Dataset Name (Acronym)
Write a short summary describing your dataset (limit 200 words). Include information about the content and topic of the data, sources and motivations for the dataset, benefits and the problems or use cases it is suitable for.
Dataset Link
Dataset Link
Data Card Author(s)
- Name, Team: (Owner / Contributor / Manager)
- Name, Team: (Owner / Contributor / Manager)
- Name, Team: (Owner / Contributor / Manager)
Authorship
Publishers
Publishing Organization(s)
Organization Name
Industry Type(s)
- Corporate - Tech
- Corporate - Non-Tech (please specify)
- Academic - Tech
- Academic - Non-Tech (please specify)
- Not-for-profit - Tech
- Not-for-profit - Non-Tech (please specify)
- Individual (please specify)
- Others (please specify)
Contact Detail(s)
- Publishing POC: Provide the name for a POC for this dataset's publishers
- Affiliation: Provide the POC's institutional affiliation
- Contact: Provide the POC's contact details
- Mailing List: Provide a mailing list if available
- Website: Provide a website for the dataset if available
Dataset Owners
Team(s)
Name of Group or Team
Contact Detail(s)
- Dataset Owner(s): Provide the names of the dataset owners
- Affiliation: Provide the affiliation of the dataset owners
- Contact: Provide the email of the dataset owner
- Group Email: Provide a link to the mailing-list@server.com for the dataset owner team
- Website: Provide a link to the website for the dataset owner team
Author(s)
- Name, Title, Affiliation, YYYY
- Name, Title, Affiliation, YYYY
- Name, Title, Affiliation, YYYY
- Name, Title, Affiliation, YYYY
Funding Sources
Institution(s)
- Name of Institution
- Name of Institution
- Name of Institution
Funding or Grant Summary(ies)
For example, Institution 1 and institution 2 jointly funded this dataset as a part of the XYZ data program, funded by XYZ grant awarded by institution 3 for the years YYYY-YYYY.
Summarize here. Link to documents if available.
Additional Notes: Add here
Dataset Overview
Data Subject(s)
- Sensitive Data about people
- Non-Sensitive Data about people
- Data about natural phenomena
- Data about places and objects
- Synthetically generated data
- Data about systems or products and their behaviors
- Unknown
- Others (Please specify)
Dataset Snapshot
| Category | Data |
|---|---|
| Size of Dataset | 123456 MB |
| Number of Instances | 123456 |
| Number of Fields | 123456 |
| Labeled Classes | 123456 |
| Number of Labels | 123456789 |
| Average Labeles Per Instance | 123456 |
| Algorithmic Labels | 123456789 |
| Human Labels | 123456789 |
| Other Characteristics | 123456 |
Above: Provide a caption for the above table of visualization.
Additional Notes: Add here.
Content Description
Summarize here. Include links if available.
Additional Notes: Add here.
Descriptive Statistics
| Statistic | Field Name | Field Name | Field Name | Field Name | Field Name | Field Name |
|---|---|---|---|---|---|---|
| count | ||||||
| mean | ||||||
| std | ||||||
| min | ||||||
| 25% | ||||||
| 50% | ||||||
| 75% | ||||||
| max | ||||||
| mode |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here.
Sensitivity of Data
Sensitivity Type(s)
- User Content
- User Metadata
- User Activity Data
- Identifiable Data
- S/PII
- Business Data
- Employee Data
- Pseudonymous Data
- Anonymous Data
- Health Data
- Children’s Data
- None
- Others (Please specify)
Field(s) with Sensitive Data
Intentional Collected Sensitive Data
(S/PII were collected as a part of the dataset creation process.)
| Field Name | Description |
|---|---|
| Field Name | Type of S/PII |
| Field Name | Type of S/PII |
| Field Name | Type of S/PII |
Unintentionally Collected Sensitive Data
(S/PII were not explicitly collected as a part of the dataset creation process but can be inferred using additional methods.)
| Field Name | Description |
|---|---|
| Field Name | Type of S/PII |
| Field Name | Type of S/PII |
| Field Name | Type of S/PII |
Additional Notes: Add here
Security and Privacy Handling
Summarize here. Include links and metrics where applicable.
Method: description
Method: description
Method: description
Additional Notes: Add here
Risk Type(s)
- Direct Risk
- Indirect Risk
- Residual Risk
- No Known Risks
- Others (Please Specify)
Supplemental Link(s)
Link Name or Document Type: link
Link Name or Document Type: link
Link Name or Document Type: link
Risk(s) and Mitigation(s)
Summarize here. Include links and metrics where applicable.
