cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.24435/materialscloud:p6-9c
title: Elastic constants and bending rigidities from long-wavelength perturbation expansion

description: Mechanical and elastic properties of materials are among the most fundamental quantities for many engineering and industrial applications. Here, we present an efficient and accurate approach for calculating the elastic and bending rigidity tensors of crystalline solids based on interatomic force constants and long-wavelength perturbation theory. In the long-wavelength limit, lattice vibrations will induce macroscopic electric fields which further couple with the propagation of elastic waves, and a separate treatment on the long-range electrostatic interactions is thereby needed to obtain elastic properties under the correct electrical boundary conditions. To achieve this, a cluster expansion model of the charge density response and dielectric screening function in the long-wavelength limit has been developed to efficiently extract the high-order multipole and dielectric tensors. We implement the proposed method in a first-principles framework and perform extensive validations on silicon, NaCl, GaAs and rhombohedral BaTiO$_3$ as well as monolayer graphene, hexagonal BN, MoS$_2$ and InSe, in good agreement with other theoretical approaches and experimental measurements. Surprisingly, we find that the multipolar interactions up to at least octupoles are necessary to converge the short-circuit elastic tensor of bulk materials, while the higher orders beyond the octupole interactions are required to converge the bending rigidity tensor of 2D crystals. Our approach greatly simplifies the calculations of bending rigidities and will enable the characterization of mechanical properties of novel functional materials.
The dataset uploaded here contains essential data for reproducing the main results of this work. These data include the modified q2r and matdyn code of Quantum ESPRESSO distribution, pseudopotentials used in this work, optimized crystal structures, dielectric properties, dynamical matrices, phonon dispersions and elastic properties.
DOI: 10.5281/zenodo.16738100
title: Data from street-level Automatic Weather Stations (AWS) in Bristol from 2024-01-01 to 2024-12-31 [L1]

description: Converted and hamonized data files from a street-level automatic weather station (AWS) network in Bristol, UK. The street-level network provides localized weather data from 39 weather stations and resolves intra-urban and urban-rural differences across the City of Bristol and adjacent municipalities. All stations provide data on air temperature, atmospheric humidity and precipitation. The network was set-up in 2024 and provides data starting in Spring 2024 except for one station (BRROFO) that starts earlier.

The Bristol street-level automatic weather station network is documented here:

10.5281/zenodo.15537605 

The production comprises [L1] computations and conversion to a common vocabulary, derived from [L0] conversion to a common data structure, in turn derived from [RAW] the original data.
description: COPYRIGHT NOTICE

Copyright Jörn Birkmann, Andreas Christen, Nektarios Chrysoulakis, and Sue Grimmond. Some rights reserved.

CREATOR NOTICE

This work is owned by the Principal Investigators (PIs) of the Urbisphere project. 

ATTRIBUTION NOTICE

The [creation and] curation of this work has been funded by the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation programme (grant agreement No 855005). 

DISCLAIMER NOTICE

The use of the work is at the user's own risk. The authors, the involved institutions, and/or the European Research Council accept no liability for material or non-material damage arising from the use or non-use or from the use of incorrect or incomplete information in this work. The authors, the involved institutions, and/or the European Research Council are not responsible for any use that may be made of the information in this work. The legal provisions remain unaffected.

MATERIAL NOTICE

The notices cover data in databases, text and images contained in the work.

MATERIAL URI

Urbisphere project

LICENSE URI

Creative Commons Attribution 4.0 International License
DOI: 10.5281/zenodo.16738099
title: Data from street-level Automatic Weather Stations (AWS) in Bristol from 2024-01-01 to 2024-12-31 [L1]

description: Converted and hamonized data files from a street-level automatic weather station (AWS) network in Bristol, UK. The street-level network provides localized weather data from 39 weather stations and resolves intra-urban and urban-rural differences across the City of Bristol and adjacent municipalities. All stations provide data on air temperature, atmospheric humidity and precipitation. The network was set-up in 2024 and provides data starting in Spring 2024 except for one station (BRROFO) that starts earlier.

The Bristol street-level automatic weather station network is documented here:

10.5281/zenodo.15537605 

The production comprises [L1] computations and conversion to a common vocabulary, derived from [L0] conversion to a common data structure, in turn derived from [RAW] the original data.
description: COPYRIGHT NOTICE

Copyright Jörn Birkmann, Andreas Christen, Nektarios Chrysoulakis, and Sue Grimmond. Some rights reserved.

CREATOR NOTICE

This work is owned by the Principal Investigators (PIs) of the Urbisphere project. 

ATTRIBUTION NOTICE

The [creation and] curation of this work has been funded by the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation programme (grant agreement No 855005). 

