cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.n4ba7s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apodemus ponticus",
 "HasCoordinate is true",
 "Country is Iran (Islamic Republic of)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050626-251009101135966/datasets/export for details.
DOI: 10.15468/dl.eeq57g
title: Occurrence Download

description: A dataset containing 2987 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Arab Emirates",
 "Year is 2022",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 2987 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050627-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17419022
title: translate_lingala.csv
DOI: 10.5281/zenodo.17419023
title: translate_lingala.csv
DOI: 10.15468/dl.8wdhrw
title: Occurrence Download

description: A dataset containing 4958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-9959.0",
 "Country is United States of America",
 "TaxonKey is Bromus tectorum"
 ]
}

 The dataset includes 4958 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050628-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14948024
title: Slab dehydration linked to great earthquake rupture barriers along the Alaska Peninsula

description: This repository contains tomography models, input and output files, the full LOTOS program (March 2018, release 2) (Koulakov, 2009, BSSA), and additional scripts written by the authors of this work. We are happy to provide the models as text files, please reach out Liam Moser. 



MAIN_MOD_EXTENDED_WHOLE_CAT_NO_OR_AFTERSHOCKS_CORR_TOPO – Preferred model

MAIN_MOD_EXTENDED_WHOLE_CAT_CORR_TOPO – Model used in Fig. S2a with 2018 Mw7.9 Gulf of Alaska intraplate earthquake aftershocks

SYN_VER1_EXTENDED_WHOLE_CAT_NO_OR_AFTERSHOCKS_B2_WEDGE_20per_CT – Synthetic model in Fig. S16

VERBRD_1_EXTENDED_WHOLE_CAT_NO_OR_AFTERSHOCKS_0p1s_NOISE_CT – Vertical resolution checkerboard tests shown in Figs. S6, S7

LOTOS_04_2018_release_2 – Full LOTOS program

matlab_fuctions – functions needed to prepare above models for visualization in MATLAB. The fuction prep_lotos_mod.m is the main routine that calls the other provided functions.


Koulakov, I., 2009, LOTOS code for local earthquake tomographic inversion: Benchmarks for testing tomographic algorithms: Bulletin of the Seismological Society of America, v. 99, p. 194–214, https://doi.org/10.1785/0120080013.

Moser, Liam, Juan Pablo Canales, and Anne Bécel. "Slab dehydration linked to great earthquake rupture barriers along the Alaska Peninsula." Geophysical Research Letters 52.18 (2025): e2025GL115790.
DOI: 10.15468/dl.fdyaur
title: Occurrence Download

description: A dataset containing 1088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptoglossus occidentalis",
 "HasCoordinate is true",
 "Country is Italy"
 ]
}

 The dataset includes 1088 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050629-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14948023
title: Slab dehydration linked to great earthquake rupture barriers along the Alaska Peninsula

description: This repository contains tomography models, input and output files, the full LOTOS program (March 2018, release 2) (Koulakov, 2009, BSSA), and additional scripts written by the authors of this work. We are happy to provide the models as text files, please reach out Liam Moser. 



MAIN_MOD_EXTENDED_WHOLE_CAT_NO_OR_AFTERSHOCKS_CORR_TOPO – Preferred model

MAIN_MOD_EXTENDED_WHOLE_CAT_CORR_TOPO – Model used in Fig. S2a with 2018 Mw7.9 Gulf of Alaska intraplate earthquake aftershocks

SYN_VER1_EXTENDED_WHOLE_CAT_NO_OR_AFTERSHOCKS_B2_WEDGE_20per_CT – Synthetic model in Fig. S16

VERBRD_1_EXTENDED_WHOLE_CAT_NO_OR_AFTERSHOCKS_0p1s_NOISE_CT – Vertical resolution checkerboard tests shown in Figs. S6, S7

LOTOS_04_2018_release_2 – Full LOTOS program

matlab_fuctions – functions needed to prepare above models for visualization in MATLAB. The fuction prep_lotos_mod.m is the main routine that calls the other provided functions.


Koulakov, I., 2009, LOTOS code for local earthquake tomographic inversion: Benchmarks for testing tomographic algorithms: Bulletin of the Seismological Society of America, v. 99, p. 194–214, https://doi.org/10.1785/0120080013.

