|
|
--- |
|
|
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: |
|
|
- config_name: default |
|
|
features: |
|
|
- name: ui_number |
|
|
dtype: int32 |
|
|
- name: app_package_name |
|
|
dtype: string |
|
|
- name: interaction_trace_number |
|
|
dtype: string |
|
|
- name: ui_number_in_trace |
|
|
dtype: string |
|
|
splits: |
|
|
- name: metadata |
|
|
num_bytes: 2880097 |
|
|
num_examples: 66261 |
|
|
download_size: 960113 |
|
|
dataset_size: 2880097 |
|
|
- config_name: ui-screenshots-and-hierarchies-with-semantic-annotations |
|
|
features: |
|
|
- name: ancestors |
|
|
sequence: string |
|
|
- name: klass |
|
|
dtype: string |
|
|
- name: bounds |
|
|
sequence: int64 |
|
|
- name: clickable |
|
|
dtype: bool |
|
|
- name: children |
|
|
sequence: |
|
|
sequence: |
|
|
- name: ancestors |
|
|
sequence: string |
|
|
- name: bounds |
|
|
sequence: int64 |
|
|
- name: component_label |
|
|
dtype: |
|
|
class_label: |
|
|
names: |
|
|
'0': Text |
|
|
'1': Image |
|
|
'2': Icon |
|
|
'3': Text Button |
|
|
'4': List Item |
|
|
'5': Input |
|
|
'6': Background Image |
|
|
'7': Card |
|
|
'8': Web View |
|
|
'9': Radio Button |
|
|
'10': Drawer |
|
|
'11': Checkbox |
|
|
'12': Advertisement |
|
|
'13': Modal |
|
|
'14': Pager Indicator |
|
|
'15': Slider |
|
|
'16': On/Off Switch |
|
|
'17': Button Bar |
|
|
'18': Toolbar |
|
|
'19': Number Stepper |
|
|
'20': Multi-Tab |
|
|
'21': Date Picker |
|
|
'22': Map View |
|
|
'23': Video |
|
|
'24': Bottom Navigation |
|
|
- name: clickable |
|
|
dtype: bool |
|
|
- name: klass |
|
|
dtype: string |
|
|
- name: icon_class |
|
|
dtype: string |
|
|
- name: resource_id |
|
|
dtype: string |
|
|
- name: screenshot |
|
|
dtype: image |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 1222202397.75 |
|
|
num_examples: 56322 |
|
|
- name: validation |
|
|
num_bytes: 71979595.75 |
|
|
num_examples: 3314 |
|
|
- name: test |
|
|
num_bytes: 143857851.875 |
|
|
num_examples: 6625 |
|
|
download_size: 130935531 |
|
|
dataset_size: 1438039845.375 |
|
|
- config_name: ui-screenshots-and-view-hierarchies |
|
|
features: |
|
|
- name: screenshot |
|
|
dtype: image |
|
|
- 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 |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 7235922008.75 |
|
|
num_examples: 56322 |
|
|
- name: validation |
|
|
num_bytes: 425096153.75 |
|
|
num_examples: 3314 |
|
|
- name: test |
|
|
num_bytes: 846527051.875 |
|
|
num_examples: 6625 |
|
|
download_size: 6478456942 |
|
|
dataset_size: 8507545214.375 |
|
|
configs: |
|
|
- config_name: default |
|
|
data_files: |
|
|
- split: metadata |
|
|
path: data/metadata-* |
|
|
- config_name: ui-screenshots-and-hierarchies-with-semantic-annotations |
|
|
data_files: |
|
|
- split: train |
|
|
path: ui-screenshots-and-hierarchies-with-semantic-annotations/train-* |
|
|
- split: validation |
|
|
path: ui-screenshots-and-hierarchies-with-semantic-annotations/validation-* |
|
|
- split: test |
|
|
path: ui-screenshots-and-hierarchies-with-semantic-annotations/test-* |
|
|
- config_name: ui-screenshots-and-view-hierarchies |
|
|
data_files: |
|
|
- split: train |
|
|
path: ui-screenshots-and-view-hierarchies/train-* |
|
|
- split: validation |
|
|
path: ui-screenshots-and-view-hierarchies/validation-* |
|
|
- split: test |
|
|
path: ui-screenshots-and-view-hierarchies/test-* |
|
|
--- |
|
|
|
|
|
# Dataset Card for Rico |
|
|
|
|
|
[](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. |
|
|
|