Risk type: Description + Mitigations
Risk type: Description + Mitigations
Risk type: Description + Mitigations
Additional Notes: Add here
Dataset Version and Maintenance
Maintenance Status
Regularly Updated - New versions of the dataset have been or will continue to be made available.
Actively Maintained - No new versions will be made available, but this dataset will be actively maintained, including but not limited to updates to the data.
Limited Maintenance - The data will not be updated, but any technical issues will be addressed.
Deprecated - This dataset is obsolete or is no longer being maintained.
Version Details
Current Version: 1.0
Last Updated: MM/YYYY
Release Date: MM/YYYY
Maintenance Plan
Summarize here. Include links and metrics where applicable.
Versioning: Summarize here. Include information about criteria for versioning the dataset.
Updates: Summarize here. Include information about criteria for refreshing or updating the dataset.
Errors: Summarize here. Include information about criteria for refreshing or updating the dataset.
Feedback: Summarize here. Include information about criteria for refreshing or updating the dataset.
Additional Notes: Add here
Next Planned Update(s)
Version affected: 1.0
Next data update: MM/YYYY
Next version: 1.1
Next version update: MM/YYYY
Expected Change(s)
Updates to Data: Summarize here. Include links, charts, and visualizations as appropriate.
Updates to Dataset: Summarize here. Include links, charts, and visualizations as appropriate.
Additional Notes: Add here
Example of Data Points
Primary Data Modality
- Image Data
- Text Data
- Tabular Data
- Audio Data
- Video Data
- Time Series
- Graph Data
- Geospatial Data
- Multimodel (please specify)
- Unknown
- Others (please specify)
Sampling of Data Points
- Demo Link
- Typical Data Point Link
- Outlier Data Point Link
- Other Data Point Link
- Other Data Point Link
Data Fields
| Field Name | Field Value | Description |
|---|---|---|
| Field Name | Field Value | Description |
| Field Name | Field Value | Description |
| Field Name | Field Value | Description |
Above: Provide a caption for the above table or visualization if used.
Additional Notes: Add here
Typical Data Point
Summarize here. Include any criteria for typicality of data point.
{'q_id': '8houtx',
'title': 'Why does water heated to room temperature feel colder than the air around it?',
'selftext': '',
'document': '',
'subreddit': 'explainlikeimfive',
'answers': {'a_id': ['dylcnfk', 'dylcj49'],
'text': ["Water transfers heat more efficiently than air. When something feels cold it's because heat is being transferred from your skin to whatever you're touching. ... Get out of the water and have a breeze blow on you while you're wet, all of the water starts evaporating, pulling even more heat from you."],
'score': [5, 2]},
'title_urls': {'url': []},
'selftext_urls': {'url': []},
'answers_urls': {'url': []}}
Additional Notes: Add here
Atypical Data Point
Summarize here. Include any criteria for atypicality of data point.
{'q_id': '8houtx',
'title': 'Why does water heated to room temperature feel colder than the air around it?',
'selftext': '',
'document': '',
'subreddit': 'explainlikeimfive',
'answers': {'a_id': ['dylcnfk', 'dylcj49'],
'text': ["Water transfers heat more efficiently than air. When something feels cold it's because heat is being transferred from your skin to whatever you're touching. ... Get out of the water and have a breeze blow on you while you're wet, all of the water starts evaporating, pulling even more heat from you."],
'score': [5, 2]},
'title_urls': {'url': []},
'selftext_urls': {'url': []},
'answers_urls': {'url': []}}
Additional Notes: Add here
Motivations & Intentions
Motivations
Purpose(s)
- Monitoring
- Research
- Production
- Others (please specify)
Domain(s) of Application
For example: Machine Learning, Computer Vision,
Object Detection.
keyword, keyword, keyword
Motivating Factor(s)
For example:
- Bringing demographic diversity to imagery training data for object-detection models
- Encouraging academics to take on second-order challenges of cultural representation in object detection
Summarize motivation here. Include links where relevant.
Intended Use
Dataset Use(s)
- Safe for production use
- Safe for research use
- Conditional use - some unsafe applications
- Only approved use
- Others (please specify)
Suitable Use Case(s)
Suitable Use Case: Summarize here. Include links where necessary.
Suitable Use Case: Summarize here. Include links where necessary.
