
# Dataset Card for [Smithsonian Butterflies]

## Table of Contents
- [Table of Contents](#table-of-contents)
- [Dataset Description](#dataset-description)
  - [Dataset Summary](#dataset-summary)
  - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
  - [Languages](#languages)
- [Dataset Structure](#dataset-structure)
  - [Data Instances](#data-instances)
  - [Data Fields](#data-fields)
  - [Data Splits](#data-splits)
- [Dataset Creation](#dataset-creation)
  - [Curation Rationale](#curation-rationale)
  - [Source Data](#source-data)
  - [Annotations](#annotations)
  - [Personal and Sensitive Information](#personal-and-sensitive-information)
- [Considerations for Using the Data](#considerations-for-using-the-data)
  - [Social Impact of Dataset](#social-impact-of-dataset)
  - [Discussion of Biases](#discussion-of-biases)
  - [Other Known Limitations](#other-known-limitations)
- [Additional Information](#additional-information)
  - [Dataset Curators](#dataset-curators)
  - [Licensing Information](#licensing-information)
  - [Citation Information](#citation-information)
  - [Contributions](#contributions)

## Dataset Description

- **Homepage:** Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections [here](https://collections.si.edu/search/results.htm?q=butterfly&view=list&fq=online_media_type%3A%22Images%22&fq=topic%3A%22Insects%22&fq=data_source%3A%22NMNH+-+Entomology+Dept.%22&media.CC0=true&dsort=title&start=0)

### Dataset Summary

High-res images from Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections. Crawled

### Supported Tasks and Leaderboards

Includes metadata about the scientific name of butterflies, but there maybe missing values. Might be good for classification.

### Languages

English

## Dataset Structure

### Data Instances

# Example data

```
{'image_url': 'https://ids.si.edu/ids/deliveryService?id=ark:/65665/m3b3132f6666904de396880d9dc811c5cd',
 'image_alt': 'view Aholibah Underwing digital asset number 1',
 'id': 'ark:/65665/m3b3132f6666904de396880d9dc811c5cd',
 'name': 'Aholibah Underwing',
 'scientific_name': 'Catocala aholibah',
 'gender': None,
 'taxonomy': 'Animalia, Arthropoda, Hexapoda, Insecta, Lepidoptera, Noctuidae, Catocalinae',
 'region': None,
 'locality': None,
 'date': None,
 'usnm_no': 'EO400317-DSP',
 'guid': 'http://n2t.net/ark:/65665/39b506292-715f-45a7-8511-b49bb087c7de',
 'edan_url': 'edanmdm:nmnheducation_10866595',
 'source': 'Smithsonian Education and Outreach collections',
 'stage': None,
 'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=2000x1328 at 0x7F57D0504DC0>,
 'image_hash': '27a5fe92f72f8b116d3b7d65bac84958',
 'sim_score': 0.8440760970115662}
​
```

### Data Fields

sim-score indicates clip score for "pretty butterfly". This is to eliminate non-butterfly images(just id card images etc)

### Data Splits

No specific split exists.

## Dataset Creation

### Curation Rationale

[More Information Needed]

### Source Data

#### Initial Data Collection and Normalization

[More Information Needed]

Crawled from "Education and Outreach" & "NMNH - Entomology Dept." collections found online [here](https://collections.si.edu/search/results.htm?q=butterfly&view=list&fq=online_media_type%3A%22Images%22&fq=topic%3A%22Insects%22&fq=data_source%3A%22NMNH+-+Entomology+Dept.%22&media.CC0=true&dsort=title&start=0)

#### Who are the source language producers?

[More Information Needed]

### Annotations

#### Annotation process

[More Information Needed]

#### Who are the annotators?

[More Information Needed]

### Personal and Sensitive Information

[More Information Needed]

## Considerations for Using the Data

### Social Impact of Dataset

[More Information Needed]

### Discussion of Biases

[More Information Needed]

### Other Known Limitations

Doesn't include all butterfly species ## Additional Information

### Dataset Curators

Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections 

### Licensing Information

Only results marked: CC0

### Citation Information

[More Information Needed]

