Cell Imaging · ginkgo-datapoints
GDPx3
A high-content Cell Painting imaging dataset for training machine learning models in drug discovery.
What GDPx3 is
GDPx3 is a high-content Cell Painting imaging dataset developed by ginkgo-datapoints for use in biology and biotechnology. Cell Painting is a high-content imaging assay designed to capture detailed phenotypic profiles of cells across multiple cellular compartments.
The resource provides multimodal data across image, tabular, and text representations formatted with CSV files. It is primarily curated to support the training of artificial intelligence and machine learning models in drug discovery contexts.
Key facts
- Category
- Cell Imaging
- Fields
- Biology, biotechnology
- Modalities
- Image, tabular, text
- Format
- CSV
What you can use it for
- Drug discovery model training
- Training artificial intelligence and machine learning models on high-content cellular images and tabular data to identify phenotypic responses.
- Cellular phenotypic profiling
- Examining multi-channel Cell Painting images to capture morphological changes in biological specimens.
- Multimodal biological learning
- Developing machine learning pipelines that combine cellular imagery with accompanying tabular features and text records.
Explore the data
No licence declared
The authors have not published a licence, which means no permission to redistribute the data has been granted to anyone. The rows are not served here; read them on the original dataset page.Strengths and limits
Good at
- Provides high-content Cell Painting data designed directly for machine learning model training in drug discovery.
- Combines image, tabular, and text modalities in standard CSV format compatible with common analytical data libraries.
Watch out for
- Experimental variables such as the evaluated cell lines, staining protocols, and compound treatments are not detailed in the available documentation.
- Pre-defined benchmark splits and baseline performance scores are not specified.
Questions
Can I look inside GDPx3 without downloading it?
Not here: it declares no licence, so no permission to redistribute its rows has been granted. Its description and statistics are still shown.
What licence is GDPx3 under?
Its authors have not declared a licence, which means no permission to reuse or redistribute it has been granted.
What data modalities are included in GDPx3?
The dataset incorporates image, tabular, and text data formats.
What is the main application of GDPx3?
It is targeted at training artificial intelligence and machine learning models for drug discovery and cell imaging tasks.
Who created the dataset?
GDPx3 was published by ginkgo-datapoints.
Written from GDPx3's own dataset card. Statements citing a figure that does not appear there are removed before publication. Licence and running details come from our registry.