cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.1594/pangaea.945413
title: Beryllium-7 concentrations in aerosols during the MOSAiC expedition

description: Aerosol samples were obtained with a Tisch TE-5170V-BL high volume aerosol sampler, modified to collect 12 replicate samples on acid-washed 47mm diameter Whatman-41 (W-41) filters. The aerosol sampler was mounted on the Polarstern p-deck. Sampling was controlled using wind speed, direction and precipitation sensors (also mounted on the p deck) in order to avoid contamination from ship exhaust. For Be-7 analysis, three of the 47mm aerosol samples were stacked in a plastic Petri dish and counted by gamma spectroscopy. Be-7 has a readily identifiable gamma peak at 478 keV. The counting system was calibrated by preparing a commercial standard in geometry identical to the samples.
DOI: 10.13130/rd_unimi/n9enq4/iomibp
title: nodes_final-113.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.13130/rd_unimi/n9enq4/q9gegc
title: force_disp_init-132.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.928410
title: Element analysis of sediment core JR298-PC728
DOI: 10.13130/rd_unimi/n9enq4/qjjj6u
title: edge_data_final-146.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.942928
title: High resolution radiosonde measurements on 2020-02-22 at 16:59 UTC in the Western Sonoran Desert
DOI: 10.1594/pangaea.942931
title: High resolution radiosonde measurements on 2020-02-22 at 18:02 UTC in the Western Sonoran Desert
DOI: 10.13130/rd_unimi/n9enq4/crgi4v
title: edges_final-111.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.854844
title: Annotated record of the detailed examination of Mn deposits from RIDA cruise stations

description: The cores and dredges described at this site were taken on the RIDA cruise from 1 May until 25 May 1984 by the Muséum National d'Histoire Naturelle from the R/V Marion Dufresne. A total of 45 cores and dredges were recovered along with underwater camera runs. They are available at MNHN for sampling and study.
description: From 1983 until 1989 NOAA-NCEI compiled the NOAA-MMS Marine Minerals Geochemical Database from journal articles, technical reports and unpublished sources from other institutions. At the time it was the most extended data compilation on ferromanganese deposits world wide. Initially published in a proprietary format incompatible with present day standards it was jointly decided by AWI and NOAA to transcribe this legacy data into PANGAEA. This transfer is augmented by a careful checking of the original sources when available and the encoding of ancillary information (sample description, method of analysis...) not present in the NOAA-MMS database.
DOI: 10.1594/pangaea.928452
title: IRD counts in sediment core PS1565-2
DOI: 10.13130/rd_unimi/n9enq4/nkp4ey
title: edges_final-135.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.13130/rd_unimi/n9enq4/riknrd
title: force_disp_final-102.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.942932
title: High resolution radiosonde measurements on 2020-02-22 at 20:08 UTC in the Western Sonoran Desert
DOI: 10.13130/rd_unimi/n9enq4/tf0khi
title: opt-114.txt

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.854407
title: Annotated record of the detailed examination of Mn deposits from NOSICAA cruise stations (R/V Marion Dufresne)

description: The cores and dredges described at this site were taken on the NOSICAA cruise from 28 May until 5 July 1975 by the Muséum National d'Histoire Naturelle from the R/V Marion Dufresne. A total of 36 cores and dredges were recovered and are available at MNHN for sampling and study.
description: From 1983 until 1989 NOAA-NCEI compiled the NOAA-MMS Marine Minerals Geochemical Database from journal articles, technical reports and unpublished sources from other institutions. At the time it was the most extended data compilation on ferromanganese deposits world wide. Initially published in a proprietary format incompatible with present day standards it was jointly decided by AWI and NOAA to transcribe this legacy data into PANGAEA. This transfer is augmented by a careful checking of the original sources when available and the encoding of ancillary information (sample description, method of analysis...) not present in the NOAA-MMS database.
description: Supplement to: MNHN (1975): NOSICAA Cruise - MD06, R/V Marion Dufresne, Core list. Muséum National d'Histoire Naturelle, Paris, unpublished
DOI: 10.1594/pangaea.944389
title: Carbon monoxide dry air mole fractions measured during MOSAiC 2019/2020 (merged dataset)

