Create README.md

README.md

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+---
+license: mit
+---
+# 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
+<!-- info: Provide a link to the dataset: -->
+<!-- width: half -->
+Dataset Link
+
+#### Data Card Author(s)
+<!-- info: Select **one role per** Data Card Author:
+
+(Usage Note: Select the most appropriate choice to describe the author's role
+in creating the Data Card.) -->
+<!-- width: half -->
+- **Name, Team:** (Owner / Contributor / Manager)
+- **Name, Team:** (Owner / Contributor / Manager)
+- **Name, Team:** (Owner / Contributor / Manager)
+
+## Authorship
+### Publishers
+#### Publishing Organization(s)
+<!-- scope: telescope -->
+<!-- info: Provide the names of the institution or organization responsible
+for publishing the dataset: -->
+Organization Name
+
+#### Industry Type(s)
+<!-- scope: periscope -->
+<!-- info: Select **all applicable** industry types to which the publishing
+organizations belong: -->
+- 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)
+<!-- scope: microscope -->
+<!-- info: Provide publisher contact details: -->
+- **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)
+<!-- scope: telescope -->
+<!-- info: Provide the names of the groups or team(s) that own the dataset: -->
+Name of Group or Team
+
+#### Contact Detail(s)
+<!-- scope: periscope -->
+<!-- info: Provide pathways to contact dataset owners: -->
+- **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)
+<!-- scope: microscope -->
+<!-- info: Provide the details of all authors associated with the dataset:
+
+(Usage Note: Provide the affiliation and year if different from publishing
+institutions or multiple affiliations.) -->
+- Name, Title, Affiliation, YYYY
+- Name, Title, Affiliation, YYYY
+- Name, Title, Affiliation, YYYY
+- Name, Title, Affiliation, YYYY
+
+### Funding Sources
+#### Institution(s)
+<!-- scope: telescope -->
+<!-- info: Provide the names of the funding institution(s): -->
+- Name of Institution
+- Name of Institution
+- Name of Institution
+
+#### Funding or Grant Summary(ies)
+<!-- scope: periscope -->
+<!-- width: full -->
+<!-- info: Provide a short summary of programs or projects that may have funded
+the creation, collection, or curation of the dataset.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+*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)
+<!-- scope: telescope -->
+<!-- info: Select ***all applicable**** subjects contained the dataset: -->
+- 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
+<!-- scope: periscope -->
+<!-- info: Provide a snapshot of the dataset:<br><br>(Use the additional notes
+to include relevant information, considerations, and links to table(s) with
+more detailed breakdowns.) -->
+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
+<!-- scope: microscope -->
+<!-- info: Provide a short description of the content in a data point: -->
+Summarize here. Include links if available.
+
+**Additional Notes:** Add here.
+
+#### Descriptive Statistics
+<!-- width: full -->
+<!-- info: Provide basic descriptive statistics for each field.
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+Usage Note: Some statistics will be relevant for numeric data, for not for
+strings. -->
+
+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)
+<!-- scope: telescope -->
+<!-- info: Select ***all applicable*** data types present in the dataset: -->
+- 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
+<!-- scope: periscope -->
+<!-- info: List fields in the dataset that contain S/PII, and specify if their
+collection was intentional or unintentional.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+**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
+<!-- scope: microscope -->
+<!-- info: Summarize the measures or steps to handle sensitive data in this
+dataset.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+
+Summarize here. Include links and metrics where applicable.
+
+**Method:** description
+
+**Method:** description
+
+**Method:** description
+
+**Additional Notes:** Add here
+
+#### Risk Type(s)
+<!-- scope: telescope -->
+<!-- info: Select **all applicable** risk types presenting from the
+dataset: -->
+- Direct Risk
+- Indirect Risk
+- Residual Risk
+- No Known Risks
+- Others (Please Specify)
+
+#### Supplemental Link(s)
+<!-- scope: periscope -->
+<!-- info: Provide link(s) for documentation pertaining to sensitive data in
+the dataset: -->
+**Link Name or Document Type:** link
+
+**Link Name or Document Type:** link
+
+**Link Name or Document Type:** link
+
+#### Risk(s) and Mitigation(s)
+<!-- scope: microscope -->
+<!-- info: Summarize the steps taken to identify and mitigate risks from PII
+or sensitive information.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+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
+<!-- scope: telescope -->
+<!-- info: Select **one:** -->
+**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
+<!-- scope: periscope -->
+<!-- info: Provide details about **this** version of the dataset: -->
+**Current Version:** 1.0
+
+**Last Updated:** MM/YYYY
+
+**Release Date:** MM/YYYY
+
+#### Maintenance Plan
+<!-- scope: microscope -->
+<!-- info: Summarize the maintenance plan for the dataset:
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+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)
+<!-- scope: periscope -->
+<!-- info: Provide details about the next planned update: -->
+**Version affected:** 1.0
+
+**Next data update:** MM/YYYY
+
+**Next version:** 1.1
+
+**Next version update:** MM/YYYY
+
+#### Expected Change(s)
+<!-- scope: microscope -->
+<!-- info: Summarize the updates to the dataset and/or data that are expected
+on the next update.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+**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
+<!-- scope: telescope -->
+<!-- info: Select **one**: -->
+- 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
+<!-- scope: periscope -->
+<!-- info: Provide link(s) to data points or exploratory demos: -->
+- Demo Link
+- Typical Data Point Link
+- Outlier Data Point Link
+- Other Data Point Link
+- Other Data Point Link
+
+#### Data Fields
+<!-- scope: microscope -->
+<!-- info: List the fields in data points and their descriptions.
