Datasets:
Tasks:
Text2Text Generation
Languages:
English
Multilinguality:
monolingual
Size Categories:
1M<n<10M
Language Creators:
crowdsourced
Annotations Creators:
no-annotation
Source Datasets:
original
License:
annotations_creators: | |
- no-annotation | |
language_creators: | |
- crowdsourced | |
language: | |
- en | |
license: | |
- cc-by-sa-3.0 | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 1M<n<10M | |
source_datasets: | |
- original | |
task_categories: | |
- text2text-generation | |
task_ids: | |
- abstractive-qa | |
- open-domain-abstractive-qa | |
paperswithcode_id: null | |
pretty_name: SO StackSample | |
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 | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits](#data-splits) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Annotations](#annotations) | |
- [Personal and Sensitive Information](#personal-and-sensitive-information) | |
- [Considerations for Using the Data](#considerations-for-using-the-data) | |
- [Social Impact of Dataset](#social-impact-of-dataset) | |
- [Discussion of Biases](#discussion-of-biases) | |
- [Other Known Limitations](#other-known-limitations) | |
- [Additional Information](#additional-information) | |
- [Dataset Curators](#dataset-curators) | |
- [Licensing Information](#licensing-information) | |
- [Citation Information](#citation-information) | |
- [Contributions](#contributions) | |
## Dataset Description | |
- **Homepage:** https://www.kaggle.com/stackoverflow/stacksample | |
### Dataset Summary | |
Dataset with the text of 10% of questions and answers from the Stack Overflow programming Q&A website. | |
This is organized as three tables: | |
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. | |
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. | |
Tags table contains the tags on each of these questions. | |
### Supported Tasks and Leaderboards | |
Example projects include: | |
- Identifying tags from question text | |
- Predicting whether questions will be upvoted, downvoted, or closed based on their text | |
- Predicting how long questions will take to answer | |
- Open Domain Q/A | |
### Languages | |
English (en) and Programming Languages. | |
## Dataset Structure | |
### Data Instances | |
For Answers: | |
``` | |
{ | |
"Id": { # Unique ID given to the Answer post | |
"feature_type": "Value", | |
"dtype": "int32" | |
}, | |
"OwnerUserId": { # The UserID of the person who generated the Answer on StackOverflow. -1 means NA | |
"feature_type": "Value", | |
"dtype": "int32" | |
}, | |
"CreationDate": { # The date the Answer was generated. Follows standard datetime format. | |
"feature_type": "Value", | |
"dtype": "string" | |
}, | |
"ParentId": { # Refers to the `Id` of the Question the Answer belong to. | |
"feature_type": "Value", | |
"dtype": "int32" | |
}, | |
"Score": { # The sum of up and down votes given to the Answer. Can be negative. | |
"feature_type": "Value", | |
"dtype": "int32" | |
}, | |
"Body": { # The body content of the Answer. | |
"feature_type": "Value", | |
"dtype": "string" | |
} | |
} | |
``` | |
For Questions: | |
``` | |
{ | |
"Id": { # Unique ID given to the Question post | |
"feature_type": "Value", | |
"dtype": "int32" | |
}, | |
"OwnerUserId": { # The UserID of the person who generated the Question on StackOverflow. -1 means NA. | |
"feature_type": "Value", | |
"dtype": "int32" | |
}, | |
"CreationDate": { # The date the Question was generated. Follows standard datetime format. | |
"feature_type": "Value", | |
"dtype": "string" | |
}, | |
"ClosedDate": { # The date the Question was generated. Follows standard datetime format. Can be NA. | |
"feature_type": "Value", | |
"dtype": "string" | |
}, | |
"Score": { # The sum of up and down votes given to the Question. Can be negative. | |
"feature_type": "Value", | |
"dtype": "int32" | |
}, | |
"Title": { # The title of the Question. | |
"feature_type": "Value", | |
"dtype": "string" | |
}, | |
"Body": { # The body content of the Question. | |
"feature_type": "Value", | |
"dtype": "string" | |
} | |
} | |
``` | |
For Tags: | |
``` | |
{ | |
"Id": { # ID of the Question the tag belongs to | |
"feature_type": "Value", | |
"dtype": "int32" | |
}, | |
"Tag": { # The tag name | |
"feature_type": "Value", | |
"dtype": "string" | |
} | |
} | |
``` | |
` | |
### Data Fields | |
For Answers: | |
-`Id`: Unique ID given to the Answer post | |
`OwnerUserId`: The UserID of the person who generated the Answer on StackOverflow. -1 means NA | |
"`CreationDate`": The date the Answer was generated. Follows standard datetime format. | |
"`ParentId`": Refers to the `Id` of the Question the Answer belong to. | |
"`Score`": The sum of up and down votes given to the Answer. Can be negative. | |
"`Body`": The body content of the Answer. | |
For Questions: | |
- `Id`: Unique ID given to the Question post. | |
- `OwnerUserId`: The UserID of the person who generated the Question on StackOverflow. -1 means NA. | |
- `CreationDate`: The date the Question was generated. Follows standard datetime format. | |
- `ClosedDate`: The date the Question was generated. Follows standard datetime format. Can be NA. | |
- `Score`: The sum of up and down votes given to the Question. Can be negative. | |
- `Title`: {The title of the Question. | |
- `Body`: The body content of the Question. | |
For Tags: | |
- `Id`: ID of the Question the tag belongs to. | |
- `Tag`: The tag name. | |
### Data Splits | |
The dataset has 3 splits: | |
- `Answers` | |
- `Questions` | |
- `Tags` | |
## Dataset Creation | |
### Curation Rationale | |
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. | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed] | |
#### Who are the source language producers? | |
StackOverflow Users. | |
### Annotations | |
#### Annotation process | |
[More Information Needed] | |
#### Who are the annotators? | |
[More Information Needed] | |
### Personal and Sensitive Information | |
This data contains information that can identify individual users of StackOverflow. The information is self-reported. | |
[Needs More Information] | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
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. | |
[Needs More Information] | |
### Discussion of Biases | |
[Needs More Information] | |
### Other Known Limitations | |
[Needs More Information] | |
## Additional Information | |
### Dataset Curators | |
[Needs More Information] | |
### Licensing Information | |
All Stack Overflow user contributions are licensed under CC-BY-SA 3.0 with attribution required. | |
### Citation Information | |
The content is from Stack Overflow. | |
### Contributions | |
Thanks to [@ncoop57](https://github.com/ncoop57) for adding this dataset. |