description: This dataset contains hourly-averaged carbon monoxide dry air mole fractions measured during the year-long Multidisciplinary drifting Observatory for the Study of Arctic Climate (MOSAiC) expedition from October 2019 to September 2020. This is a merged dataset that combines cross-evaluated measurements performed in the Atmospheric Radiation Measurement (ARM) Program and Swiss containers on the D-deck of Research Vessel Polarstern, along with data from discrete whole air samples collected for post-cruise analysis at the National Oceanic and Atmospheric Administration (NOAA) Global Monitoring Laboratory (GML). The data columns include the Date and Time in Coordinated Universal Time (UTC), the latitude and longitude of the Research Vessel Polarstern, the carbon monoxide dry air mole fraction in nmol/mol, and the sampling location.
description: This merged dataset was created using the following datasets: Trojanowski and Springston (2019), Angot et al (in review), Petron et al. (2020).We used 1 sec time resolution positional data from the following datasets: PS122/1: Rex, M (2020), PS122/2: Haas, C (2020), PS122/3: Kanzow, T (2020), PS122/4: Rex, M (2021a), PS122/5: Rex, M (2021b)
DOI: 10.13130/rd_unimi/n9enq4/oc1kbb
title: opt-101.txt

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.13130/rd_unimi/n9enq4/wq8ome
title: force_disp_init-138.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.928514
title: Magnetic susceptibility of sediment core JR298-GBC725
DOI: 10.1594/pangaea.944272
title: Carbon dioxide dry air mole fractions measured during MOSAiC 2019/2020 (merged dataset)

description: This dataset contains hourly-averaged carbon dioxide dry air mole fractions measured during the year-long Multidisciplinary drifting Observatory for the Study of Arctic Climate (MOSAiC) expedition from October 2019 to September 2020. This is a merged dataset that combines cross-evaluated measurements performed in the University of Colorado (CU) and Swiss containers on Research Vessel Polarstern, along with cross-evaluated measurements performed on sea ice at Met City, and discrete whole air samples collected for post-cruise analysis at the National Oceanic and Atmospheric Administration (NOAA) Global Monitoring Laboratory (GML). This merged dataset is recommended for further use by the community.The data columns include the Date and Time in Coordinated Universal Time (UTC), the latitude and longitude of the Research Vessel Polarstern, the carbon dioxide dry air mole fraction in µmol/mol, and the sampling location.
description: This merged dataset was created using the following datasets: Blomquist et al. (in review, a, b), Angot et al (in review), Dlugokencky et al. (2021).We used 1 sec time resolution positional data from the following datasets: PS122/1: Rex, M (2020), PS122/2: Haas, C (2020), PS122/3: Kanzow, T (2020), PS122/4: Rex, M (2021a), PS122/5: Rex, M (2021b)
DOI: 10.13130/rd_unimi/n9enq4/xj8tzv
title: force_disp_init-111.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.928404
title: Element analysis of sediment core JR298-GBC731
DOI: 10.13130/rd_unimi/n9enq4/sp8joi
title: opt-108.txt

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.13130/rd_unimi/n9enq4/umat44
title: nodes_final-103.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.928405
title: Element analysis of sediment core JR298-GBC733
DOI: 10.1594/pangaea.928406
title: Element analysis of sediment core JR298-GBC735
DOI: 10.13130/rd_unimi/n9enq4/11g2xv
title: nodes_init-134.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.944393
title: Ozone dry air mole fractions measured during MOSAiC 2019/2020 (merged dataset)

description: This dataset contains hourly-averaged ozone dry air mole fractions measured during the year-long Multidisciplinary drifting Observatory for the Study of Arctic Climate (MOSAiC) expedition from October 2019 to September 2020. This is a merged dataset that combines cross-evaluated measurements performed in the University of Colorado (CU), the Atmospheric Radiation Measurement (ARM) Program, and Swiss containers onboard Research Vessel Polarstern. The data columns include the Date and Time in Coordinated Universal Time (UTC), the latitude and longitude of the Research Vessel Polarstern, the ozone dry air mole fraction in nmol/mol, and the sampling location.
description: This merged dataset was created using the following datasets: Angot et al. (2022a,b) and Springston and Koontz (2019).We used 1 sec time resolution positional data from the following datasets: PS122/1: Rex, M (2020), PS122/2: Haas, C (2020), PS122/3: Kanzow, T (2020), PS122/4: Rex, M (2021a), PS122/5: Rex, M (2021b)
DOI: 10.13130/rd_unimi/n9enq4/6ydnr6
title: nodes_final-118.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.854939
title: Annotated record of the detailed examination of Mn deposits from SAFARI II cruise stations