+
+(Usage Note: Describe each field in a data point. Optionally use this to show
+the example.) -->
+
+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
+<!-- width: half -->
+<!-- info: Provide an example of a typical data point and describe what makes
+it typical.
+
+**Use additional notes to capture any other relevant information or
+considerations.** -->
+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
+<!-- width: half -->
+<!-- info: Provide an example of an outlier data point and describe what makes
+it atypical.
+
+**Use additional notes to capture any other relevant information or
+considerations.** -->
+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)
+<!-- scope: telescope -->
+<!-- info: Select **one**: -->
+- Monitoring
+- Research
+- Production
+- Others (please specify)
+
+#### Domain(s) of Application
+<!-- scope: periscope -->
+<!-- info: Provide a list of key domains of application that the dataset has
+been designed for:<br><br>(Usage Note: Use comma-separated keywords.) -->
+For example: `Machine Learning`, `Computer Vision`, `Object Detection`.
+
+`keyword`, `keyword`, `keyword`
+
+#### Motivating Factor(s)
+<!-- scope: microscope -->
+<!-- info: List the primary motivations for creating or curating this dataset:
+
+(Usage Note: use this to describe the problem space and corresponding
+motivations for the dataset.) -->
+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)
+<!-- scope: telescope -->
+<!-- info: Select **one**: -->
+- Safe for production use
+- Safe for research use
+- Conditional use - some unsafe applications
+- Only approved use
+- Others (please specify)
+
+#### Suitable Use Case(s)
+<!-- scope: periscope -->
+<!-- info: Summarize known suitable and intended use cases of this dataset.
+
+Use additional notes to capture any specific patterns that readers should
+look out for, or other relevant information or considerations. -->
+**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)
+<!-- scope: microscope -->
+<!-- info: Summarize known unsuitable and unintended use cases of this dataset.
+
+Use additional notes to capture any specific patterns that readers should look
+out for, or other relevant information or considerations. -->
+**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)
+<!-- scope: periscope -->
+<!-- info: Provide a description of the specific problem space that this
+dataset intends to address. -->
+Summarize here. Include any specific research questions.
+
+#### Citation Guidelines
+<!-- scope: microscope -->
+<!-- info: Provide guidelines and steps for citing this dataset in research
+and/or production.
+
+Use additional notes to capture any specific patterns that readers should look
+out for, or other relevant information or considerations. -->
+**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
+<!-- scope: telescope -->
+<!-- info: Select **one**: -->
+- Internal - Unrestricted
+- Internal - Restricted
+- External - Open Access
+- Others (please specify)
+
+#### Documentation Link(s)
+<!-- scope: periscope -->
+<!-- info: Provide links that describe documentation to access this
+dataset: -->
+- Dataset Website URL
+- GitHub URL
+
+#### Prerequisite(s)
+<!-- scope: microscope -->
+<!-- info: Please describe any required training or prerequisites to access
+this dataset. -->
+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)
+<!-- scope: periscope -->
+<!-- info: Provide a link to the access policy: -->
+- Direct download URL
+- Other repository URL
+
+Code to download data:
+```
+...
+```
+
+#### Access Control List(s)
+<!-- scope: microscope -->
+<!-- info: List and summarize any access control lists associated with this
+dataset. Include links where necessary.
+
+Use additional notes to capture any other information relevant to accessing
+the dataset. -->
+**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
+<!-- scope: periscope -->
+<!-- info: Specify the duration for which this dataset can be retained: -->
+Specify duration in days, months, or years.