DISCLAIMER NOTICE

The use of the work is at the user's own risk. The authors, the involved institutions, and/or the European Research Council accept no liability for material or non-material damage arising from the use or non-use or from the use of incorrect or incomplete information in this work. The authors, the involved institutions, and/or the European Research Council are not responsible for any use that may be made of the information in this work. The legal provisions remain unaffected.

MATERIAL NOTICE

The notices cover data in databases, text and images contained in the work.

MATERIAL URI

Urbisphere project

LICENSE URI

Creative Commons Attribution 4.0 International License
DOI: 10.21334/npolar.2025.d5258978
title: CTD profiles from the TrollTransect2023 cruise to the Kong Håkon VII Hav, Antarctica
DOI: 10.15468/dl.8z3ptt
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year 2021-2025",
 "IucnRedListCategory is one of (CR, EN, VU, NT, LC)",
 "GadmGid is one of (COL.12.14_2)",
 "PublishingOrg is one of (1a2bfe99-b7ca-4e3c-a5a2-18c85789e7d1, 188fd36a-2d61-4f35-8b67-d5529efb0005, e2e717bf-551a-4917-bdc9-4fa0f342c530, 8ee4c3d9-b194-4f81-b41a-402e5c077e05, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 67c63221-0c74-4c18-97f9-e2b2acb739ce, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, 112087f6-a6c0-4cee-8441-387f900d34f9, 69ad50d2-2560-42a4-b522-171f6eca4fa3, b8b274e0-3216-48b8-afea-5616ec326ce1)",
 "Country is one of (Colombia)",
 "BasisOfRecord is one of (Human Observation, Material sample, Machine Observation)",
 "OccurrenceStatus is one of (Present)",
 "StateProvince is one of (Cesar, La Jagua de Ibirico)",
 "TaxonKey is one of (Arthropoda [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 281 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015534-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fytq8v
title: Occurrence Download

description: A dataset containing 9563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senegalia polyphylla",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 9563 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015530-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyfrrx
title: Occurrence Download

description: A dataset containing 478 records in GBIF matching the query:

SELECT
 countryCode,
 GBIF_ISEA3HCode(
 7, 
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS geogrid_id,
 COUNT(DISTINCT speciesKey) AS unique_species_count
FROM occurrence
WHERE countryCode = 'CN'
AND coordinateUncertaintyInMeters &lt;= 2000
AND hasGeospatialIssues = FALSE
AND hasCoordinate = TRUE
AND occurrenceStatus = 'PRESENT'
GROUP BY countryCode, geogrid_id;


 The dataset's 478 records were derived from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015516-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpc6dd
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kohautia australiensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 52 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015532-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqzhvk
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops pulcher"
 ]
}

 The dataset includes 73 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015531-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzpa3z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypotrachyna taylorensis",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015533-260208012135463/datasets/export for details.
DOI: 10.5281/zenodo.18630692
title: Decoding the noise: systematic bias in urban acoustic monitoring

description: This dataset provides an open-access collection of manually selected misclassifications produced by BirdNET during passive acoustic monitoring (PAM) surveys conducted in urban environments in Turin and Florence (Italy) between May and June 2024.
DOI: 10.5281/zenodo.18630691
title: Decoding the noise: systematic bias in urban acoustic monitoring

description: This dataset provides an open-access collection of manually selected misclassifications produced by BirdNET during passive acoustic monitoring (PAM) surveys conducted in urban environments in Turin and Florence (Italy) between May and June 2024.
DOI: 10.5281/zenodo.18400332
title: Explainable machine learning for assessing tomato quality irrigated with treated wastewater
DOI: 10.5281/zenodo.18400334
title: Explainable machine learning for assessing tomato quality irrigated with treated wastewater
DOI: 10.15468/dl.eaq7ra
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aequidens gerciliae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 33 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015535-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9akt2a
title: Occurrence Download

description: A dataset containing 6475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coix lacryma-jobi",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6475 records from 393 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015536-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czb3y6
title: Occurrence Download

description: A dataset containing 49641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Geometry POLYGON((-139.11464 10.52062,-40.36501 10.52062,-40.36501 52.48165,-139.11464 52.48165,-139.11464 10.52062))",
 "TaxonKey is Buteo jamaicensis (Gmelin, 1788)"
 ]
}

 The dataset includes 49641 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197421-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hac0o8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004309-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56vk2z
title: Occurrence Download

description: A dataset containing 45712 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant specimens of Tochigi Prefectural Museum"
 ]
}

 The dataset includes 45712 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125097-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umze5w
title: Occurrence Download

description: A dataset containing 23427 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant Diversity and Distribution on the Continental Cameroon Mountains"
 ]
}

 The dataset includes 23427 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032534-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjultv
title: Occurrence Download

description: A dataset containing 255170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2000-2020",
 "TaxonKey is Picoides pubescens (Linnaeus, 1766)"
 ]
}