description: The cores and dredges described at this site were taken on the SAFARI II cruise from 21 July until 1 September 1981 by the MusÈum National d'Histoire Naturelle from the R/V Marion Dufresne. A total of 65 cores, dredges and camera stations were recovered and are available at MNHN for sampling and study.
description: From 1983 until 1989 NOAA-NCEI compiled the NOAA-MMS Marine Minerals Geochemical Database from journal articles, technical reports and unpublished sources from other institutions. At the time it was the most extended data compilation on ferromanganese deposits world wide. Initially published in a proprietary format incompatible with present day standards it was jointly decided by AWI and NOAA to transcribe this legacy data into PANGAEA. This transfer is augmented by a careful checking of the original sources when available and the encoding of ancillary information (sample description, method of analysis...) not present in the NOAA-MMS database.
DOI: 10.1594/pangaea.855113
title: Annotated record of the detailed examination of Mn deposits from NEMROD cruise stations

description: The cores and dredges described at this site were taken on the NEMROD cruise from 29 July until 3 September 1977 by the MusÈum National d'Histoire Naturelle from the R/V Marion Dufresne. A total of 45 cores, dredges and camera stations were recovered and are available at MNHN for sampling and study.From 1983 until 1989 NOAA-NCEI compiled the NOAA-MMS Marine Minerals Geochemical Database from journal articles, technical reports and unpublished sources from other institutions. At the time it was the most extended data compilation on ferromanganese deposits world wide. Initially published in a proprietary format incompatible with present day standards it was jointly decided by AWI and NOAA to transcribe this legacy data into PANGAEA. This transfer is augmented by a careful checking of the original sources when available and the encoding of ancillary information (sample description, method of analysis...) not present in the NOAA-MMS database.
DOI: 10.13130/rd_unimi/n9enq4/bvu0lo
title: opt-105.txt

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.13130/rd_unimi/n9enq4/lauqft
title: nodes_init-128.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.944291
title: Methane dry air mole fractions measured during MOSAiC 2019/2020 (merged dataset)

description: This dataset contains hourly-averaged methane dry air mole fractions measured during the year-long Multidisciplinary drifting Observatory for the Study of Arctic Climate (MOSAiC) expedition from October 2019 to September 2020. This is a merged dataset that combines cross-evaluated measurements performed in the University of Colorado (CU) and Swiss containers on Research Vessel Polarstern, along with cross-evaluated measurements performed on sea ice at Met City, and discrete whole air samples collected for post-cruise analysis at the National Oceanic and Atmospheric Administration (NOAA) Global Monitoring Laboratory (GML). The data columns include the Date and Time in Coordinated Universal Time (UTC), the latitude and longitude of the Research Vessel Polarstern, the methane dry air mole fraction in nmol/mol, and the sampling location.
description: This merged dataset was created using the following datasets: Blomquist et al. (in review, a, b), Angot et al (in review), Dlugokencky et al. (2021).We used 1 sec time resolution positional data from the following datasets: PS122/1: Rex, M (2020), PS122/2: Haas, C (2020), PS122/3: Kanzow, T (2020), PS122/4: Rex, M (2021a), PS122/5: Rex, M (2021b)
DOI: 10.1594/pangaea.983809
title: Net Community Production (NCP), photosynthesis, and respiration measured in Georgia estuaries using 24-hour bottle incubations

description: The bottle incubation dataset consists of discrete measurements collected daily over the same time frame as the PIGI dataset. Surface water (1 m depth) was incubated in triplicate light and dark bottles over 24-hour periods to estimate respiration, photosynthesis, and NCP. Parameters are reported in units of mmol O₂ m⁻² d⁻¹, with associated standard deviations. These incubations were done to provide a comparison with the PIGI system.
DOI: 10.13130/rd_unimi/n9enq4/rztc8f
title: opt-128.txt