+
+#### Policy Summary
+<!-- scope: microscope -->
+<!-- info: Summarize the retention policy for this dataset. -->
+**Retention Plan ID:** Write here
+
+**Summary:** Write summary and notes here
+
+#### Process Guide
+<!-- scope: periscope -->
+<!-- info: Summarize any requirements and related steps to retain the dataset.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+For example:
+
+This dataset compiles with [standard policy guidelines].
+
+**Additional Notes:** Add here
+
+#### Exception(s) and Exemption(s)
+<!-- scope: microscope -->
+<!-- info: Summarize any exceptions and related steps to retain the dataset.
+Include links where necessary.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+**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
+<!-- scope: periscope -->
+<!-- info: Specify the duration after which this dataset should be deleted or
+wiped out: -->
+Specify duration in days, months, or years.
+
+#### Deletion Event Summary
+<!-- scope: microscope -->
+<!-- info: Summarize the sequence of events and allowable processing for data
+deletion.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+**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
+<!-- scope: periscope -->
+<!-- info: List the acceptable means of deletion: -->
+- Write acceptable means of deletion
+- Write acceptable means of deletion
+- Write acceptable means of deletion
+
+#### Post-Deletion Obligations
+<!-- scope: microscope -->
+<!-- info: Summarize the sequence of obligations after a deletion event.
+
+**Use additional notes to capture any other relevant information or
+considerations.** -->
+**Sequence of post-deletion obligations:**
+
+- Summarize first obligation here
+- Summarize second obligation here
+- Summarize third obligation here
+
+**Additional Notes:** Add here
+
+#### Operational Requirement(s)
+<!-- scope: periscope -->
+<!-- info: List any wipeout integration operational requirements: -->
+**Wipeout Integration Operational Requirements:**
+
+- Write first requirement here
+- Write second requirement here
+- Write third requirement here
+
+#### Exceptions and Exemptions
+<!-- scope: microscope -->
+<!-- info: Summarize any exceptions and related steps to a deletion event.
+
+**Use additional notes to capture any other relevant information or
+considerations.** -->
+**Policy Exception bug:** [bug]
+
+**Summary:** Write summary and notes here
+
+**Additional Notes:** Add here
+
+## Provenance
+### Collection
+#### Method(s) Used
+<!-- scope: telescope -->
+<!-- info: Select **all applicable** methods used to collect data: -->
+- 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)
+<!-- scope: periscope -->
+<!-- info: Provide a description of each collection method used.
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for collection method
+type.) -->
+**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)
+<!-- scope: microscope -->
+<!-- info: Provide a description of each upstream source of data.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+- **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
+<!-- scope: telescope -->
+<!-- info: Select **all applicable**: -->
+**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
+<!-- scope: periscope -->
+<!-- info: List all fields collected from different sources, and specify if
+they were included or excluded from the dataset.
+
+Use additional notes to
+capture any other relevant information or considerations.
+
+(Usage Note: Duplicate and complete the following for each upstream
+source.) -->
+**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
+<!-- scope: microscope -->
+<!-- info: Summarize how data from different sources or methods aggregated,
+processed, or connected.
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate and complete the following for each source OR
+collection method.) -->
+**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
+<!-- scope: telescope -->
+<!-- info: Summarize the data selection criteria.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+- **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
+<!-- scope: periscope -->
+<!-- info: Summarize the data inclusion criteria.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+- **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
+<!-- scope: microscope -->
+<!-- info: Summarize the data exclusion criteria.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+- **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)
+<!-- scope: telescope -->
+<!-- info: Describe how the resulting dataset is aligned with the purposes,
+motivations, or intended use of the upstream source(s).
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for each source type.) -->
+- **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)
+<!-- scope: periscope -->
+<!-- info: Summarize the benefits of the resulting dataset to its consumers,
+compared to the upstream source(s).
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for each source type.) -->
+- **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)
+<!-- scope: microscope -->
+<!-- info: What are the limitations of the resulting dataset to its consumers,
+compared to the upstream source(s)?
+
+Break down by source type.<br><br>(Usage Note: Duplicate and complete the
+following for each source type.) -->
+- **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
+<!-- info: Fill this next row if this is not the first version of the dataset,
+and there is no data card available for the first version -->
+#### First Version
+<!-- scope: periscope -->
+<!-- info: Provide a **basic description of the first version** of this
+dataset. -->
+- **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)
+<!-- scope: microscope -->
+<!-- info: Summarize the caveats or nuances of the first version of this
+dataset that may affect the use of the current version.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+Summarize here. Include links where available.
