Datasets in Education and convenient interface for downloading and preprocessing dataset in education. The CLI tools to quickly convert the "raw" data of the dataset into "mature" data for knowledge tracing task. The "mature" data is in json sequence format and can be modeled by XKT and TKT(TBA) The analysis dataset tool only supports the json sequence format. To check the following statical indexes of the dataset. In order to better verify the effectiveness of the model, the dataset is usually divided into train/valid/test or using kfold method. Each item in the sequence represents one interaction. The first element of the item is the exercise id (in some works, the exercise id is not one-to-one mapped to one knowledge unit(ku)/concept, but in junyi, one exercise contains one ku) and the second one indicates whether the learner correctly answers the exercise, 0 for wrongly while 1 for correctly.

Features

  • Dataset Preprocess
  • Format converter
  • Task Specified Tools
  • Analysis Dataset
  • For downloading and preprocessing datasets in education
  • The cli tools is constructed based on fire

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License

Apache License V2.0

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Additional Project Details

Programming Language

Python

Related Categories

Python Education Software, Python Psychometrics Project

Registered

2023-03-21