Suitable Use Case: Summarize here. Include links where necessary.
Additional Notes: Add here
Unsuitable Use Case(s)
Unsuitable Use Case: Summarize here. Include links where necessary.
Unsuitable Use Case: Summarize here. Include links where necessary.
Unsuitable Use Case: Summarize here. Include links where necessary.
Additional Notes: Add here
Research and Problem Space(s)
Summarize here. Include any specific research questions.
Citation Guidelines
Guidelines & Steps: Summarize here. Include links where necessary.
BiBTeX:
@article{kuznetsova2020open,
title={The open images dataset v4},
author={Kuznetsova, Alina and Rom, Hassan and Alldrin, and others},
journal={International Journal of Computer Vision},
volume={128},
number={7},
pages={1956--1981},
year={2020},
publisher={Springer}
}
Additional Notes: Add here
Access, Rentention, & Wipeout
Access
Access Type
- Internal - Unrestricted
- Internal - Restricted
- External - Open Acess
- Others (please specify)
Documentation Link(s)
- Dataset Website URL
- GitHub URL
Prerequisite(s)
For example:
This dataset requires membership in [specific] database groups:
- Complete the [Mandatory Training]
- Read [Data Usage Policy]
- Initiate a Data Requesting by filing
Policy Link(s)
- Direct download URL
- Other repository URL
Code to download data:
...
Access Control List(s)
Access Control List: Write summary and notes here.
Access Control List: Write summary and notes here.
Access Control List: Write summary and notes here.
Additional Notes: Add here
Retention
Duration
Specify duration in days, months, or years.
Policy Summary
Retention Plan ID: Write here
Summary: Write summary and notes here
Process Guide
For example:
This dataset compiles with [standard policy guidelines].
Additional Notes: Add here
Exception(s) and Exemption(s)
Exemption Code: ANONYMOUS_DATA /
EMPLOYEE_DATA / PUBLIC_DATA /
INTERNAL_BUSINESS_DATA /
SIMULATED_TEST_DATA
Summary: Write summary and notes here.
Additional Notes: Add here
Wipeout and Deletion
Duration
Specify duration in days, months, or years.
Deletion Event Summary
Sequence of deletion and processing events:
- Summarize first event here
- Summarize second event here
- Summarize third event here
Additional Notes: Add here
Acceptable Means of Deletion
- Write acceptable means of deletion
- Write acceptable means of deletion
- Write acceptable means of deletion
Post-Deletion Obligations
Sequence of post-deletion obligations:
- Summarize first obligation here
- Summarize second obligation here
- Summarize third obligation here
Additional Notes: Add here
Operational Requirement(s)
Wipeout Integration Operational Requirements:
- Write first requirement here
- Write second requirement here
- Write third requirement here
Exceptions and Exemptions
Policy Exception bug: [bug]
Summary: Write summary and notes here
Additional Notes: Add here
Provenance
Collection
Method(s) Used
- API
- Artificially Generated
- Crowdsourced - Paid
- Crowdsourced - Volunteer
- Vendor Collection Efforts
- Scraped or Crawled
- Survey, forms, or polls
- Taken from other existing datasets
- Unknown
- To be determined
- Others (please specify)
Methodology Detail(s)
Collection Type
Source: Describe here. Include links where available.
Platform: [Platform Name], Describe platform here. Include links where relevant.
Is this source considered sensitive or high-risk? [Yes/No]
Dates of Collection: [MMM YYYY - MMM YYYY]
Primary modality of collection data:
Usage Note: Select one for this collection type.
- Image Data
- Text Data
- Tabular Data
- Audio Data
- Video Data
- Time Series
- Graph Data
- Geospatial Data
- Unknown
- Multimodal (please specify)
- Others (please specify)
Update Frequency for collected data:
Usage Note: Select one for this collection type.
- Yearly
- Quarterly
- Monthly
- Biweekly
- Weekly
- Daily
- Hourly
- Static
- Others (please specify)
Additional Links for this collection:
- [Access Policy]
- [Wipeout Policy]
- [Retention Policy]
Additional Notes: Add here
Source Description(s)
- Source: Describe here. Include links, data examples, metrics, visualizations where relevant.
- Source: Describe here. Include links, data examples, metrics, visualizations where relevant.
- Source: Describe here. Include links, data examples, metrics, visualizations where relevant.
Additional Notes: Add here
Collection Cadence
Static: Data was collected once from single or multiple sources.