+
+**Additional Notes:** Add here
+
+#### Cadence
+<!-- scope: telescope -->
+<!-- info: Select **one**: -->
+- Yearly
+- Quarterly
+- Monthly
+- Biweekly
+- Weekly
+- Daily
+- Hourly
+- Static
+- Others (please specify)
+
+#### Last and Next Update(s)
+<!-- scope: periscope -->
+<!-- info: Please describe the update schedule: -->
+- **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)
+<!-- scope: microscope -->
+<!-- info: Summarize the changes that occur when the dataset is refreshed.
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for each source type.) -->
+- **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)
+<!-- scope: telescope -->
+<!-- info: Select **all attributes** that are represented (directly or
+indirectly) in the dataset. -->
+- Gender
+- Socio-economic status
+- Geography
+- Language
+- Age
+- Culture
+- Experience or Seniority
+- Others (please specify)
+
+#### Intentionality
+<!-- scope: periscope -->
+<!-- info: List fields in the dataset that contain human attributes, and
+specify if their collection was intentional or unintentional.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+**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
+<!-- scope: microscope -->
+<!-- info: Describe the motivation, rationale, considerations or approaches
+that caused this dataset to include the indicated human attributes.
+
+Summarize why or how this might affect the use of the dataset. -->
+Summarize here. Include links, table, and media as relevant.
+
+#### Source(s)
+<!-- scope: periscope -->
+<!-- info: List the sources of the human attributes.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+- **Human Attribute:** Sources
+- **Human Attribute:** Sources
+- **Human Attribute:** Sources
+
+**Additional Notes:** Add here
+
+#### Methodology Detail(s)
+<!-- scope: microscope -->
+<!-- info: Describe the methods used to collect human attributes in the
+dataset.
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for each human
+attribute.) -->
+
+**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)
+<!-- width: full -->
+<!-- info: Provide basic descriptive statistics for each human attribute,
+noting key takeaways in the caption.
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for each human
+attribute.) -->
+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
+<!-- scope: periscope -->
+<!-- info: Describe any known correlations with the indicated sensitive
+attributes in this dataset.
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate for each known correlation.) -->
+[`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)
+<!-- scope: microscope -->
+<!-- info: Summarize systemic or residual risks, performance expectations,
+trade-offs and caveats because of human attributes in this dataset.
+
+Use additional notes to capture any other relevant information or
+considerations.
+
+Usage Note: Duplicate and complete the following for each human attribute. -->
+**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
+<!-- scope: telescope -->
+<!-- info: Select **one**: -->
+- 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)
+<!-- scope: periscope -->
+<!-- info: List the known datasets or data types and corresponding
+transformations that **are safe to join or aggregate** this dataset with. -->
+**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
+<!-- scope: microscope -->
+<!-- info: Summarize best practices for using this dataset with other datasets
+or data types.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+Summarize here. Include visualizations, metrics, demonstrative examples,
+or links where necessary.
+
+**Additional Notes:** Add here
+
+#### Known Unsafe Dataset(s) or Data Type(s)
+<!-- scope: periscope -->
+<!-- info: Fill this out if you selected "Conditionally safe to use with other
+datasets" or "Should not be used with other datasets":
+
+List the known datasets or data types and corresponding transformations that
+are **unsafe to join or aggregate** with this dataset. -->
+**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)
+<!-- scope: microscope -->
+<!-- info: Fill this out if you selected "Conditionally safe to use with
+other datasets" or "Should not be used with
+other datasets":
+
+Summarize limitations of the dataset that introduce foreseeable risks when the
+dataset is conjoined with other datasets.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+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
+<!-- scope: telescope -->
+<!-- info: Select **one**: -->
+- 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)
+<!-- scope: periscope -->
+<!-- info: Select **all applicable** acceptable methods to sample this
+dataset: -->
+- 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)
+<!-- scope: microscope -->
+<!-- info: Summarize the best practices for forking or sampling this dataset.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+Summarize here. Include links, figures, and demonstrative examples where
+available.
+
+**Additional Notes:** Add here
+
+#### Risk(s) and Mitigation(s)
+<!-- scope: periscope -->
+<!-- info: Fill this out if you selected "Conditionally safe to fork and/or
+sample" or "Should not be forked and/or sampled":
+
+Summarize known or residual risks associated with forking and sampling methods
+when applied to the dataset.
+
+Use additional notes to capture any other
+relevant information or considerations. -->
+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)
+<!-- scope: microscope -->
+<!-- info: Fill this out if you selected "Conditionally safe to fork and/or
+sample" or "Should not be forked and/or sample":
+
+Summarize the limitations that the dataset introduces when forking
+or sampling the dataset and corresponding recommendations.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+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)
+<!-- scope: telescope -->
+<!-- info: Select **all applicable** -->
+- Training
+- Testing
+- Validation
+- Development or Production Use
+- Fine Tuning
+- Others (please specify)
+
+#### Notable Feature(s)
+<!-- scope: periscope -->
+<!-- info: Describe any notable feature distributions or relationships between
+individual instances made explicit.
