | 8700  | 0.1007          | 0.9752   |
| 0.1051        | 1.76  | 8800  | 0.1055          | 0.9712   |
| 0.1509        | 1.78  | 8900  | 0.0995          | 0.9704   |
| 0.1404        | 1.8   | 9000  | 0.1012          | 0.9744   |
| 0.0502        | 1.82  | 9100  | 0.0913          | 0.9768   |
| 0.3038        | 1.84  | 9200  | 0.0988          | 0.9732   |
| 0.1651        | 1.86  | 9300  | 0.1146          | 0.9656   |
| 0.1047        | 1.88  | 9400  | 0.1140          | 0.9664   |
| 0.1639        | 1.9   | 9500  | 0.1059          | 0.97     |
| 0.1044        | 1.92  | 9600  | 0.1012          | 0.9744   |
| 0.1955        | 1.94  | 9700  | 0.1119          | 0.9676   |
| 0.1903        | 1.96  | 9800  | 0.1127          | 0.9716   |
| 0.1328        | 1.98  | 9900  | 0.1199          | 0.9628   |
| 0.1219        | 2.0   | 10000 | 0.1011          | 0.972    |
| 0.0514        | 2.02  | 10100 | 0.1040          | 0.9728   |
| 0.0194        | 2.04  | 10200 | 0.0994          | 0.9752   |
| 0.0469        | 2.06  | 10300 | 0.1027          | 0.9716   |
| 0.0417        | 2.08  | 10400 | 0.1045          | 0.9748   |
| 0.0566        | 2.1   | 10500 | 0.0861          | 0.9792   |
| 0.0427        | 2.12  | 10600 | 0.1094          | 0.974    |
| 0.1358        | 2.14  | 10700 | 0.0795          | 0.9776   |
| 0.0119        | 2.16  | 10800 | 0.0972          | 0.9748   |
| 0.0379        | 2.18  | 10900 | 0.1087          | 0.97     |
| 0.0951        | 2.2   | 11000 | 0.1079          | 0.9728   |
| 0.0256        | 2.22  | 11100 | 0.0951          | 0.9748   |
| 0.076         | 2.24  | 11200 | 0.0945          | 0.9764   |
| 0.1004        | 2.26  | 11300 | 0.0870          | 0.9788   |
| 0.0657        | 2.28  | 11400 | 0.1073          | 0.974    |
| 0.0332        | 2.3   | 11500 | 0.0960          | 0.9752   |
| 0.0087        | 2.32  | 11600 | 0.0865          | 0.978    |
| 0.0351        | 2.34  | 11700 | 0.0963          | 0.9736   |
| 0.0127        | 2.36  | 11800 | 0.0989          | 0.976    |
| 0.0447        | 2.38  | 11900 | 0.1038          | 0.9752   |
| 0.023         | 2.4   | 12000 | 0.0919          | 0.9744   |
| 0.0329        | 2.42  | 12100 | 0.0857          | 0.9796   |
| 0.042         | 2.44  | 12200 | 0.0812          | 0.9804   |
| 0.0549        | 2.46  | 12300 | 0.1114          | 0.9732   |
| 0.0806        | 2.48  | 12400 | 0.0971          | 0.9772   |
| 0.1768        | 2.5   | 12500 | 0.0933          | 0.974    |
| 0.059         | 2.52  | 12600 | 0.0943          | 0.9788   |
| 0.0184        | 2.54  | 12700 | 0.0874          | 0.978    |
| 0.021         | 2.56  | 12800 | 0.0903          | 0.9764   |
| 0.0457        | 2.58  | 12900 | 0.0999          | 0.976    |
| 0.0788        | 2.6   | 13000 | 0.0954          | 0.9732   |
| 0.0599        | 2.62  | 13100 | 0.0876          | 0.9752   |
| 0.1041        | 2.64  | 13200 | 0.1017          | 0.9744   |
| 0.0309        | 2.66  | 13300 | 0.0918          | 0.9772   |
| 0.1347        | 2.68  | 13400 | 0.0758          | 0.9792   |
| 0.0432        | 2.7   | 13500 | 0.0790          | 0.9808   |
| 0.0802        | 2.72  | 13600 | 0.0860          | 0.9776   |
| 0.0841        | 2.74  | 13700 | 0.0857          | 0.98     |
| 0.0513        | 2.76  | 13800 | 0.0895          | 0.9764   |
| 0.0129        | 2.78  | 13900 | 0.0861          | 0.9772   |
| 0.1279        | 2.8   | 14000 | 0.0895          | 0.9764   |
| 0.0074        | 2.82  | 14100 | 0.0842          | 0.978    |
| 0.0132        | 2.84  | 14200 | 0.0742          | 0.9796   |
| 0.0974        | 2.86  | 14300 | 0.0854          | 0.9776   |
| 0.0803        | 2.88  | 14400 | 0.0769          | 0.9804   |
| 0.037         | 2.9   | 14500 | 0.0806          | 0.9788   |
| 0.0936        | 2.92  | 14600 | 0.0824          | 0.9812   |