Streamed: Data is continuously acquired from single or multiple sources.
Dynamic: Data is updated regularly from single or multiple sources.
Others: Please specify
Data Integration
Source
Included Fields
Data fields that were collected and are included in the dataset.
| Field Name | Description |
|---|---|
| Field Name | Describe here. Include links, data examples, metrics, visualizations where relevant. |
| Field Name | Describe here. Include links, data examples, metrics, visualizations where relevant. |
Additional Notes: Add here
Excluded Fields
Data fields that were collected but are excluded from the dataset.
| Field Name | Description |
|---|---|
| Field Name | Describe here. Include links, data examples, metrics, visualizations where relevant. |
| Field Name | Describe here. Include links, data examples, metrics, visualizations where relevant. |
Additional Notes: Add here
Data Processing
Collection Method or Source
Description: Describe here. Include links where relevant.
Methods employed: Describe here. Include links where relevant.
Tools or libraries: Describe here. Include links where relevant.
Additional Notes: Add here
Collection Criteria
Data Selection
- Collection Method of Source: Summarize data selection criteria here. Include links where available.
- Collection Method of Source: Summarize data selection criteria here. Include links where available.
- Collection Method of Source: Summarize data selection criteria here. Include links where available.
Additional Notes: Add here
Data Inclusion
- Collection Method of Source: Summarize data inclusion criteria here. Include links where available.
- Collection Method of Source: Summarize data inclusion criteria here. Include links where available.
- Collection Method of Source: Summarize data inclusion criteria here. Include links where available.
Additional Notes: Add here
Data Exclusion
- Collection Method of Source: Summarize data exclusion criteria here. Include links where available.
- Collection Method of Source: Summarize data exclusion criteria here. Include links where available.
- Collection Method of Source: Summarize data exclusion criteria here. Include links where available.
Additional Notes: Add here
Relationship to Source
Use & Utility(ies)
- Source Type: Summarize here. Include links where available.
- Source Type: Summarize here. Include links where available.
- Source Type: Summarize here. Include links where available.
Additional Notes: Add here
Benefit and Value(s)
- Source Type: Summarize here. Include links where available.
- Source Type: Summarize here. Include links where available.
- Source Type: Summarize here. Include links where available.
Additional Notes: Add here
Limitation(s) and Trade-Off(s)
- Source Type: Summarize here. Include links where available.
- Source Type: Summarize here. Include links where available.
- Source Type: Summarize here. Include links where available.
Version and Maintenance
First Version
- Release date: MM/YYYY
- Link to dataset: [Dataset Name + Version]
- Status: [Select one: Actively Maintained/Limited Maintenance/Deprecated]
- Size of Dataset: 123 MB
- Number of Instances: 123456
Note(s) and Caveat(s)
Summarize here. Include links where available.
Additional Notes: Add here
Cadence
- Yearly
- Quarterly
- Monthly
- Biweekly
- Weekly
- Daily
- Hourly
- Static
- Others (please specify)
Last and Next Update(s)
- Date of last update: DD/MM/YYYY
- Total data points affected: 12345
- Data points updated: 12345
- Data points added: 12345
- Data points removed: 12345
- Date of next update: DD/MM/YYYY
Changes on Update(s)
- Source Type: Summarize here. Include links where available.
- Source Type: Summarize here. Include links where available.
- Source Type: Summarize here. Include links where available.
Additional Notes: Add here
Human and Other Sensitive Attributes
Sensitive Human Attribute(s)
- Gender
- Socio-economic status
- Geography
- Language
- Age
- Culture
- Experience or Seniority
- Others (please specify)
Intentionality
Intentionally Collected Attributes
Human attributes were labeled or collected as a part of the dataset creation process.
| Field Name | Description |
|---|---|
| Field Name | Human Attributed Collected |
| Field Name | Human Attributed Collected |
Additional Notes: Add here
Unintentionally Collected Attributes
Human attributes were not explicitly collected as a part of the dataset creation process but can be inferred using additional methods.
| Field Name | Description |
|---|---|
| Field Name | Human Attributed Collected |
| Field Name | Human Attributed Collected |
Additional Notes: Add here
Rationale
Summarize here. Include links, table, and media as relevant.
