Datasets:
hour int64 | minute int64 | time_radar list | datetime string | id string | satellite unknown | radar unknown | groundstation unknown | ground_height unknown | landcover unknown |
|---|---|---|---|---|---|---|---|---|---|
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12 | 0 | [
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] | 2025-04-19 12:00:00 | 596130676 | "Nww6DDEMNww7DDcMOwwrDCwMNgw3DDQMMQwuDCsMLgwyDC4MNQw4DDUMLwwsDDAMNgw8DDgMNgw2DD0MPgw4DDQMMwwzDDQMMAw(...TRUNCATED) | "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "q63+P6id/D+dXfQ/lz3wP51d9D/XBgBA1wYAQNcGAEConfw/23YDQJn18T+GjeQ/jFXoP2Idyz855a0/MAWnP1EVvz9plc8/aOX(...TRUNCATED) | "FwXhvh2LdT/takK+UG9DvwLkAL8di3U/7WpCvlBvQ78C5AC/elJfP+1qQr5Qb0O/AuQAv0yylD/takK+UG9DvwLkAL8di3U/7Wp(...TRUNCATED) |
12 | 0 | [
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] | 2025-04-19 12:00:00 | 7362800176 | "Lww3DDgMMgwuDC0MMwwxDDEMMgwwDDUMOgw6DDkMMgwwDCoMKQw4DDsMOAwzDCoMKwwxDC4MMww2DDMMMAwsDDAMMQw7DEAMMww(...TRUNCATED) | "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "NNDlvjTQ5b400OW+NNDlvjTQ5b400OW+NNDlvjTQ5b400OW+NNDlvjTQ5b400OW+NNDlvjTQ5b400OW+NNDlvjTQ5b400OW+NND(...TRUNCATED) | "AuQAvzcaXb/takK+Q8mpPwLkAL83Gl2/7WpCvkPJqT8C5AC/Nxpdv+1qQr5Dyak/AuQAvzcaXb/takK+Q8mpPwLkAL83Gl2/7Wp(...TRUNCATED) |
12 | 0 | [
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] | 2025-04-19 12:00:00 | 8813224045 | "Lgw8DDkMPwwyDDAMNAwzDC8MLQwtDDAMMQwzDDsMRQw1DCkMMgw2DC8MMAw2DDkMPwxDDD0MPQw9DDQMNQw7DC8MLwwtDCkMLgw(...TRUNCATED) | "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "Z3gmvWd4Jr3X75y8fkX8O/PeNbx3eDG9gTyKvcR4aL008N68Z3gmvbV4Xb13eDG9d3gxvUh4EL05eAW9uO+GvNfvnLx+Rfw7/SI(...TRUNCATED) | "AuQAv64MAEDtakK+UG9DvwLkAL9CZfw/7WpCvlBvQ788f5++xC2CP+1qQr5Qb0O/xPI7vuYibj/takK+UG9DvwLkAL+64Ok/7Wp(...TRUNCATED) |
12 | 0 | [
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] | 2025-04-19 12:00:00 | 9888151695 | "CQ0HDQQNDg0VDRUNGA0ZDRoNGg0bDSENIw0jDScNLw01DTYNNg04DTQNMw04DTwNQw1HDUcNRg1CDUENRg1JDT4NNA0yDTANKw0(...TRUNCATED) | "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "OyNWPH5F/DvuvLu7FfDIvDl4Bb1neCa95HhHu6V4Ur3EeGi9xHhovZE8lb2/PLa9vzy2vce8u724vLC9ibyPvc88wb2/PLa9x7y(...TRUNCATED) | "AuQAv7zmAUDtakK+UG9DvwLkAL+85gFA7WpCvlBvQ78C5AC/vOYBQO1qQr5Qb0O/AuQAvwz99D+rb4E+UG9DvwLkAL9CZfw/0+g(...TRUNCATED) |
12 | 0 | [
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] | 2025-04-19 12:00:00 | 3215313373 | "NgwvDCYMMgwrDDQMNAwtDCgMJwwvDCMMLww6DDMMMAwxDDMMNgw1DCwMKwwwDCwMLgwvDC8MKwwoDC8MMQwsDC8MKwwwDDIMLQw(...TRUNCATED) | "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "ErWRPxuVmD877a4/j2XqPwA/HUAKzyRA9doVQOe2C0DvNhFA9+IWQOHCB0CODeo/jK3oP6HN9z+lNfo/oy35P9nqAUDbSgNA3M4(...TRUNCATED) | "AuQAv9gZST/takK+UG9Dv1b2JT8IP+8+7WpCvlBvQ78+WHpAXnk/v+1qQr5Qb0O/UZVZQACyVb/takK+UG9Dv9QnHEC7QCm/7Wp(...TRUNCATED) |
12 | 0 | [
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] | 2025-04-19 12:00:00 | 6522950007 | "kQ2SDZcNlg2bDZwNng2kDaINoA2bDaINqg2pDakNrw2vDa8NsA2sDa4NuQ27Db4NvA28DbwNwA3CDcINwA2+DbsNvg3CDcUNyA3(...TRUNCATED) | "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "DVDKvgmQx74DcMO+/U+/vgNww77yD7e+9G+4vvvvvb77772+9s+5vv1Pv77kb62+9y+7vu5PtL7uT7S+9G+4vv1Pv74DcMO+/6/(...TRUNCATED) | "AuQAv1u7uT/takK+UG9DvwLkAL+RI8E/7WpCvlBvQ79OSZQ9FkqNP+1qQr5Qb0O/9uDIPtM2pz/takK+UG9Dv0O5Rj9nZpg/q2+(...TRUNCATED) |
12 | 0 | [
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] | 2025-04-19 12:00:00 | 2338383525 | "IwwcDC0MLQwtDCoMLgwtDDEMLAwnDCYMMAw2DDgMLgwwDDQMMgwyDDIMMgwsDCcMLgw6DDQMKwwrDCwMMAwwDDEMLwwnDCwMLQw(...TRUNCATED) | "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "1HhzveR4R7skvf29Ld9svv/eS75EX32+Bl9RvtDeKr7znkO+5147vg097b2BPIq9eYkuPSHFnj2GReY9VqNbPtJRiT7zsaA+J9L(...TRUNCATED) | "AuQAv3pSXz/takK+UG9DvwLkAL/g4YU/7WpCvlBvQ78C5AC/ROpXP+1qQr5Qb0O/AuQAvx2LdT/takK+UG9DvwLkAL9T83w/7Wp(...TRUNCATED) |
12 | 0 | [
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] | 2025-04-19 12:00:00 | 4900800846 | "42FnYRthOGHSX7demV4wXmZc4lv6W7tbbFuLW8Jbt1t8W71aXFmIWCdYBFl/WjlboFqMWsBa41q3WltaHlrvWSRZ51a3U29Pukq(...TRUNCATED) | "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "ZdLxPmlpHz94aSo/lgk/P5a5Pz+3GVc/2SlvP+JZdT/xqX8/Dk2PPxk1lz/sOXw/+4yBP+fJeD/d6XE/sJlRP5zZQz/5LIA/G5W(...TRUNCATED) | "AuQAv/uViT/takK+UG9DvwLkAL/g4YU/7WpCvlBvQ78C5AC/Mf6QP+1qQr5Qb0O/AuQAvzH+kD/takK+UG9DvwLkAL/7lYk/7Wp(...TRUNCATED) |
12 | 0 | [
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] | 2025-04-19 12:00:00 | 4963160072 | "WkNPQZw3ji0TKosrNzQxPos6izCUL14wZjBTMNI22T51QPg4XjQ7OU45pjrrMwwv8iw/KkAndiZ6JogmiSaLJqEm9ib9J7AoPyh(...TRUNCATED) | "iYiIvImIiLyJiIi8iYiIvImIiLyJiIi8iYiIvImIiLyJiIi8iYiIvImIiLyJiIi8iYiIvImIiLyJiIi8iYiIvImIiLyJiIi8iYi(...TRUNCATED) | "AADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAADIwgAAyMIAAMjCAAD(...TRUNCATED) | "dPkmP8KpXj+YGUE/JXLEPh7yvj7WiXA9QMW0PdrRjj6gPKC9Bb3nvb0RgTwRIyo+CaMkPtaJcD2YvJq943h+ve2RnD7v8Z0+5Hh(...TRUNCATED) | "V2jmP6gtzb7takK+UG9DvwCuB0CnRFu97WpCvlBvQ78bW4c+GQgTv+1qQr5Qb0O/xPI7vjcaXb/takK+UG9Dv48fhD/tnvm+7Wp(...TRUNCATED) |
This dataset is a ready-to-use fusion of multiple datasets for the France region, including:
Ground station data: Sourced from data.gouv.fr with a 1-hour resolution. It includes 7 weather KPIs:
"RR1","FF","DD","T","U","PMER", and"VV".Radar imagery: Radar rainfall accumulation images from the Météo-France open data initiative.
Geospatial data: Land cover and ground height information from EarthEnv and OpenTopography.
Satellite imagery: Sourced from the EUMETSAT platform, containing a subset of channels:
vis_04,vis_09,nir_13, andnir_16.
Time Period
The data covers the period from January 2025 to July 2025.
Resolution and Projection
All data have a 1km spatial resolution (using EPSG:32630) and a 30-minute temporal resolution.
Data Description
The final dataset is structured in .zip files as follows:
ground_height_image/: Contains ground height information as NumPy.npzfiles (256x256 images).groundstation/: Contains ground station readings as arrays of shape(9, 256, 256, 7), where 9 is the number of time steps and 7 is the number of KPIs.index.json: A JSON file that indexes the entire dataset.landcover/,landcover_image/: Contain land cover data (256x256 images).radar/: Contains radar rainfall accumulation imagery as arrays of shape(9, 256, 256), where 9 is the number of time steps.satellite/: Contains satellite imagery as arrays of shape(9, 256, 256, 4), where 9 is the number of time steps and 4 is the number of selected channels.
Each subdirectory contains .npz files for different timestamps and locations, all indexed by index.json.
Data Visualization
Here's a quick visualization of the data:
We extracted full images of France and segmented them into smaller patches for easier ingestion into a training pipeline.
Quick start (remote)
import numpy as np
from datasets import load_dataset
# The command is exactly the same!
# The library handles the sharded files behind the scenes.
ds = load_dataset("meteolibre-dev/mtg_meteofrance_256", streaming=True)
# You can iterate over it as if it were a single file
for example in ds["train"]:
# Get the byte string
satellite_bytes = example['satellite']
# Convert bytes back to a NumPy array
# You need to specify the correct dtype and shape
satellite_array = np.frombuffer(satellite_bytes, dtype=np.int16).reshape(9, 4, 256, 256)
hour = example['hour']
minute = example['minute']
datetime = example['datetime']
radar = np.frombuffer(example['radar'], dtype=np.float32).reshape(9, 256, 256)
groundstation = np.frombuffer(example['groundstation'], dtype=np.float32).reshape(9, 256, 256, 7)
ground_height = np.frombuffer(example['ground_height'], dtype=np.float32).reshape(256, 256)
landcover = np.frombuffer(example['landcover'], dtype=np.float32).reshape(256, 256, 4)
Quick start (local)
First the command :
hf download meteolibre-dev/mtg_meteofrance_256 --repo-type dataset --local-dir data/
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