---
annotations_creators:
- found
language_creators:
- found
language:
- en
license:
- unknown
multilinguality:
- monolingual
size_categories: []
source_datasets:
- original
task_categories:
- other
task_ids: []
pretty_name: Rico
tags:
- graphic design
dataset_info:
  features:
  - name: screenshots
    sequence: image
  - name: view_hierarchies
    sequence:
    - name: activity_name
      dtype: string
    - name: activity
      struct:
      - name: root
        struct:
        - name: abs_pos
          dtype: bool
        - name: adapter_view
          dtype: bool
        - name: ancestors
          sequence: string
        - name: bounds
          sequence: int64
        - name: clickable
          dtype: bool
        - name: content_desc
          sequence: string
        - name: draw
          dtype: bool
        - name: enabled
          dtype: bool
        - name: focusable
          dtype: bool
        - name: focused
          dtype: bool
        - name: klass
          dtype: string
        - name: long_clickable
          dtype: bool
        - name: package
          dtype: string
        - name: pressed
          dtype: string
        - name: pointer
          dtype: string
        - name: rel_bounds
          sequence: int64
        - name: resource_id
          dtype: string
        - name: scrollable_horizontal
          dtype: bool
        - name: scrollable_vertical
          dtype: bool
        - name: selected
          dtype: bool
        - name: visibility
          dtype: string
        - name: visible_to_user
          dtype: bool
      - name: children
        sequence:
          sequence:
          - name: abs_pos
            dtype: bool
          - name: adapter_view
            dtype: bool
          - name: ancestors
            sequence: string
          - name: bounds
            sequence: int64
          - name: clickable
            dtype: bool
          - name: content_desc
            sequence: string
          - name: draw
            dtype: bool
          - name: enabled
            dtype: bool
          - name: focusable
            dtype: bool
          - name: focused
            dtype: bool
          - name: klass
            dtype: string
          - name: long_clickable
            dtype: bool
          - name: package
            dtype: string
          - name: pressed
            dtype: string
          - name: pointer
            dtype: string
          - name: rel_bounds
            sequence: int64
          - name: resource_id
            dtype: string
          - name: scrollable_horizontal
            dtype: bool
          - name: scrollable_vertical
            dtype: bool
          - name: selected
            dtype: bool
          - name: visibility
            dtype: string
          - name: visible_to_user
            dtype: bool
      - name: added_fragments
        sequence: string
      - name: active_fragments
        sequence: string
    - name: is_keyboard_deployed
      dtype: bool
    - name: request_id
      dtype: string
  - name: gestures
    sequence:
    - name: ui_id
      dtype: int32
    - name: xy
      sequence:
        sequence: float32
  splits:
  - name: train
    num_bytes: 7363934924.343
    num_examples: 8749
  - name: validation
    num_bytes: 455365894.0
    num_examples: 513
  - name: test
    num_bytes: 910335373.71
    num_examples: 1030
  download_size: 6768136718
  dataset_size: 8729636192.053001
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
  - split: validation
    path: data/validation-*
  - split: test
    path: data/test-*
---

# Dataset Card for Rico

[![CI](https://github.com/shunk031/huggingface-datasets_Rico/actions/workflows/ci.yaml/badge.svg)](https://github.com/shunk031/huggingface-datasets_Rico/actions/workflows/ci.yaml)