Source(s)
- Human Attribute: Sources
- Human Attribute: Sources
- Human Attribute: Sources
Additional Notes: Add here
Methodology Detail(s)
Human Attribute Method: Describe the collection method here. Include links where necessary
Collection task: Describe the task here. Include links where necessary
Platforms, tools, or libraries:
- [Platform, tools, or libraries]: Write description here
- [Platform, tools, or libraries]: Write description here
- [Platform, tools, or libraries]: Write description here
Additional Notes: Add here
Distribution(s)
| Human Attribute | Label or Class | Label or Class | Label or Class | Label or Class |
|---|---|---|---|---|
| Count | 123456 | 123456 | 123456 | 123456 |
| [Statistic] | 123456 | 123456 | 123456 | 123456 |
| [Statistic] | 123456 | 123456 | 123456 | 123456 |
| [Statistic] | 123456 | 123456 | 123456 | 123456 |
Above: Provide a caption for the above table or visualization. Additional Notes: Add here
Known Correlations
[field_name, field_name]
Description: Summarize here. Include visualizations, metrics, or links where necessary.
Impact on dataset use: Summarize here. Include visualizations, metrics, or links where necessary.
Additional Notes: add here
Risk(s) and Mitigation(s)
Human Attribute
Summarize here. Include links and metrics where applicable.
Risk type: [Description + Mitigations]
Risk type: [Description + Mitigations]
Risk type: [Description + Mitigations]
Trade-offs, caveats, & other considerations: Summarize here. Include visualizations, metrics, or links where necessary.
Additional Notes: Add here
Extended Use
Use with Other Data
Safety Level
- Safe to use with other data
- Conditionally safe to use with other data
- Should not be used with other data
- Unknown
- Others (please specify)
Known Safe Dataset(s) or Data Type(s)
Dataset or Data Type: Summarize here. Include visualizations, metrics, or links where necessary.
Dataset or Data Type: Summarize here. Include visualizations, metrics, or links where necessary.
Dataset or Data Type: Summarize here. Include visualizations, metrics, or links where necessary.
Best Practices
Summarize here. Include visualizations, metrics, demonstrative examples, or links where necessary.
Additional Notes: Add here
Known Unsafe Dataset(s) or Data Type(s)
Dataset or Data Type: Summarize here. Include visualizations, metrics, or links where necessary.
Dataset or Data Type: Summarize here. Include visualizations, metrics, or links where necessary.
Dataset or Data Type: Summarize here. Include visualizations, metrics, or links where necessary.
Limitation(s) and Recommendation(s)
Summarize here. Include links and metrics where applicable.
Limitation type: Dataset or data type, description and recommendation.
Limitation type: Dataset or data type, description and recommendation.
Limitation type: Dataset or data type, description and recommendation.
Additional Notes: Add here
Forking & Sampling
Safety Level
- Safe to form and/or sample
- Conditionally safe to fork and/or sample
- Should not be forked and/or sampled
- Unknown
- Others (please specify)
Acceptable Sampling Method(s)
- Cluster Sampling
- Haphazard Sampling
- Multi-stage sampling
- Random Sampling
- Retrospective Sampling
- Stratified Sampling
- Systematic Sampling
- Weighted Sampling
- Unknown
- Unsampled
- Others (please specify)
Best Practice(s)
Summarize here. Include links, figures, and demonstrative examples where available.
Additional Notes: Add here
Risk(s) and Mitigation(s)
Summarize here. Include links and metrics where applicable.
Risk Type: [Description + Mitigations]
Risk Type: [Description + Mitigations]
Risk Type: [Description + Mitigations]
Additional Notes: Add here
Limitation(s) and Recommendation(s)
Summarize here. Include links and metrics where applicable.
Limitation Type: [Description + Recommendation]
Limitation Type: [Description + Recommendation]
Limitation Type: [Description + Recommendation]
Additional Notes: Add here
Use in ML or AI Systems
Dataset Use(s)
- Training
- Testing
- Validation
- Development or Production Use
- Fine Tuning
- Others (please specify)
Notable Feature(s)
Exploration Demo: [Link to server or demo.]
Notable Field Name: Describe here. Include links, data examples, metrics, visualizations where relevant.
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Usage Guideline(s)
Usage Guidelines: Summarize here. Include links where necessary.
Approval Steps: Summarize here. Include links where necessary.
Reviewer: Provide the name of a reviewer for publications referencing this dataset.
Additional Notes: Add here
Distribution(s)
| Set | Number of data points |
|---|---|
| Train | 62,563 |
| Test | 62,563 |
| Validation | 62,563 |
| Dev | 62,563 |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Known Correlation(s)
field_name, field_name
Description: Summarize here. Include visualizations, metrics, or links where necessary.