| 0.0064        | 2.94  | 14700 | 0.0748          | 0.9832   |
| 0.0631        | 2.96  | 14800 | 0.0761          | 0.9828   |
| 0.0158        | 2.98  | 14900 | 0.0709          | 0.9848   |
| 0.0433        | 3.0   | 15000 | 0.0704          | 0.9828   |
| 0.0028        | 3.02  | 15100 | 0.0712          | 0.9824   |
| 0.0031        | 3.04  | 15200 | 0.0717          | 0.9808   |
| 0.0191        | 3.06  | 15300 | 0.0716          | 0.9828   |
| 0.0051        | 3.08  | 15400 | 0.0708          | 0.9832   |
| 0.0205        | 3.1   | 15500 | 0.0686          | 0.9828   |
| 0.1147        | 3.12  | 15600 | 0.0670          | 0.984    |
| 0.0014        | 3.14  | 15700 | 0.0628          | 0.9848   |
| 0.0082        | 3.16  | 15800 | 0.0659          | 0.984    |
| 0.0149        | 3.18  | 15900 | 0.0672          | 0.9836   |
| 0.0056        | 3.2   | 16000 | 0.0676          | 0.9852   |
| 0.0059        | 3.22  | 16100 | 0.0706          | 0.9836   |
| 0.0198        | 3.24  | 16200 | 0.0725          | 0.9812   |
| 0.0019        | 3.26  | 16300 | 0.0681          | 0.9828   |
| 0.0013        | 3.28  | 16400 | 0.0681          | 0.9856   |
| 0.0663        | 3.3   | 16500 | 0.0704          | 0.9852   |
| 0.0024        | 3.32  | 16600 | 0.0697          | 0.984    |
| 0.0081        | 3.34  | 16700 | 0.0679          | 0.9852   |
| 0.0264        | 3.36  | 16800 | 0.0631          | 0.9872   |
| 0.0061        | 3.38  | 16900 | 0.0651          | 0.9848   |
| 0.0169        | 3.4   | 17000 | 0.0655          | 0.9828   |
| 0.0013        | 3.42  | 17100 | 0.0661          | 0.9836   |
| 0.0072        | 3.44  | 17200 | 0.0633          | 0.9848   |
| 0.009         | 3.46  | 17300 | 0.0634          | 0.9848   |
| 0.0028        | 3.48  | 17400 | 0.0634          | 0.9844   |
| 0.0024        | 3.5   | 17500 | 0.0637          | 0.9836   |
| 0.0031        | 3.52  | 17600 | 0.0641          | 0.9848   |
| 0.004         | 3.54  | 17700 | 0.0619          | 0.9856   |
| 0.0562        | 3.56  | 17800 | 0.0673          | 0.9856   |
| 0.0005        | 3.58  | 17900 | 0.0644          | 0.9864   |
| 0.0079        | 3.6   | 18000 | 0.0647          | 0.9872   |
| 0.0016        | 3.62  | 18100 | 0.0617          | 0.9872   |
| 0.0019        | 3.64  | 18200 | 0.0636          | 0.9872   |
| 0.0047        | 3.66  | 18300 | 0.0608          | 0.9848   |
| 0.0327        | 3.68  | 18400 | 0.0586          | 0.9868   |
| 0.0108        | 3.7   | 18500 | 0.0594          | 0.9872   |
| 0.0061        | 3.72  | 18600 | 0.0597          | 0.9868   |
| 0.0106        | 3.74  | 18700 | 0.0579          | 0.9872   |
| 0.001         | 3.76  | 18800 | 0.0564          | 0.9872   |
| 0.012         | 3.78  | 18900 | 0.0561          | 0.9876   |
| 0.0038        | 3.8   | 19000 | 0.0566          | 0.9868   |
| 0.0099        | 3.82  | 19100 | 0.0573          | 0.9864   |
| 0.0026        | 3.84  | 19200 | 0.0575          | 0.9864   |
| 0.0062        | 3.86  | 19300 | 0.0573          | 0.9872   |
| 0.0239        | 3.88  | 19400 | 0.0573          | 0.9864   |
| 0.0026        | 3.9   | 19500 | 0.0568          | 0.9868   |
| 0.0014        | 3.92  | 19600 | 0.0557          | 0.9868   |
| 0.0019        | 3.94  | 19700 | 0.0562          | 0.9864   |
| 0.0484        | 3.96  | 19800 | 0.0560          | 0.9864   |
| 0.0022        | 3.98  | 19900 | 0.0559          | 0.9864   |
| 0.0145        | 4.0   | 20000 | 0.0559          | 0.9864   |


### Framework versions

- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2

