|
--- |
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annotations_creators: |
|
- no-annotation |
|
language_creators: |
|
- crowdsourced |
|
language: |
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- en |
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license: |
|
- cc-by-sa-3.0 |
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multilinguality: |
|
- monolingual |
|
size_categories: |
|
- 1M<n<10M |
|
source_datasets: |
|
- original |
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task_categories: |
|
- text2text-generation |
|
task_ids: |
|
- abstractive-qa |
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- open-domain-abstractive-qa |
|
paperswithcode_id: null |
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pretty_name: SO StackSample |
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dataset_info: |
|
- config_name: Answers |
|
features: |
|
- name: Id |
|
dtype: int32 |
|
- name: OwnerUserId |
|
dtype: int32 |
|
- name: CreationDate |
|
dtype: string |
|
- name: ParentId |
|
dtype: int32 |
|
- name: Score |
|
dtype: int32 |
|
- name: Body |
|
dtype: string |
|
splits: |
|
- name: Answers |
|
num_bytes: 1583232304 |
|
num_examples: 2014516 |
|
download_size: 0 |
|
dataset_size: 1583232304 |
|
- config_name: Questions |
|
features: |
|
- name: Id |
|
dtype: int32 |
|
- name: OwnerUserId |
|
dtype: int32 |
|
- name: CreationDate |
|
dtype: string |
|
- name: ClosedDate |
|
dtype: string |
|
- name: Score |
|
dtype: int32 |
|
- name: Title |
|
dtype: string |
|
- name: Body |
|
dtype: string |
|
splits: |
|
- name: Questions |
|
num_bytes: 1913896893 |
|
num_examples: 1264216 |
|
download_size: 0 |
|
dataset_size: 1913896893 |
|
- config_name: Tags |
|
features: |
|
- name: Id |
|
dtype: int32 |
|
- name: Tag |
|
dtype: string |
|
splits: |
|
- name: Tags |
|
num_bytes: 58816824 |
|
num_examples: 3750994 |
|
download_size: 0 |
|
dataset_size: 58816824 |
|
--- |
|
|
|
# Dataset Card for SO StackSample |
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|
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## Table of Contents |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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|
|
## Dataset Description |
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|
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- **Homepage:** https://www.kaggle.com/stackoverflow/stacksample |
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|
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### Dataset Summary |
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|
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Dataset with the text of 10% of questions and answers from the Stack Overflow programming Q&A website. |
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This is organized as three tables: |
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Questions table contains the title, body, creation date, closed date (if applicable), score, and owner ID for all non-deleted Stack Overflow questions whose Id is a multiple of 10. |
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Answers table contains the body, creation date, score, and owner ID for each of the answers to these questions. The ParentId column links back to the Questions table. |
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Tags table contains the tags on each of these questions. |
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### Supported Tasks and Leaderboards |
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Example projects include: |
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- Identifying tags from question text |
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- Predicting whether questions will be upvoted, downvoted, or closed based on their text |
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- Predicting how long questions will take to answer |
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- Open Domain Q/A |
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|
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### Languages |
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English (en) and Programming Languages. |
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|
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## Dataset Structure |
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### Data Instances |
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For Answers: |
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``` |
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{ |
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"Id": { # Unique ID given to the Answer post |
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"feature_type": "Value", |
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"dtype": "int32" |
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}, |
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"OwnerUserId": { # The UserID of the person who generated the Answer on StackOverflow. -1 means NA |
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"feature_type": "Value", |
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"dtype": "int32" |
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}, |
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"CreationDate": { # The date the Answer was generated. Follows standard datetime format. |
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"feature_type": "Value", |
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"dtype": "string" |
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}, |
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"ParentId": { # Refers to the `Id` of the Question the Answer belong to. |
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"feature_type": "Value", |
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"dtype": "int32" |
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}, |
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"Score": { # The sum of up and down votes given to the Answer. Can be negative. |
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"feature_type": "Value", |
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"dtype": "int32" |
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}, |
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"Body": { # The body content of the Answer. |
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"feature_type": "Value", |
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"dtype": "string" |
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} |
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} |
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``` |
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For Questions: |
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``` |
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{ |
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"Id": { # Unique ID given to the Question post |
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"feature_type": "Value", |
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"dtype": "int32" |
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}, |
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"OwnerUserId": { # The UserID of the person who generated the Question on StackOverflow. -1 means NA. |
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"feature_type": "Value", |
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"dtype": "int32" |
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}, |
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"CreationDate": { # The date the Question was generated. Follows standard datetime format. |
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"feature_type": "Value", |
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"dtype": "string" |
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}, |
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"ClosedDate": { # The date the Question was generated. Follows standard datetime format. Can be NA. |
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"feature_type": "Value", |
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"dtype": "string" |
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}, |
