cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15077499
title: CNRM-ALADIN64 regional climate evaluation simulation: output to study the summer 2019 heatwave over the Iberian Peninsula

description: The CNRM-ALADIN64 model (Nabat et al., ACP, 2020) has been used to carry out regional climate simulations over the Med-CORDEX domain, driven by the ERA5 reanalysis (evaluation simulation). The whole period covers the 1979-2022 period, but the present output focus on the period of the summer 2019 heatwave over the Iberian Peninsula (20 June - 05 July 2019). The objective of these simulations was to study the effect of dust aerosols on this heatwave.

Therefore, three pairs of simulations have been carried out with and without taking into account dust aerosols and their radiative effects in the model, depending on the use of spectral nudging in the domain to constrain the model. Spectral nudging is used to constrain the large-scale meteorological evolution within the simulation. The function used imposes a constant rate above 700 hPa and a relaxation zone between 700 and 850 hPa, while the levels below 850 hPa are free. The spatial wavelengths are similarly nudged beyond 400 km, with a relaxation zone between 200 and 400 km. Thus this method gives the model enough freedom to generate the aerosols at the surface while keeping the large scale conditions that are essential to simulate the real chronology. The following configurations have been used:

 - SN-All: temperature, humidity, surface pressure and wind are nudged.

 - SN-Wind: only wind is nudged.

 - SN-No : no variable is nudged.

For each of these three simulations, two simulations (with and without dust aerosols) have been carried out.

The following variables are available here :



cloud fraction (total, low and high-level clouds)

aerosol optical properties at 550 nm : total aerosol optical depth, dust aerosol optical depth, extinction coefficient, asymmetry parameter and single scattering albedo

shortwave and longwave radiation at the surface and at the top of the atmosphere

dust aerosol radiative forcing for shortwave and longwave at the surface and at the top of the atmosphere

near-surface temperature and wind

sea-level pressure

liquid water path

vertical profiles of specific humidity and temperature
DOI: 10.15468/dl.4mv2g9
title: Occurrence Download

description: A dataset containing 3166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chionomys nivalis (Martins, 1842)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 3166 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002200-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15087744
title: Code & Data to accompany "Tropospheric ice in a warming world" by Dou et al. (2025)

description: Code & Data to accompany "Tropospheric ice in a warming world" by Dou et al. (2025)

Code:

The code consists of 5 scripts, which are used to create Figures 2, 3a, 3b, 3c, and 4 in Python.

Files:



For Figure 2, the data file is:


-“rcemip_iwp-resolved_statistics.nc” includes the ice water content data from ten models in the RCEMIP project under the scenario of surface temperature rise.



For Figure 3a, the data files are as follows:- The vertical profile of geopotential height is named "geo vertical profile.nc".- The vertical profile of ice water content is named "iwcswc vertical profile.nc".- The vertical profile of temperature is named "t vertical profile.nc".

For Figure 3b, the data files are:- "tciw_tcsw_79_21_yearly.nc" contains the IWP data from ERA5 reanalysis for the years 1979 to 2021.- "ERA5_deep_convection_events_79_21.csv" includes the number of deep convection events calculated from ERA5 reanalysis for the period 1979–2021.- "ERA5_ice_content_of_increasing_and_decreasing_area.xlsx" contains the increased ice content in the increasing area and the decreased ice content in the decreasing area calculated from ERA5 reanalysis.

For Figure 3c, the data files are:- "ERA5_deep_convection_events_79_21.csv" (same as for Figure 3b).- "TRMM_deep_convection_events_percent_threshold.csv" includes the number of deep convection events calculated using TRMM satellite observations.

For Figure 4, the data files are:- "tciw_tcsw_79_21_yearly.nc" (same as for Figure 3b).- "ERA5_cloudice_1940_2023.npy" contains the cloud ice content calculated from ERA5 reanalysis for the years 1940 to 2023 (only the data up to 2021 were used to ensure consistent time series).- "JRA55_cloudice.npy" contains the cloud ice content calculated from JRA55 reanalysis for the years 1979 to 2021.- "MERRA2_cloudice.npy" contains the cloud ice content calculated from MERRA2 reanalysis for the years 1980 to 2021.
DOI: 10.5281/zenodo.15087745
title: Code & Data to accompany "Tropospheric ice in a warming world" by Dou et al. (2025)

description: Code & Data to accompany "Tropospheric ice in a warming world" by Dou et al. (2025)

Code:

The code consists of 5 scripts, which are used to create Figures 2, 3a, 3b, 3c, and 4 in Python.

Files:



For Figure 2, the data file is:


-“rcemip_iwp-resolved_statistics.nc” includes the ice water content data from ten models in the RCEMIP project under the scenario of surface temperature rise.



For Figure 3a, the data files are as follows:- The vertical profile of geopotential height is named "geo vertical profile.nc".- The vertical profile of ice water content is named "iwcswc vertical profile.nc".- The vertical profile of temperature is named "t vertical profile.nc".