+
+Include links to servers where readers can explore the data on their own. -->
+
+**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)
+<!-- scope: microscope -->
+<!-- info: Summarize usage guidelines or policies that consumers should be
+aware of.
+
+Use additional notes to capture any other relevant information or
+considerations. -->
+**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)
+<!-- scope: periscope -->
+<!-- info: Describe the recommended splits and corresponding criteria.
+
+Use additional notes to capture any other
+relevant information or considerations. -->
+
+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)
+<!-- scope: microscope -->
+<!-- info: Summarize any known correlations with
+the indicated features in this dataset.
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate for each known
+correlation.) -->
+`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
+<!-- scope: periscope -->
+<!-- width: full -->
+<!-- info: Provide the sizes of each split. As appropriate, provide any
+descriptive statistics for features. -->
+
+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
+<!-- info: Fill this section if any transformations were applied in the
+creation of your dataset. -->
+### Synopsis
+#### Transformation(s) Applied
+<!-- scope: telescope -->
+<!-- info: Select **all applicable** transformations
+that were applied to the dataset. -->
+- 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
+<!-- scope: periscope -->
+<!-- info: Provide the fields in the dataset that
+were transformed.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete
+the following for each transformation
+type applied. Include the data types to
+which fields were 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
+<!-- scope: microscope -->
+<!-- info: Provide a description of the methods
+used to transform or process the
+dataset.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete
+the following for each transformation
+type applied.) -->
+**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
+<!-- info: Fill out relevant rows. -->
+#### Cleaning Missing Value(s)
+<!-- scope: telescope -->
+<!-- info: Which fields in the data were missing
+values? How many? -->
+Summarize here. Include links where available.
+
+**Field Name:** Count or description
+
+**Field Name:** Count or description
+
+**Field Name:** Count or description
+
+#### Method(s) Used
+<!-- scope: periscope -->
+<!-- info: How were missing values cleaned?
+What other choices were considered? -->
+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
+<!-- scope: microscope -->
+<!-- info: Why were missing values cleaned using
+this method (over others)? Provide
+comparative charts showing before
+and after missing values were cleaned. -->
+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)
+<!-- scope: telescope -->
+<!-- info: What risks were introduced because of
+this transformation? Which risks were
+mitigated? -->
+Summarize here. Include links and metrics where applicable.
+
+- **Risk Type:** Description + Mitigations
+- **Risk Type:** Description + Mitigations
+- **Risk Type:** Description + Mitigations
+
+#### Human Oversight Measure(s)
+<!-- scope: periscope -->
+<!-- info: What human oversight measures,
+including additional testing,
+investigations and approvals were
+taken due to this transformation? -->
+Summarize here. Include links where available.
+
+#### Additional Considerations
+<!-- scope: microscope -->
+<!-- info: What additional considerations were
+made? -->
+Summarize here. Include links where available.
+
+#### Cleaning Mismatched Value(s)
+<!-- scope: telescope -->
+<!-- info: Which fields in the data were corrected
+for mismatched values? -->
+Summarize here. Include links where available.
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+#### Method(s) Used
+<!-- scope: periscope -->
+<!-- info: How were incorrect or mismatched
+values cleaned? What other choices
+were considered? -->
+Summarize here. Include links where available.
+
+#### Comparative Summary
+<!-- scope: microscope -->
+<!-- info: Why were incorrect or mismatched
+values cleaned using this method (over
+others)? Provide a comparative
+analysis demonstrating before and
+after values were cleaned. -->
+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)
+<!-- scope: telescope -->
+<!-- info: What risks were introduced because of
+this transformation? Which risks were
+mitigated? -->
+Summarize here. Include links and metrics where applicable.
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+#### Human Oversight Measure(s)
+<!-- scope: periscope -->
+<!-- info: What human oversight measures,
+including additional testing,
+investigations and approvals were
+taken due to this transformation? -->
+Summarize here. Include links where available.
+
+#### Additional Considerations
+<!-- scope: microscope -->
+<!-- info: What additional considerations were made? -->
+Summarize here. Include links where available.
+
+#### Anomalies
+<!-- scope: telescope -->
+<!-- info: How many anomalies or outliers were
+detected?
+If at all, how were detected anomalies
+or outliers handled?
+Why or why not? -->
+Summarize here. Include links where available.