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"Score": { # The sum of up and down votes given to the Question. Can be negative. |
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"feature_type": "Value", |
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"dtype": "int32" |
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}, |
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"Title": { # The title of the Question. |
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"feature_type": "Value", |
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"dtype": "string" |
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}, |
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"Body": { # The body content of the Question. |
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"feature_type": "Value", |
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"dtype": "string" |
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} |
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} |
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``` |
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|
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For Tags: |
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``` |
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{ |
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"Id": { # ID of the Question the tag belongs to |
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"feature_type": "Value", |
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"dtype": "int32" |
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}, |
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"Tag": { # The tag name |
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"feature_type": "Value", |
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"dtype": "string" |
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} |
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} |
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``` |
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|
|
` |
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|
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### Data Fields |
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|
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For Answers: |
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-`Id`: Unique ID given to the Answer post |
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`OwnerUserId`: The UserID of the person who generated the Answer on StackOverflow. -1 means NA |
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"`CreationDate`": The date the Answer was generated. Follows standard datetime format. |
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"`ParentId`": Refers to the `Id` of the Question the Answer belong to. |
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"`Score`": The sum of up and down votes given to the Answer. Can be negative. |
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"`Body`": The body content of the Answer. |
|
|
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For Questions: |
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- `Id`: Unique ID given to the Question post. |
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- `OwnerUserId`: The UserID of the person who generated the Question on StackOverflow. -1 means NA. |
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- `CreationDate`: The date the Question was generated. Follows standard datetime format. |
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- `ClosedDate`: The date the Question was generated. Follows standard datetime format. Can be NA. |
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- `Score`: The sum of up and down votes given to the Question. Can be negative. |
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- `Title`: {The title of the Question. |
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- `Body`: The body content of the Question. |
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|
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For Tags: |
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- `Id`: ID of the Question the tag belongs to. |
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- `Tag`: The tag name. |
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|
|
### Data Splits |
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|
|
The dataset has 3 splits: |
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- `Answers` |
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- `Questions` |
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- `Tags` |
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|
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## Dataset Creation |
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|
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### Curation Rationale |
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|
|
Datasets of all R questions and all Python questions are also available on Kaggle, but this dataset is especially useful for analyses that span many languages. |
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|
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### Source Data |
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|
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#### Initial Data Collection and Normalization |
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|
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[More Information Needed] |
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#### Who are the source language producers? |
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StackOverflow Users. |
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### Annotations |
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#### Annotation process |
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[More Information Needed] |
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#### Who are the annotators? |
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[More Information Needed] |
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### Personal and Sensitive Information |
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This data contains information that can identify individual users of StackOverflow. The information is self-reported. |
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[Needs More Information] |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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StackOverflow answers are not guaranteed to be safe, secure, or correct. Some answers may purposefully be insecure as is done in this https://stackoverflow.com/a/35571883/5768407 answer from user [`zys`](https://stackoverflow.com/users/5259310/zys), where they show a solution to purposefully bypass Google Play store security checks. Such answers can lead to biased models that use this data and can further propogate unsafe and insecure programming practices. |
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[Needs More Information] |
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### Discussion of Biases |
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[Needs More Information] |
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### Other Known Limitations |
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[Needs More Information] |
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## Additional Information |
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### Dataset Curators |
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[Needs More Information] |
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### Licensing Information |
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All Stack Overflow user contributions are licensed under CC-BY-SA 3.0 with attribution required. |
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### Citation Information |
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The content is from Stack Overflow. |
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### Contributions |
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Thanks to [@ncoop57](https://github.com/ncoop57) for adding this dataset. |