datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Environmental_geology-dem
Digital Elevation Model
Overview
This repository contains the Digital Elevation Model dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Digital Elevation Model
Units: metres
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-dem.Environmental_geology-roughness
Surface roughness (TRI)
Overview
This repository contains the Surface roughness (TRI) dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Surface roughness (TRI)
Units: metres
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-roughness.Environmental_geology-aspect
Aspect
Overview
This repository contains the Aspect dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Aspect
Units: degrees (0-360, 0=N)
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30 metres (1 arc-second)… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-aspect.Environmental_geology-slope
Slope
Overview
This repository contains the Slope dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Slope
Units: degrees
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30 metres (1 arc-second)
Attribution… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-slope.Environmental_geology-dem
Digital Elevation Model
Overview
This repository contains the Digital Elevation Model dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Digital Elevation Model
Units: metres
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30… See the full description on the dataset page: https://huggingface.co/datasets/o0Biggz0o/Environmental_geology-dem.Environmental_geology-landform
Landform classification (Weiss 2001 TPI scheme)
Overview
This repository contains the Landform classification (Weiss 2001 TPI scheme) dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Landform classification (Weiss 2001 TPI scheme)
Units: 1 summit, 2 upper slope, 3 flat/mid-slope, 4 lower… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-landform.mineral-exploration-geology-qa
Mineral Exploration Geology QA Dataset
Expert-curated question-answer pairs for mineral exploration geology, targeting the Western Australian geological domain.
Used for fine-tuning the GeoLLM-Qwen3.5-FineTune model family.
Dataset Summary
Split
QA Pairs
CoT Pairs
Total
Train
352
127
479
Test
19
7
26
Hallucination traps
--
--
15
How This Dataset Was Constructed
Source: ~300 recent mineral exploration reports from WAMEX (Western… See the full description on the dataset page: https://huggingface.co/datasets/AshkanTaghipour/mineral-exploration-geology-qa.geology-pointcloud-text-curated
Geology Pointcloud Text Data Notes
Dataset summary
A documented Geology data-preparation workflow for Pointcloud Text records. The bundled rows demonstrate the schema and validation path rather than pretending to be a full training corpus.
Included material
loader.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.… See the full description on the dataset page: https://huggingface.co/datasets/Clementmore/geology-pointcloud-text-curated.Terrain-Geology-and-Groundcover-EvalCommercial License Available: This is a free evaluation subset of a 98,544-image dataset. To acquire the full commercial dataset (100% clean-room guaranteed, zero PII, zero copyright risk), visit outpostvertical.com/terrain to purchase via Enterprise PO, or email data@outpostvertical.com for a SWIFT wire invoice.
EVALUATION SUBSET: The 2026 Terrain, Geology & Groundcover Vision Pack
1. Evaluation Dataset Overview
Eval Subset Image Count: 690 Images… See the full description on the dataset page: https://huggingface.co/datasets/outpostvertical/Terrain-Geology-and-Groundcover-Eval.geology-video-text
Geology Video Text Data Notes
Dataset summary
This data card accompanies a lightweight Geology loader for Video Text metadata. It is meant for pipeline inspection, source adaptation, and reproducible split preparation.
Included material
dataloader.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card and… See the full description on the dataset page: https://huggingface.co/datasets/Zofialewandowski/geology-video-text.geology-video-text-v2
Geology Video Text Data Notes
Dataset summary
This data card accompanies a lightweight Geology loader for Video Text metadata. It is meant for pipeline inspection, source adaptation, and reproducible split preparation.
Included material
load_data.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card and… See the full description on the dataset page: https://huggingface.co/datasets/aaravpatel/geology-video-text-v2.geology-video-text-mini
Geology Video Text Data Notes
Dataset summary
This repository contains a preparation pipeline and a small metadata sample for Geology work with Video Text inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.
Included material
dataloader.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small… See the full description on the dataset page: https://huggingface.co/datasets/adityapatelbury/geology-video-text-mini.geology-audio-video-benchmark
Geology Audio Video Data Notes
Dataset summary
Preparation notes and schema examples for Geology tasks using Audio Video data. Full source material is intentionally not bundled, so provenance and licensing remain explicit.
Included material
preprocess.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card… See the full description on the dataset page: https://huggingface.co/datasets/jaehyunyoo84/geology-audio-video-benchmark.geology-video-text
Geology Video Text Data Notes
Dataset summary
Preparation notes and schema examples for Geology tasks using Video Text data. Full source material is intentionally not bundled, so provenance and licensing remain explicit.
Included material
preprocess.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card… See the full description on the dataset page: https://huggingface.co/datasets/YutongTang/geology-video-text.geology-data
Geology Image Depth Data Notes
Dataset summary
Preparation notes and schema examples for Geology tasks using Image Depth data. Full source material is intentionally not bundled, so provenance and licensing remain explicit.
Included material
load_data.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card… See the full description on the dataset page: https://huggingface.co/datasets/annashevchuk/geology-data.geology-image-text
Geology Image Text Data Notes
Dataset summary
This repository contains a preparation pipeline and a small metadata sample for Geology work with Image Text inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.