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+#### Method(s) Used
+<!-- scope: periscope -->
+<!-- info: What methods were used to detect
+anomalies or outliers? -->
+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
+<!-- scope: microscope -->
+<!-- info: Provide a comparative analysis
+demonstrating before and after
+anomaly handling measures. -->
+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)
+<!-- scope: telescope -->
+<!-- info: What risks were introduced because of
+this transformation? Which risks were
+mitigated? -->
+Summarize here. Include links and metrics where applicable.
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+#### Human Oversight Measure(s)
+<!-- scope: periscope -->
+<!-- info: What human oversight measures,
+including additional testing,
+investigations and approvals were
+taken due to this transformation? -->
+Summarize here. Include links where available.
+
+#### Additional Considerations
+<!-- scope: microscope -->
+<!-- info: What additional considerations were made? -->
+Summarize here. Include links where available.
+
+#### Dimensionality Reduction
+<!-- scope: telescope -->
+<!-- info: How many original features were
+collected and how many dimensions
+were reduced? -->
+Summarize here. Include links where available.
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+#### Method(s) Used
+<!-- scope: periscope -->
+<!-- info: What methods were used to reduce the
+dimensionality of the data? What other
+choices were considered? -->
+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
+<!-- scope: microscope -->
+<!-- info: Why were features reduced using this
+method (over others)? Provide
+comparative charts showing before
+and after dimensionality reduction
+processes. -->
+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
+<!-- scope: telescope -->
+<!-- info: What risks were introduced because of
+this transformation? Which risks were
+mitigated? -->
+Summarize here. Include links and metrics where applicable.
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+#### Human Oversight Measure(s)
+<!-- scope: periscope -->
+<!-- info: What human oversight measures,
+including additional testing,
+investigations and approvals were
+taken due to this transformation? -->
+Summarize here. Include links where available.
+
+#### Additional Considerations
+<!-- scope: microscope -->
+<!-- info: What additional considerations were made? -->
+Summarize here. Include links where available.
+
+#### Joining Input Sources
+<!-- scope: telescope -->
+<!-- info: What were the distinct input sources that were joined? -->
+Summarize here. Include links where available.
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+#### Method(s) Used
+<!-- scope: periscope -->
+<!-- info: What are the shared columns of fields used to join these
+sources? -->
+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
+<!-- scope: microscope -->
+<!-- info: Why were features joined using this
+method over others?
+
+Provide comparative charts showing
+before and after dimensionality
+reduction processes. -->
+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)
+<!-- scope: telescope -->
+<!-- info: What risks were introduced because of
+this transformation? Which risks were
+mitigated? -->
+Summarize here. Include links and metrics where applicable.
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+#### Human Oversight Measure(s)
+<!-- scope: periscope -->
+<!-- info: What human oversight measures,
+including additional testing,
+investigations and approvals were
+taken due to this transformation? -->
+Summarize here. Include links where
+available.
+
+#### Additional Considerations
+<!-- scope: microscope -->
+<!-- info: What additional considerations were
+made? -->
+Summarize here. Include links where
+available.
+
+#### Redaction or Anonymization
+<!-- scope: telescope -->
+<!-- info: Which features were redacted or
+anonymized? -->
+Summarize here. Include links where available.
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+#### Method(s) Used
+<!-- scope: periscope -->
+<!-- info: What methods were used to redact or
+anonymize data? -->
+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
+<!-- scope: microscope -->
+<!-- info: Why was data redacted or anonymized
+using this method over others? Provide
+comparative charts showing before
+and after redaction or anonymization
+process. -->
+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)
+<!-- scope: telescope -->
+<!-- info: What risks were introduced because of
+this transformation? Which risks were
+mitigated? -->
+Summarize here. Include links and metrics where applicable.
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+**Risk Type:** Description + Mitigations
+
+#### Human Oversight Measure(s)
+<!-- scope: periscope -->
+<!-- info: What human oversight measures,
+including additional testing,
+investigations and approvals were
+taken due to this transformation? -->
+Summarize here. Include links where available.
+
+#### Additional Considerations
+<!-- scope: microscope -->
+<!-- info: What additional considerations were
+made? -->
+Summarize here. Include links where available.
+
+#### Others (Please Specify)
+<!-- scope: telescope -->
+<!-- info: What was done? Which features or
+fields were affected? -->
+Summarize here. Include links where available.
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+**Field Name:** Count or Description
+
+#### Method(s) Used
+<!-- scope: periscope -->
+<!-- info: What method were 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
+<!-- scope: microscope -->
+<!-- info: Why was this method used over
+others? Provide comparative charts
+showing before and after this
+transformation. -->
+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)
+<!-- scope: telescope -->
+<!-- info: What risks were introduced because of
+this transformation? Which risks were
+mitigated? -->
+Summarize here. Include links and metrics where applicable.
