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--- |
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license: cc-by-4.0 |
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tags: |
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- toloka |
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- graph |
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- node-classification |
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pretty_name: Graph of Crowd Annotators |
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size_categories: |
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- 10K<n<100K |
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task_categories: |
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- graph-ml |
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dataset_info: |
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features: |
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- name: id |
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dtype: int32 |
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- name: approved_rate |
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dtype: float |
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- name: skipped_rate |
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dtype: float |
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- name: expired_rate |
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dtype: float |
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- name: rejected_rate |
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dtype: float |
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- name: education |
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dtype: string |
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- name: english_profile |
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dtype: bool |
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- name: english_tested |
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dtype: bool |
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- name: banned |
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dtype: bool |
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--- |
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# Toloker Graph: Interaction of Crowd Annotators |
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## Dataset Description |
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- **Repository:** https://github.com/Toloka/TolokerGraph |
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- **Point of Contact:** research@toloka.ai |
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### Dataset Summary |
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This repository contains a graph representing interactions between crowd annotators on a project labeled on the [Toloka](https://toloka.ai/) crowdsourcing platform (see the [Toloka overview](https://toloka.ai/en/docs/guide/concepts/overview) for the details on the used terminology). |
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The graph contains 11,758 nodes and 519,000 edges. Each node represents an individual annotator; nodes are provided with four numerical and three categorical features. An edge is drawn between a pair of annotators if they annotated the same task. Also, each node is provided with a label showing whether the annotator was banned on this project, or not. |
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### Nodes |
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Nodes are stored in the [nodes.tsv](nodes.tsv) file in the TSV format of the following structure: |
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- `id`: unique identifier of the annotator |
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- `approved_rate`: percentage of the approved labels of this annotator |
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- `skipped_rate`: percentage of the skipped tasks of this annotator |
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- `expired_rate`: percentage of the expired tasks of this annotator |
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- `rejected_rate`: percentage of the rejected labels of this annotator |
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- `education`: level of education as self-reported by this annotator (`none`, `basic`, `middle`, `high`) |
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- `english_profile`: knowledge of English as self-reported by this annotator (`0` for no, `1` for yes) |
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- `english_tested`: whether the annotator passed the Toloka language test for English (`0` for no, `1` for yes) |
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- `banned`: whether the annotator was banned on this project (`0` for no, `1` for yes) |
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The `*_rate` attributes should sum up to 1. |
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### Edges |
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Edges are stored in the [edges.tsv](edges.tsv) file in the TSV format of the following structure: |
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- `source`: source identifier of the annotator |
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- `target`: target identifier of the annotator |
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As the graph is undirected, `source` and `target` can be interchanged for the given pair of nodes. |
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### Citation |
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* Likhobaba, D., Pavlichenko, N., Ustalov, D. (2023). [Toloker Graph: Interaction of Crowd Annotators](https://doi.org/10.5281/zenodo.7620795). Zenodo. <https://doi.org/10.5281/zenodo.7620795> |
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```bibtex |
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@dataset{Tolokers, |
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author = {Likhobaba, Daniil and Pavlichenko, Nikita and Ustalov, Dmitry}, |
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title = {{Toloker Graph: Interaction of Crowd Annotators}}, |
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year = {2023}, |
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publisher = {Zenodo}, |
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doi = {10.5281/zenodo.7620795}, |
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url = {https://github.com/Toloka/TolokerGraph}, |
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language = {english}, |
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} |
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``` |
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### Copyright |
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Licensed under the Creative Commons Attribution 4.0 License. See LICENSE file for more details. |
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