 The dataset includes 255170 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033730-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7psj5s
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Coastal and Marine Species Database"
 ]
}

 The dataset includes 413 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125098-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7n7de
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004316-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8h3mm
title: Occurrence Download

description: A dataset containing 2379709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.12756 38.82259,-83.8092 38.82259,-83.8092 39.8001,-85.12756 39.8001,-85.12756 38.82259))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2379709 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126261-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11628071
title: Dataset for Automated Unit Test Generation via Chain of Thought Prompt and Reinforcement Learning

description: This is the replication package including three types datasets: training dataset with CoT prompts, reward dataset for training reward model, rl dataset for optimizing policy model. The training dataset includes filter_test_cot_rule_50k.csv, filter_train_cot_rule_50k.csv, and filter_valid_cot_rule_50k.csv. These three datasets includes multiple fields (i.e., src_fm, intention, plan, elaboration, gpt_test, src_fm_cot_gpt, target, src_fm_fc_ms_ff,src_fm_intention,src_fm_plan,src_fm_elaboration,idx,rule_cot,rule_cot_nlp,combine_cot,src_fm_rule_cot_nlp,src_fm_cot_nlp_gpt,gpt_cot_filter,src_fm_plan_intention). The reward dataset includes test_athena.json, train_athena.json, and valid_athena.json three files. The rl dataset includes three files: filter_test_cot_gpt_rl.csv, filter_train_cot_gpt_rl.csv, filter_valid_cot_gpt_rl.csv. These files include mulitple fields: src_fm,intention,plan,elaboration,gpt_test,src_fm_cot_gpt,target,src_fm_fc_ms_ff,src_fm_intention,src_fm_plan,src_fm_elaboration,gpt_cot_filter.
DOI: 10.5281/zenodo.11628072
title: Dataset for Automated Unit Test Generation via Chain of Thought Prompt and Reinforcement Learning

description: This is the replication package including three types datasets: training dataset with CoT prompts, reward dataset for training reward model, rl dataset for optimizing policy model. The training dataset includes filter_test_cot_rule_50k.csv, filter_train_cot_rule_50k.csv, and filter_valid_cot_rule_50k.csv. These three datasets includes multiple fields (i.e., src_fm, intention, plan, elaboration, gpt_test, src_fm_cot_gpt, target, src_fm_fc_ms_ff,src_fm_intention,src_fm_plan,src_fm_elaboration,idx,rule_cot,rule_cot_nlp,combine_cot,src_fm_rule_cot_nlp,src_fm_cot_nlp_gpt,gpt_cot_filter,src_fm_plan_intention). The reward dataset includes test_athena.json, train_athena.json, and valid_athena.json three files. The rl dataset includes three files: filter_test_cot_gpt_rl.csv, filter_train_cot_gpt_rl.csv, filter_valid_cot_gpt_rl.csv. These files include mulitple fields: src_fm,intention,plan,elaboration,gpt_test,src_fm_cot_gpt,target,src_fm_fc_ms_ff,src_fm_intention,src_fm_plan,src_fm_elaboration,gpt_cot_filter.
DOI: 10.15468/dl.gkqdnl
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004295-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ceeb8v
title: Occurrence Download

description: A dataset containing 615 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex triquetra Boott"
 ]
}

 The dataset includes 615 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125124-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p97fa4
title: Occurrence Download

description: A dataset containing 4073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-35.62390 23.26676,55.87025 23.26676,55.87025 59.82926,-35.62390 59.82926,-35.62390 23.26676))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zygaena fausta Linnaeus, 1767"
 ]
}

 The dataset includes 4073 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110668-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjoxdo
title: Occurrence Download

description: A dataset containing 983743803 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 983743803 records from 19585 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023352-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/582-svs-5xv
title: Steromphala albida (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/99w-zqv-9fv
title: Bostryx pauli Breure, 1978

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x8z-e5g-z9e
title: Polygyra cereolus (Megerle von Mühlfeld, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/45v-p16-wzy
title: Ergalatax contracta (Reeve, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w3p-mab-1zj
title: Hydatina physis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dt2-wbk-35h
title: Clausilia dubia dubia Draparnaud, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qjt-tyd-41v
title: Helcion pectunculus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ef-d0x-bd0
title: Vertigo moulinsiana (Dupuy, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c6t-b8f-0zq
title: Clausilia whateliana whateliana Charpentier, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q9d-m71-7ys
title: Clausilia rugosa parvula (A. Férussac, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5c3-1dd-a71
title: Stylommatophora A. Schmidt, 1855

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/64z-2ba-5n2
title: Propebela rufa (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e54-lrj-p58
title: Euconulus fulvus fulvus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yde-kv6-b4w
title: Pseudopineria viequensis (L. Pfeiffer, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.