+
+**Risk type:** [Description + Mitigations]
+
+**Risk type:** [Description + Mitigations]
+
+**Risk type:** [Description + Mitigations]
+
+#### Human Oversight Measure(s)
+<!-- scope: periscope -->
+<!-- info: What human oversight measures,
+including additional testing,
+investigations and approvals were
+taken due to this transformation? -->
+Summarize here. Include links where available.
+
+#### Additional Considerations
+<!-- scope: microscope -->
+<!-- info: What additional considerations were made? -->
+Summarize here. Include links where available.
+
+## Annotations & Labeling
+<!-- info: Fill this section if any human or algorithmic annotation tasks were
+performed in the creation of your dataset. -->
+#### Annotation Workforce Type
+<!-- scope: telescope -->
+<!-- info: Select **all applicable** annotation
+workforce types or methods used
+to annotate the dataset: -->
+- 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)
+<!-- scope: periscope -->
+<!-- info: Describe relevant characteristics of annotations
+as indicated. For quality metrics, consider
+including accuracy, consensus accuracy, IRR,
+XRR at the appropriate granularity (e.g. across
+dataset, by annotator, by annotation, etc.).
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate and complete the
+following for each annotation type.) -->
+**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)
+<!-- scope: microscope -->
+<!-- info: Provide descriptions of the annotations
+applied to the dataset. Include links
+and indicate platforms, tools or libraries
+used wherever possible.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete
+the following for each annotation
+type.) -->
+**(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)
+<!-- scope: periscope -->
+<!-- info: Provide a distribution of annotations for each
+annotation or class of annotations using the
+format below.
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate and complete the
+following for each annotation type.) -->
+**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)
+<!-- scope: microscope -->
+<!-- info: Summarize each task type associated
+with annotations in the dataset.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete
+the following for each task type.) -->
+**(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
+<!-- info: Fill this section if human annotators were used. -->
+#### Annotator Description(s)
+<!-- scope: periscope -->
+<!-- info: Provide a brief description for each annotator
+pool performing the human annotation task.
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate and complete the
+following for each annotation type.) -->
+**(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)
+<!-- scope: microscope -->
+<!-- info: Provide a brief description for each
+annotator pool performing the human
+annotation task.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete
+the following for each annotation
+type.) -->
+**(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)
+<!-- scope: telescope -->
+<!-- info: Provide annotator distributions for
+each annotation type.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and
+complete the following for each
+annotation type.) -->
+**(Annotation Type)**
+
+- Language [Percentage %]
+- Language [Percentage %]
+- Language [Percentage %]
+
+**Above:** Provide a caption for the above table or visualization.
+
+**Additional Notes:** Add here
+
+#### Location(s)
+<!-- scope: periscope -->
+<!-- info: Provide annotator distributions for each
+annotation type.
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate and complete the
+following for each annotation type.) -->
+**(Annotation Type)**
+
+- Location [Percentage %]
+- Location [Percentage %]
+- Location [Percentage %]
+
+**Above:** Provide a caption for the above table or visualization.
+
+**Additional Notes:** Add here
+
+#### Gender(s)
+<!-- scope: microscope -->
+<!-- info: Provide annotator distributions for
+each annotation type.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete
+the following for each annotation
+type.) -->
+**(Annotation Type)**
+
+- Gender [Percentage %]
+- Gender [Percentage %]
+- Gender [Percentage %]
+
+**Above:** Provide a caption for the above table or visualization.
+
+**Additional Notes:** Add here
+
+## Validation Types
+<!-- info: Fill this section if the data in the dataset was validated during
+or after the creation of your dataset. -->
+#### Method(s)
+<!-- scope: telescope -->
+<!-- info: Select **all applicable**: -->
+- Data Type Validation
+- Range and Constraint Validation
+- Code/cross-reference Validation
+- Structured Validation
+- Consistency Validation
+- Not Validated
+- Others (Please Specify)
+
+#### Breakdown(s)
+<!-- scope: periscope -->
+<!-- info: Provide a description of the fields and data
+points that were validated.
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate and complete the
+following for each validator type.) -->
+**(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)
+<!-- scope: microscope -->
+<!-- info: Provide a description of the methods used to
+validate the dataset.
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate and complete the
+following for each validator type.) -->
+**(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
+<!-- info: Fill this section if the dataset was validated using human
+validators -->
+#### Characteristic(s)
+<!-- scope: periscope -->
+<!-- info: Provide characteristics of the validator
+pool(s). Use additional notes to capture any
+other relevant information or considerations. -->
+**(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)
+<!-- scope: microscope -->
+<!-- info: Provide a brief description of the validator
+pool(s). Use additional notes to capture any
+other relevant information or considerations.
