diff --git a/.gitignore b/.gitignore index dc6b315..d3f5a12 100644 --- a/.gitignore +++ b/.gitignore @@ -1,169 +1 @@ -logs/ -wandb/ -models/ -features/ -results/ -yfcc-subsets/ -cmd.txt -batch/ -src/script/ -debug/ -config/ -JANuS_runs/ -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -pip-wheel-metadata/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -*.code-workspace -*.pyc - -MANIFEST - -# 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/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -.python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ -sync.sh -gpu1sync.sh -.idea -*.pdf -**/._* -**/*DS_* -**.jsonl -src/sbatch -src/misc -.vscode -src/debug -core.* - -# Allow -!src/evaluation/misc/results_dbs/* -src/training/temp -batch/interactive_debug_commands.txt -slurm/45891421_train.err -slurm/45891421_train.out -slurm/45892348_train.err -slurm/45892348_train.out -bird_categories.txt -scripts/main_slurm.sh -src/evals/eval_utils/inat_eval.py diff --git a/README.md b/README.md deleted file mode 100644 index 06c6896..0000000 --- a/README.md +++ /dev/null @@ -1,183 +0,0 @@ -# VL Hub[](#vl-hub) - -**VL Hub** integrates [CLIP pretraining, LiT-Tuning](https://github.com/mlfoundations/open_clip), [alternate CLIP-like architectures](https://github.com/lucidrains/x-clip), [CoCa](https://github.com/lucidrains/coca-pytorch), conventional [timm](https://github.com/rwightman/pytorch-image-models) vision models and [SimCLR](https://github.com/facebookresearch/SLIP/blob/main/LICENSE) contrastive models into a single test-train-eval framework, making it easier to compare models across architectures and objectives. - -## Attribution - -This software is heavily indebted to all of the above listed packages, and particularly to [open clip](https://github.com/mlfoundations/open_clip). - -## How to use this repository - -If you're new to CLIP, you might want to familiarize yourself with the basics of the architecture. - -If you haven't worked with the OpenCLIP implementation of CLIP before, the best place to start is the OpenCLIP readme in the docs folder. - -If you're in need of a vision-language dataset for your training experiments, check out [CaptionNet](https://github.com/penfever/CaptionNet), a dataset designed precisely for that purpose. - -If you're planning to use one of the alternate architectures for training, we recommend using the links [above](#vl-hub) to familiarize yourself with the details of that architecture before proceeding. - -In this readme, we focus on features that are new in our implementation. - -### First Run - -After cloning the VLHub repository and installing the requirements, run the following commands -- these commands must be run every time before executing a VLHub command. - -```bash -cd vlhub -export PYTHONPATH="$PYTHONPATH:$PWD/src"; -``` - -### Sample Command - -Here is an example of an evaluation command in VLHub: - -```bash -python src/training/main.py --batch-size=32 --workers=8 --imagenet-val "/imagenet/val/" --imagenet-v2 "/scratch/projects/hegdelab/bf996/datasets" --imagenet-s "/imagenet-sketch" --imagenet-a "/imagenet-a" --imagenet-r "/imagenet-r" --objectnet "/objectnet-1.0/images" --model="resnet50" --zeroshot-frequency=1 --linear-probe=True --image-size=224 --resume "/scratch/bf996/pytorch-image-models/output/train/20240219-081711-resnet50-192/model_best.pth.tar" --report-to wandb -``` - -# Evaluation - -## Extended Evaluation Metrics[](#extended-evaluation-metrics) - -VL Hub integrates support for a wide range of zero-shot evaluation metrics, including ImageNet and its distribution shifts, food101, fgvc-Aircraft, Stanford Cars, and iNaturalist. Simply add the dataset you wish to evaluate on, and include the following flag(s) when at evaluation time, substituting the appropriate PATH -- - ---food "/", --air "/", --stanfordcars "/", --imagenet-val "/imagenet/val/", --imagenet-a "/imagenet-a", --imagenet-r "/imagenet-r", --imagenet-v2 "/imagenet-v2", --imagenet-s "/imagenet-sketch", --inat2021 "/inat2021" - -## Subset Evaluation[](#subset-evaluation) - -ImageNet and its distribution shifts also support evaluation on a 100-class subset of ImageNet-1k; this is particularly useful when training models on smaller datasets such as [CaptionNet](https://github.com/penfever/CaptionNet). - -To evaluate on a subset of ImageNet, include the flag --caption-subset=True - -## Extended Metrics[](#extended-metrics) - -VL Hub supports extended evaluation metrics such as confusion matrices and per-class accuracy results. To utilize these features, pass the flag --extended-metrics=True. - -# Training - -## Supported Training Architectures - -VL Hub currently supports training the following architectures; - -* CLIP-loss models - -As this is the default training mode, you need only pass the type of model you wish to train, EG, --model=RN50 - -* LiT-tuned models - -Please refer to docs/openclip_readme for details - ---lock-image-unlocked-groups will unlock only the last $n$ layers of the image tower during training - ---lock-text will lock the text tower during training (not recommended) - -* Conventional cross-entropy loss models - -In order to train conventional cross-entropy loss models without using a text tower, if your dataset is in CSV format, you must specify a caption-key column which contains either integers or a list of integers. - ---csv-caption-key idx - -If you are training on webdataset, this step is not necessary, but you should specify a dataset filter -- - ---ds-filter=imagenet_classnames - -Integer labels will be generated using a subset matching strategy. For more details, please see our paper. - -In either case, you must also pass - ---integer-labels - -You should then choose a model architecture with an appropriate head. For instance, if training an ImageNet model, you might choose - ---model=RN50-in1k - -* CoCa - -In order to train a CoCa model, simply pass - ---model=coca - -Please note that at this time, support for CoCa is limited to a single vision backbone, and the loss weighting has to be adjusted manually. - -* DeCLIP, VSSL, filip - -To train using one of these alternate objectives, pass the model architecture you wish to use as your base, and flag the objective you wish to train with. For instance: - ---model=vit_base_patch32_224 --mlm=True - -* Changing image and text weighting - -By passing float values between .1 and .9 to the flags --text-weight and --image-weight, it is possible to change how heavily CLIP weights both text and image loss. - -## Training Schema[](#training-schema) - -In order to make training on blended or combined datasets more convenient when using webdataset, we implement training schema. Pass the flag - ---schema=PATH - -and do NOT pass a path to any training data in order to use schema. - -Sample schema are provided in the repository. - -Please note; schema training is only supported when using webdataset format; if you wish to combine CSV datasets, simply merge the CSVs you wish to combine. - -## SimCLR Augmentation[](#simclr-augmentation) - -When - ---sim-clr-trans=True - -is passed, the model will use SimCLR augmentations instead of standard CLIP augmentations. This has been shown to improve model zero-shot performance by as much as 10 percent. - -## Gradient Caching[](#gradient-caching) - -VL Hub offers support for gradient caching, as described in [GradCache](https://github.com/luyug/GradCache). - -Models like CLIP are typically trained with very large batch sizes -- 32,768 is standard. This has been shown to improve rates of loss convergence. - -However, most researchers and even most businesses do not have access to the distributed training setups required for such batch sizes. Gradient caching saves computed gradients in RAM instead of in VRAM, allowing for much larger batch sizes on a single node. - -Unlike gradient accumulation, gradient caching is mathematically identical to training with a large batch size. - -To try gradient caching, use these three new command line arguments -- - ---gc=True: If set to True, gradient caching will be enabled. If gc=True, you should also set gpumaxbatch to an appropriate size for your GPU. - ---gpumaxbatch=INT: This is an integer value representing the maximum batch size that your GPU can handle - ---no_eval=True: Skips the evaluation phase, accelerating training - -# Subset Matching - -The default subset matching strategy is single-class, as this has been shown to perform best. However, other strategies are available. --multiclass enforces multiclass subset matching, whereas --strict utilizes a strict subset matching strategy. For more details on subset matching strategies, please refer to our paper. - -# Captioning - -VL Hub supports many modifications to captions, both during inference and during training. - -"--zs-upper" forces classes to UPPER-CASE during inference, "zs-lower" forces lower-case. "--csv-cleaned" cleans the captions prior to training (this flag also works for webdatasets). - ---token-strip strips all tokens not used for evaluation. - ---token-scrambled scrambles token order during training. - -"--simplecaptions" changes caption text to 'An image of CLASSNAME, CLASSNAME' - ---shift-cipher=3 applies a 3-step shift-cipher to the caption space. - -# Citations - -If you find this work useful, please consider citing our paper -- - -``` -@article{ -feuer2023distributionally, -title={Distributionally Robust Classification on a Data Budget}, -author={Benjamin Feuer and Ameya Joshi and Minh Pham and Chinmay Hegde}, -journal={Transactions on Machine Learning Research}, -issn={2835-8856}, -year={2023}, -url={https://openreview.net/forum?id=D5Z2E8CNsD}, -note={} -} -``` diff --git a/debug/config.yaml b/debug/config.yaml deleted file mode 100644 index 516f5aa..0000000 --- a/debug/config.yaml +++ /dev/null @@ -1,141 +0,0 @@ -!!python/object:argparse.Namespace -add_trunk: false -air: null -alignunif: false -arbor_rare: false -arbor_val: false -augreg_trans: false -batch_size: 64 -beta1: 0.9 -beta2: 0.98 -bioclip_rare: true -birds: null -byol: false -caption_subset: '' -clamp: 0 -copy_codebase: false -csv_caption_key: title -csv_cleaned: false -csv_img_key: filepath -csv_scrambled: false -csv_separator: "\t" -dataset_resampled: false -dataset_type: auto -dc_eval: false -dc_eval_data_dir: null -dcl: false -ddp_static_graph: false -debug: false -dist_backend: nccl -dist_url: env:// -downsample_trans: false -dry_run: false -ds_cipher: false -ds_filter: '' -elp: false -epochs: 32 -eps: 1.0e-06 -extended_metrics: true -filip: false -fine_tune: false -flowers: null -food: null -force_quick_gelu: false -fungi: false -gather_with_grad: false -gc: false -gpumaxbatch: 32 -grad_checkpointing: false -grayscale: false -gsam: false -horovod: false -ideo: false -image_mean: null -image_size: 224 -image_ssl_loss_weight: 0.05 -image_std: null -imagenet_a: null -imagenet_r: null -imagenet_real: null -imagenet_s: null -imagenet_train: null -imagenet_tune_freq: 0 -imagenet_v2: null -imagenet_val: null -img_weight: 0.5 -inat2017: null -inat2018: null -inat2021: null -insecta: null -insects2: false -integer_labels: false -iqe: false -linear_probe: false -load_first_k: 0 -local_loss: false -lock_image: false -lock_image_freeze_bn_stats: false -lock_image_unlocked_groups: 0 -lock_text: false -log_local: false -logs: ./logs/ -lr: 0.0005 -lsuv: false -metacaptions: '' -mlm: false -model: ViT-B-16 -multiclass: false -name: null -no_ensembling: false -no_set_device_rank: false -norm_gradient_clip: null -objectnet: null -openimages_val: null -precision: amp -pretrained: '' -pretrained_head: '' -pretrained_image: false -project: vlhub -ramping: false -report_to: '' -resume: /scratch/bf996/bioclip/bioclip-main/logs/2024_05_29-21_30_03-model_ViT-B-16-lr_0.0002-b_2048-j_8-p_bf16/checkpoints/epoch_8.pt -save_frequency: 1 -save_most_recent: false -save_results_to_csv: '' -schema: null -seed: 0 -shift_cipher: null -sim_clr: false -sim_clr_trans: false -simplecaptions: false -size_controlled: '' -skip_scheduler: false -stanfordcars: null -strict: false -taxon: scientific_name -text_ssl_loss_weight: 0.05 -text_weight: 0.5 -timm_classifier_head_size: -1 -token_reduce: false -token_scrambled: false -token_strip: false -token_trunc: null -tokenizer_path: null -torchscript: false -trace: false -train_data: null -train_num_samples: null -use_bn_sync: false -val_data: null -val_frequency: 1 -val_num_samples: null -verify: false -vssl: false -wandb_notes: '' -warmup: 10000 -wd: 0.2 -workers: 8 -zeroshot_frequency: 1 -zeroshot_scramble: false -zs_lower: false -zs_upper: false diff --git a/debug/sweep_prep.sh b/debug/sweep_prep.sh deleted file mode 100644 index 3881f6a..0000000 --- a/debug/sweep_prep.sh +++ /dev/null @@ -1,38 +0,0 @@ -#!/bin/bash -x - -# shellcheck disable=SC2206 - -# __doc_head_address_start__ - -# Getting the node names -nodes=$(scontrol show hostnames "$SLURM_JOB_NODELIST") -nodes_array=($nodes) - -head_node=${nodes_array[0]} -head_node_ip=$(hostname -i) - - -export RAY_STORAGE="/scratch/bf996/ray_scratch" -export RAY_LOG_TO_STDERR=0 -# if we detect a space character in the head node IP, we'll -# convert it to an ipv4 address. This step is optional. -if [[ "$head_node_ip" == *" "* ]]; then -IFS=' ' read -ra ADDR <<<"$head_node_ip" -if [[ ${#ADDR[0]} -gt 16 ]]; then - head_node_ip=${ADDR[1]} -else - head_node_ip=${ADDR[0]} -fi -echo "IPV6 address detected. We split the IPV4 address as $head_node_ip" -fi -# __doc_head_address_end__ - -# __doc_head_ray_start__ -port=$(shuf -i 10000-65500 -n 1) -ip_head=$head_node_ip:$port -export ip_head -echo "IP Head: $ip_head" -#clip distributed env vars -export OMP_NUM_THREADS=$SLURM_CPUS_PER_TASK -export MASTER_PORT=$(shuf -i 10000-65500 -n 1) -export MASTER_ADDR="$(hostname -s).hpc.nyu.edu" \ No newline at end of file diff --git a/debug/wandb.txt b/debug/wandb.txt deleted file mode 100644 index a0450a8..0000000 --- a/debug/wandb.txt +++ /dev/null @@ -1 +0,0 @@ -"1beac8c880c0069065c8ff36379ef4071ffe5d08" \ No newline at end of file diff --git a/eval_to_run.txt b/eval_to_run.txt deleted file mode 100644 index 04617cf..0000000 --- a/eval_to_run.txt +++ /dev/null @@ -1 +0,0 @@ -export PYTHONPATH="$PYTHONPATH:$PWD/src"; python -u /scratch/bf996/vlhub/src/training/main.py --integer-labels --imagenet-a "/imagenet-a" --imagenet-r "/imagenet-r" --imagenet-val "/imagenet/val/" --imagenet-v2 "/scratch/projects/hegdelab/bf996/datasets" --imagenet-s "/imagenet-sketch" --zeroshot-frequency=1 --lr=2e-4 --sim-clr-trans=True --warmup 2000 --batch-size=128 --epochs=256 --workers=8 --model=RN50-in1k --caption-subset="in100" --resume "/scratch/bf996/vlhub/logs/oi1000-sup-int-ep1-256/checkpoints/epoch_256.pt" \ No newline at end of file diff --git a/metadata/final_lifestages_metadata.csv b/metadata/final_lifestages_metadata.csv deleted file mode 100644 index 963aee4..0000000 --- a/metadata/final_lifestages_metadata.csv +++ /dev/null @@ -1,601 +0,0 @@ -inat21_filename,scientificName,kingdom,phylum,class,order,family,genus,species,common,life_stages -243144,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Adult -36312,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Adult -344015,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna 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luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Adult -343459,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Adult -96445,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Adult -333052,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Adult -241497,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Adult -78417732,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Egg -47524191,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Egg -14864689,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Egg -47524183,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Egg -8547991,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Egg -4171597,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -2309076,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -2969797,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -2184647,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -448344,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -3875715,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -522260,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -2224693,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -1542950,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -3794477,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -526967,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4145915,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -2992110,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4161288,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -276972,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4102777,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -773785,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4477474,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4468754,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -172558,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -2992104,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -1822467,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -1084088,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -3666149,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -448340,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -3612896,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -2283337,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -1128626,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -1056468,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -1128627,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4161302,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -979032,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -448343,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -3612900,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -1630670,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -1084089,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -448342,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4118912,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -3875583,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -446373,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -3821310,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4229619,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -448345,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4398178,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -979033,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -448341,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -456881,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -101673,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -4145916,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -526971,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Larva -21030278,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -19546798,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -4673057,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -3105774,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -15436128,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -6314197,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -10078233,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -19570255,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -14864810,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -15436002,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -3105780,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -22712144,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -11659296,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -15332385,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -19570273,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa -119356,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -211700,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -115080,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -124814,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -131786,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -156082,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -113123,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -42109,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -129858,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -130028,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -50864,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -117507,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -131787,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -185099,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -160013,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -35794,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -131376,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -146015,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -161281,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -91542,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -193085,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -29712,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -119355,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -10519,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -81576,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -185101,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -193086,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -121059,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -29208,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -215140,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -163136,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -62787,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -15065,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -118845,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -212477,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -103416,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -84818,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -50867,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -137029,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -106045,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -185105,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -147346,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -131377,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -116204,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -10520,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -34289,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -42110,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -11262,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -60888,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -113860,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult -25315324,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg -11362264,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg -29923922,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg -30226273,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg -9952431,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg -333719,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -730643,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -969454,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -131750,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -910373,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -730644,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -1071117,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -953347,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -344794,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -937201,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -715135,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -344811,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -680284,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -487317,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -800975,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -911767,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -533186,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -921392,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -973588,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -933849,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -115671,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -541178,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -347779,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -240056,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -344812,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -174906,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -948691,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -475154,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -682826,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -910372,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -492780,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -978842,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -785058,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -525039,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -201124,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -644774,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -355037,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -407790,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -115674,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -826613,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -989326,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -862990,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -500098,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -910374,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -493296,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -937312,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -362027,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -503411,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -359117,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -344795,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva -715597,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -600604,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -411778,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -681001,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -360336,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -378390,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -50280,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -681000,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -325233,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -682824,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -532053,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -698439,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -826532,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -532052,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -50281,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa -60868,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -657978,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -53805,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -51220,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -63569,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -76486,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -82257,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -42474,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -74109,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -60730,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -76483,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -68062,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -18080,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -72917,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -36318,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -71672,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -18079,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -48476,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -5295,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -55156,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -76484,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -62501,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -71668,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -57918,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -72919,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -46864,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -61770,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -2182,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -78068,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -71669,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -63570,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -35808,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -53573,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -63568,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -68209,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -66673,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -74110,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -48572,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -26215,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -66672,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -53278,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -71670,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -12387,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -41806,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -72783,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -48146,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -66671,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -37693,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -57024,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -28970,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult -71667,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg -613849,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg -550796,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg -141401,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg -71666,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg -67498,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -215243,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -178619,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -54603,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -317463,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -323250,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -401138,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -67325,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -169844,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -45135,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -100621,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -447906,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -272699,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -174279,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -366127,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -363657,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -75499,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -274472,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -366128,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -323251,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -134039,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -223797,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -193090,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -146808,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -21693,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -179583,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -363658,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -193091,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -45866,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -178617,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -207786,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -29168,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -252978,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -143860,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -336049,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -150091,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -126015,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -78679,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -71673,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -165201,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -178893,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -71674,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -172686,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -448209,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -259553,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -122104,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -447905,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -54604,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -336047,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -259552,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva -652125,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -652061,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -429077,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -567807,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -681230,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -681229,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -619196,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -429079,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -619198,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -773300,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -651954,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -804737,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -229706,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -651955,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -608280,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa -64842,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -679751,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -596903,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -338659,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -725019,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -721261,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -527809,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -728776,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -681676,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -370823,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -1214,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -1211,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -678034,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -78640,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -37370,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -49988,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -446406,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -1210,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -325821,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -86881,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -44684,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -370824,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -394045,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -57624,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -488840,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -729896,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -37371,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -727384,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -418044,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -59495,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -78788,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -37372,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -17188,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -259274,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -337724,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -180986,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -412289,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -700022,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -78639,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -355198,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -768341,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -39445,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -768340,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -647908,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -1212,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -420719,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -672145,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -302932,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -535442,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -17189,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult -159565485,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg -3187411,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg -159565464,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg -3187412,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg -85588067,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg -6948797,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -19053697,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -34158255,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -17391557,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -13723074,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -3155381,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -3172075,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -13723079,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -17120077,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -7850191,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -34154539,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -13723376,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -17120054,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -13565961,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -280649,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -34154535,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -862663,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -16546259,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -20457219,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -3389448,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -16546264,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -15274719,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -6705151,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -3099671,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -7850193,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -15288688,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -3398506,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -20457222,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -15273916,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -34228056,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -7850200,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -15766331,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -7849859,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -15098739,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -17181529,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -845747,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -15098736,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -6540947,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -6705191,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -17233425,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -16732579,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -17137071,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -3163523,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -15274748,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -7849858,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -17392469,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -19084011,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -16546249,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -15098741,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -7110044,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva -3235279,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -10333652,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -26424838,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -26424835,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -6705250,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -18031288,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -17189655,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -34202226,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -34225024,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -3310471,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -16755896,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -26829400,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -3140715,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -3310472,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -18031293,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa -1088814,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -925062,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1410639,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -743094,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -274383,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -864392,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1086876,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -844742,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1006151,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -671551,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -800618,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1085524,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -789112,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -171043,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -516272,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1006150,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1806004,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1125745,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1317606,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -867113,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -671543,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1668221,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -2826785,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -800617,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1285240,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1766194,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1050060,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1746622,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1766192,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -516273,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult -1668219,Papilio 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-1517,Grape___healthy/58714.jpg,Grape___healthy -1518,Grape___healthy/77756.jpg,Grape___healthy -1519,Grape___healthy/171696.jpg,Grape___healthy diff --git a/LICENSE b/model_eval/LICENSE similarity index 100% rename from LICENSE rename to model_eval/LICENSE diff --git a/docs/openclip_readme.md b/model_eval/docs/openclip_readme.md similarity index 100% rename from docs/openclip_readme.md rename to model_eval/docs/openclip_readme.md diff --git a/load_bioclip.py b/model_eval/load_bioclip.py similarity index 100% rename from load_bioclip.py rename to model_eval/load_bioclip.py diff --git a/metadata/_scratch_arboretum_test_metadata.csv b/model_eval/metadata/_scratch_arboretum_test_metadata.csv similarity index 100% rename from metadata/_scratch_arboretum_test_metadata.csv rename to model_eval/metadata/_scratch_arboretum_test_metadata.csv diff --git a/metadata/arboretum_rare_combined_metadata.csv b/model_eval/metadata/arboretum_rare_combined_metadata.csv similarity index 100% rename from metadata/arboretum_rare_combined_metadata.csv rename to model_eval/metadata/arboretum_rare_combined_metadata.csv diff --git a/metadata/arboretum_test_metadata.csv b/model_eval/metadata/arboretum_test_metadata.csv similarity index 100% rename from metadata/arboretum_test_metadata.csv rename to model_eval/metadata/arboretum_test_metadata.csv diff --git a/metadata/bioclip-rare-metadata.csv b/model_eval/metadata/bioclip-rare-metadata.csv similarity index 100% rename from metadata/bioclip-rare-metadata.csv rename to model_eval/metadata/bioclip-rare-metadata.csv diff --git a/metadata/bioclip_rare_metadata_n.csv b/model_eval/metadata/bioclip_rare_metadata_n.csv similarity index 100% rename from metadata/bioclip_rare_metadata_n.csv rename to model_eval/metadata/bioclip_rare_metadata_n.csv diff --git a/metadata/birds525_metadata.csv b/model_eval/metadata/birds525_metadata.csv similarity index 100% rename from metadata/birds525_metadata.csv rename to model_eval/metadata/birds525_metadata.csv diff --git a/metadata/classname_gpt_sentence.py b/model_eval/metadata/classname_gpt_sentence.py similarity index 100% rename from metadata/classname_gpt_sentence.py rename to model_eval/metadata/classname_gpt_sentence.py diff --git a/metadata/cupl_prompts.json b/model_eval/metadata/cupl_prompts.json similarity index 100% rename from metadata/cupl_prompts.json rename to model_eval/metadata/cupl_prompts.json diff --git a/metadata/dc_classnames.json b/model_eval/metadata/dc_classnames.json similarity index 100% rename from metadata/dc_classnames.json rename to model_eval/metadata/dc_classnames.json diff --git a/metadata/dc_templates.json b/model_eval/metadata/dc_templates.json similarity index 100% rename from metadata/dc_templates.json rename to model_eval/metadata/dc_templates.json diff --git a/model_eval/metadata/final_lifestages_metadata.csv b/model_eval/metadata/final_lifestages_metadata.csv new file mode 100644 index 0000000..c5f5eb8 --- /dev/null +++ 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Pupa +3105774,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/3105774.jpg,North American Luna Moth Pupa +15436128,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/15436128.jpg,North American Luna Moth Pupa +6314197,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/6314197.jpg,North American Luna Moth Pupa +10078233,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/10078233.jpg,North American Luna Moth Pupa +19570255,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/19570255.jpg,North American Luna Moth Pupa +14864810,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/14864810.jpg,North American Luna Moth Pupa +15436002,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/15436002.jpg,North American Luna Moth Pupa +3105780,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/3105780.jpg,North American Luna Moth Pupa +22712144,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/22712144.jpg,North American Luna Moth Pupa +11659296,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/11659296.jpg,North American Luna Moth Pupa +15332385,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/15332385.jpg,North American Luna Moth Pupa +19570273,Actias luna,Animalia,Arthropoda,Insecta,Lepidoptera,Saturniidae,Actias,luna,North American Luna Moth,Pupa,/lifestages/19570273.jpg,North American Luna Moth Pupa +119356,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/119356.jpg,Asian Lady Beetle Adult +211700,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/211700.jpg,Asian Lady Beetle Adult +115080,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/115080.jpg,Asian Lady Beetle Adult +124814,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/124814.jpg,Asian Lady Beetle Adult +131786,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/131786.jpg,Asian Lady Beetle Adult +156082,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/156082.jpg,Asian Lady Beetle Adult +113123,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/113123.jpg,Asian Lady Beetle Adult +42109,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/42109.jpg,Asian Lady Beetle Adult +129858,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/129858.jpg,Asian Lady Beetle Adult +130028,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/130028.jpg,Asian Lady Beetle Adult +50864,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/50864.jpg,Asian Lady Beetle Adult +117507,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/117507.jpg,Asian Lady Beetle Adult +131787,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/131787.jpg,Asian Lady Beetle Adult +185099,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/185099.jpg,Asian Lady Beetle Adult +160013,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/160013.jpg,Asian Lady Beetle Adult +35794,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/35794.jpg,Asian Lady Beetle Adult +131376,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/131376.jpg,Asian Lady Beetle Adult +146015,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/146015.jpg,Asian Lady Beetle Adult +161281,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/161281.jpg,Asian Lady Beetle Adult +91542,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/91542.jpg,Asian Lady Beetle Adult +193085,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/193085.jpg,Asian Lady Beetle Adult +29712,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/29712.jpg,Asian Lady Beetle Adult +119355,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/119355.jpg,Asian Lady Beetle Adult +10519,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/10519.jpg,Asian Lady Beetle Adult +81576,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/81576.jpg,Asian Lady Beetle Adult +185101,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/185101.jpg,Asian Lady Beetle Adult +193086,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/193086.jpg,Asian Lady Beetle Adult +121059,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/121059.jpg,Asian Lady Beetle Adult +29208,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/29208.jpg,Asian Lady Beetle Adult +215140,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/215140.jpg,Asian Lady Beetle Adult +163136,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/163136.jpg,Asian Lady Beetle Adult +62787,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/62787.jpg,Asian Lady Beetle Adult +15065,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/15065.jpg,Asian Lady Beetle Adult +118845,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/118845.jpg,Asian Lady Beetle Adult +212477,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/212477.jpg,Asian Lady Beetle Adult +103416,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/103416.jpg,Asian Lady Beetle Adult +84818,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/84818.jpg,Asian Lady Beetle Adult +50867,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/50867.jpg,Asian Lady Beetle Adult +137029,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/137029.jpg,Asian Lady Beetle Adult +106045,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/106045.jpg,Asian Lady Beetle Adult +185105,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/185105.jpg,Asian Lady Beetle Adult +147346,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/147346.jpg,Asian Lady Beetle Adult +131377,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/131377.jpg,Asian Lady Beetle Adult +116204,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/116204.jpg,Asian Lady Beetle Adult +10520,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/10520.jpg,Asian Lady Beetle Adult +34289,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/34289.jpg,Asian Lady Beetle Adult +42110,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/42110.jpg,Asian Lady Beetle Adult +11262,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/11262.jpg,Asian Lady Beetle Adult +60888,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/60888.jpg,Asian Lady Beetle Adult +113860,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Adult,/lifestages/113860.jpg,Asian Lady Beetle Adult +25315324,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg,/lifestages/25315324.jpg,Asian Lady Beetle Egg +11362264,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg,/lifestages/11362264.jpg,Asian Lady Beetle Egg +29923922,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg,/lifestages/29923922.jpg,Asian Lady Beetle Egg +30226273,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg,/lifestages/30226273.jpg,Asian Lady Beetle Egg +9952431,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Egg,/lifestages/9952431.jpg,Asian Lady Beetle Egg +333719,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/333719.jpg,Asian Lady Beetle Larva +730643,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/730643.jpg,Asian Lady Beetle Larva +969454,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/969454.jpg,Asian Lady Beetle Larva +131750,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/131750.jpg,Asian Lady Beetle Larva +910373,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/910373.jpg,Asian Lady Beetle Larva +730644,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/730644.jpg,Asian Lady Beetle Larva +1071117,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/1071117.jpg,Asian Lady Beetle Larva +953347,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/953347.jpg,Asian Lady Beetle Larva +344794,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/344794.jpg,Asian Lady Beetle Larva +937201,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/937201.jpg,Asian Lady Beetle Larva +715135,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/715135.jpg,Asian Lady Beetle Larva +344811,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/344811.jpg,Asian Lady Beetle Larva +680284,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/680284.jpg,Asian Lady Beetle Larva +487317,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/487317.jpg,Asian Lady Beetle Larva +800975,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/800975.jpg,Asian Lady Beetle Larva +911767,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/911767.jpg,Asian Lady Beetle Larva +533186,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/533186.jpg,Asian Lady Beetle Larva +921392,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/921392.jpg,Asian Lady Beetle Larva +973588,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/973588.jpg,Asian Lady Beetle Larva +933849,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/933849.jpg,Asian Lady Beetle Larva +115671,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/115671.jpg,Asian Lady Beetle Larva +541178,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/541178.jpg,Asian Lady Beetle Larva +347779,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/347779.jpg,Asian Lady Beetle Larva +240056,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/240056.jpg,Asian Lady Beetle Larva +344812,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/344812.jpg,Asian Lady Beetle Larva +174906,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/174906.jpg,Asian Lady Beetle Larva +948691,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/948691.jpg,Asian Lady Beetle Larva +475154,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/475154.jpg,Asian Lady Beetle Larva +682826,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/682826.jpg,Asian Lady Beetle Larva +910372,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/910372.jpg,Asian Lady Beetle Larva +492780,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/492780.jpg,Asian Lady Beetle Larva +978842,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/978842.jpg,Asian Lady Beetle Larva +785058,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/785058.jpg,Asian Lady Beetle Larva +525039,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/525039.jpg,Asian Lady Beetle Larva +201124,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/201124.jpg,Asian Lady Beetle Larva +644774,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/644774.jpg,Asian Lady Beetle Larva +355037,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/355037.jpg,Asian Lady Beetle Larva +407790,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/407790.jpg,Asian Lady Beetle Larva +115674,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/115674.jpg,Asian Lady Beetle Larva +826613,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/826613.jpg,Asian Lady Beetle Larva +989326,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/989326.jpg,Asian Lady Beetle Larva +862990,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/862990.jpg,Asian Lady Beetle Larva +500098,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/500098.jpg,Asian Lady Beetle Larva +910374,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/910374.jpg,Asian Lady Beetle Larva +493296,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/493296.jpg,Asian Lady Beetle Larva +937312,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/937312.jpg,Asian Lady Beetle Larva +362027,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/362027.jpg,Asian Lady Beetle Larva +503411,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/503411.jpg,Asian Lady Beetle Larva +359117,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/359117.jpg,Asian Lady Beetle Larva +344795,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Larva,/lifestages/344795.jpg,Asian Lady Beetle Larva +715597,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/715597.jpg,Asian Lady Beetle Pupa +600604,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/600604.jpg,Asian Lady Beetle Pupa +411778,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/411778.jpg,Asian Lady Beetle Pupa +681001,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/681001.jpg,Asian Lady Beetle Pupa +360336,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/360336.jpg,Asian Lady Beetle Pupa +378390,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/378390.jpg,Asian Lady Beetle Pupa +50280,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/50280.jpg,Asian Lady Beetle Pupa +681000,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/681000.jpg,Asian Lady Beetle Pupa +325233,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/325233.jpg,Asian Lady Beetle Pupa +682824,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/682824.jpg,Asian Lady Beetle Pupa +532053,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/532053.jpg,Asian Lady Beetle Pupa +698439,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/698439.jpg,Asian Lady Beetle Pupa +826532,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/826532.jpg,Asian Lady Beetle Pupa +532052,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/532052.jpg,Asian Lady Beetle Pupa +50281,Harmonia axyridis,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Harmonia,axyridis,Asian Lady Beetle,Pupa,/lifestages/50281.jpg,Asian Lady Beetle Pupa +60868,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/60868.jpg,Monarch Adult +657978,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/657978.jpg,Monarch Adult +53805,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/53805.jpg,Monarch Adult +51220,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/51220.jpg,Monarch Adult +63569,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/63569.jpg,Monarch Adult +76486,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/76486.jpg,Monarch Adult +82257,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/82257.jpg,Monarch Adult +42474,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/42474.jpg,Monarch Adult +74109,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/74109.jpg,Monarch Adult +60730,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/60730.jpg,Monarch Adult +76483,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/76483.jpg,Monarch Adult +68062,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/68062.jpg,Monarch Adult +18080,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/18080.jpg,Monarch Adult +72917,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/72917.jpg,Monarch Adult +36318,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/36318.jpg,Monarch Adult +71672,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/71672.jpg,Monarch Adult +18079,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/18079.jpg,Monarch Adult +48476,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/48476.jpg,Monarch Adult +5295,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/5295.jpg,Monarch Adult +55156,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/55156.jpg,Monarch Adult +76484,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/76484.jpg,Monarch Adult +62501,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/62501.jpg,Monarch Adult +71668,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/71668.jpg,Monarch Adult +57918,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/57918.jpg,Monarch Adult +72919,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/72919.jpg,Monarch Adult +46864,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/46864.jpg,Monarch Adult +61770,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/61770.jpg,Monarch Adult +2182,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/2182.jpg,Monarch Adult +78068,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/78068.jpg,Monarch Adult +71669,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/71669.jpg,Monarch Adult +63570,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/63570.jpg,Monarch Adult +35808,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/35808.jpg,Monarch Adult +53573,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/53573.jpg,Monarch Adult +63568,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/63568.jpg,Monarch Adult +68209,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/68209.jpg,Monarch Adult +66673,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/66673.jpg,Monarch Adult +74110,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/74110.jpg,Monarch Adult +48572,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/48572.jpg,Monarch Adult +26215,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/26215.jpg,Monarch Adult +66672,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/66672.jpg,Monarch Adult +53278,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/53278.jpg,Monarch Adult +71670,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/71670.jpg,Monarch Adult +12387,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/12387.jpg,Monarch Adult +41806,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/41806.jpg,Monarch Adult +72783,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/72783.jpg,Monarch Adult +48146,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/48146.jpg,Monarch Adult +66671,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/66671.jpg,Monarch Adult +37693,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/37693.jpg,Monarch Adult +57024,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/57024.jpg,Monarch Adult +28970,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Adult,/lifestages/28970.jpg,Monarch Adult +71667,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg,/lifestages/71667.jpg,Monarch Egg +613849,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg,/lifestages/613849.jpg,Monarch Egg +550796,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg,/lifestages/550796.jpg,Monarch Egg +141401,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg,/lifestages/141401.jpg,Monarch Egg +71666,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Egg,/lifestages/71666.jpg,Monarch Egg +67498,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/67498.jpg,Monarch Larva +215243,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/215243.jpg,Monarch Larva +178619,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/178619.jpg,Monarch Larva +54603,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/54603.jpg,Monarch Larva +317463,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/317463.jpg,Monarch Larva +323250,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/323250.jpg,Monarch Larva +401138,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/401138.jpg,Monarch Larva +67325,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/67325.jpg,Monarch Larva +169844,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/169844.jpg,Monarch Larva +45135,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/45135.jpg,Monarch Larva +100621,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/100621.jpg,Monarch Larva +447906,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/447906.jpg,Monarch Larva +272699,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/272699.jpg,Monarch Larva +174279,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/174279.jpg,Monarch Larva +366127,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/366127.jpg,Monarch Larva +363657,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/363657.jpg,Monarch Larva +75499,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/75499.jpg,Monarch Larva +274472,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/274472.jpg,Monarch Larva +366128,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/366128.jpg,Monarch Larva +323251,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/323251.jpg,Monarch Larva +134039,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/134039.jpg,Monarch Larva +223797,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/223797.jpg,Monarch Larva +193090,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/193090.jpg,Monarch Larva +146808,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/146808.jpg,Monarch Larva +21693,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/21693.jpg,Monarch Larva +179583,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/179583.jpg,Monarch Larva +363658,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/363658.jpg,Monarch Larva +193091,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/193091.jpg,Monarch Larva +45866,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/45866.jpg,Monarch Larva +178617,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/178617.jpg,Monarch Larva +207786,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/207786.jpg,Monarch Larva +29168,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/29168.jpg,Monarch Larva +252978,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/252978.jpg,Monarch Larva +143860,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/143860.jpg,Monarch Larva +336049,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/336049.jpg,Monarch Larva +150091,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/150091.jpg,Monarch Larva +126015,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/126015.jpg,Monarch Larva +78679,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/78679.jpg,Monarch Larva +71673,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/71673.jpg,Monarch Larva +165201,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/165201.jpg,Monarch Larva +178893,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/178893.jpg,Monarch Larva +71674,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/71674.jpg,Monarch Larva +172686,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/172686.jpg,Monarch Larva +448209,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/448209.jpg,Monarch Larva +259553,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/259553.jpg,Monarch Larva +122104,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/122104.jpg,Monarch Larva +447905,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/447905.jpg,Monarch Larva +54604,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/54604.jpg,Monarch Larva +336047,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/336047.jpg,Monarch Larva +259552,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Larva,/lifestages/259552.jpg,Monarch Larva +652125,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/652125.jpg,Monarch Pupa +652061,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/652061.jpg,Monarch Pupa +429077,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/429077.jpg,Monarch Pupa +567807,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/567807.jpg,Monarch Pupa +681230,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/681230.jpg,Monarch Pupa +681229,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/681229.jpg,Monarch Pupa +619196,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/619196.jpg,Monarch Pupa +429079,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/429079.jpg,Monarch Pupa +619198,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/619198.jpg,Monarch Pupa +773300,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/773300.jpg,Monarch Pupa +651954,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/651954.jpg,Monarch Pupa +804737,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/804737.jpg,Monarch Pupa +229706,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/229706.jpg,Monarch Pupa +651955,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/651955.jpg,Monarch Pupa +608280,Danaus plexippus,Animalia,Arthropoda,Insecta,Lepidoptera,Nymphalidae,Danaus,plexippus,Monarch,Pupa,/lifestages/608280.jpg,Monarch Pupa +64842,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/64842.jpg,Convergent