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Datasets:
pacovaldez
/
stackoverflow-questions

Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
multi-class-classification
Languages:
English
Size:
1M - 10M
Tags:
stackoverflow
technical questions
Libraries:
Datasets
Dask
License:
Dataset card Viewer Files Community
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  1. README.md +102 -0
  2. data/post_questions_test/post_questions_test_000000000000.parquet +3 -0
  3. data/post_questions_test/post_questions_test_000000000001.parquet +3 -0
  4. data/post_questions_test/post_questions_test_000000000002.parquet +3 -0
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  31. data/post_questions_train/post_questions_train_000000000010.parquet +3 -0
  32. data/post_questions_train/post_questions_train_000000000011.parquet +3 -0
  33. data/post_questions_train/post_questions_train_000000000012.parquet +3 -0
  34. data/post_questions_train/post_questions_train_000000000013.parquet +3 -0
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  42. data/post_questions_validate/post_questions_validate_000000000002.parquet +3 -0
README.md ADDED
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+ ---
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+ annotations_creators:
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+ - machine-generated
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+ language:
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+ - en
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+ language_creators:
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+ - found
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+ license:
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+ - apache-2.0
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+ multilinguality:
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+ - monolingual
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+ pretty_name: stackoverflow_post_questions
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+ size_categories:
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+ - 1M<n<10M
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+ source_datasets:
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+ - original
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+ tags:
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+ - stackoverflow
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+ - technical questions
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+ task_categories:
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+ - text-classification
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+ task_ids:
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+ - multi-class-classification
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+ ---
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+
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+ # Dataset Card for [Stackoverflow Post Questions]
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+
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+ ## Table of Contents
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+ - [Table of Contents](#table-of-contents)
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+ - [Dataset Description](#dataset-description)
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+ - [Dataset Summary](#dataset-summary)
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+ - [Languages](#languages)
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+ - [Dataset Structure](#dataset-structure)
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+ - [Data Splits](#data-splits)
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+ - [Dataset Creation](#dataset-creation)
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+ - [Source Data](#source-data)
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+ - [Contributions](#contributions)
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+
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+ ## Dataset Description
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+
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+ Companies that sell Open-source software tools usually hire an army of Customer representatives to try to answer every question asked about their tool. The first step in this process
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+ is the prioritization of the question. The classification scale usually consists of 4 values, P0, P1, P2, and P3, with different meanings across every participant in the industry. On
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+ the other hand, every software developer in the world has dealt with Stack Overflow (SO); the amount of shared knowledge there is incomparable to any other website. Questions in SO are
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+ usually annotated and curated by thousands of people, providing metadata about the quality of the question. This dataset aims to provide an accurate prioritization for programming
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+ questions.
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+
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+
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+ ### Dataset Summary
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+
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+ The dataset contains the title and body of stackoverflow questions and a label value(0,1,2,3) that was calculated using thresholds defined by SO badges.
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+
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+ ### Languages
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+
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+ English
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+
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+ ## Dataset Structure
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+
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+ title: string,
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+ body: string,
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+ label: int
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+
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+ ### Data Splits
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+
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+ The split is 40/40/20, where classes have been balaned to be around the same size.
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+
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+ ## Dataset Creation
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+
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+ The data set was extracted and labeled with the following query in BigQuery:
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+
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+ ```
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+ SELECT
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+ title,
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+ body,
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+ CASE
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+ WHEN score >= 100 OR favorite_count >= 100 OR view_count >= 10000 THEN 0
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+ WHEN score >= 25 OR favorite_count >= 25 OR view_count >= 2500 THEN 1
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+ WHEN score >= 10 OR favorite_count >= 10 OR view_count >= 1000 THEN 2
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+ ELSE 3
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+ END AS label
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+ FROM `bigquery-public-data`.stackoverflow.posts_questions
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+ ```
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+
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+ ### Source Data
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+
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+ The data was extracted from the Big Query public dataset: `bigquery-public-data.stackoverflow.posts_questions`
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+
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+ #### Initial Data Collection and Normalization
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+
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+ The original dataset contained high class imbalance:
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+
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+ label count
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+ 0 977424
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+ 1 2401534
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+ 2 3418179
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+ 3 16222990
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+ Grand Total 23020127
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+
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+ The data was sampled from each class to have around the same amount of records on every class.
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+
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+ ### Contributions
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+
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+ Thanks to [@pacofvf](https://github.com/pacofvf) for adding this dataset.
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