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.984002
title: Depth versus age for sediment core EN22502 from Salmon Lake, Alaska

description: Radiocarbon (14C) ages were measured on 49 samples of macrofossils extracted from a sediment core extending back to roughly 30,000 calendar years before present (cal yr BP) from Salmon Lake, on Seward Peninsula, northwest Alaska (doi:10.1594/PANGAEA.983998). The 16.7-m-long core was collected in August 2022 by the Alfred Wegener Institute, Potsdam, Germany in collaboration with Northern Arizona University (NAU), Flagstaff, USA. The 14C ages were combined with age constrains from short-lived isotopes to generate an age-depth model for the core using rBacon software. It serves as the timeline for sediment samples from the core, which have been used for a large suite of biological, geochemical and physical analyses.
description: The age-depth model was generated using rBacon (Blaauw and Christen, 2011). In addition to the 49 radiocarbon ages, the age-depth model was constrained by the following:* Age at surface: –72 ± 1 BP @ 0 cm blf* Age at peak in Cs profile: –13 ± 4 BP @ 5.25 cm blf* Age of lowest detectable Pb: 76 ± 12 BP @ 12.75 cm blf* Instantaneous deposit (slump): 302 to 218 cm blf* Instantaneous deposit (tephra): 927 to 926 cm blf* Instantaneous deposit (tephra): 1531 to 1530 cm blf
DOI: 10.13130/rd_unimi/n9enq4/tsqm0h
title: force_disp_init-115.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.902784
title: (Supplement 4) Bulk measurements of stable isotope composition from sediment trap foraminifera from the West Antarctic Peninsula
DOI: 10.1594/pangaea.928453
title: IRD counts in sediment core PS2556-2
DOI: 10.13130/rd_unimi/n9enq4/839nca
title: opt-125.txt

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.13130/rd_unimi/n9enq4/ks6mob
title: edges_init-125.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.928523
title: Magnetic susceptibility of sediment core JR298-PC727
DOI: 10.1594/pangaea.983998
title: Radiocarbon ages for sediment core EN22502 from Salmon Lake, Alaska

description: Radiocarbon (14C) ages were measured on 49 samples of macrofossils extracted from a sediment core extending back to roughly 30,000 calendar years before present (cal yr BP) from Salmon Lake, on Seward Peninsula, northwest Alaska. The 16.7-m-long core was collected in August 2022 by the Alfred Wegener Institute, Potsdam, Germany in collaboration with Northern Arizona University (NAU), Flagstaff, USA. The 14C ages were combined with age constrains from short-lived isotopes to generate an age-depth model (doi:10.1594/PANGAEA.984002) for the core using rBacon software. It serves as the timeline for sediment samples from the core, which have been used for a large suite of biological, geochemical and physical analyses.
description: Approximately 1 - 4 cm^3 of sediment were soaked in reagent-grade water and sieved at 150 µm to concentrate macrofossils. Plant and other macrofossils were picked under a light microscope. Most samples comprised a mix of terrestrial, aquatic and many unidentifiable plant fragments. Samples were pre-treated using weak acid.Samples were analyzed using the gas ion source interface of the MICADAS at the Northern Arizona University Arizona Climate and Ecosystems (ACE) Isotope Laboratory.
DOI: 10.13130/rd_unimi/n9enq4/rgckgw
title: nodes_init-127.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.902785
title: (Supplement 3) Single specimen measurements of stable isotope composition from sediment trap foraminifera from the West Antarctic Peninsula
DOI: 10.1594/pangaea.983808
title: Net Community Production (NCP), photosynthesis, and respiration measured in Georgia estuaries using in situ samples with the PIGI (Pressure of In-situ Gas Instrument) system