Lady Beetle Adult +679751,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/679751.jpg,Convergent Lady Beetle Adult +596903,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/596903.jpg,Convergent Lady Beetle Adult +338659,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/338659.jpg,Convergent Lady Beetle Adult +725019,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/725019.jpg,Convergent Lady Beetle Adult +721261,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/721261.jpg,Convergent Lady Beetle Adult +527809,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/527809.jpg,Convergent Lady Beetle Adult +728776,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/728776.jpg,Convergent Lady Beetle Adult +681676,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/681676.jpg,Convergent Lady Beetle Adult +370823,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/370823.jpg,Convergent Lady Beetle Adult +1214,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/1214.jpg,Convergent Lady Beetle Adult +1211,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/1211.jpg,Convergent Lady Beetle Adult +678034,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/678034.jpg,Convergent Lady Beetle Adult +78640,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/78640.jpg,Convergent Lady Beetle Adult +37370,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/37370.jpg,Convergent Lady Beetle Adult +49988,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/49988.jpg,Convergent Lady Beetle Adult +446406,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/446406.jpg,Convergent Lady Beetle Adult +1210,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/1210.jpg,Convergent Lady Beetle Adult +325821,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/325821.jpg,Convergent Lady Beetle Adult +86881,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/86881.jpg,Convergent Lady Beetle Adult +44684,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/44684.jpg,Convergent Lady Beetle Adult +370824,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/370824.jpg,Convergent Lady Beetle Adult +394045,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/394045.jpg,Convergent Lady Beetle Adult +57624,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/57624.jpg,Convergent Lady Beetle Adult +488840,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/488840.jpg,Convergent Lady Beetle Adult +729896,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/729896.jpg,Convergent Lady Beetle Adult +37371,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/37371.jpg,Convergent Lady Beetle Adult +727384,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/727384.jpg,Convergent Lady Beetle Adult +418044,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/418044.jpg,Convergent Lady Beetle Adult +59495,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/59495.jpg,Convergent Lady Beetle Adult +78788,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/78788.jpg,Convergent Lady Beetle Adult +37372,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/37372.jpg,Convergent Lady Beetle Adult +17188,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/17188.jpg,Convergent Lady Beetle Adult +259274,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/259274.jpg,Convergent Lady Beetle Adult +337724,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/337724.jpg,Convergent Lady Beetle Adult +180986,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/180986.jpg,Convergent Lady Beetle Adult +412289,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/412289.jpg,Convergent Lady Beetle Adult +700022,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/700022.jpg,Convergent Lady Beetle Adult +78639,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/78639.jpg,Convergent Lady Beetle Adult +355198,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/355198.jpg,Convergent Lady Beetle Adult +768341,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/768341.jpg,Convergent Lady Beetle Adult +39445,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/39445.jpg,Convergent Lady Beetle Adult +768340,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/768340.jpg,Convergent Lady Beetle Adult +647908,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/647908.jpg,Convergent Lady Beetle Adult +1212,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/1212.jpg,Convergent Lady Beetle Adult +420719,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/420719.jpg,Convergent Lady Beetle Adult +672145,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/672145.jpg,Convergent Lady Beetle Adult +302932,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/302932.jpg,Convergent Lady Beetle Adult +535442,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/535442.jpg,Convergent Lady Beetle Adult +17189,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Adult,/lifestages/17189.jpg,Convergent Lady Beetle Adult +159565485,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg,/lifestages/159565485.jpg,Convergent Lady Beetle Egg +3187411,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg,/lifestages/3187411.jpg,Convergent Lady Beetle Egg +159565464,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg,/lifestages/159565464.jpg,Convergent Lady Beetle Egg +3187412,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg,/lifestages/3187412.jpg,Convergent Lady Beetle Egg +85588067,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Egg,/lifestages/85588067.jpg,Convergent Lady Beetle Egg +6948797,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/6948797.jpg,Convergent Lady Beetle Larva +19053697,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/19053697.jpg,Convergent Lady Beetle Larva +34158255,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/34158255.jpg,Convergent Lady Beetle Larva +17391557,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/17391557.jpg,Convergent Lady Beetle Larva +13723074,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/13723074.jpg,Convergent Lady Beetle Larva +3155381,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/3155381.jpg,Convergent Lady Beetle Larva +3172075,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/3172075.jpg,Convergent Lady Beetle Larva +13723079,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/13723079.jpg,Convergent Lady Beetle Larva +17120077,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/17120077.jpg,Convergent Lady Beetle Larva +7850191,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/7850191.jpg,Convergent Lady Beetle Larva +34154539,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/34154539.jpg,Convergent Lady Beetle Larva +13723376,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/13723376.jpg,Convergent Lady Beetle Larva +17120054,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/17120054.jpg,Convergent Lady Beetle Larva +13565961,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/13565961.jpg,Convergent Lady Beetle Larva +280649,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/280649.jpg,Convergent Lady Beetle Larva +34154535,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/34154535.jpg,Convergent Lady Beetle Larva +862663,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/862663.jpg,Convergent Lady Beetle Larva +16546259,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/16546259.jpg,Convergent Lady Beetle Larva +20457219,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/20457219.jpg,Convergent Lady Beetle Larva +3389448,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/3389448.jpg,Convergent Lady Beetle Larva +16546264,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/16546264.jpg,Convergent Lady Beetle Larva +15274719,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/15274719.jpg,Convergent Lady Beetle Larva +6705151,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/6705151.jpg,Convergent Lady Beetle Larva +3099671,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/3099671.jpg,Convergent Lady Beetle Larva +7850193,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/7850193.jpg,Convergent Lady Beetle Larva +15288688,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/15288688.jpg,Convergent Lady Beetle Larva +3398506,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/3398506.jpg,Convergent Lady Beetle Larva +20457222,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/20457222.jpg,Convergent Lady Beetle Larva +15273916,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/15273916.jpg,Convergent Lady Beetle Larva +34228056,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/34228056.jpg,Convergent Lady Beetle Larva +7850200,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/7850200.jpg,Convergent Lady Beetle Larva +15766331,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/15766331.jpg,Convergent Lady Beetle Larva +7849859,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/7849859.jpg,Convergent Lady Beetle Larva +15098739,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/15098739.jpg,Convergent Lady Beetle Larva +17181529,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/17181529.jpg,Convergent Lady Beetle Larva +845747,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/845747.jpg,Convergent Lady Beetle Larva +15098736,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/15098736.jpg,Convergent Lady Beetle Larva +6540947,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/6540947.jpg,Convergent Lady Beetle Larva +6705191,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/6705191.jpg,Convergent Lady Beetle Larva +17233425,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/17233425.jpg,Convergent Lady Beetle Larva +16732579,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/16732579.jpg,Convergent Lady Beetle Larva +17137071,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/17137071.jpg,Convergent Lady Beetle Larva +3163523,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/3163523.jpg,Convergent Lady Beetle Larva +15274748,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/15274748.jpg,Convergent Lady Beetle Larva +7849858,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/7849858.jpg,Convergent Lady Beetle Larva +17392469,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/17392469.jpg,Convergent Lady Beetle Larva +19084011,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/19084011.jpg,Convergent Lady Beetle Larva +16546249,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/16546249.jpg,Convergent Lady Beetle Larva +15098741,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/15098741.jpg,Convergent Lady Beetle Larva +7110044,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Larva,/lifestages/7110044.jpg,Convergent Lady Beetle Larva +3235279,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/3235279.jpg,Convergent Lady Beetle Pupa +10333652,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/10333652.jpg,Convergent Lady Beetle Pupa +26424838,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/26424838.jpg,Convergent Lady Beetle Pupa +26424835,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/26424835.jpg,Convergent Lady Beetle Pupa +6705250,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/6705250.jpg,Convergent Lady Beetle Pupa +18031288,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/18031288.jpg,Convergent Lady Beetle Pupa +17189655,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/17189655.jpg,Convergent Lady Beetle Pupa +34202226,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/34202226.jpg,Convergent Lady Beetle Pupa +34225024,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/34225024.jpg,Convergent Lady Beetle Pupa +3310471,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/3310471.jpg,Convergent Lady Beetle Pupa +16755896,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/16755896.jpg,Convergent Lady Beetle Pupa +26829400,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/26829400.jpg,Convergent Lady Beetle Pupa +3140715,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/3140715.jpg,Convergent Lady Beetle Pupa +3310472,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/3310472.jpg,Convergent Lady Beetle Pupa +18031293,Hippodamia convergens,Animalia,Arthropoda,Insecta,Coleoptera,Coccinellidae,Hippodamia,convergens,Convergent Lady Beetle,Pupa,/lifestages/18031293.jpg,Convergent Lady Beetle Pupa +1088814,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1088814.jpg,Old World Swallowtail Adult +925062,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/925062.jpg,Old World Swallowtail Adult +1410639,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1410639.jpg,Old World Swallowtail Adult +743094,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/743094.jpg,Old World Swallowtail Adult +274383,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/274383.jpg,Old World Swallowtail Adult +864392,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/864392.jpg,Old World Swallowtail Adult +1086876,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1086876.jpg,Old World Swallowtail Adult +844742,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/844742.jpg,Old World Swallowtail Adult +1006151,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1006151.jpg,Old World Swallowtail Adult +671551,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/671551.jpg,Old World Swallowtail Adult +800618,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/800618.jpg,Old World Swallowtail Adult +1085524,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1085524.jpg,Old World Swallowtail Adult +789112,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/789112.jpg,Old World Swallowtail Adult +171043,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/171043.jpg,Old World Swallowtail Adult +516272,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/516272.jpg,Old World Swallowtail Adult +1006150,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1006150.jpg,Old World Swallowtail Adult +1806004,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1806004.jpg,Old World Swallowtail Adult +1125745,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1125745.jpg,Old World Swallowtail Adult +1317606,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1317606.jpg,Old World Swallowtail Adult +867113,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/867113.jpg,Old World Swallowtail Adult +671543,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/671543.jpg,Old World Swallowtail Adult +1668221,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1668221.jpg,Old World Swallowtail Adult +2826785,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/2826785.jpg,Old World Swallowtail Adult +800617,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/800617.jpg,Old World Swallowtail Adult +1285240,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1285240.jpg,Old World Swallowtail Adult +1766194,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1766194.jpg,Old World Swallowtail Adult +1050060,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1050060.jpg,Old World Swallowtail Adult +1746622,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1746622.jpg,Old World Swallowtail Adult +1766192,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1766192.jpg,Old World Swallowtail Adult +516273,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/516273.jpg,Old World Swallowtail Adult +1668219,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1668219.jpg,Old World Swallowtail Adult +1866473,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1866473.jpg,Old World Swallowtail Adult +1766193,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1766193.jpg,Old World Swallowtail Adult +800619,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/800619.jpg,Old World Swallowtail Adult +1302011,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1302011.jpg,Old World Swallowtail Adult +516274,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/516274.jpg,Old World Swallowtail Adult +1162646,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1162646.jpg,Old World Swallowtail Adult +925610,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/925610.jpg,Old World Swallowtail Adult +1294180,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1294180.jpg,Old World Swallowtail Adult +1746623,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1746623.jpg,Old World Swallowtail Adult +1888331,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1888331.jpg,Old World Swallowtail Adult +926249,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/926249.jpg,Old World Swallowtail Adult +1086875,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1086875.jpg,Old World Swallowtail Adult +1035644,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1035644.jpg,Old World Swallowtail Adult +496981,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/496981.jpg,Old World Swallowtail Adult +87377,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/87377.jpg,Old World Swallowtail Adult +1846933,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1846933.jpg,Old World Swallowtail Adult +1806005,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1806005.jpg,Old World Swallowtail Adult +1843495,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1843495.jpg,Old World Swallowtail Adult +1037924,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Adult,/lifestages/1037924.jpg,Old World Swallowtail Adult +3464795,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Egg,/lifestages/3464795.jpg,Old World Swallowtail Egg +7024398,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Egg,/lifestages/7024398.jpg,Old World Swallowtail Egg +3889905,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Egg,/lifestages/3889905.jpg,Old World Swallowtail Egg +4706719,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Egg,/lifestages/4706719.jpg,Old World Swallowtail Egg +1983547,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Egg,/lifestages/1983547.jpg,Old World Swallowtail Egg +2429121,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2429121.jpg,Old World Swallowtail Larva +2439268,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2439268.jpg,Old World Swallowtail Larva +450565,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/450565.jpg,Old World Swallowtail Larva +2304923,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2304923.jpg,Old World Swallowtail Larva +877761,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/877761.jpg,Old World Swallowtail Larva +3038827,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/3038827.jpg,Old World Swallowtail Larva +2521232,Papilio 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Swallowtail,Larva,/lifestages/1950738.jpg,Old World Swallowtail Larva +1302007,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/1302007.jpg,Old World Swallowtail Larva +2822186,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2822186.jpg,Old World Swallowtail Larva +1168421,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/1168421.jpg,Old World Swallowtail Larva +1294247,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/1294247.jpg,Old World Swallowtail Larva +88564,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/88564.jpg,Old World Swallowtail Larva +2521233,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2521233.jpg,Old World Swallowtail Larva +3623677,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/3623677.jpg,Old World Swallowtail Larva +2439267,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2439267.jpg,Old World Swallowtail Larva +2444489,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2444489.jpg,Old World Swallowtail Larva +3038822,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/3038822.jpg,Old World Swallowtail Larva +1995589,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/1995589.jpg,Old World Swallowtail Larva +2185898,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2185898.jpg,Old World Swallowtail Larva +2704332,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2704332.jpg,Old World Swallowtail Larva +2399237,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2399237.jpg,Old World Swallowtail Larva +2504806,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2504806.jpg,Old World Swallowtail Larva +1285832,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/1285832.jpg,Old World Swallowtail Larva +3622352,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/3622352.jpg,Old World Swallowtail Larva +582597,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/582597.jpg,Old World Swallowtail Larva +85697,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/85697.jpg,Old World Swallowtail Larva +3191880,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/3191880.jpg,Old World Swallowtail Larva +2425020,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2425020.jpg,Old World Swallowtail Larva +2491768,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2491768.jpg,Old World Swallowtail Larva +2621834,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2621834.jpg,Old World Swallowtail Larva +2253652,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2253652.jpg,Old World Swallowtail Larva +3321415,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/3321415.jpg,Old World Swallowtail Larva +2628329,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2628329.jpg,Old World Swallowtail Larva +2786626,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2786626.jpg,Old World Swallowtail Larva +2008928,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2008928.jpg,Old World Swallowtail Larva +2521231,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2521231.jpg,Old World Swallowtail Larva +2628301,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2628301.jpg,Old World Swallowtail Larva +2687623,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2687623.jpg,Old World Swallowtail Larva +1577973,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/1577973.jpg,Old World Swallowtail Larva +2164165,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2164165.jpg,Old World Swallowtail Larva +2521234,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2521234.jpg,Old World Swallowtail Larva +2521230,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2521230.jpg,Old World Swallowtail Larva +2301368,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2301368.jpg,Old World Swallowtail Larva +2412998,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2412998.jpg,Old World Swallowtail Larva +2429753,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Larva,/lifestages/2429753.jpg,Old World Swallowtail Larva +1302010,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/1302010.jpg,Old World Swallowtail Pupa +10799787,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/10799787.jpg,Old World Swallowtail Pupa +12496584,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/12496584.jpg,Old World Swallowtail Pupa +3491546,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/3491546.jpg,Old World Swallowtail Pupa +9285816,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/9285816.jpg,Old World Swallowtail Pupa +10072451,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/10072451.jpg,Old World Swallowtail Pupa +3252674,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/3252674.jpg,Old World Swallowtail Pupa +11198025,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/11198025.jpg,Old World Swallowtail Pupa +4706971,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/4706971.jpg,Old World Swallowtail Pupa +3889948,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/3889948.jpg,Old World Swallowtail Pupa +2102406,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/2102406.jpg,Old World Swallowtail Pupa +2643768,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/2643768.jpg,Old World Swallowtail Pupa +2334866,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/2334866.jpg,Old World Swallowtail Pupa +7024619,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/7024619.jpg,Old World Swallowtail Pupa +7024618,Papilio machaon,Animalia,Arthropoda,Insecta,Lepidoptera,Papilionidae,Papilio,machaon,Old World Swallowtail,Pupa,/lifestages/7024618.jpg,Old World Swallowtail Pupa diff --git a/metadata/flowers.txt b/model_eval/metadata/flowers.txt similarity index 100% rename from metadata/flowers.txt rename to model_eval/metadata/flowers.txt diff --git a/metadata/folder_to_objectnet_label.json b/model_eval/metadata/folder_to_objectnet_label.json similarity index 100% rename from metadata/folder_to_objectnet_label.json rename to model_eval/metadata/folder_to_objectnet_label.json diff --git a/metadata/food.txt b/model_eval/metadata/food.txt similarity index 100% rename from metadata/food.txt rename to model_eval/metadata/food.txt diff --git a/metadata/fungi_metadata.csv b/model_eval/metadata/fungi_metadata.csv similarity index 100% rename from metadata/fungi_metadata.csv rename to model_eval/metadata/fungi_metadata.csv diff --git a/metadata/fungi_metadata_n.csv b/model_eval/metadata/fungi_metadata_n.csv similarity index 100% rename from metadata/fungi_metadata_n.csv rename to model_eval/metadata/fungi_metadata_n.csv diff --git a/metadata/imagenet1k_all_metadata.py b/model_eval/metadata/imagenet1k_all_metadata.py similarity index 100% rename from metadata/imagenet1k_all_metadata.py rename to model_eval/metadata/imagenet1k_all_metadata.py diff --git a/metadata/imagenet1k_all_metadata.txt b/model_eval/metadata/imagenet1k_all_metadata.txt similarity index 100% rename from metadata/imagenet1k_all_metadata.txt rename to model_eval/metadata/imagenet1k_all_metadata.txt diff --git a/metadata/imagenet1k_cipher.txt b/model_eval/metadata/imagenet1k_cipher.txt similarity index 100% rename from metadata/imagenet1k_cipher.txt rename to model_eval/metadata/imagenet1k_cipher.txt diff --git a/metadata/imagenet1k_default.txt b/model_eval/metadata/imagenet1k_default.txt similarity index 100% rename from metadata/imagenet1k_default.txt rename to model_eval/metadata/imagenet1k_default.txt diff --git a/metadata/imagenet1k_idx_to_classname.txt b/model_eval/metadata/imagenet1k_idx_to_classname.txt similarity index 100% rename from metadata/imagenet1k_idx_to_classname.txt rename to model_eval/metadata/imagenet1k_idx_to_classname.txt diff --git a/metadata/imagenet1k_openclip.txt b/model_eval/metadata/imagenet1k_openclip.txt similarity index 100% rename from metadata/imagenet1k_openclip.txt rename to model_eval/metadata/imagenet1k_openclip.txt diff --git a/metadata/imagenet1k_ours.txt b/model_eval/metadata/imagenet1k_ours.txt similarity index 100% rename from metadata/imagenet1k_ours.txt rename to model_eval/metadata/imagenet1k_ours.txt diff --git a/metadata/imagenet1k_val.csv b/model_eval/metadata/imagenet1k_val.csv similarity index 100% rename from metadata/imagenet1k_val.csv rename to model_eval/metadata/imagenet1k_val.csv diff --git a/metadata/imagenet1k_wnid_to_classname.txt b/model_eval/metadata/imagenet1k_wnid_to_classname.txt similarity index 100% rename from metadata/imagenet1k_wnid_to_classname.txt rename to model_eval/metadata/imagenet1k_wnid_to_classname.txt diff --git a/metadata/imagenet1k_wnid_to_index.json b/model_eval/metadata/imagenet1k_wnid_to_index.json similarity index 100% rename from metadata/imagenet1k_wnid_to_index.json rename to model_eval/metadata/imagenet1k_wnid_to_index.json diff --git a/metadata/imagenet1k_wrongorder.txt b/model_eval/metadata/imagenet1k_wrongorder.txt similarity index 100% rename from metadata/imagenet1k_wrongorder.txt rename to model_eval/metadata/imagenet1k_wrongorder.txt diff --git a/metadata/imagenet21k.txt b/model_eval/metadata/imagenet21k.txt similarity index 100% rename from metadata/imagenet21k.txt rename to model_eval/metadata/imagenet21k.txt diff --git a/metadata/imagenet21k_large_classes_no_in1k.json b/model_eval/metadata/imagenet21k_large_classes_no_in1k.json similarity index 100% rename from metadata/imagenet21k_large_classes_no_in1k.json rename to model_eval/metadata/imagenet21k_large_classes_no_in1k.json diff --git a/metadata/imagenet21k_to_1k_index.txt b/model_eval/metadata/imagenet21k_to_1k_index.txt similarity index 100% rename from metadata/imagenet21k_to_1k_index.txt rename to model_eval/metadata/imagenet21k_to_1k_index.txt diff --git a/metadata/imagenet21k_wnid_to_file_length.json b/model_eval/metadata/imagenet21k_wnid_to_file_length.json similarity index 100% rename from metadata/imagenet21k_wnid_to_file_length.json rename to model_eval/metadata/imagenet21k_wnid_to_file_length.json diff --git a/metadata/imagenet21k_wnid_to_idx.json b/model_eval/metadata/imagenet21k_wnid_to_idx.json similarity index 100% rename from metadata/imagenet21k_wnid_to_idx.json rename to model_eval/metadata/imagenet21k_wnid_to_idx.json diff --git a/metadata/imagenet21k_wnid_to_lemma.json b/model_eval/metadata/imagenet21k_wnid_to_lemma.json similarity index 100% rename from metadata/imagenet21k_wnid_to_lemma.json rename to model_eval/metadata/imagenet21k_wnid_to_lemma.json diff --git a/metadata/imagenet21k_wordnet_ids.txt b/model_eval/metadata/imagenet21k_wordnet_ids.txt similarity index 100% rename from metadata/imagenet21k_wordnet_ids.txt rename to model_eval/metadata/imagenet21k_wordnet_ids.txt diff --git a/metadata/imagenet21k_wordnet_lemmas.txt b/model_eval/metadata/imagenet21k_wordnet_lemmas.txt similarity index 100% rename from metadata/imagenet21k_wordnet_lemmas.txt rename to model_eval/metadata/imagenet21k_wordnet_lemmas.txt diff --git a/metadata/imagenet_no_overlap_classnames.json b/model_eval/metadata/imagenet_no_overlap_classnames.json similarity index 100% rename from metadata/imagenet_no_overlap_classnames.json rename to model_eval/metadata/imagenet_no_overlap_classnames.json diff --git a/metadata/imagenet_no_overlap_short_classnames.json b/model_eval/metadata/imagenet_no_overlap_short_classnames.json similarity index 100% rename from metadata/imagenet_no_overlap_short_classnames.json rename to model_eval/metadata/imagenet_no_overlap_short_classnames.json diff --git a/metadata/imagenet_no_perm_classnames.json b/model_eval/metadata/imagenet_no_perm_classnames.json similarity index 100% rename from metadata/imagenet_no_perm_classnames.json rename to model_eval/metadata/imagenet_no_perm_classnames.json diff --git a/metadata/imagenet_real.json b/model_eval/metadata/imagenet_real.json similarity index 100% rename from metadata/imagenet_real.json rename to model_eval/metadata/imagenet_real.json diff --git a/metadata/imagenet_to_labels.json b/model_eval/metadata/imagenet_to_labels.json similarity index 100% rename from metadata/imagenet_to_labels.json rename to model_eval/metadata/imagenet_to_labels.json diff --git a/metadata/imagenet_to_objectnet.json b/model_eval/metadata/imagenet_to_objectnet.json similarity index 100% rename from metadata/imagenet_to_objectnet.json rename to model_eval/metadata/imagenet_to_objectnet.json diff --git a/metadata/in100.txt b/model_eval/metadata/in100.txt similarity index 100% rename from metadata/in100.txt rename to model_eval/metadata/in100.txt diff --git a/metadata/in100_dogs.txt b/model_eval/metadata/in100_dogs.txt similarity index 100% rename from metadata/in100_dogs.txt rename to model_eval/metadata/in100_dogs.txt diff --git a/metadata/in100_rand_idx_01.txt b/model_eval/metadata/in100_rand_idx_01.txt similarity index 100% rename from metadata/in100_rand_idx_01.txt rename to model_eval/metadata/in100_rand_idx_01.txt diff --git a/metadata/in100_rand_idx_02.txt b/model_eval/metadata/in100_rand_idx_02.txt similarity index 100% rename from metadata/in100_rand_idx_02.txt rename to model_eval/metadata/in100_rand_idx_02.txt diff --git a/metadata/in100_rand_idx_03.txt b/model_eval/metadata/in100_rand_idx_03.txt similarity index 100% rename from metadata/in100_rand_idx_03.txt rename to model_eval/metadata/in100_rand_idx_03.txt diff --git a/metadata/in100_rand_idx_04.txt b/model_eval/metadata/in100_rand_idx_04.txt similarity index 100% rename from metadata/in100_rand_idx_04.txt rename to model_eval/metadata/in100_rand_idx_04.txt diff --git a/metadata/in100_rand_idx_05.txt b/model_eval/metadata/in100_rand_idx_05.txt similarity index 100% rename from metadata/in100_rand_idx_05.txt rename to model_eval/metadata/in100_rand_idx_05.txt diff --git a/metadata/in100_rand_idx_06.txt b/model_eval/metadata/in100_rand_idx_06.txt similarity index 100% rename from metadata/in100_rand_idx_06.txt rename to model_eval/metadata/in100_rand_idx_06.txt diff --git a/metadata/in100_rand_idx_07.txt b/model_eval/metadata/in100_rand_idx_07.txt similarity index 100% rename from metadata/in100_rand_idx_07.txt rename to model_eval/metadata/in100_rand_idx_07.txt diff --git a/metadata/in100_rand_idx_08.txt b/model_eval/metadata/in100_rand_idx_08.txt similarity index 100% rename from metadata/in100_rand_idx_08.txt rename to model_eval/metadata/in100_rand_idx_08.txt diff --git a/metadata/in100_rand_idx_09.txt b/model_eval/metadata/in100_rand_idx_09.txt similarity index 100% rename from metadata/in100_rand_idx_09.txt rename to model_eval/metadata/in100_rand_idx_09.txt diff --git a/metadata/in100_true_idx.txt b/model_eval/metadata/in100_true_idx.txt similarity index 100% rename from metadata/in100_true_idx.txt rename to model_eval/metadata/in100_true_idx.txt diff --git a/metadata/in1k_gpt_synonyms.json b/model_eval/metadata/in1k_gpt_synonyms.json similarity index 100% rename from metadata/in1k_gpt_synonyms.json rename to model_eval/metadata/in1k_gpt_synonyms.json diff --git a/metadata/in1k_gpt_synonyms_indexed.json b/model_eval/metadata/in1k_gpt_synonyms_indexed.json similarity index 100% rename from metadata/in1k_gpt_synonyms_indexed.json rename to model_eval/metadata/in1k_gpt_synonyms_indexed.json diff --git a/metadata/in1k_metadata.csv b/model_eval/metadata/in1k_metadata.csv similarity index 100% rename from metadata/in1k_metadata.csv rename to model_eval/metadata/in1k_metadata.csv diff --git a/metadata/in2k_map.json b/model_eval/metadata/in2k_map.json similarity index 100% rename from metadata/in2k_map.json rename to model_eval/metadata/in2k_map.json diff --git a/metadata/in5k_map.json b/model_eval/metadata/in5k_map.json similarity index 100% rename from metadata/in5k_map.json rename to model_eval/metadata/in5k_map.json diff --git a/metadata/inat2021-categories.csv b/model_eval/metadata/inat2021-categories.csv similarity index 100% rename from metadata/inat2021-categories.csv rename to 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model_eval/metadata/insecta_id_map.txt diff --git a/metadata/meta-analysis-results.csv b/model_eval/metadata/meta-analysis-results.csv similarity index 100% rename from metadata/meta-analysis-results.csv rename to model_eval/metadata/meta-analysis-results.csv diff --git a/metadata/objectnet_folder_to_label.txt b/model_eval/metadata/objectnet_folder_to_label.txt similarity index 100% rename from metadata/objectnet_folder_to_label.txt rename to model_eval/metadata/objectnet_folder_to_label.txt diff --git a/metadata/objectnet_to_imagenet_1k.json