abbotts babbler abbotts booby alberts towhee bornean bristlehead bornean leafbird bornean pheasant brandt cormarant brewers blackbird brown crepper brown headed cowbird brown noody brown thrasher bufflehead alexandrine parakeet bulwers pheasant burchells courser bush turkey caatinga cacholote cactus wren california condor california gull california quail campo flicker canary alpine chough canvasback cape glossy starling cape longclaw cape may warbler cape rock thrush capped heron capuchinbird carmine bee-eater caspian tern cassowary altamira yellowthroat cedar waxwing cerulean warbler chara de collar chattering lory chestnet bellied euphonia chinese bamboo partridge chinese pond heron chipping sparrow chucao tapaculo chukar partridge american avocet cinnamon attila cinnamon flycatcher cinnamon teal clarks grebe clarks nutcracker cock of the  rock cockatoo collared aracari collared crescentchest common firecrest american bittern common grackle common house martin common iora common loon common poorwill common starling coppery tailed coucal crab plover crane hawk cream colored woodpecker american coot crested auklet crested caracara crested coua crested fireback crested kingfisher crested nuthatch crested oropendola crested serpent eagle crested shriketit crested wood partridge american flamingo crimson chat crimson sunbird crow crowned pigeon cuban tody cuban trogon curl crested aracuri d-arnauds barbet dalmatian pelican darjeeling woodpecker american goldfinch dark eyed junco daurian redstart demoiselle crane double barred finch double brested cormarant double eyed fig parrot downy woodpecker dusky lory dusky robin eared pita american kestrel eastern bluebird eastern bluebonnet eastern golden weaver eastern meadowlark eastern rosella eastern towee eastern wip poor will eastern yellow robin ecuadorian hillstar egyptian goose abyssinian ground hornbill american pipit elegant trogon elliots  pheasant emerald tanager emperor penguin emu enggano myna eurasian bullfinch eurasian golden oriole eurasian magpie european goldfinch american redstart european turtle dove evening grosbeak fairy bluebird fairy penguin fairy tern fan tailed widow fasciated wren fiery minivet fiordland penguin fire tailled myzornis american robin flame bowerbird flame tanager frigate frill back pigeon gambels quail gang gang cockatoo gila woodpecker gilded flicker glossy ibis go away bird american wigeon gold wing warbler golden bower bird golden cheeked warbler golden chlorophonia golden eagle golden parakeet golden pheasant golden pipit gouldian finch grandala amethyst woodstar gray catbird gray kingbird gray partridge great argus great gray owl great jacamar great kiskadee great potoo great tinamou great xenops andean goose greater pewee greater prairie chicken greator sage grouse green broadbill green jay green magpie green winged dove grey cuckooshrike grey headed fish eagle grey plover andean lapwing groved billed ani guinea turaco guineafowl gurneys pitta gyrfalcon hamerkop harlequin duck harlequin quail harpy eagle hawaiian goose andean siskin hawfinch helmet vanga hepatic tanager himalayan bluetail himalayan monal hoatzin hooded merganser hoopoes horned guan horned lark anhinga horned sungem house finch house sparrow hyacinth macaw iberian magpie ibisbill imperial shaq inca tern indian bustard indian pitta anianiau indian roller indian vulture indigo bunting indigo flycatcher inland dotterel ivory billed aracari ivory gull iwi jabiru jack snipe african crowned crane annas hummingbird jacobin pigeon jandaya parakeet japanese robin java sparrow jocotoco antpitta kagu kakapo killdear king eider king vulture antbird kiwi kookaburra lark bunting laughing gull lazuli bunting lesser adjutant lilac roller limpkin little auk loggerhead shrike antillean euphonia long-eared owl looney birds lucifer hummingbird magpie goose malabar hornbill malachite kingfisher malagasy white eye maleo mallard duck mandrin duck apapane mangrove cuckoo marabou stork masked bobwhite masked booby masked lapwing mckays bunting merlin mikado  pheasant military macaw mourning