For Figure 3b, the data files are:- "tciw_tcsw_79_21_yearly.nc" contains the IWP data from ERA5 reanalysis for the years 1979 to 2021.- "ERA5_deep_convection_events_79_21.csv" includes the number of deep convection events calculated from ERA5 reanalysis for the period 1979–2021.- "ERA5_ice_content_of_increasing_and_decreasing_area.xlsx" contains the increased ice content in the increasing area and the decreased ice content in the decreasing area calculated from ERA5 reanalysis.

For Figure 3c, the data files are:- "ERA5_deep_convection_events_79_21.csv" (same as for Figure 3b).- "TRMM_deep_convection_events_percent_threshold.csv" includes the number of deep convection events calculated using TRMM satellite observations.

For Figure 4, the data files are:- "tciw_tcsw_79_21_yearly.nc" (same as for Figure 3b).- "ERA5_cloudice_1940_2023.npy" contains the cloud ice content calculated from ERA5 reanalysis for the years 1940 to 2023 (only the data up to 2021 were used to ensure consistent time series).- "JRA55_cloudice.npy" contains the cloud ice content calculated from JRA55 reanalysis for the years 1979 to 2021.- "MERRA2_cloudice.npy" contains the cloud ice content calculated from MERRA2 reanalysis for the years 1980 to 2021.
DOI: 10.15468/dl.tfbn57
title: Occurrence Download

description: A dataset containing 487 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 {
 "and" : [
 "InstitutionKey is not null",
 "CollectionKey is not null"
 ]
 },
 "BasisOfRecord is one of (Specimen, Fossil, Material sample, Living Specimen, Material citation)"
 ]
 },
 "TaxonKey is one of (Conuropsis carolinensis (Linnaeus, 1758), Conuropsis carolinensis carolinensis, Conuropsis carolinensis ludoviciana (Gmelin, 1788))"
 ]
}

 The dataset includes 487 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002201-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15089901
title: Qudit-native measurement protocol for dynamical correlations using Hadamard tests

description: This is the dataset used for generating the plots of our work (accepted in PRA)






https://doi.org/10.48550/arXiv.2407.03421

 






The dataset is generated by a simulation protocol implemented in Python.

The file CORR_NN_spin1_XXZ_quench_N_10lam_0.2budg1500.csv contains the data depicted in FIG. 2. The columns contain each time point of evalutation, as well as the analytical value of the dynamical commutator and anti-commutator, their sampled values according to the Hadamard test and the linear response protocols, as well as the numerical value of the estimated variance of both.

The files FINAL_spin1_XXZ_quench_N_10... contain the same information for ten different strengths of the linear response parameter $\lambda$. This data is used for calculating the relative error and the time average of the standard deviation plotted in FIG. 3.
DOI: 10.5281/zenodo.15089902
title: Qudit-native measurement protocol for dynamical correlations using Hadamard tests

description: This is the dataset used for generating the plots of our work (accepted in PRA)






https://doi.org/10.48550/arXiv.2407.03421

 






The dataset is generated by a simulation protocol implemented in Python.

The file CORR_NN_spin1_XXZ_quench_N_10lam_0.2budg1500.csv contains the data depicted in FIG. 2. The columns contain each time point of evalutation, as well as the analytical value of the dynamical commutator and anti-commutator, their sampled values according to the Hadamard test and the linear response protocols, as well as the numerical value of the estimated variance of both.

The files FINAL_spin1_XXZ_quench_N_10... contain the same information for ten different strengths of the linear response parameter $\lambda$. This data is used for calculating the relative error and the time average of the standard deviation plotted in FIG. 3.
DOI: 10.5281/zenodo.15089631
title: Data files for Fig. 5, 6, and 7
DOI: 10.5281/zenodo.15089632
title: Data files for Fig. 5, 6, and 7
DOI: 10.21227/a946-7y30
title: wind speed data

description: This meteorological data is provided by the Inner Mongolia Meteorological Bureau and includes data from three stations. After processing, the dataset contains the following headers and their respective meanings:Station_Id_C: Meteorological station ID, a unique identifier for each station.Lat (Latitude): The latitude of the station, indicating its north-south position on Earth (unit: degrees).Lon (Longitude): The longitude of the station, indicating its east-west position on Earth (unit: degrees).Alti (Altitude): The altitude of the station, measured in meters (m).Year: The year in which the data was recorded.Mon (Month): The month in which the data was recorded.Day: The specific day the data was recorded.Hour: The specific hour of data recording (measured in hours, usually in a 24-hour format).PRS (Pressure): Atmospheric pressure, measured in hectopascals (hPa).TEM (Temperature): Air temperature, measured in degrees Celsius (°C).VIS_HOR_10MI (Visibility): Horizontal visibility, measured in meters (m), indicating the maximum horizontal distance visible from the observation point.WIN_S_Avg_2mi (Average Wind Speed): The 2-minute average wind speed, measured in meters per second (m/s).WIN_D_Avg_2mi (Average Wind Direction): The 2-minute average wind direction, measured in degrees (°), representing the wind direction angle.WIN_S_Max (Maximum Wind Speed): The maximum wind speed recorded during the observation period, measured in meters per second (m/s).WIN_D_S_Max (Maximum Wind Direction): The wind direction corresponding to the maximum wind speed, measured in degrees (°).WIN_S_Max（最大风速）：观测期间记录的最大风速，以米/秒 （m/s） 为单位。
DOI: 10.15468/dl.hqdh3m
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thorichthys socolofi (Miller & Taylor, 1984)"
 ]
}