+
+(Usage Note: Duplicate and complete the
+following for each validator type.) -->
+**(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)
+<!-- scope: telescope -->
+<!-- info: Provide validator distributions.
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for each annotation type.)-->
+**(Validation Type)**
+
+- Language [Percentage %]
+- Language [Percentage %]
+- Language [Percentage %]
+
+**Above:** Provide a caption for the above table or visualization.
+
+**Additional Notes:** Add here
+
+#### Location(s)
+<!-- scope: periscope -->
+<!-- info: Provide validator distributions.
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for each annotation type.)-->
+**(Validation Type)**
+
+- Location [Percentage %]
+- Location [Percentage %]
+- Location [Percentage %]
+
+**Above:** Provide a caption for the above table or visualization.
+
+**Additional Notes:** Add here
+
+#### Gender(s)
+<!-- scope: microscope -->
+<!-- info: Provide validator distributions.
+Use additional notes to capture any other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the following for each annotation type.)-->
+**(Validation Type)**
+
+- Gender [Percentage %]
+- Gender [Percentage %]
+- Gender [Percentage %]
+
+**Above:** Provide a caption for the above table or visualization.
+
+**Additional Notes:** Add here
+
+## Sampling Methods
+<!-- info: Fill out the following block if your dataset employs any sampling
+methods. -->
+#### Method(s) Used
+<!-- scope: telescope -->
+<!-- info: Select **all applicable** methods used in the creation of this
+dataset: -->
+- Cluster Sampling
+- Haphazard Sampling
+- Multi-stage Sampling
+- Random Sampling
+- Retrospective Sampling
+- Stratified Sampling
+- Systematic Sampling
+- Weighted Sampling
+- Unknown
+- Unsampled
+- Others (Please specify)
+
+#### Characteristic(s)
+<!-- scope: periscope -->
+<!-- info: Provide characteristics of each sampling
+method used.
+
+Use additional notes to capture any other
+relevant information or considerations.
+
+(Usage Note: Duplicate and complete the
+following for each sampling method
+used.) -->
+**(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
+<!-- scope: microscope -->
+<!-- info: Describe the criteria used to sample data from
+upstream sources.
+
+Use additional notes to capture any other
+relevant information or considerations. -->
+- **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
+<!-- info: Fill out the following section if your dataset was primarily
+created for use in AI or ML system(s) -->
+#### ML Application(s)
+<!-- scope: telescope -->
+<!-- info: Provide a list of key ML tasks
+that the dataset has been
+used for.
+
+Usage Note: Use comma-separated keywords. -->
+*For example: Classification, Regression, Object Detection*
+
+#### Evaluation Result(s)
+<!-- scope: periscope -->
+<!-- info: Provide the evaluation results from
+models that this dataset has been used
+in.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the
+following for each model.) -->
+**(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)
+<!-- scope: microscope -->
+<!-- info: Provide a description of the evaluation process for
+the model's overall performance or the
+determination of how the dataset contributes to
+the model's performance.
+
+Use additional notes to capture any other relevant
+information or considerations.
+
+(Usage Note: Duplicate and complete the following
+for each model and method used.) -->
+**(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)
+<!-- scope: periscope -->
+<!-- info: Provide a description of the model(s) and
+task(s) that this dataset has been used
+in.
+
+Use additional notes to capture any
+other relevant information or
+considerations.
+
+(Usage Note: Duplicate and complete the
+following for each model.) -->
+**(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
+<!-- scope: microscope -->
+<!-- info: Provide a description of the expected performance
+and known caveats of the models for this dataset.
+
+Use additional notes to capture any other relevant
+information or considerations.
+
+(Usage Note: Duplicate and complete the following
+for each model.) -->
+**(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
+<!-- info: Use this space to include the expansions and definitions of any
+acronyms, concepts, or terms of art used across the Data Card.
+Use standard definitions where possible. Include the source of the definition
+where indicated. If you are using an interpretation,
+adaptation, or modification of the standard definition for the purposes of your
+Data Card or dataset, include your interpretation as well. -->
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+#### Term of Art
+Definition: Write here
+
+Source: Write here and share link
+
+Interpretation: Write here
+
+## Reflections on Data
+<!-- info: Use this space to include any additional information about the
+dataset that has not been captured by the Data Card. For example,
+does the dataset contain data that might be offensive, insulting, threatening,
+or might otherwise cause anxiety? If so, please contact the appropriate parties
+to mitigate any risks. -->
+### Title
+Write notes here.
+
+### Title
+Write notes here.
+
+### Title
+Write notes here.