### Contributions

Thanks to [@cceyda](https://github.com/cceyda) for adding this dataset.
task_categories:image-classification task_ids:multi-label-image-classification annotations_creators:expert-generated language_creators:expert-generated multilinguality:monolingual size_categories:n<1K source_datasets:original language:en license:cc0-1.0 region:us
{"annotations_creators": ["expert-generated"], "language_creators": ["expert-generated"], "language": ["en"], "license": ["cc0-1.0"], "multilinguality": ["monolingual"], "size_categories": ["n<1K"], "source_datasets": ["original"], "task_categories": ["image-classification"], "task_ids": ["multi-label-image-classification"], "pretty_name": "Smithsonian Butterflies"}
TAGS
#task_categories-image-classification #task_ids-multi-label-image-classification #annotations_creators-expert-generated #language_creators-expert-generated #multilinguality-monolingual #size_categories-n<1K #source_datasets-original #language-English #license-cc0-1.0 #region-us 


# Dataset Card for [Smithsonian Butterflies]

## Table of Contents
- Table of Contents
- Dataset Description
  - Dataset Summary
  - Supported Tasks and Leaderboards
  - Languages
- Dataset Structure
  - Data Instances
  - Data Fields
  - Data Splits
- Dataset Creation
  - Curation Rationale
  - Source Data
  - Annotations
  - Personal and Sensitive Information
- Considerations for Using the Data
  - Social Impact of Dataset
  - Discussion of Biases
  - Other Known Limitations
- Additional Information
  - Dataset Curators
  - Licensing Information
  - Citation Information
  - Contributions

## Dataset Description

- Homepage: Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections here

### Dataset Summary

High-res images from Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections. Crawled

### Supported Tasks and Leaderboards

Includes metadata about the scientific name of butterflies, but there maybe missing values. Might be good for classification.

### Languages

English

## Dataset Structure

### Data Instances

# Example data



### Data Fields

sim-score indicates clip score for "pretty butterfly". This is to eliminate non-butterfly images(just id card images etc)

### Data Splits

No specific split exists.

## Dataset Creation

### Curation Rationale



### Source Data

#### Initial Data Collection and Normalization



Crawled from "Education and Outreach" & "NMNH - Entomology Dept." collections found online here

#### Who are the source language producers?



### Annotations

#### Annotation process



#### Who are the annotators?



### Personal and Sensitive Information



## Considerations for Using the Data

### Social Impact of Dataset



### Discussion of Biases



### Other Known Limitations

Doesn't include all butterfly species ## Additional Information

### Dataset Curators

Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections 

### Licensing Information

Only results marked: CC0





### Contributions

Thanks to @cceyda for adding this dataset.
# Dataset Card for [Smithsonian Butterflies] ## Table of Contents
- Table of Contents
- Dataset Description
  - Dataset Summary
  - Supported Tasks and Leaderboards
  - Languages
- Dataset Structure
  - Data Instances
  - Data Fields
  - Data Splits
- Dataset Creation
  - Curation Rationale
  - Source Data
  - Annotations
  - Personal and Sensitive Information
- Considerations for Using the Data
  - Social Impact of Dataset
  - Discussion of Biases
  - Other Known Limitations
- Additional Information
  - Dataset Curators
  - Licensing Information
  - Citation Information
  - Contributions ## Dataset Description

- Homepage: Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections here ### Dataset Summary

High-res images from Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections. Crawled ### Supported Tasks and Leaderboards

Includes metadata about the scientific name of butterflies, but there maybe missing values. Might be good for classification. ### Languages

English ## Dataset Structure ### Data Instances # Example data ### Data Fields

sim-score indicates clip score for "pretty butterfly". This is to eliminate non-butterfly images(just id card images etc) ### Data Splits

No specific split exists. ## Dataset Creation ### Curation Rationale ### Source Data #### Initial Data Collection and Normalization