 The dataset includes 74 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002204-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jsnn7
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thorichthys socolofi (Miller & Taylor, 1984)"
 ]
}

 The dataset includes 74 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002202-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7r4u4m
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thorichthys socolofi (Miller & Taylor, 1984)"
 ]
}

 The dataset includes 74 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002203-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6yxes
title: Occurrence Download

description: A dataset containing 4945842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2001-2025"
 ]
}

 The dataset includes 4945842 records from 2129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002182-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/modis/myd17a3h.061
title: MODIS/Aqua Net Primary Production Yearly L4 Global 500m SIN Grid V061
DOI: 10.15468/dl.naiejv
title: Occurrence Download

description: A dataset containing 386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Washingtonia robusta H.Wendl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 386 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023716-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dexuc
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypericum virgatum Lam.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164949-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdpwye
title: Occurrence Download

description: A dataset containing 2594228 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saxifragales"
 ]
}

 The dataset includes 2594228 records from 1632 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023716-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qsbd2
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Nymphoides verrucosa (E.Fr.) A.Galán & G.Navarro"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105973-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnuz59
title: Occurrence Download

description: A dataset containing 8182 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Melocichla mentalis (Fraser, 1843)"
 ]
}

 The dataset includes 8182 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058545-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57s3ji
title: Occurrence Download

description: A dataset containing 1385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Tropicos MO Specimen Data",
 "TaxonKey is Polylepis Ruiz & Pav."
 ]
}

 The dataset includes 1385 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039079-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgejdy
title: Occurrence Download

description: A dataset listing the 162887 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 {
 "or" : [
 "Geometry POLYGON((36.79609 8.12994,171.20391 8.12994,171.20391 61.87006,36.79609 61.87006,36.79609 8.12994))",
 "Geometry POLYGON((102.57801 24.6628,102.79339 24.6628,102.79339 25.03646,102.57801 25.03646,102.57801 24.6628))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 162887 records were derived from 2725 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058526-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49nd6e
title: Occurrence Download

description: A dataset containing 6983 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "DatasetKey is Plant Specimen from Herbarium (CDBI) in China, Chengdu Institute of Botany, Chinese Academy of Sciences",
 "DatasetKey is Alien plant presence dataset from the point-radius plot surveys in 2010-2015 in Taiwan",
 "DatasetKey is The digitization of plant specimens of NTU",
 "DatasetKey is 500,000 plant Specimens from PE Herbarium in China from 1950 to 1999",
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is Some Plant Specimens from KUN, IBSC, NAS Herbarium in China from 1900 to 1950",
 "DatasetKey is Vascular Plant Specimen database of Kanagawa Prefectural Museum of Natural History",
 "DatasetKey is Herbarium Specimens of Tokushima Prefectural Museum, Japan",
 "DatasetKey is Ibaraki Nature Museum, Vascular Plants collection",
 "DatasetKey is Vascular Plant Collection of Natural History Museum and Institute, Chiba"
 ]
 },
 "Geometry POLYGON((54.42565 7.14015,156.37877 7.14015,156.37877 47.92140,54.42565 47.92140,54.42565 7.14015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bidens pilosa L."
 ]
}

 The dataset includes 6983 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026318-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4jt3s
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vesicaria fendleri A.Gray"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039251-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111323511
title: Cuneiform Tablet

description: [Text Description:] Cuneiform Tablet, Administrative Tag, with Seal Impressions ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script, roughly triangular In shape.
DOI: 10.15468/dl.m8rnaj
title: Occurrence Download

description: A dataset containing 657 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "TaxonKey is Herbertia lahue (Molina) Goldblatt"
 ]
}

 The dataset includes 657 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032902-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssqwb6
title: Occurrence Download

description: A dataset containing 695 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aegiphila brachiata Vell."
 ]
}

 The dataset includes 695 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063555-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tppvp8
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ocynectes modestus Snyder, 1911"
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039249-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111323514
title: Cuneiform Tablet

description: [Text Description:] Cuneiform Tablet, Administrative Tag, with Seal Impressions ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script, roughly triangular In shape.
DOI: 10.15468/dl.7fw5uh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum stenophyllum (A.Gray) Kuntze"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039261-220831081235567/datasets/export for details.
DOI: 10.15468/dl.zxh4fe
title: Occurrence Download

description: A dataset containing 2492754 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada",
 "Country is Mexico"
 ]
 },
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2492754 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063543-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahzy25
title: Occurrence Download

description: A dataset containing 2153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Dendropsophus nanus (Boulenger, 1889)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2153 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078729-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.