HiGLASS 6% Complete

LAI + FPAR China

Leaf Area Index and Fraction of Photosynthetically Active Radiation for mainland China. Joint compression of LAI and FPAR variables.

Sensor: HiGLASS Resolution: 20m
Period: 2018-2023 Scenes: 1139
Original Size 6.17 TB
Compressed ~357 GB
Compression Ratio 17:1
LAI R² 0.9967
FPAR R² 0.9888
Release Progress 70 / 1139 scenes
View Details HuggingFace
MODIS Complete

Global MODIS 20-Year

Global MODIS data cube covering 2003-2023. 7 spectral bands at 5km resolution. The core dataset used in GeoNDC paper experiments.

Sensor: MODIS Resolution: 5km
Period: 2003-2023 Bands: 7
Original Size 168 GB
Compressed 0.44 GB
Compression Ratio 380:1
Reconstruction R² > 0.85
Cloud Removal R² > 0.85
View Details HuggingFace
Coming Soon Sentinel-2

Sentinel-2 China

High-resolution Sentinel-2 data for China region. 10m resolution, designed to complement HiGLASS LAI products.

Sensor: Sentinel-2 Resolution: 10m
Period: 2024-2025 Planned: 500+
Planned for 2025
配套木铎卫星数据
Coming Soon

How to Access

All datasets are hosted on HuggingFace for free download

Via HuggingFace Hub

Browse and download datasets directly from HuggingFace:

huggingface.co/datasets/geondc/

Via Python SDK

Use the GeoNDC SDK to download and load datasets:

from geondc import GeoNDC

model = GeoNDC.load("modis-global-20yr")
result = model.query(lat=40.0, lon=116.0)