Crawled from "Education and Outreach" & "NMNH - Entomology Dept." collections found online here #### Who are the source language producers? ### Annotations #### Annotation process #### Who are the annotators? ### Personal and Sensitive Information ## Considerations for Using the Data ### Social Impact of Dataset ### Discussion of Biases ### Other Known Limitations

Doesn't include all butterfly species ## Additional Information ### Dataset Curators

Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections ### Licensing Information

Only results marked: CC0 ### Contributions

Thanks to @cceyda for adding this dataset.
TAGS
#task_categories-image-classification #task_ids-multi-label-image-classification #annotations_creators-expert-generated #language_creators-expert-generated #multilinguality-monolingual #size_categories-n<1K #source_datasets-original #language-English #license-cc0-1.0 #region-us 
 # Dataset Card for [Smithsonian Butterflies] ## Table of Contents
- Table of Contents
- Dataset Description
  - Dataset Summary
  - Supported Tasks and Leaderboards
  - Languages
- Dataset Structure
  - Data Instances
  - Data Fields
  - Data Splits
- Dataset Creation
  - Curation Rationale
  - Source Data
  - Annotations
  - Personal and Sensitive Information
- Considerations for Using the Data
  - Social Impact of Dataset
  - Discussion of Biases
  - Other Known Limitations
- Additional Information
  - Dataset Curators
  - Licensing Information
  - Citation Information
  - Contributions ## Dataset Description

- Homepage: Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections here ### Dataset Summary

High-res images from Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections. Crawled ### Supported Tasks and Leaderboards

Includes metadata about the scientific name of butterflies, but there maybe missing values. Might be good for classification. ### Languages

English ## Dataset Structure ### Data Instances # Example data ### Data Fields

sim-score indicates clip score for "pretty butterfly". This is to eliminate non-butterfly images(just id card images etc) ### Data Splits

No specific split exists. ## Dataset Creation ### Curation Rationale ### Source Data #### Initial Data Collection and Normalization



Crawled from "Education and Outreach" & "NMNH - Entomology Dept." collections found online here #### Who are the source language producers? ### Annotations #### Annotation process #### Who are the annotators? ### Personal and Sensitive Information ## Considerations for Using the Data ### Social Impact of Dataset ### Discussion of Biases ### Other Known Limitations

Doesn't include all butterfly species ## Additional Information ### Dataset Curators

Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections ### Licensing Information

Only results marked: CC0 ### Contributions

Thanks to @cceyda for adding this dataset.
passage: TAGS
#task_categories-image-classification #task_ids-multi-label-image-classification #annotations_creators-expert-generated #language_creators-expert-generated #multilinguality-monolingual #size_categories-n<1K #source_datasets-original #language-English #license-cc0-1.0 #region-us 
# Dataset Card for [Smithsonian Butterflies]## Table of Contents
- Table of Contents
- Dataset Description
  - Dataset Summary
  - Supported Tasks and Leaderboards
  - Languages
- Dataset Structure
  - Data Instances
  - Data Fields
  - Data Splits
- Dataset Creation
  - Curation Rationale
  - Source Data
  - Annotations
  - Personal and Sensitive Information
- Considerations for Using the Data
  - Social Impact of Dataset
  - Discussion of Biases
  - Other Known Limitations
- Additional Information
  - Dataset Curators
  - Licensing Information
  - Citation Information
  - Contributions## Dataset Description

- Homepage: Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections here### Dataset Summary

High-res images from Smithsonian "Education and Outreach" & "NMNH - Entomology Dept." collections. Crawled### Supported Tasks and Leaderboards

Includes metadata about the scientific name of butterflies, but there maybe missing values. Might be good for classification.### Languages

English## Dataset Structure### Data Instances# Example data### Data Fields

sim-score indicates clip score for "pretty butterfly". This is to eliminate non-butterfly images(just id card images etc)### Data Splits

No specific split exists.## Dataset Creation### Curation Rationale### Source Data#### Initial Data Collection and Normalization



Crawled from "Education and Outreach" & "NMNH - Entomology Dept." collections found online here#### Who are the source language producers?### Annotations#### Annotation process#### Who are the annotators?### Personal and Sensitive Information