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--- |
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language: |
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- en |
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- cs |
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task_categories: |
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- text-classification |
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pretty_name: Edustories |
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dataset_info: |
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features: |
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- name: id |
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dtype: int64 |
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- name: description |
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dtype: string |
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- name: anamnesis |
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dtype: string |
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- name: problems_annotated |
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dtype: string |
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- name: problems_possible_annotated |
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dtype: string |
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- name: solution |
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dtype: string |
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- name: solutions_annotated |
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dtype: string |
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- name: solutions_possible_annotated |
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dtype: string |
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- name: outcome |
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dtype: string |
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- name: implications_annotated |
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dtype: string |
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- name: implications_possible_annotated |
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dtype: string |
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- name: age, school year |
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dtype: string |
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- name: hobbies |
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dtype: string |
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- name: diagnoses |
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dtype: string |
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- name: disorders |
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dtype: string |
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- name: approbation |
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dtype: string |
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- name: practice_years |
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dtype: string |
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- name: description_cs |
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dtype: string |
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- name: anamnesis_cs |
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dtype: string |
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- name: solution_cs |
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dtype: string |
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- name: outcome_cs |
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dtype: string |
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- name: annotator_id |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 9251557 |
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num_examples: 1492 |
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download_size: 4842560 |
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dataset_size: 9251557 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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license: mit |
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--- |
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# Dataset Card for Edustories dataset |
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This repository contains data available in the [Edustories.cz](https://edustories.cz/) platform. |
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The data contains structured descriptions of situations from classses documented by candidate teachers. |
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Each of the entries, also called casuistics, is structured into a `description` of the background, `anamnesis` describing the situation, |
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a `solution` describing the intervention of the teacher in the situation, and `outcome` describing the final state of the intervetion. |
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Each of the entries was semi-automatically parsed from the original, free-text journal and associated with additional information from our database. |
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All the entries were anonymised. |
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In addition, our annotators manually associated each entry with a set of multiple categories that best fit the described situation, intervention and outcome. |
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## Dataset format |
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The dataset contains the following attributes: |
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* **Identifier** `id`. Selected entries have duplicate annotations, allowing to evaluate cross-annotator agreements |
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* **Structured story**: `description`, `anamnesis`, `solution` and `outcome` that describe the situation, intervention and its outcome in a free text |
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* **Annotated labels**: `problems_annotated`, `solutions_annotated`, `implications_annotated` associating each problem, solution and outcome into a set of pre-defined categories. |
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* **Uncertain labels**: `problems_possible_annotated`, `solutions_possible_annotated`, `implications_possible_annotated` containing assignments to the same, categories but where the annotators were not sure of the correctness of their assignment. |
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* **Student attributes** (currently in CS): `age, school year`, `hobbies`, `diagnoses`, `disorders` detailing the profile of the student(s) acting in the entry |
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* **Teacher attributes** (currently in CS): `approbation` and `practice_years` of the teacher acting in the entry |
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* **Structured story in Czech**: `description_cs`, `anamnesis_cs`, `solution_cs` and `outcome_cs` containing structured parts of the story in the original, Czech language. |
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## Notes |
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This dataset is a work-in-progress: Currently, it contains a small portion of missing entries that will be filled in the next annotation round(s). |
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As our databases of teaching stories grows, we plan to extend the dataset with more, likely unlabeled stories. |
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If requested by our users, we will also consider translating Czech-specific (Student and Teacher) attributes to English. |
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Please feel free to leave a comment in the Community section in case you have any questions or suggestions. |
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This dataset is curated and maintained by [Jan Nehyba](https://www.muni.cz/en/people/106930-jan-nehyba), [Jiřina Karasová](https://www.muni.cz/en/people/514894-jirina-karasova) and [Michal Štefánik](https://michal-stefanik.github.io/) from Masaryk University. |