Moser, Liam, Juan Pablo Canales, and Anne Bécel. "Slab dehydration linked to great earthquake rupture barriers along the Alaska Peninsula." Geophysical Research Letters 52.18 (2025): e2025GL115790.
DOI: 10.34740/kaggle/dsv/13469424
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17419015
title: Seminal paper on business process modeling, simulation, and manufacturing
DOI: 10.5281/zenodo.17419014
title: Seminal paper on business process modeling, simulation, and manufacturing
DOI: 10.15468/dl.wu675n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbastella barbastellus",
 "HasCoordinate is true",
 "Country is Iran (Islamic Republic of)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050631-251009101135966/datasets/export for details.
DOI: 10.15468/dl.4bk2jk
title: Occurrence Download

description: A dataset containing 4568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Arab Emirates",
 "Year is 2023",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 4568 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050630-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2xybe
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptoglossus occidentalis",
 "HasCoordinate is true",
 "Country is Switzerland"
 ]
}

 The dataset includes 576 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050632-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58xs7m
title: Occurrence Download

description: A dataset containing 2043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptoglossus occidentalis",
 "HasCoordinate is true",
 "Country is Denmark"
 ]
}

 The dataset includes 2043 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050634-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vas98e
title: Occurrence Download

description: A dataset containing 3387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptoglossus occidentalis",
 "HasCoordinate is true",
 "Country is Austria"
 ]
}

 The dataset includes 3387 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050633-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7266/gqrw0zkr
title: Project Step: Utilizing CBPR to Examine Social Determinates of Health Targeting Environmental Data with Underserved Populations
DOI: 10.15468/dl.vf68ed
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Muellera tozziana"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050635-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjvexr
title: Occurrence Download

description: A dataset containing 532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Peromyscopsylla hesperomys adelpha"
 ]
}

 The dataset includes 532 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050638-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9awq7
title: Occurrence Download

description: A dataset containing 4803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grallaria",
 "Year is greater than or equal to 2024"
 ]
}

 The dataset includes 4803 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050637-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cf4j9y
title: Occurrence Download

description: A dataset containing 7438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Arab Emirates",
 "Year is 2024",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 7438 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050636-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eztt2w
title: Occurrence Download

description: A dataset containing 85420 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 one of (Jasminum officinale, Lachnostylis hanekomii, Phylica callosa, Phylica stenantha, Phylica vulgaris, Phylica minutiflora, Goodenia hartiana, Combretum aculeatum, Combretum molle, Dianthus stellaris, Rubus cuspidatus, Rubus cyclops, Rubus geniculatus, Rubus lanaticaulis, Rubus orbifolius, Oxalis rosettifolia, Rubus aggregatus, Amphiglossa corrudaefolia, Ligusticum porteri, Trichocladus grandiflorus, Sedum caeruleum, Sedum sorgerae, Geissorhiza callista, Geissorhiza cataractarum, Goodenia glauca, Goodenia hederacea, Goodenia pusilliflora, Dianthus laingsburgensis, Dianthus mercurii, Dianthus polymorphus, Dianthus tripunctatus, Rubus caninitergi, Rubus conspectus, Rubus gymnocarpus, Rubus ibericus, Rubus velutinus, Dianthus borbonicus, Biscutella marinae, Centrostegia thurberi, Goodenia exigua, Acalypha polystachya, Oxalis phloxidiflora, Oxalis obliquifolia, Oxalis stellata, Oxalis massoniana, Oxalis decaphylla, Prangos corymbosa, Selaginella wrightii, Lastreopsis silvestris, Melodinus acutiflorus, Austrosteenisia glabristyla, Biscutella brevicaulis, Biscutella divionensis, Dianthus ingoldbyi, Rubus amphimalacus, Rubus arduennensis, Rubus macrostemonides, Rubus nemorensis, Rubus obtusangulus, Rubus trigonodontos, Onobrychis huetiana, Claytonia serpenticola, Sedum tuberosum, Bunium bulbocastanum, Dianthus mossanus, Goodenia pterygosperma, Eryngium huteri, Eryngium galioides, Cyclophyllum longipetalum, Casuarina cunninghamiana, Mathewsia incana, Oxalis variifolia, Bunium sivasicum, Phylica barnardii, Phylica tuberculata, Phylica lucida, Phylica plumigera, Claytonia exigua, Dianthus anticarius, Dianthus caucaseus, Geissorhiza exilis, Rubus austroslovacus, Chenolea convallis, Rubus acutipetalus, Onobrychis mehmetchiquii, Sedum wilczekianum, Berkheya erysithales, Eryngium anomalum, Najas graminea, Jasminum multipartitum, Onobrychis cigdemiae, Biscutella gredensis, Geissorhiza grandiflora, Goodenia amplexans, Goodenia sepalosa, Combretum farinosum, Dianthus corymbosus, Dianthus hellwigii, Rubus nemorosus, Loasa mollensis)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 85420 records from 789 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050613-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r475f7
title: Occurrence Download