Impact on dataset use: Summarize here. Include visualizations, metrics, or links where necessary.
Risks from correlation: Summarize here. Include recommended mitigative steps if available.
Additional Notes: Add here
Split Statistics
| Statistic | Train | Test | Valid | Dev |
|---|---|---|---|---|
| Count | 123456 | 123456 | 123456 | 123456 |
| Descriptive Statistic | 123456 | 123456 | 123456 | 123456 |
| Descriptive Statistic | 123456 | 123456 | 123456 | 123456 |
| Descriptive Statistic | 123456 | 123456 | 123456 | 123456 |
Above: Caption for table above.
Transformations
Synopsis
Transformation(s) Applied
- Anomaly Detection
- Cleaning Mismatched Values
- Cleaning Missing Values
- Converting Data Types
- Data Aggregation
- Dimensionality Reduction
- Joining Input Sources
- Redaction or Anonymization
- Others (Please specify)
Field(s) Transformed
Transformation Type
| Field Name | Source & Target |
|---|---|
| Field Name | Source Field: Target Field |
| Field Name | Source Field: Target Field |
| ... | ... |
Additional Notes: Add here
Library(ies) and Method(s) Used
Transformation Type
Method: Describe the transformation method here. Include links where necessary.
Platforms, tools, or libraries:
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Transformation Results: Provide results, outcomes, and actions taken because of the transformations. Include visualizations where available.
Additional Notes: Add here
Breakdown of Transformations
Cleaning Missing Value(s)
Summarize here. Include links where available.
Field Name: Count or description
Field Name: Count or description
Field Name: Count or description
Method(s) Used
Summarize here. Include links where necessary.
Platforms, tools, or libraries
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Comparative Summary
Summarize here. Include links, tables, visualizations where available.
| Field Name | Diff |
|---|---|
| Field Name | Before: After |
| Field Name | Before: After |
| ... | ... |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Residual & Other Risk(s)
Summarize here. Include links and metrics where applicable.
- Risk Type: Description + Mitigations
- Risk Type: Description + Mitigations
- Risk Type: Description + Mitigations
Human Oversight Measure(s)
Summarize here. Include links where available.
Additional Considerations
Summarize here. Include links where available.
Cleaning Mismatched Value(s)
Summarize here. Include links where available.
Field Name: Count or Description
Field Name: Count or Description
Field Name: Count or Description
Method(s) Used
Summarize here. Include links where available.
Comparative Summary
Summarize here. Include links where available.
| Field Name | Diff |
|---|---|
| Field Name | Before: After |
| Field Name | Before: After |
| ... | ... |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Residual & Other Risk(s)
Summarize here. Include links and metrics where applicable.
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Human Oversight Measure(s)
Summarize here. Include links where available.
Additional Considerations
Summarize here. Include links where available.
Anomalies
Summarize here. Include links where available.
Field Name: Count or Description
Field Name: Count or Description
Field Name: Count or Description
Method(s) Used
Summarize here. Include links where necessary.
Platforms, tools, or libraries
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Comparative Summary
Summarize here. Include links, tables, visualizations where available.
| Field Name | Diff |
|---|---|
| Field Name | Before: After |
| Field Name | Before: After |
| ... | ... |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Residual & Other Risk(s)
Summarize here. Include links and metrics where applicable.
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Human Oversight Measure(s)
Summarize here. Include links where available.
Additional Considerations
Summarize here. Include links where available.
Dimensionality Reduction
Summarize here. Include links where available.
Field Name: Count or Description
Field Name: Count or Description
Field Name: Count or Description
Method(s) Used
Summarize here. Include links where necessary.
Platforms, tools, or libraries
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Comparative Summary
Summarize here. Include links, tables, visualizations where available.
| Field Name | Diff |
|---|---|
| Field Name | Before: After |
| Field Name | Before: After |
| ... | ... |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Residual & Other Risks
Summarize here. Include links and metrics where applicable.
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Human Oversight Measure(s)
Summarize here. Include links where available.
Additional Considerations
Summarize here. Include links where available.
Joining Input Sources
Summarize here. Include links where available.
Field Name: Count or Description
Field Name: Count or Description
Field Name: Count or Description
Method(s) Used
Summarize here. Include links where necessary.