b/model_eval/metadata/objectnet_to_imagenet_1k.json similarity index 100% rename from metadata/objectnet_to_imagenet_1k.json rename to model_eval/metadata/objectnet_to_imagenet_1k.json diff --git a/metadata/oi1000_val.csv b/model_eval/metadata/oi1000_val.csv similarity index 100% rename from metadata/oi1000_val.csv rename to model_eval/metadata/oi1000_val.csv diff --git a/metadata/openai_gtcap_toks.json b/model_eval/metadata/openai_gtcap_toks.json 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+1518,Grape___healthy/77756.jpg,Grape___healthy,/plantvillage/plantvillage dataset/color/Grape___healthy/77756.jpg +1519,Grape___healthy/171696.jpg,Grape___healthy,/plantvillage/plantvillage dataset/color/Grape___healthy/171696.jpg diff --git a/metadata/stanfordcars.txt b/model_eval/metadata/stanfordcars.txt similarity index 100% rename from metadata/stanfordcars.txt rename to model_eval/metadata/stanfordcars.txt diff --git a/src/__init__.py b/model_eval/src/__init__.py similarity index 100% rename from src/__init__.py rename to model_eval/src/__init__.py diff --git a/src/evals/__init__.py b/model_eval/src/evals/__init__.py similarity index 100% rename from src/evals/__init__.py rename to model_eval/src/evals/__init__.py diff --git a/src/evals/beit_eval.ipynb b/model_eval/src/evals/beit_eval.ipynb similarity index 100% rename from src/evals/beit_eval.ipynb rename to model_eval/src/evals/beit_eval.ipynb diff --git a/src/evals/datacomp_eval.py b/model_eval/src/evals/datacomp_eval.py similarity index 100% rename from src/evals/datacomp_eval.py rename to model_eval/src/evals/datacomp_eval.py diff --git a/src/evals/dc_eval_res.py b/model_eval/src/evals/dc_eval_res.py similarity index 100% rename from src/evals/dc_eval_res.py rename to model_eval/src/evals/dc_eval_res.py diff --git a/src/evals/eval_utils/__init__.py b/model_eval/src/evals/eval_utils/__init__.py similarity index 100% rename from src/evals/eval_utils/__init__.py rename to model_eval/src/evals/eval_utils/__init__.py diff --git a/src/evals/eval_utils/fairness_eval.py b/model_eval/src/evals/eval_utils/fairness_eval.py similarity index 100% rename from src/evals/eval_utils/fairness_eval.py rename to model_eval/src/evals/eval_utils/fairness_eval.py diff --git a/src/evals/eval_utils/fairness_tables.py b/model_eval/src/evals/eval_utils/fairness_tables.py similarity index 100% rename from src/evals/eval_utils/fairness_tables.py rename to model_eval/src/evals/eval_utils/fairness_tables.py diff --git a/src/evals/eval_utils/main.py b/model_eval/src/evals/eval_utils/main.py similarity index 100% rename from src/evals/eval_utils/main.py rename to model_eval/src/evals/eval_utils/main.py diff --git a/src/evals/eval_utils/retr_eval.py b/model_eval/src/evals/eval_utils/retr_eval.py similarity index 100% rename from src/evals/eval_utils/retr_eval.py rename to model_eval/src/evals/eval_utils/retr_eval.py diff --git a/src/evals/eval_utils/wino_eval.py b/model_eval/src/evals/eval_utils/wino_eval.py similarity index 100% rename from src/evals/eval_utils/wino_eval.py rename to model_eval/src/evals/eval_utils/wino_eval.py diff --git a/src/evals/get_dogs_evals.py b/model_eval/src/evals/get_dogs_evals.py similarity index 100% rename from src/evals/get_dogs_evals.py rename to model_eval/src/evals/get_dogs_evals.py diff --git a/src/evals/get_in100_evals.py b/model_eval/src/evals/get_in100_evals.py similarity index 100% rename from src/evals/get_in100_evals.py rename to model_eval/src/evals/get_in100_evals.py diff --git a/src/evals/tasklist.yml b/model_eval/src/evals/tasklist.yml similarity index 100% rename from src/evals/tasklist.yml rename to model_eval/src/evals/tasklist.yml diff --git a/src/grad_cache_vl/__init__.py b/model_eval/src/grad_cache_vl/__init__.py similarity index 100% rename from src/grad_cache_vl/__init__.py rename to model_eval/src/grad_cache_vl/__init__.py diff --git a/src/grad_cache_vl/context_managers.py b/model_eval/src/grad_cache_vl/context_managers.py similarity index 100% rename from src/grad_cache_vl/context_managers.py rename to model_eval/src/grad_cache_vl/context_managers.py diff --git a/src/grad_cache_vl/grad_cache.py b/model_eval/src/grad_cache_vl/grad_cache.py similarity index 100% rename from src/grad_cache_vl/grad_cache.py rename to model_eval/src/grad_cache_vl/grad_cache.py diff --git a/src/grad_cache_vl/loss.py b/model_eval/src/grad_cache_vl/loss.py similarity index 100% rename from src/grad_cache_vl/loss.py rename to model_eval/src/grad_cache_vl/loss.py diff --git a/src/gsam/__init__.py b/model_eval/src/gsam/__init__.py similarity index 100% rename from src/gsam/__init__.py rename to model_eval/src/gsam/__init__.py diff --git a/src/gsam/gsam.py b/model_eval/src/gsam/gsam.py similarity index 100% rename from src/gsam/gsam.py rename to model_eval/src/gsam/gsam.py diff --git a/src/gsam/scheduler.py b/model_eval/src/gsam/scheduler.py similarity index 100% rename from src/gsam/scheduler.py rename to model_eval/src/gsam/scheduler.py diff --git a/src/gsam/util.py b/model_eval/src/gsam/util.py similarity index 100% rename from src/gsam/util.py rename to model_eval/src/gsam/util.py diff --git a/src/open_clip/__init__.py b/model_eval/src/open_clip/__init__.py similarity index 100% rename from src/open_clip/__init__.py rename to model_eval/src/open_clip/__init__.py diff --git a/src/open_clip/bpe_simple_vocab_16e6.txt.gz b/model_eval/src/open_clip/bpe_simple_vocab_16e6.txt.gz similarity index 100% rename from src/open_clip/bpe_simple_vocab_16e6.txt.gz rename to model_eval/src/open_clip/bpe_simple_vocab_16e6.txt.gz diff --git a/src/open_clip/commands.md b/model_eval/src/open_clip/commands.md similarity index 100% rename from src/open_clip/commands.md rename to model_eval/src/open_clip/commands.md diff --git a/src/open_clip/constants.py b/model_eval/src/open_clip/constants.py similarity index 100% rename from src/open_clip/constants.py rename to model_eval/src/open_clip/constants.py diff --git a/src/open_clip/factory.py b/model_eval/src/open_clip/factory.py similarity index 100% rename from src/open_clip/factory.py rename to model_eval/src/open_clip/factory.py diff --git a/src/open_clip/loss.py b/model_eval/src/open_clip/loss.py similarity index 100% rename from src/open_clip/loss.py rename to model_eval/src/open_clip/loss.py diff --git a/src/open_clip/model.py b/model_eval/src/open_clip/model.py similarity index 100% rename from src/open_clip/model.py rename to model_eval/src/open_clip/model.py diff --git a/src/open_clip/model_configs/RN101-in1k.json b/model_eval/src/open_clip/model_configs/RN101-in1k.json similarity index 100% rename from src/open_clip/model_configs/RN101-in1k.json rename to model_eval/src/open_clip/model_configs/RN101-in1k.json diff --git a/src/open_clip/model_configs/RN101-quickgelu.json b/model_eval/src/open_clip/model_configs/RN101-quickgelu.json similarity index 100% rename from src/open_clip/model_configs/RN101-quickgelu.json rename to model_eval/src/open_clip/model_configs/RN101-quickgelu.json diff --git a/src/open_clip/model_configs/RN101.json b/model_eval/src/open_clip/model_configs/RN101.json similarity index 100% rename from src/open_clip/model_configs/RN101.json rename to model_eval/src/open_clip/model_configs/RN101.json diff --git a/src/open_clip/model_configs/RN14-in1k.json b/model_eval/src/open_clip/model_configs/RN14-in1k.json similarity index 100% rename from src/open_clip/model_configs/RN14-in1k.json rename to model_eval/src/open_clip/model_configs/RN14-in1k.json diff --git a/src/open_clip/model_configs/RN26-in1k.json b/model_eval/src/open_clip/model_configs/RN26-in1k.json similarity index 100% rename from src/open_clip/model_configs/RN26-in1k.json rename to model_eval/src/open_clip/model_configs/RN26-in1k.json diff --git a/src/open_clip/model_configs/RN50-384.json b/model_eval/src/open_clip/model_configs/RN50-384.json similarity index 100% rename from src/open_clip/model_configs/RN50-384.json rename to model_eval/src/open_clip/model_configs/RN50-384.json diff --git a/src/open_clip/model_configs/RN50-in1k-128.json b/model_eval/src/open_clip/model_configs/RN50-in1k-128.json similarity index 100% rename from src/open_clip/model_configs/RN50-in1k-128.json rename to model_eval/src/open_clip/model_configs/RN50-in1k-128.json diff --git a/src/open_clip/model_configs/RN50-in1k-32.json b/model_eval/src/open_clip/model_configs/RN50-in1k-32.json similarity index 100% rename from src/open_clip/model_configs/RN50-in1k-32.json rename to model_eval/src/open_clip/model_configs/RN50-in1k-32.json diff --git a/src/open_clip/model_configs/RN50-in1k-384.json b/model_eval/src/open_clip/model_configs/RN50-in1k-384.json similarity index 100% rename from src/open_clip/model_configs/RN50-in1k-384.json rename to model_eval/src/open_clip/model_configs/RN50-in1k-384.json diff --git a/src/open_clip/model_configs/RN50-in1k.json b/model_eval/src/open_clip/model_configs/RN50-in1k.json similarity index 100% rename from src/open_clip/model_configs/RN50-in1k.json rename to model_eval/src/open_clip/model_configs/RN50-in1k.json diff --git a/src/open_clip/model_configs/RN50-in21k.json b/model_eval/src/open_clip/model_configs/RN50-in21k.json similarity index 100% rename from src/open_clip/model_configs/RN50-in21k.json rename to model_eval/src/open_clip/model_configs/RN50-in21k.json diff --git a/src/open_clip/model_configs/RN50-in2k.json b/model_eval/src/open_clip/model_configs/RN50-in2k.json similarity index 100% rename from src/open_clip/model_configs/RN50-in2k.json rename to model_eval/src/open_clip/model_configs/RN50-in2k.json diff --git a/src/open_clip/model_configs/RN50-in5k.json b/model_eval/src/open_clip/model_configs/RN50-in5k.json similarity index 100% rename from src/open_clip/model_configs/RN50-in5k.json rename to model_eval/src/open_clip/model_configs/RN50-in5k.json diff --git a/src/open_clip/model_configs/RN50-insecta.json b/model_eval/src/open_clip/model_configs/RN50-insecta.json similarity index 100% rename from src/open_clip/model_configs/RN50-insecta.json rename to model_eval/src/open_clip/model_configs/RN50-insecta.json diff --git a/src/open_clip/model_configs/RN50-notext.json b/model_eval/src/open_clip/model_configs/RN50-notext.json similarity index 100% rename from src/open_clip/model_configs/RN50-notext.json rename to model_eval/src/open_clip/model_configs/RN50-notext.json diff --git a/src/open_clip/model_configs/RN50-quickgelu.json b/model_eval/src/open_clip/model_configs/RN50-quickgelu.json similarity index 100% rename from src/open_clip/model_configs/RN50-quickgelu.json rename to model_eval/src/open_clip/model_configs/RN50-quickgelu.json diff --git a/src/open_clip/model_configs/RN50.json b/model_eval/src/open_clip/model_configs/RN50.json similarity index 100% rename from src/open_clip/model_configs/RN50.json rename to model_eval/src/open_clip/model_configs/RN50.json diff --git a/src/open_clip/model_configs/RN50x16.json b/model_eval/src/open_clip/model_configs/RN50x16.json similarity index 100% rename from src/open_clip/model_configs/RN50x16.json rename to model_eval/src/open_clip/model_configs/RN50x16.json diff --git a/src/open_clip/model_configs/RN50x4-in1k.json b/model_eval/src/open_clip/model_configs/RN50x4-in1k.json similarity index 100% rename from src/open_clip/model_configs/RN50x4-in1k.json rename to model_eval/src/open_clip/model_configs/RN50x4-in1k.json diff --git a/src/open_clip/model_configs/RN50x4.json b/model_eval/src/open_clip/model_configs/RN50x4.json similarity index 100% rename from src/open_clip/model_configs/RN50x4.json rename to model_eval/src/open_clip/model_configs/RN50x4.json diff --git a/src/open_clip/model_configs/ViT-B-16-plus-240.json b/model_eval/src/open_clip/model_configs/ViT-B-16-plus-240.json similarity index 100% rename from src/open_clip/model_configs/ViT-B-16-plus-240.json rename to model_eval/src/open_clip/model_configs/ViT-B-16-plus-240.json diff --git a/src/open_clip/model_configs/ViT-B-16-plus.json b/model_eval/src/open_clip/model_configs/ViT-B-16-plus.json similarity index 100% rename from src/open_clip/model_configs/ViT-B-16-plus.json rename to model_eval/src/open_clip/model_configs/ViT-B-16-plus.json diff --git a/src/open_clip/model_configs/ViT-B-16.json b/model_eval/src/open_clip/model_configs/ViT-B-16.json similarity index 100% rename from src/open_clip/model_configs/ViT-B-16.json rename to model_eval/src/open_clip/model_configs/ViT-B-16.json diff --git a/src/open_clip/model_configs/ViT-B-32-plus-256.json b/model_eval/src/open_clip/model_configs/ViT-B-32-plus-256.json similarity index 100% rename from src/open_clip/model_configs/ViT-B-32-plus-256.json rename to model_eval/src/open_clip/model_configs/ViT-B-32-plus-256.json diff --git a/src/open_clip/model_configs/ViT-B-32-quickgelu.json b/model_eval/src/open_clip/model_configs/ViT-B-32-quickgelu.json similarity index 100% rename from src/open_clip/model_configs/ViT-B-32-quickgelu.json rename to model_eval/src/open_clip/model_configs/ViT-B-32-quickgelu.json diff --git a/src/open_clip/model_configs/ViT-B-32.json b/model_eval/src/open_clip/model_configs/ViT-B-32.json similarity index 100% rename from src/open_clip/model_configs/ViT-B-32.json rename to model_eval/src/open_clip/model_configs/ViT-B-32.json diff --git a/src/open_clip/model_configs/ViT-H-14.json b/model_eval/src/open_clip/model_configs/ViT-H-14.json similarity 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model_eval/src/torchqmet/utils.py diff --git a/src/training/.gitignore b/model_eval/src/training/.gitignore similarity index 100% rename from src/training/.gitignore rename to model_eval/src/training/.gitignore diff --git a/src/training/__init__.py b/model_eval/src/training/__init__.py similarity index 100% rename from src/training/__init__.py rename to model_eval/src/training/__init__.py diff --git a/src/training/air_zeroshot_data.py b/model_eval/src/training/air_zeroshot_data.py similarity index 100% rename from src/training/air_zeroshot_data.py rename to model_eval/src/training/air_zeroshot_data.py diff --git a/src/training/cars_zeroshot_data.py b/model_eval/src/training/cars_zeroshot_data.py similarity index 100% rename from src/training/cars_zeroshot_data.py rename to model_eval/src/training/cars_zeroshot_data.py diff --git a/src/training/clean_filter_captions.py b/model_eval/src/training/clean_filter_captions.py similarity index 100% rename from src/training/clean_filter_captions.py rename to model_eval/src/training/clean_filter_captions.py diff --git a/src/training/data.py b/model_eval/src/training/data.py similarity index 98% rename from src/training/data.py rename to model_eval/src/training/data.py index c7c9713..e954580 100644 --- a/src/training/data.py +++ b/model_eval/src/training/data.py @@ -669,6 +669,15 @@ def get_csv_test(args, preprocess_fns, target_ds): elif target_ds == "arbor-test": target_ds_path = "./metadata/arboretum_test_metadata.csv" capkey = "taxon!" + args.taxon + elif target_ds == "lifestages": + target_ds_path = "./metadata/final_lifestages_metadata.csv" + capkey = "preproc!class_out" + elif target_ds == "plantvillage": + target_ds_path = "./metadata/plt_vil_metadata.csv" + capkey = "preproc!class" + elif target_ds == "deepweeds": + target_ds_path = "./metadata/deepweeds_metadata.csv" + capkey = "preproc!Species" elif target_ds == "bioclip-rare": target_ds_path = "./metadata/bioclip_rare_metadata_n.csv" capkey = "taxon!" + args.taxon @@ -1612,7 +1621,16 @@ def get_data(args, preprocess_fns, epoch=0): if args.arbor_val: data["arbor-test"] = get_csv_test(args, preprocess_fns, "arbor-test") - + + if args.lifestages: + data["lifestages"] = get_csv_test(args, preprocess_fns, "lifestages") + + if args.plantvillage: + data["plantvillage"] = get_csv_test(args, preprocess_fns, "plantvillage") + + if args.deepweeds: + data["deepweeds"] = get_csv_test(args, preprocess_fns, "deepweeds") + if args.bioclip_rare: data["bioclip-rare"] = get_csv_test(args, preprocess_fns, "bioclip-rare") diff --git a/src/training/distributed.py b/model_eval/src/training/distributed.py similarity index 100% rename from src/training/distributed.py rename to model_eval/src/training/distributed.py diff --git a/src/training/eval_many.py b/model_eval/src/training/eval_many.py similarity index 100% rename from src/training/eval_many.py rename to model_eval/src/training/eval_many.py diff --git a/src/training/eval_many_alt.py b/model_eval/src/training/eval_many_alt.py similarity index 100% rename from src/training/eval_many_alt.py rename to model_eval/src/training/eval_many_alt.py diff --git a/src/training/flowers_zeroshot_data.py b/model_eval/src/training/flowers_zeroshot_data.py similarity index 100% rename from src/training/flowers_zeroshot_data.py rename to model_eval/src/training/flowers_zeroshot_data.py diff --git a/src/training/food_zeroshot_data.py b/model_eval/src/training/food_zeroshot_data.py similarity index 100% rename from src/training/food_zeroshot_data.py rename to model_eval/src/training/food_zeroshot_data.py diff --git a/src/training/imagenet_zeroshot_data.py b/model_eval/src/training/imagenet_zeroshot_data.py similarity index 100% rename from src/training/imagenet_zeroshot_data.py rename to model_eval/src/training/imagenet_zeroshot_data.py diff --git a/src/training/inat_zeroshot_data.py b/model_eval/src/training/inat_zeroshot_data.py similarity index 100% rename from src/training/inat_zeroshot_data.py rename to model_eval/src/training/inat_zeroshot_data.py diff --git a/src/training/insecta_zeroshot_data.py b/model_eval/src/training/insecta_zeroshot_data.py similarity index 71% rename from src/training/insecta_zeroshot_data.py rename to model_eval/src/training/insecta_zeroshot_data.py