metadata
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:
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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
Table of Contents
- Dataset Card Creation Guide
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
import datasets as ds
dataset = ds.load_dataset(
path="shunk031/Rico",
name="ui-screenshots-and-view-hierarchies",
)
- UI metadata
import datasets as ds
dataset = ds.load_dataset(
path="shunk031/Rico",
name="ui-metadata",
)
- UI layout vectors
import datasets as ds
dataset = ds.load_dataset(
path="shunk031/Rico",
name="ui-layout-vectors",
)
- Interaction traces
import datasets as ds
dataset = ds.load_dataset(
path="shunk031/Rico",
name="interaction-traces",
)
- [WIP] Animations
import datasets as ds
dataset = ds.load_dataset(
path="shunk031/Rico",
name="animations",
)
- Play store metadata
import datasets as ds
dataset = ds.load_dataset(
path="shunk031/Rico",
name="play-store-metadata",
)
- UI screenshots and hierarchies with semantic annotations
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
@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 for creating this dataset.