Platforms, tools, or libraries
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Comparative Summary
Summarize here. Include links, tables, visualizations where available.
| Field Name | Diff |
|---|---|
| Field Name | Before: After |
| Field Name | Before: After |
| ... | ... |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Residual & Other Risk(s)
Summarize here. Include links and metrics where applicable.
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Human Oversight Measure(s)
Summarize here. Include links where available.
Additional Considerations
Summarize here. Include links where available.
Redaction or Anonymization
Summarize here. Include links where available.
Field Name: Count or Description
Field Name: Count or Description
Field Name: Count or Description
Method(s) Used
Summarize here. Include links where necessary.
Platforms, tools, or libraries
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Comparative Summary
Summarize here. Include links, tables, visualizations where available.
| Field Name | Diff |
|---|---|
| Field Name | Before: After |
| Field Name | Before: After |
| ... | ... |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Residual & Other Risk(s)
Summarize here. Include links and metrics where applicable.
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Risk Type: Description + Mitigations
Human Oversight Measure(s)
Summarize here. Include links where available.
Additional Considerations
Summarize here. Include links where available.
Others (Please Specify)
Summarize here. Include links where available.
Field Name: Count or Description
Field Name: Count or Description
Field Name: Count or Description
Method(s) Used
Summarize here. Include links where necessary.
Platforms, tools, or libraries
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Comparative Summary
Summarize here. Include links, tables, visualizations where available.
| Field Name | Diff |
|---|---|
| Field Name | Before: After |
| Field Name | Before: After |
| ... | ... |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Residual & Other Risk(s)
Summarize here. Include links and metrics where applicable.
Risk type: [Description + Mitigations]
Risk type: [Description + Mitigations]
Risk type: [Description + Mitigations]
Human Oversight Measure(s)
Summarize here. Include links where available.
Additional Considerations
Summarize here. Include links where available.
Annotations & Labeling
Annotation Workforce Type
- Annotation Target in Data
- Machine-Generated
- Annotations
- Human Annotations (Expert)
- Human Annotations (Non-Expert)
- Human Annotations (Employees)
- Human Annotations (Contractors)
- Human Annotations (Crowdsourcing)
- Human Annotations (Outsourced / Managed)
- Teams
- Unlabeled
- Others (Please specify)
Annotation Characteristic(s)
| Annotation Type | Number |
|---|---|
| Number of unique annotations | 123456789 |
| Total number of annotations | 123456789 |
| Average annotations per example | 123456789 |
| Number of annotators per example | 123456789 |
| [Quality metric per granuality] | 123456789 |
| [Quality metric per granuality] | 123456789 |
| [Quality metric per granuality] | 123456789 |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Annotation Description(s)
(Annotation Type)
Description: Description of annotations (labels, ratings) produced. Include how this was created or authored.
Link: Relevant URL link.
Platforms, tools, or libraries:
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Additional Notes: Add here
Annotation Distribution(s)
| Annotation Type | Number |
|---|---|
| Annotations (or Class) | 12345 (20%) |
| Annotations (or Class) | 12345 (20%) |
| Annotations (or Class) | 12345 (20%) |
| Annotations (or Class) | 12345 (20%) |
| Annotations (or Class) | 12345 (20%) |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Annotation Task(s)
(Task Type)
Task description: Summarize here. Include links if available.
Task instructions: Summarize here. Include links if available.
Methods used: Summarize here. Include links if available.
Inter-rater adjudication policy: Summarize here. Include links if available.
Golden questions: Summarize here. Include links if available.
Additional notes: Add here
Human Annotators
Annotator Description(s)
(Annotation Type)
Task type: Summarize here. Include links if available.
Number of unique annotators: Summarize here. Include links if available.
Expertise of annotators: Summarize here. Include links if available.
Description of annotators: Summarize here. Include links if available.
Language distribution of annotators: Summarize here. Include links if available.
Geographic distribution of annotators: Summarize here. Include links if available.
Summary of annotation instructions: Summarize here. Include links if available.
Summary of gold questions: Summarize here. Include links if available.
Annotation platforms: Summarize here. Include links if available.
Additional Notes: Add here
Annotator Task(s)
(Task Type)
Task description: Summarize here. Include links if available.
Task instructions: Summarize here. Include links if available.
Methods used: Summarize here. Include links if available.
Inter-rater adjudication policy: Summarize here. Include links if available.
Golden questions: Summarize here. Include links if available.
