cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.58160/dcubakuxutvslrid
title: Climate Indicators: First Rainy Season (rs1)
title: Jährlicher Anfang und Ende der 1. Regensaison
title: rainy season indices: onset and cessation of the first rainy season

description: Rainy season: The onset is set as the cumulative minimum of daily precipitation anomalies over a year, the cessation is defined by the cumulative maximum. If a grid point is marked by two local minima and maxima, a second rainy season is depicted. The cumulative curves are filtered by the 15 day running mean (for more detailed information see Abel et al. 2024).
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/ktlwpdpjrsdkwghl
title: Climate Indicators: Standardized Precipitation Index (spi)
title: Dürreindex
title: A drought measure specified as a precipitation deficit

description: Standardized Precipitation Index: A precipitation anomaly is considered relativ to the mean precipitation of a reference period (1981-2010) and based on the underlying statistical distribution (Gamma). The anomlies are considered over different months (3, 6, 9, 12). (More information under: https://climate-indices.readthedocs.io/en/latest/)
description: Climate Modell Data
description: part of the calculation with python package: https://github.com/monocongo/climate_indices
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/lqoeyznzdcdmwkuy
title: Climate Indicators: Rainy Days in Rainy Season (rdrs)
title: Jährliche Anzahl an Regentagen in der Regensaison
title: yearly number of rainy days in the predefined rainy season

description: cdo -yearsum -gec,1 RRmask.nc out.nc
description: Number of rainy days in rainy season: Let RRt be the daily precipitation amount on day t. For Rdrs count all days in one year where RRt ≥ 1mm, but only in rainy season which means rs1_ons≤t≤rs1_ces or rs2_ons≤t≤rs2_ces, for climatological rs1_ons, rs1_ces, rs2_ons, rs2_ces.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/obsbrloigeuvzvmq
title: Climate Indicators: Consecutive Wet Days in Rainy Season (cwdrs)
title: Maximale Dauer einer Feuchtperiode in der Regensaison
title: yearly maximum number of consecutive wet days ((precipitation ≥1mm/day) in the predefined rainy season

description: cdo -eca_cwd RRmask.nc out.nc
description: Duration of wet period in rainy season: Let RRt be the daily precipitation amount on day t. For Cwdrs count the largest number of consecutive days in one year where RRt ≥ 1mm, but only in rainy season which means rs1_ons≤t≤rs1_ces or rs2_ons≤t≤rs2_ces, for climatological rs1_ons, rs1_ces, rs2_ons, rs2_ces.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/ynxwmtecvclmqeah
title: Climate Indicators: Second Rainy Season (rs2)
title: Jährlicher Anfang und Ende der 2. Regensaison
title: rainy season indices: onset and cessation of the second (if apparent) rainy season

description: Rainy season: The onset is set as the cumulative minimum of daily precipitation anomalies over a year, the cessation is defined by the cumulative maximum. If a grid point is marked by two local minima and maxima, a second rainy season is depicted. The cumulative curves are filtered by the 15 day running mean (for more detailed information see Abel et al. 2024).
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/zzsozuqkkxkjwcuc
title: Climate Indicators: Standardized Precipitation Evapotranspiration Index (spei)
title: Dürreindex
title: A drought measure specified using precipitation and evaporation

description: Standardized Precipitation Evapotranspiration Index: A precipitation and evapotranspiration(Hargreaves) anomaly is considered relativ to the mean of a reference period (1981-2010) and based on the underlying statistical distribution (Gamma). The anomlies are considered over different months (3, 6, 9, 12). (More information under: https://climate-indices.readthedocs.io/en/latest/)
description: Climate Modell Data
description: part of the calculation with python package: https://github.com/monocongo/climate_indices
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/fdafqnqsblrwxzvz
title: Crop Indicators: Barley_Oats_Wheat_L
title: Agrarindizes für die Klasse 'Barley_Oats_Wheat_L' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Barley_Oats_Wheat_L' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/nekwirxuyncgfivg
title: Crop Indicators: Maize_grain_S
title: Agrarindizes für die Klasse 'Maize_grain_S' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Maize_grain_S' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/qpoysdrzpuddvuib
title: Crop Indicators: Maize_grain_L
title: Agrarindizes für die Klasse 'Maize_grain_L' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Maize_grain_L' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/xqpftfnpxqzwwhvx
title: Crop Indicators: Maize_sweet_L
title: Agrarindizes für die Klasse 'Maize_sweet_L' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Maize_sweet_L' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/zbqxuctmdmrkbkka
title: Crop Indicators: Barley_Oats_Wheat_S
title: Agrarindizes für die Klasse 'Barley_Oats_Wheat_S' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Barley_Oats_Wheat_S' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/ezbojzoqxaaswqbn
title: Crop Indicators: Millet_L
title: Agrarindizes für die Klasse 'Millet_L' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Millet_L' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/fasrwvhttlbuabub
title: Crop Indicators: Millet_S
title: Agrarindizes für die Klasse 'Millet_S' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Millet_S' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/hceuxfdjqwotugxg
title: Crop Indicators: Soybean_L
title: Agrarindizes für die Klasse 'Soybean_L' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Soybean_L' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/ivkvlnntlydnkimd
title: Crop Indicators: Maize_sweet_S
title: Agrarindizes für die Klasse 'Maize_sweet_S' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Maize_sweet_S' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/ptcnkabhxamorago
title: Crop Indicators: Sorghum_S
title: Agrarindizes für die Klasse 'Sorghum_S' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Sorghum_S' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/shivqfscxoitjpzs
title: Crop Indicators: Sorghum_L
title: Agrarindizes für die Klasse 'Sorghum_L' zu Wasserbedarf (cwn), Wasserverfügbarkeit (wa) und Bewässerungsbedarf (ir) in vier verschiedenen Wachstumsphasen
title: Indices for class 'Sorghum_L' of crop water need, water availability, and irrigation requirement of plants for four different plant stages

