By clicking "Accept", you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. See our Privacy Policy for more information
Open Datasets
Graptoloidea Specimens Imaging
Image

Graptoloidea Specimens Imaging

Dataset rich in images and metadata of Graptoloidea fossil specimens, including taxonomic classifications, geological data, and geographic coordinates, ideal for paleontological research and 3D modeling.

Download dataset
Size

1,397 examples, metadata and image URLs, Parquet format, 87.7 KB

Licence

CC-BY 4.0

Description

Graptoloidea Specimens Imaging offers a dataset combining referenced images and detailed metadata for the paleontological study of Graptoloidea, including taxonomy, geological age, and location. This dataset allows for in-depth morphological, stratigraphic and biogeographic analysis.

What is this dataset for?

  • Morphological analysis and classification of Graptoloidea species
  • Estimation of the geological age and stratigraphic correlation of specimens
  • Study of geographical distribution and ancient migrations

Can it be enriched or improved?

This dataset can be enriched by the local integration of images (currently accessible via URL), by adding new morphometric or stratigraphic annotations, and by involving the scientific community for collaborative annotations.

🔎 In summary

Criterion Evaluation
🧩 Ease of use⭐⭐⭐⭐✩ (Easy access to metadata, image retrieval via URL)
🧼 Need for cleaning⭐⭐⭐⭐⭐ (Low – well-structured data, external images to download)
🏷️ Annotation richness⭐⭐⭐⭐✩ (Good – taxonomy, age, geolocation, references)
📜 Commercial license✅ Yes (CC-BY 4.0)
👨‍💻 Beginner friendly⚠️ Moderate – scientific context to understand
🔁 Fine-tuning ready✅ Suitable for image analysis and classification models
🌍 Cultural diversity🦴 Limited – specialized paleontology data

🧠 Recommended for

  • Paleontology researchers
  • Geologists
  • Image analysis model developers

🔧 Compatible tools

  • Python (Pandas, PIL)
  • Computer vision frameworks
  • Scientific annotation tools

💡 Tip

Use an automated script to download images via their URLs for full access to visual data.

Frequently Asked Questions

How do I access the images in the dataset?

The images are not automatically uploaded; they are accessible via URL and must be retrieved separately.

What are the main uses of this dataset?

Morphological studies, stratigraphic analyses, 3D modeling, biogeographic studies of Graptoloidea.

Does the CC-BY 4.0 license allow commercial use?

Yes, the license allows commercial use provided the source is cited and the terms CC-BY 4.0 are respected.

Similar datasets

See more
Category

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique.

Category

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique.

Category

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique.