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Article

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, L., Mattos, A.P., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Annual 30-m maps of global grassland class and extent (2000–2022) based on spatiotemporal Machine Learning. Scientific Data 11, e1303. 10.1038/s41597-024-04139-6.

Data

Parente, L., Ehrmann, S., Hengl, T., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Bonannella, C., Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Gonzalez Fischer, C., Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Stanimirova, R., Meyer, C., Wisser, D., Cinardi, G. & Sloat, L. (2025). Global Pasture Watch - Annual buffalo density layers at 1-km for 2000–2022 (including 95% prediction interval). 10.5281/zenodo.17485929.

Parente, L., Ehrmann, S., Hengl, T., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Bonannella, C., Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Gonzalez Fischer, C., Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Stanimirova, R., Meyer, C., Wisser, D., Cinardi, G. & Sloat, L. (2025). Global Pasture Watch - Annual cattle density layers at 1-km for 2000–2022 (including 95% prediction interval). 10.5281/zenodo.17486471.

Parente, L., Ehrmann, S., Hengl, T., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Bonannella, C., Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Gonzalez Fischer, C., Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Stanimirova, R., Meyer, C., Wisser, D., Cinardi, G. & Sloat, L. (2025). Global Pasture Watch - Annual goat density layers at 1-km for 2000–2022 (including 95% prediction interval). 10.5281/zenodo.17490112.

Parente, L., Ehrmann, S., Hengl, T., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Bonannella, C., Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Gonzalez Fischer, C., Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Stanimirova, R., Meyer, C., Wisser, D., Cinardi, G. & Sloat, L. (2025). Global Pasture Watch - Annual horse density layers at 1-km for 2000–2022 (including 95% prediction interval). 10.5281/zenodo.17490457.

Parente, L., Ehrmann, S., Hengl, T., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Bonannella, C., Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Gonzalez Fischer, C., Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Stanimirova, R., Meyer, C., Wisser, D., Cinardi, G. & Sloat, L. (2025). Global Pasture Watch - Annual livestock headcount layers for cattle, goats, sheep, horses, and buffaloes at 1-km 2000–2022 (FAOSTAT-adjusted) (Part-1). 10.5281/zenodo.17491242.

Parente, L., Ehrmann, S., Hengl, T., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Bonannella, C., Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Gonzalez Fischer, C., Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Stanimirova, R., Meyer, C., Wisser, D., Cinardi, G. & Sloat, L. (2025). Global Pasture Watch - Annual livestock headcount layers for cattle, goats, sheep, horses, and buffaloes at 1-km 2000–2022 (FAOSTAT-adjusted) (Part-2). 10.5281/zenodo.17494177.

Parente, L., Ehrmann, S., Hengl, T., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Bonannella, C., Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Gonzalez Fischer, C., Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Stanimirova, R., Meyer, C., Wisser, D., Cinardi, G. & Sloat, L. (2025). Global Pasture Watch - Annual sheep density layers at 1-km for 2000–2022 (including 95% prediction interval). 10.5281/zenodo.17490692.

Parente, L., Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Ehrmann, S., Hengl, T. & Gonzalez Fischer, C. (2025). Global Pasture Watch - Annual maps of potential land for livestock production at 1-km for 2000–2022 (including production systems). 10.5281/zenodo.14933679.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2025). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V2-beta. 10.5281/zenodo.15647042.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2025). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V2-beta. 10.5281/zenodo.15644486.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2025). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V2-beta. 10.5281/zenodo.15644623.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2025). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V2-beta. 10.5281/zenodo.15648751.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2025). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2024) V2. 10.5281/zenodo.15648306.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2025). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2024) V2-beta. 10.5281/zenodo.15648551.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2025). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2024) V2-beta. 10.5281/zenodo.15647681.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2025). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2024) V2-beta. 10.5281/zenodo.15646181.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V1. 10.5281/zenodo.13890413.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V1. 10.5281/zenodo.13890411.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V1. 10.5281/zenodo.13890401.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V1. 10.5281/zenodo.13890403.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V1. 10.5281/zenodo.13890415.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V1. 10.5281/zenodo.13890417.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V1. 10.5281/zenodo.13890409.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, F., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Annual grassland class and extent maps at 30-m spatial resolution (2000—2022) V1. 10.5281/zenodo.13890405.

Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Carmelo, B., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, L., Mattos, A., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708 & Stolle, F. (2024). Global Pasture Watch - Global machine learning model for prediction of cultivated and natural/semi-natural grassland. 10.5281/zenodo.11280848.

This list was generated on Thu Apr 2 00:29:46 2026 UTC.