Additional notes: Add here
Language(s)
(Annotation Type)
- Language [Percentage %]
- Language [Percentage %]
- Language [Percentage %]
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Location(s)
(Annotation Type)
- Location [Percentage %]
- Location [Percentage %]
- Location [Percentage %]
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Gender(s)
(Annotation Type)
- Gender [Percentage %]
- Gender [Percentage %]
- Gender [Percentage %]
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Validation Types
Method(s)
- Data Type Validation
- Range and Constraint Validation
- Code/cross-reference Validation
- Structured Validation
- Consistency Validation
- Not Validated
- Others (Please Specify)
Breakdown(s)
(Validation Type)
Number of Data Points Validated: 12345
Fields Validated
| Field | Count (if available) |
|---|---|
| Field | 123456 |
| Field | 123456 |
| Field | 123456 |
Above: Provide a caption for the above table or visualization.
Description(s)
(Validation Type)
Method: Describe the validation method here. Include links where necessary.
Platforms, tools, or libraries:
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
- Platform, tool, or library: Write description here
Validation Results: Provide results, outcomes, and actions taken because of the validation. Include visualizations where available.
Additional Notes: Add here
Description of Human Validators
Characteristic(s)
(Validation Type)
- Unique validators: 12345
- Number of examples per validator: 123456
- Average cost/task/validator: $$$
- Training provided: Y/N
- Expertise required: Y/N
Description(s)
(Validation Type)
Validator description: Summarize here. Include links if available.
Training provided: Summarize here. Include links if available.
Validator selection criteria: Summarize here. Include links if available.
Training provided: Summarize here. Include links if available.
Additional Notes: Add here
Language(s)
(Validation Type)
- Language [Percentage %]
- Language [Percentage %]
- Language [Percentage %]
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Location(s)
(Validation Type)
- Location [Percentage %]
- Location [Percentage %]
- Location [Percentage %]
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Gender(s)
(Validation Type)
- Gender [Percentage %]
- Gender [Percentage %]
- Gender [Percentage %]
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Sampling Methods
Method(s) Used
- Cluster Sampling
- Haphazard Sampling
- Multi-stage Sampling
- Random Sampling
- Retrospective Sampling
- Stratified Sampling
- Systematic Sampling
- Weighted Sampling
- Unknown
- Unsampled
- Others (Please specify)
Characteristic(s)
| (Sampling Type) | Number |
|---|---|
| Upstream Source | Write here |
| Total data sampled | 123m |
| Sample size | 123 |
| Threshold applied | 123k units at property |
| Sampling rate | 123 |
| Sample mean | 123 |
| Sample std. dev | 123 |
| Sampling distribution | 123 |
| Sampling variation | 123 |
| Sample statistic | 123 |
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Sampling Criteria
- Sampling method: Summarize here. Include links where applicable.
- Sampling method: Summarize here. Include links where applicable.
- Sampling method: Summarize here. Include links where applicable.
Known Applications & Benchmarks
ML Application(s)
For example: Classification, Regression, Object Detection
Evaluation Result(s)
(Model Name)
Model Card: [Link to full model card]
Evaluation Results
- Accuracy: 123 (params)
- Precision: 123 (params)
- Recall: 123 (params)
- Performance metric: 123 (params)
Above: Provide a caption for the above table or visualization.
Additional Notes: Add here
Evaluation Process(es)
(Model Name)
[Method used]: Summarize here. Include links where available.
- Process: Summarize here. Include links, diagrams, visualizations, tables as relevant.
- Factors: Summarize here. Include links, diagrams, visualizations, tables as relevant.
- Considerations: Summarize here. Include links, diagrams, visualizations, tables as relevant.
- Results: Summarize here. Include links, diagrams, visualizations, tables as relevant.
Additional Notes: Add here
Description(s) and Statistic(s)
(Model Name)
Model Card: Link to full model card
Model Description: Summarize here. Include links where applicable.
- Model Size: 123 (params)
- Model Weights: 123 (params)
- Model Layers 123 (params)
- Latency: 123 (params)
Additional Notes: Add here
Expected Performance and Known Caveats
(Model Name)
Expected Performance: Summarize here. Include links where available.
Known Caveats: Summarize here. Include links, diagrams, visualizations, and tables as relevant.
Additioanl Notes: Add here
Terms of Art
Concepts and Definitions referenced in this Data Card
Term of Art
Definition: Write here
Source: Write here and share link
Interpretation: Write here
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Reflections on Data
Title
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