## Table of Contents
- [Dataset Card Creation Guide](#dataset-card-creation-guide)
  - [Table of Contents](#table-of-contents)
  - [Dataset Description](#dataset-description)
    - [Dataset Summary](#dataset-summary)
    - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
    - [Languages](#languages)
  - [Dataset Structure](#dataset-structure)
    - [Data Instances](#data-instances)
    - [Data Fields](#data-fields)
    - [Data Splits](#data-splits)
  - [Dataset Creation](#dataset-creation)
    - [Curation Rationale](#curation-rationale)
    - [Source Data](#source-data)
      - [Initial Data Collection and Normalization](#initial-data-collection-and-normalization)
      - [Who are the source language producers?](#who-are-the-source-language-producers)
    - [Annotations](#annotations)
      - [Annotation process](#annotation-process)
      - [Who are the annotators?](#who-are-the-annotators)
    - [Personal and Sensitive Information](#personal-and-sensitive-information)
  - [Considerations for Using the Data](#considerations-for-using-the-data)
    - [Social Impact of Dataset](#social-impact-of-dataset)
    - [Discussion of Biases](#discussion-of-biases)
    - [Other Known Limitations](#other-known-limitations)
  - [Additional Information](#additional-information)
    - [Dataset Curators](#dataset-curators)
    - [Licensing Information](#licensing-information)
    - [Citation Information](#citation-information)
    - [Contributions](#contributions)

## Dataset Description

- **Homepage:** http://www.interactionmining.org/rico.html
- **Repository:** https://github.com/shunk031/huggingface-datasets_Rico
- **Paper (UIST2017):** https://dl.acm.org/doi/10.1145/3126594.3126651

### Dataset Summary

Rico: A Mobile App Dataset for Building Data-Driven Design Applications

### Supported Tasks and Leaderboards

[More Information Needed]

### Languages

[More Information Needed]

## Dataset Structure

### Data Instances

- UI screenshots and view hierarchies

```python
import datasets as ds

dataset = ds.load_dataset(
    path="shunk031/Rico",
    name="ui-screenshots-and-view-hierarchies",
)
```

- UI metadata

```python
import datasets as ds

dataset = ds.load_dataset(
    path="shunk031/Rico",
    name="ui-metadata",
)
```

- UI layout vectors

```python
import datasets as ds

dataset = ds.load_dataset(
    path="shunk031/Rico",
    name="ui-layout-vectors",
)
```

- Interaction traces

```python
import datasets as ds

dataset = ds.load_dataset(
    path="shunk031/Rico",
    name="interaction-traces",
)
```

- [WIP] Animations

```python
import datasets as ds

dataset = ds.load_dataset(
    path="shunk031/Rico",
    name="animations",
)
```

- Play store metadata

```python
import datasets as ds

dataset = ds.load_dataset(
    path="shunk031/Rico",
    name="play-store-metadata",
)
```

- UI screenshots and hierarchies with semantic annotations

```python
import datasets as ds

dataset = ds.load_dataset(
    path="shunk031/Rico",
    name="ui-screenshots-and-hierarchies-with-semantic-annotations",
)
```

### Data Fields

[More Information Needed]

### Data Splits

[More Information Needed]

## Dataset Creation

### Curation Rationale

[More Information Needed]

### Source Data

[More Information Needed]

#### Initial Data Collection and Normalization

[More Information Needed]

#### Who are the source language producers?

[More Information Needed]

### Annotations

[More Information Needed]

#### Annotation process

[More Information Needed]

#### Who are the annotators?

[More Information Needed]

### Personal and Sensitive Information

[More Information Needed]

## Considerations for Using the Data

### Social Impact of Dataset

[More Information Needed]

### Discussion of Biases

[More Information Needed]

### Other Known Limitations

[More Information Needed]

## Additional Information

### Dataset Curators

[More Information Needed]

### Licensing Information

[More Information Needed]

### Citation Information

```bibtex
@inproceedings{deka2017rico,
  title={Rico: A mobile app dataset for building data-driven design applications},
  author={Deka, Biplab and Huang, Zifeng and Franzen, Chad and Hibschman, Joshua and Afergan, Daniel and Li, Yang and Nichols, Jeffrey and Kumar, Ranjitha},
  booktitle={Proceedings of the 30th annual ACM symposium on user interface software and technology},
  pages={845--854},
  year={2017}
}
```

### Contributions

Thanks to [DATA DRIVEN DESIGN GROUP UNIVERSITY OF ILLINOIS AT URBANA-CHAMPAIGN](http://ranjithakumar.net/) for creating this dataset.