task_categories: | |
- token-classification | |
language: | |
- de | |
tags: | |
- Skill | |
- Job | |
- Occupation | |
# Dataset Card for Skill Annotation Dataset | |
The Skill Annotation dataset is a German dataset developed by Tao Wu at RWTH University. The data is based on course descriptions from Udemy and the BA (German Federal Employment Agency). It was created to support the Skill Extraction task for German course descriptions. The dataset uses Prodigy for annotation | |
## Dataset Structure | |
<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. --> | |
### Data Instances | |
{"text":"C#-Entwickler:in mit Ausbildereignung.","tokens":[{"text":"C","id":0,"start":0,"end":1,"tokenizer_id":157,"disabled":false,"ws":false},{"text":"#","id":1,"start":1,"end":2,"tokenizer_id":26990,"disabled":false,"ws":false},{"text":"-","id":2,"start":2,"end":3,"tokenizer_id":26935,"disabled":false,"ws":false},{"text":"Entwickler","id":3,"start":3,"end":13,"tokenizer_id":23340,"disabled":false,"ws":false},{"text":":","id":4,"start":13,"end":14,"tokenizer_id":26964,"disabled":false,"ws":false},{"text":"in","id":5,"start":14,"end":16,"tokenizer_id":50,"disabled":false,"ws":true},{"text":"mit","id":6,"start":17,"end":20,"tokenizer_id":114,"disabled":false,"ws":true},{"text":"Ausbilder","id":7,"start":21,"end":30,"tokenizer_id":27024,"disabled":false,"ws":false},{"text":"eignung","id":8,"start":30,"end":37,"tokenizer_id":17425,"disabled":false,"ws":false},{"text":".","id":9,"start":37,"end":38,"tokenizer_id":26914,"disabled":false,"ws":true}],"_input_hash":-1229748842,"_task_hash":808267201,"_view_id":"ner_manual","spans":[{"start":0,"end":2,"token_start":0,"token_end":1,"label":"SKILL"}],"answer":"accept","_timestamp":1698691436,"_annotator_id":"2023-10-30_19-41-41","_session_id":"2023-10-30_19-41-41"} | |
### Data Fields | |
- text: original text segment | |
- tokens: tokens split from the text | |
- spans: Annotate tokens with labels | |
## Dataset Creation | |
### Curation Rationale | |
<!-- Motivation for the creation of this dataset. --> | |
This Dataset is for skill extraction from German course descriptions. | |
### Source Data | |
<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). --> | |
#### Data Collection and Processing | |
Collected from [Udemy](https://www.udemy.com/developers/affiliate/) and [BA](https://github.com/bundesAPI) API. | |
[More Information Needed] | |
### Annotations [optional] | |
<!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. --> | |
#### Annotation process | |
See [Prodigy](https://prodi.gy/) | |
**BibTeX:** | |
[More Information Needed] | |
**APA:** | |
[More Information Needed] | |
## Dataset Card Contact | |
[More Information Needed] |