description: The PIGI dataset includes continuous dissolved oxygen and associated physical parameters (temperature, salinity, etc.) collected from a floating dock on the Wilmington River (31.9624°N 81.0122°W). Data collection occurred in June, September and December of 2024. The has a temporal resolution of 10 seconds. NCP was calculated following Izett and Tortell (2020), from in situ oxygen and nitrogen gas data supporting meteorological measurements. Minor updated to the above-mentioned method are explained in the related manuscript. Data are provided in tabular format and include time, latitude, longitude, depth, and derived fluxes.
DOI: 10.13130/rd_unimi/n9enq4/r6uvya
title: edges_final-116.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.13130/rd_unimi/n9enq4/ydrdbg
title: force_disp_final-124.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.946793
title: Age-Depth tie points for drill core ANDRILL 1B

description: Antarctica New Zealand Sir Robin Irvine PhD Scholarship awarded to B.D. Scientific Committee of Antarctic Research Fellowship awarded to B.D. New Zealand Ministry of Business Innovation and Employment through the Antarctic Science Platform (ANTA1801), and Contract C05X1001
DOI: 10.5281/zenodo.16916313
title: Full Dataset for Geo-ROCKET: Climate-based Estimation of Multi-cropping Rice Planting Dates

description: Overview

This dataset contains processed multi-source agricultural and environmental data for rice yield prediction in the Monsoon Asia region. The data spans the period 2019-2020 and includes climate variables, rice phenology calendar information, crop production statistics, and spatial mask files for the Asian monsoon region.

Data Sources and Description




Data Type
Source
Resolution
Coverage
Content/Variables
Data Quality/Methodology
Access/References




Climate Data (AgERA5)
Agrometeorological indicators from 1979 to present derived from reanalysis, based on hourly ECMWF ERA5 data at surface level
0.1° spatial, daily temporal
2019-2020
• Daily mean 2m air temperature (°C) • Daily precipitation flux (mm/day) • Daily surface solar radiation flux (W/m²)
Data aggregated to daily time steps at local time zone and corrected towards finer topography using grid and variable-specific regression equations trained on ECMWF's operational high-resolution atmospheric model (HRES)
Available from Copernicus Climate Data Store (CDS)


Rice Phenology Calendar (MARC)
Monsoon Asia Rice Calendar derived from Sentinel-1 and Sentinel-2 imagery
0.5° × 0.5°
2019-2020
Transplant and harvest timing, number of cropping seasons
Minimal bias (4 days early for transplant, 6 days late for harvest), reduced errors compared to prevailing phenology charts
• Paper: DOI: 10.5194/essd-16-3893-2024 • Data: DOI: 10.17595/20230728.001


Crop Production Data (SPAM 2020)
IFPRI's Spatial Production Allocation Model (SPAM) 2020
5-minute grid
2020
Rice physical area data (all technologies together - irrigated and rainfed portions)
Cross-entropy method to generate plausible estimations of crop distribution within disaggregated units
DOI: 10.7910/DVN/SWPENT, Harvard Dataverse, V4


Spatial Mask Data
Administrative boundary data from Resource and Environmental Science Data Platform, Chinese Academy of Sciences
0.5° grid
Monsoon Asia region
Administrative boundaries for Asian monsoon region
Used to define the 0.5° grid and enable grid-based sampling of other datasets
Available from Resource and Environmental Science Data Platform




Data Processing and Production

The data has been processed using the 0.5° grid of the Asian monsoon region (defined by the administrative boundary data mentioned above) to perform grid-based sampling of climate, calendar, and SPAM2020 data.

Usage Instructions

Data Setup

1. Download the data from this Zenodo repository2. Extract the `data.zip` file3. Place the extracted `data` directory in the root directory of the cloned code repository4. Follow the instructions in the main code repository's README.md to run the code
DOI: 10.13130/rd_unimi/n9enq4/kpey7c
title: edge_data_final-124.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.271529
title: Airchemistry at Neumayer Station, Antarctica during the year 1995

description: Data processing by Johannes Kässbohrer, Fielax
DOI: 10.13130/rd_unimi/n9enq4/lyraqw
title: force_disp_final-130.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.13130/rd_unimi/n9enq4/w5izcn
title: edge_data_final-100.dat

description: 250729_SIMULATION_DATA/TENS-M_1.zip
DOI: 10.1594/pangaea.271533
title: Airchemistry at Neumayer Station, Antarctica during the year 1998

description: Data processing by Johannes Kässbohrer, Fielax