description: Crop water need: Let ET0i be the daily potential evapotranspiration [mm] for day i, and Kc(pl,ph) the crop factor per plant pl and phase ph, and s(pl,ph) and e(pl,ph) the corresponding start and end day of pl and ph then CWN(pl,ph) is the daily average of the product of Kc(pl,ph) and ET0i, for s(pl,ph)≤ i &lt; e(pl,ph) and s(pl,IS) = climatological ons (of rs1). Water deficit: Let CWN(pl,ph)i be the daily crop water need and efftpi the daily effective precipitation (which is 0mm for daily precipitation &lt; 6.5mm, is 75mm for daily precipitation ≥ 75mm, and else the daily precipitation RRi), then Ir(pl,ph) is the daily average of the difference of cwn and efftp per plant and phase. Water balance: Let ETi be the daily actual evapotranspiration [mm] (calculated by the daily surface latent heat flux) then WA is the daily average of the difference of the daily precipitation and ETi per plant and phase.
description: Climate Modell Data
description: More information about the climate model data source and methods can be found in the text files of the head data set (DOI: 10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").
DOI: 10.58160/aqjwqxsyphaydbnz
title: Remote Sensing Indicators: Vegetation Cover
title: Predicted monthly vegetation cover calculated for the months from 06-1981 until 12-2021

description: Predicted monthly vegetation cover dataset in a spatial resolution of 1 x 1 km based on MODIS and AVHRR datasets. For predicting the retrospective vegetation cover classes the STARFM algorithm was utilized in a Python environment. All available months are packed into one .zip file which can be (i) downloaded and (ii) extracted using free and open standard software (e.g. 7-zip).
DOI: 10.58160/dbplhswmgprkwjcm
title: Remote Sensing Indicators: Plant Functional Types
title: Predicted monthly PFTs for the months from 06-1981 until 12-2021

description: Monthly prediction of 14 Plant Funtional Types (PFTs) in a spatial resolution of 1 x 1 km based on MODIS, AVHRR and GLC FCS30D datasets. For predicting the retrospective PFT values the STARFM algorithm was utilized in a Python environment. All available months are packed into one .zip file which can be (i) downloaded and (ii) extracted using free and open standard software (e.g. 7-zip).
DOI: 10.58160/hbtrxanjwwvbtnid
title: Remote Sensing Indicators: Leaf Area Index (LAI)
title: Predicted monthly LAI calculated for the months from 07-1982 until 12.2021

description: Predicted monthly Leaf Area Index (LAI) dataset in a spatial resolution of 1 x 1 km based on MODIS and AVHRR datasets. For predicting the retrospective LAI values the STARFM algorithm was utilized in a Python environment. All available months are packed into one .zip file which can be (i) downloaded and (ii) extracted using free and open standard software (e.g. 7-zip).
description: More information can be found in the text files of the head dataset (DOI:10.58160/gGzexcbDikobkyvK, see "IsPartOf DOI").
DOI: 10.58160/qjauaexunxushvda
title: Remote Sensing Indicators: Normalized Difference Vegetation Index (NDVI)
title: Predicted monthly NDVI calculated for the months from 06-1981 until 12-2021

description: Predicted monthly Normalized Difference Vegetation Index (NDVI) dataset in a spatial resolution of 1 x 1 km based on MODIS and AVHRR datasets. For predicting the restrospective NDVI vaules the STARFM algorithm was utilized in a Python environment. All available months are packed into one .zip file which can be (i) downloaded and (ii) extracted using free and open standard software (e.g. 7-zip).
description: More information can be found in the text files of the head dataset (DOI:10.58160/gGzexcbDikobkyvK, see "IsPartOf-DOI").