index 4859c89..b2d2130 100644 --- a/src/training/insecta_zeroshot_data.py +++ b/model_eval/src/training/insecta_zeroshot_data.py @@ -27,6 +27,36 @@ def get_insecta_classnames(): def get_insecta_id_dict(): return insecta_id_dict +try: + lifestages_path = Path("./metadata/final_lifestages_metadata.csv") + lifestages_df = pd.read_csv(lifestages_path) +except: + lifestages_path = Path("vlhub/metadata/final_lifestages_metadata.csv") + lifestages_df = pd.read_csv(lifestages_path) + +def get_lifestages_classes(): + return list(lifestages_df["class_out"].unique()) + +try: + deepweeds_path = Path("./metadata/deepweeds_metadata.csv") + deepweeds_df = pd.read_csv(deepweeds_path) +except: + deepweeds_path = Path("vlhub/metadata/deepweeds_metadata.csv") + deepweeds_df = pd.read_csv(deepweeds_path) + +def get_deepweeds_classes(): + return list(deepweeds_df["Species"].unique()) + +try: + plantvillage_path = Path("./metadata/plt_vil_metadata.csv") + plantvillage_df = pd.read_csv(plantvillage_path) +except: + plantvillage_path = Path("vlhub/metadata/plt_vil_metadata.csv") + plantvillage_df = pd.read_csv(plantvillage_path) + +def get_plantvillage_classes(): + return list(plantvillage_df["class"].unique()) + try: arbor_rare_path = Path("./metadata/arboretum_rare_combined_metadata.csv") arbor_rare_df = pd.read_csv(arbor_rare_path) diff --git a/src/training/logger.py b/model_eval/src/training/logger.py similarity index 100% rename from src/training/logger.py rename to model_eval/src/training/logger.py diff --git a/src/training/lsuv.py b/model_eval/src/training/lsuv.py similarity index 100% rename from src/training/lsuv.py rename to model_eval/src/training/lsuv.py diff --git a/src/training/main.py b/model_eval/src/training/main.py similarity index 100% rename from src/training/main.py rename to model_eval/src/training/main.py diff --git a/src/training/metrics.py b/model_eval/src/training/metrics.py similarity index 100% rename from src/training/metrics.py rename to model_eval/src/training/metrics.py diff --git a/src/training/model_data.py b/model_eval/src/training/model_data.py similarity index 100% rename from src/training/model_data.py rename to model_eval/src/training/model_data.py diff --git a/src/training/objectnet_eval.py b/model_eval/src/training/objectnet_eval.py similarity index 100% rename from src/training/objectnet_eval.py rename to model_eval/src/training/objectnet_eval.py diff --git a/src/training/params.py b/model_eval/src/training/params.py similarity index 98% rename from src/training/params.py rename to model_eval/src/training/params.py index 36ad241..137d15d 100644 --- a/src/training/params.py +++ b/model_eval/src/training/params.py @@ -724,6 +724,15 @@ def parse_args(): parser.add_argument( "--insects2", action="store_true", help="Run insects2 test set" ) + parser.add_argument( + "--lifestages", action="store_true", help="Run Lifestages test set" + ) + parser.add_argument( + "--deepweeds", action="store_true", help="Run Deepweeds test set" + ) + parser.add_argument( + "--plantvillage", action="store_true", help="Run Plant Village test set" + ) parser.add_argument( "--taxon", type=str, default="kingdom", help="Taxon hierarchy level", choices=["kingdom", "phylum", "class", "order", "family", "genus", "species", "scientific_name", "common_name"] ) diff --git a/src/training/precision.py b/model_eval/src/training/precision.py similarity index 100% rename from src/training/precision.py rename to model_eval/src/training/precision.py diff --git a/src/training/scheduler.py b/model_eval/src/training/scheduler.py similarity index 100% rename from src/training/scheduler.py rename to model_eval/src/training/scheduler.py diff --git a/src/training/synset_builder.py b/model_eval/src/training/synset_builder.py similarity index 100% rename from src/training/synset_builder.py rename to model_eval/src/training/synset_builder.py diff --git a/src/training/train.py b/model_eval/src/training/train.py similarity index 100% rename from src/training/train.py rename to model_eval/src/training/train.py diff --git a/src/training/tune.py b/model_eval/src/training/tune.py similarity index 100% rename from src/training/tune.py rename to model_eval/src/training/tune.py diff --git a/src/training/zero_shot.py b/model_eval/src/training/zero_shot.py similarity index 96% rename from src/training/zero_shot.py rename to model_eval/src/training/zero_shot.py index 47b28a5..cb42689 100644 --- a/src/training/zero_shot.py +++ b/model_eval/src/training/zero_shot.py @@ -488,6 +488,30 @@ def zero_shot_eval(model, data, epoch, args): top1, top5 = run(model, classifier, data['birds'].dataloader, args) logging.info('Finished zero-shot Birds-525 for model {}.\n Top1 was {}, top5 was {}'.format(args.pretrained,top1, top5)) import sys; sys.exit() + if 'lifestages' in data: + logging.info("Starting zero-shot lifestages.") + args.classnames = get_lifestages_classes() + args.prob_size = len(args.classnames) + classifier = zero_shot_classifier(model, args.classnames, inat_template, args) + top1, top5 = run(model, classifier, data['lifestages'].dataloader, args) + results['lifestages-top1'] = top1 + results['lifestages-top5'] = top5 + if 'deepweeds' in data: + logging.info("Starting zero-shot deepweeds.") + args.classnames = get_deepweeds_classes() + args.prob_size = len(args.classnames) + classifier = zero_shot_classifier(model, args.classnames, inat_template, args) + top1, top5 = run(model, classifier, data['deepweeds'].dataloader, args) + results['deepweeds-top1'] = top1 + results['deepweeds-top5'] = top5 + if 'plantvillage' in data: + logging.info("Starting zero-shot plantvillage.") + args.classnames = get_plantvillage_classes() + args.prob_size = len(args.classnames) + classifier = zero_shot_classifier(model, args.classnames, inat_template, args) + top1, top5 = run(model, classifier, data['plantvillage'].dataloader, args) + results['plantvillage-top1'] = top1 + results['plantvillage-top5'] = top5 if 'arbor-rare' in data: logging.info("Starting zero-shot arbor-rare.") args.classnames = get_arboretum_rare_classes(args.taxon) diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index ee9777d..0000000 --- a/requirements.txt +++ /dev/null @@ -1,25 +0,0 @@ -open_clip_torch -coca-pytorch -vit-pytorch -byol-pytorch -fuzzywuzzy[speedup] -x-clip -torch>=1.9.0 -torchvision -webdataset>=0.2.5 -regex -ftfy -tqdm -pandas<=1.4.0 -braceexpand -huggingface_hub -tensorboard -timm -wandb -scipy -scikit-learn -seaborn -nltk -clip-benchmark==1.4.0 --no-deps -datasets==2.8.0 -git+https://github.com/modestyachts/ImageNetV2_pytorch \ No newline at end of file diff --git a/requirements_notorch.txt b/requirements_notorch.txt deleted file mode 100644 index 12f0ec4..0000000 --- a/requirements_notorch.txt +++ /dev/null @@ -1,21 +0,0 @@ -open_clip_torch -coca-pytorch -vit-pytorch -byol-pytorch -fuzzywuzzy[speedup] -x-clip -webdataset>=0.2.5 -regex -ftfy -tqdm -pandas<=1.4.0 -braceexpand -huggingface_hub -tensorboard -timm -wandb -scipy -scikit-learn -seaborn -nltk -git+https://github.com/modestyachts/ImageNetV2_pytorch \ No newline at end of file diff --git a/requirements_ray.txt b/requirements_ray.txt deleted file mode 100644 index 67978f9..0000000 --- a/requirements_ray.txt +++ /dev/null @@ -1,25 +0,0 @@ -open_clip_torch -coca-pytorch -vit-pytorch -byol-pytorch -fuzzywuzzy[speedup] -x-clip -torch>=1.9.0 -torchvision -webdataset>=0.2.5 -regex -ftfy -tqdm -pandas<=1.4.0 -braceexpand -huggingface_hub -tensorboard -timm -wandb -scipy -scikit-learn -seaborn -nltk -pyarrow -ray[tune] -git+https://github.com/modestyachts/ImageNetV2_pytorch \ No newline at end of file diff --git a/src/evals/eval_utils/wds_eval.py b/src/evals/eval_utils/wds_eval.py deleted file mode 100644 index 8484590..0000000 --- a/src/evals/eval_utils/wds_eval.py +++ /dev/null @@ -1,118 +0,0 @@ -"""Evaluate on standard classification webdatasets.""" - -import os - -from open_clip import create_model_and_transforms, get_tokenizer -import torch -try: - from clip_benchmark.datasets.builder import build_dataset - from clip_benchmark.metrics import zeroshot_classification as zsc -except ImportError: - print("clip_benchmark not installed") -from sklearn.metrics import balanced_accuracy_score - - -def create_model(model_arch, model_path): - device = "cuda" if torch.cuda.is_available() else "cpu" - torch.manual_seed(0) - - model_path = str(model_path) - model, _, transform = create_model_and_transforms( - model_arch, pretrained=model_path - ) - model.eval() - # model.half() - model = model.to(device) - - return model, transform, device - - -def create_webdataset( - task, transform, data_root=None, dataset_len=None, batch_size=64, num_workers=4 -): - data_folder = f"wds_{task.replace('/','-')}_test" - if data_root is None: - data_root = f"https://huggingface.co/datasets/djghosh/{data_folder}/tree/main" - else: - data_root = os.path.join(data_root, data_folder) - dataset = build_dataset( - dataset_name=f"wds/{task}", - root=data_root, - transform=transform, - split="test", - download=False, - ) - if dataset_len: - dataset = dataset.with_length((dataset_len + batch_size - 1) // batch_size) - dataloader = torch.utils.data.DataLoader( - dataset.batched(batch_size), - batch_size=None, - shuffle=False, - num_workers=num_workers, - ) - return dataset, dataloader - - -def evaluate_webdataset( - task, - model_arch, - model_path, - data_root=None, - dataset_len=None, - batch_size=64, - num_workers=4, - return_preds=False, - return_topk=False, -): - """Evaluate CLIP model on classification task.""" - - # Create model - model, transform, device = create_model(model_arch, model_path) - - # Load data - dataset, dataloader = create_webdataset( - task, transform, data_root, dataset_len, batch_size, num_workers - ) - - zeroshot_templates = dataset.templates if hasattr(dataset, "templates") else None - classnames = dataset.classes if hasattr(dataset, "classes") else None - assert ( - zeroshot_templates is not None and classnames is not None - ), "Dataset does not support classification" - - # Evaluate - classifier = zsc.zero_shot_classifier( - model, - get_tokenizer(model_arch), - classnames, - zeroshot_templates, - device, - ) - logits, target = zsc.run_classification( - model, classifier, dataloader, device, amp=False - ) - with torch.no_grad(): - pred = logits.argmax(axis=1).cpu() - target = target.cpu() - - # Compute metrics - if len(dataset.classes) >= 5: - acc1, acc5 = zsc.accuracy(logits, target, topk=(1, 5)) - else: - (acc1,) = zsc.accuracy(logits, target, topk=(1,)) - acc5 = None - mean_per_class_recall = balanced_accuracy_score(target, pred) - metrics = { - "acc1": acc1, - "acc5": acc5, - "mean_per_class_recall": mean_per_class_recall, - } - - if return_preds: - if return_topk: - with torch.no_grad(): - _, topk_pred = torch.topk(logits, int(return_topk), dim=1) - topk_pred = topk_pred.cpu() - return metrics, topk_pred, target - return metrics, pred, target - return metrics diff --git a/src/evals/eval_utils/wilds_eval.py b/src/evals/eval_utils/wilds_eval.py deleted file mode 100644 index 1211f4e..0000000 --- a/src/evals/eval_utils/wilds_eval.py +++ /dev/null @@ -1,236 +0,0 @@ -# For evaluation of WILDS datasets - -import os - -import numpy as np -import torch -import webdataset as wds -from tqdm import tqdm - - -# Replace wilds function that requires torch_scatter -def _avg_over_groups(v, g, n_groups): - """ - Args: - v (Tensor): Vector containing the quantity to average over. - g (Tensor): Vector of the same length as v, containing group information. - Returns: - group_avgs (Tensor): Vector of length num_groups - group_counts (Tensor) - """ - assert v.device == g.device - assert v.numel() == g.numel() - group_count = wilds.common.utils.get_counts(g, n_groups) - # group_avgs = torch_scatter.scatter(src=v, index=g, dim_size=n_groups, reduce='mean') - group_avgs = torch.zeros(n_groups, dtype=torch.float, device=v.device).scatter_( - 0, index=g, src=v, reduce="add" - ) - group_avgs /= group_count - return group_avgs, group_count - - -import wilds.common.utils - -wilds.common.utils.avg_over_groups = _avg_over_groups -# - -from wilds.common.grouper import CombinatorialGrouper -from wilds.common.metrics.all_metrics import F1, Accuracy, Recall -from wilds.datasets.wilds_dataset import WILDSDataset - -from .wds_eval import create_webdataset, evaluate_webdataset - - -def create_metadata_loader( - task, data_root=None, dataset_len=None, batch_size=64, num_workers=4 -): - dataset, _ = create_webdataset( - task, None, data_root, dataset_len, batch_size, num_workers - ) - # Load metadata (npy) and no images - dataset.pipeline = dataset.pipeline[:5] # This will break if webdataset changes - metadataset = dataset.to_tuple("cls", "npy") - if dataset_len: - dataset = dataset.with_length((dataset_len + batch_size - 1) // batch_size) - - dataloader = torch.utils.data.DataLoader( - dataset.batched(batch_size), - batch_size=None, - shuffle=False, - num_workers=num_workers, - ) - return dataloader - - -def evaluate_wilds_dataset( - task, - model_arch, - model_path, - data_root=None, - dataset_len=None, - batch_size=64, - num_workers=4, -): - """Evaluate CLIP model on WILDS classification task.""" - - # Evaluate - metrics, y_pred, y_target = evaluate_webdataset( - task, - model_arch, - model_path, - data_root, - dataset_len, - batch_size, - num_workers, - return_preds=True, - ) - - # Load additional metadata - print("Reading additional metadata") - metadata_loader = create_metadata_loader( - task, data_root, dataset_len, batch_size, num_workers - ) - # Check metadata - y_array = [] - metadata_array = [] - for label, metadata in metadata_loader: - y_array.append(label) - metadata_array.append(metadata) - # assert (y_target == np.array(y_array)).all(), "Labels do not match" - metadata = torch.cat(metadata_array) - - # Compute additional metrics - wilds_evaluator = EVALUATORS[task](metadata) - metrics.update(wilds_evaluator.eval(y_pred, y_target, metadata)[0]) - - return metrics - - -# WILDS - - -class WILDSEvaluator(WILDSDataset): - def __init__(self, metadata): - self._metadata_array = metadata - - -# iWildCam - - -class IWildCamEvaluator(WILDSEvaluator): - def __init__(self, metadata): - super().__init__(metadata) - self._metadata_fields = [ - "location", - "sequence", - "year", - "month", - "day", - "hour", - "minute", - "second", - "y", - ] - self._eval_grouper = CombinatorialGrouper( - dataset=self, groupby_fields=(["location"]) - ) - - def eval(self, y_pred, y_true, metadata, prediction_fn=None): - metrics = [ - Accuracy(prediction_fn=prediction_fn), - Recall(prediction_fn=prediction_fn, average="macro"), - F1(prediction_fn=prediction_fn, average="macro"), - ] - results = {} - for metric in metrics: - results.update( - { - **metric.compute(y_pred, y_true), - } - ) - results_str = ( - f"Average acc: {results[metrics[0].agg_metric_field]:.3f}\n" - f"Recall macro: {results[metrics[1].agg_metric_field]:.3f}\n" - f"F1 macro: {results[metrics[2].agg_metric_field]:.3f}\n" - ) - return results, results_str - - -# Camelyon17 - - -class Camelyon17Evaluator(WILDSEvaluator): - def __init__(self, metadata): - super().__init__(metadata) - self._metadata_fields = ["hospital", "slide", "y"] - self._eval_grouper = CombinatorialGrouper( - dataset=self, groupby_fields=["slide"] - ) - - def eval(self, y_pred, y_true, metadata, prediction_fn=None): - metric = Accuracy(prediction_fn=prediction_fn) - return self.standard_group_eval( - metric, self._eval_grouper, y_pred, y_true, metadata - ) - - -# FMoW - - -class FMoWEvaluator(WILDSEvaluator): - def __init__(self, metadata): - super().__init__(metadata) - self._metadata_fields = ["region", "year", "y"] - self._eval_groupers = { - "year": CombinatorialGrouper(dataset=self, groupby_fields=["year"]), - "region": CombinatorialGrouper(dataset=self, groupby_fields=["region"]), - } - - def eval(self, y_pred, y_true, metadata, prediction_fn=None): - metric = Accuracy(prediction_fn=prediction_fn) - # Overall evaluation + evaluate by year - all_results, all_results_str = self.standard_group_eval( - metric, self._eval_groupers["year"], y_pred, y_true, metadata - ) - # Evaluate by region and ignore the "Other" region - region_grouper = self._eval_groupers["region"] - region_results = metric.compute_group_wise( - y_pred, - y_true, - region_grouper.metadata_to_group(metadata), - region_grouper.n_groups, - ) - all_results[f"{metric.name}_worst_year"] = all_results.pop( - metric.worst_group_metric_field - ) - region_metric_list = [] - for group_idx in range(region_grouper.n_groups): - group_str = region_grouper.group_field_str(group_idx) - group_metric = region_results[metric.group_metric_field(group_idx)] - group_counts = region_results[metric.group_count_field(group_idx)] - all_results[f"{metric.name}_{group_str}"] = group_metric - all_results[f"count_{group_str}"] = group_counts - if ( - region_results[metric.group_count_field(group_idx)] == 0 - or "Other" in group_str - ): - continue - all_results_str += ( - f" {region_grouper.group_str(group_idx)} " - f"[n = {region_results[metric.group_count_field(group_idx)]:6.0f}]:\t" - f"{metric.name} = {region_results[metric.group_metric_field(group_idx)]:5.3f}\n" - ) - region_metric_list.append( - region_results[metric.group_metric_field(group_idx)] - ) - all_results[f"{metric.name}_worst_region"] = metric.worst(region_metric_list) - all_results_str += f"Worst-group {metric.name}: {all_results[f'{metric.name}_worst_region']:.3f}\n" - - return all_results, all_results_str - - -EVALUATORS = { - "wilds/iwildcam": IWildCamEvaluator, - "wilds/camelyon17": Camelyon17Evaluator, - "wilds/fmow": FMoWEvaluator, -}