dove apostlebird myna nicobar pigeon noisy friarbird northern beardless tyrannulet northern cardinal northern flicker northern fulmar northern gannet northern goshawk northern jacana araripe manakin northern mockingbird northern parula northern red bishop northern shoveler ocellated turkey okinawa rail orange brested bunting oriental bay owl ornate hawk eagle osprey ashy storm petrel ostrich ovenbird oyster catcher painted bunting palila palm nut vulture paradise tanager parakett  akulet parus major patagonian sierra finch ashy thrushbird peacock peregrine falcon phainopepla philippine eagle pink robin plush crested jay pomarine jaeger puffin puna teal purple finch asian crested ibis purple gallinule purple martin purple swamphen pygmy kingfisher pyrrhuloxia quetzal rainbow lorikeet razorbill red bearded bee eater red bellied pitta asian dollard bird red billed tropicbird red browed finch red faced cormorant red faced warbler red fody red headed duck red headed woodpecker red knot red legged honeycreeper red naped trogon african emerald cuckoo auckland shaq red shouldered hawk red tailed hawk red tailed thrush red winged blackbird red wiskered bulbul regent bowerbird ring-necked pheasant roadrunner rock dove rose breasted cockatoo austral canastero rose breasted grosbeak roseate spoonbill rosy faced lovebird rough leg buzzard royal flycatcher ruby crowned kinglet ruby throated hummingbird rudy kingfisher rufous kingfisher rufuos motmot australasian figbird samatran thrush sand martin sandhill crane satyr tragopan says phoebe scarlet crowned fruit dove scarlet faced liocichla scarlet ibis scarlet macaw scarlet tanager avadavat shoebill short billed dowitcher smiths longspur snow goose snowy egret snowy owl snowy plover sora spangled cotinga splendid wren azaras spinetail spoon biled sandpiper spotted catbird spotted whistling duck sri lanka blue magpie steamer duck stork billed kingfisher striated caracara striped owl stripped manakin stripped swallow azure breasted pitta sunbittern superb starling surf scoter swinhoes pheasant tailorbird taiwan magpie takahe tasmanian hen tawny frogmouth teal duck azure jay tit mouse touchan townsends warbler tree swallow tricolored blackbird tropical kingbird trumpter swan turkey vulture turquoise motmot umbrella bird azure tanager varied thrush veery venezuelian troupial verdin vermilion flycather victoria crowned pigeon violet backed starling violet green swallow violet turaco vulturine guineafowl azure tit wall creaper wattled curassow wattled lapwing whimbrel white browed crake white cheeked turaco white crested hornbill white eared hummingbird white necked raven white tailed tropic baikal teal white throated bee eater wild turkey willow ptarmigan wilsons bird of paradise wood duck wood thrush wrentit yellow bellied flowerpecker yellow cacique yellow headed blackbird african firefinch bald eagle bald ibis bali starling baltimore oriole bananaquit band tailed guan banded broadbill banded pita banded stilt bar-tailed godwit african oyster catcher barn owl barn swallow barred puffbird barrows goldeneye bay-breasted warbler bearded barbet bearded bellbird bearded reedling belted kingfisher bird of paradise african pied hornbill black and yellow broadbill black baza black cockato black faced spoonbill black francolin black headed caique black necked stilt black skimmer black swan black tail crake african pygmy goose black throated bushtit black throated huet black throated warbler black vented shearwater black vulture black-capped chickadee black-necked grebe black-throated sparrow blackburniam warbler blonde crested woodpecker albatross blood pheasant blue coau blue dacnis blue gray gnatcatcher blue grosbeak blue grouse blue heron blue malkoha blue throated toucanet bobolink