Included material
preprocess.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small… See the full description on the dataset page: https://huggingface.co/datasets/Eorichter/geology-image-text.geology-samples
Geology Video Text Data Notes
Dataset summary
This repository contains a preparation pipeline and a small metadata sample for Geology work with Video Text inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.
Included material
preprocess.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small… See the full description on the dataset page: https://huggingface.co/datasets/rey-etyl/geology-samples.geology-image-depth
Geology Image Depth Data Notes
Dataset summary
This data card accompanies a lightweight Geology loader for Image Depth metadata. It is meant for pipeline inspection, source adaptation, and reproducible split preparation.
Included material
loader.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card and… See the full description on the dataset page: https://huggingface.co/datasets/manojagarwal/geology-image-depth.geology-dataset
Geology Multimodal3 Data Notes
Dataset summary
This data card accompanies a lightweight Geology loader for Multimodal3 metadata. It is meant for pipeline inspection, source adaptation, and reproducible split preparation.
Included material
prepare.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card and… See the full description on the dataset page: https://huggingface.co/datasets/Tongjiinformatics/geology-dataset.geology-image-depth-curated
Geology Image Depth Data Notes
Dataset summary
This repository contains a preparation pipeline and a small metadata sample for Geology work with Image Depth inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.
Included material
dataloader.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small… See the full description on the dataset page: https://huggingface.co/datasets/tony-yip/geology-image-depth-curated.geology-video-text-curated
Geology Video Text Data Notes
Dataset summary
A documented Geology data-preparation workflow for Video Text records. The bundled rows demonstrate the schema and validation path rather than pretending to be a full training corpus.
Included material
dataloader.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md —… See the full description on the dataset page: https://huggingface.co/datasets/ffloresmatthew/geology-video-text-curated.geology-multimodal3
Geology Multimodal3 Data Notes
Dataset summary
Preparation notes and schema examples for Geology tasks using Multimodal3 data. Full source material is intentionally not bundled, so provenance and licensing remain explicit.
Included material
clean.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card and… See the full description on the dataset page: https://huggingface.co/datasets/adamnic1991/geology-multimodal3.geology-pointcloud-text-v2
Geology Pointcloud Text Data Notes
Dataset summary
Preparation notes and schema examples for Geology tasks using Pointcloud Text data. Full source material is intentionally not bundled, so provenance and licensing remain explicit.
Included material
build_dataset.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md… See the full description on the dataset page: https://huggingface.co/datasets/callumjohnson/geology-pointcloud-text-v2.test-geology
Geology Text Tabular Data Notes
Dataset summary
This repository contains a preparation pipeline and a small metadata sample for Geology work with Text Tabular inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.
Included material
dataset.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small… See the full description on the dataset page: https://huggingface.co/datasets/elizabethrer/test-geology.Environmental_geology-datasets
Environmental Geology Datasets
Overview
Environmental Geology Datasets is a curated geospatial dataset repository maintained by NORA Research Lab.
It supports environmental geology, GIS, GeoAI, mineral exploration, hydrogeology, remote sensing, hazard analysis, and scientific research.
The repository is intended to serve as a standardized backend for the Automated Geological Data Fetching System (AGDFS).
It aggregates and organizes third-party geospatial… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-datasets.hw2-geology
Geology Text Tabular Data Notes
Dataset summary
This repository contains a preparation pipeline and a small metadata sample for Geology work with Text Tabular inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.
Included material
build_dataset.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small… See the full description on the dataset page: https://huggingface.co/datasets/philippschulz/hw2-geology.geology-multimodal320
Geology Multimodal3 Data Notes
Dataset summary
Preparation notes and schema examples for Geology tasks using Multimodal3 data. Full source material is intentionally not bundled, so provenance and licensing remain explicit.
Included material
dataloader.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card… See the full description on the dataset page: https://huggingface.co/datasets/shreyadevi/geology-multimodal320.geology-multimodal3-mini
Geology Multimodal3 Data Notes
Dataset summary
This repository contains a preparation pipeline and a small metadata sample for Geology work with Multimodal3 inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.
Included material
dataloader.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small… See the full description on the dataset page: https://huggingface.co/datasets/chowderjames/geology-multimodal3-mini.grad-geology
Geology Text Tabular Data Notes
Dataset summary
This data card accompanies a lightweight Geology loader for Text Tabular metadata. It is meant for pipeline inspection, source adaptation, and reproducible split preparation.
Included material
load_data.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data card… See the full description on the dataset page: https://huggingface.co/datasets/priyasinghcid/grad-geology.hw2-geology
Geology Sensor Fusion Data Notes
Dataset summary
This data card accompanies a lightweight Geology loader for Sensor Fusion metadata. It is meant for pipeline inspection, source adaptation, and reproducible split preparation.
Included material
build_dataset.py — loading, cleaning, and split preparation code.
dataset_infos.json — schema and split metadata.
metadata_sample.jsonl — small, human-readable records for checking the schema.
README.md — data… See the full description on the dataset page: https://huggingface.co/datasets/Kirillpopov/hw2-geology.