microsoft / ms-latte

A Dataset of Locations and Times at which To-do Tasks are Completed

MS-LaTTE Dataset

The Microsoft Locations and Times of Task Execution (MS-LaTTE) dataset is a collection of 10,101 to-do tasks, each of which is annotated for the likely locations and times of day at which it is completed. It is stored in the file MS-LaTTE.json.

Each to-do task has been annotated by 3 annotators for location and 5 annotators for time to represent the propensities of different people, and resulting diversity, in when and where tasks are most often completed.

In the dataset, each entry is a json dictionary with the following keys:

1. ID: an identifier for instances in the data.

2. TaskTitle: the name of the to-do task.

3. ListTitle: the name of the list in which the to-do task often appears.

4. LocJudgements: a list of 3 or 4 judgements for the likely locations at which this to-do task is completed. 4 judgements are supplied in cases when there is a 3-way disagreement between the first 3 judgements. Further, each judgement contains the following properties:

   • Known: a boolean value, indicating whether this to-do task is known to the annotator. The location labels specified below are given if and only if the value is Yes.
   • Locations (optional): one or more broad location categories. They can be Home, Work or Public.
   • PublicLocations (optional): one or more fine-grained public location categories, specified when Public is noted as one of the broad Locations categories. This list is populated from amongst 69 public location labels.

5. TimeJudgements: a list of 5 judgements for the likely times of day at which this to-do task is completed. Each judgement contains the following properties:

   • Known: a boolean value, indicating whether this to-do task is known to the annotator. The time labels are given if and only if this value is Yes.
   • Times (optional): one or more times of day. These time labels are combinations of weekday (WD) or weekend (WE), and morning, afternoon, evening, night and anytime, yielding a total of 10 possible time labels.

Note

As described in our paper, a pipeline to preserve user privacy was run on the source data to anonymize it. This included a replacement of names and numbers with random alternatives. As a result, there are some task descriptions in the data that may appear strange, such as "0 cucumbers" or "0 nails".

Citation

If you use the MS-LaTTE dataset in your work, please cite the following:

@article{jauhar2021mslatte,
      title={MS-LaTTE: A Dataset of Where and When To-do Tasks are Completed}, 
      author={Jauhar, Sujay Kumar and Chandrasekaran, Nirupama and Gamon, Michael and White, Ryen W.},
      journal={arXiv preprint 2111.06902},
      year={2021}
}

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