description: A dataset containing 1302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptoglossus occidentalis",
 "HasCoordinate is true",
 "Country is Poland"
 ]
}

 The dataset includes 1302 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050641-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbvy26
title: Occurrence Download

description: A dataset containing 570655 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 one of (Onobrychis shahpurensis, Dianthus halisdemirii, Polyarrhena stricta, Bunium pachypodum, Goodenia watsonii, Eryngium desertorum, Erythronium grandiflorum, Onobrychis schahuensis, Onobrychis reuteri, Oxalis bulbocastanum, Oxalis caesia, Oxalis algoensis, Oxalis aridicola, Oxalis argillacea, Phylica anomala, Phylica alba, Phylica confusa, Phylica nervosa, Dianthus bolusii, Dianthus sternbergii, Rubus bracteatus, Rubus fruticosus, Rubus pruinifer, Loasa unguiculata, Oxalis carolina, Berkheya chrysanthemoides, Berkheya herbacea, Phelypaea tournefortii, Eryngium billardierei, Rubus anas, Dianthus berkayorum, Sedum erraticum, Tecticornia papillata, Geissorhiza aspera, Goodenia grandiflora, Dianthus martuniensis, Dianthus microlepis, Dianthus moesiacus, Hermas gigantea, Rubus collinus, Rubus idaeoides, Rubus subtercanens, Dianthus fruticosus, Dianthus glutinosus, Goodenia lunata, Dianthus yilmazii, Acalypha paniculata, Callicarpa pedunculata, Pancratium tenuifolium, Gasteria ellaphieae, Gasteria excelsa, Triglochin barrelieri, Paspalum humboldtianum, Geissorhiza monticola, Loasa pallida, Loasa placei, Oxalis perineson, Oxalis imbricata, Oxalis macra, Oxalis lineolata, Oxalis erythrorhiza, Oxalis exserta, Vigna frutescens, Biscutella intermedia, Biscutella neustriaca, Geissorhiza splendidissima, Goodenia armitiana, Dianthus goerkii, Dianthus graminifolius, Dianthus integer, Dianthus integerrimus, Gasteria loedolffiae, Rubus limbarae, Goodenia stellata, Eryngium campestre, Eryngium duriaei, Erythronium helenae, Eucomis schijffii, Oxalis purpurea, Oxalis rosea, Oxalis convexula, Oxalis albiuscula, Sedum apoleipon, Dianthus goekayi, Phylica tysonii, Biscutella maestratensis, Claytonia umbellata, Dianthus balansae, Dianthus pyrenaicus, Dianthus saetabensis, Geissorhiza nutans, Rubus bicolor, Rubus elongatifolius, Rubus semitomentosus, Berkheya rosulata, Amphiglossa callunoides, Eryngium atlanticum, Eryngium polycephalum, Jasminum grandiflorum, Geissorhiza)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 570655 records from 2637 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050615-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-131260
title: Annual Holy Convocation of the Church of God in Christ (97th: 2004)

description: [description english/roman)] The souvenir journal of the Holy Convocation of the Church of God in Christ. Annually.
DOI: 10.15468/dl.wdryxe
title: Occurrence Download

description: A dataset containing 51874862 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 51874862 records from 4359 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004311-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8nnry
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erebia wanga Bremer, 1864",
 "HasCoordinate is true"
 ]
}

 The dataset includes 172 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065613-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2oneil
title: Occurrence Download

description: A dataset containing 2385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.74177 20.18633,-98.93703 20.0727,-99.00948 19.9656,-99.09737 19.88039,-99.10732 19.76929,-98.88004 19.74926,-98.71559 19.77575,-98.65105 19.68138,-98.61088 19.69367,-98.56144 19.7053,-98.49621 19.7499,-98.42411 19.77769,-98.46874 19.87458,-98.4684 19.93591,-98.39424 19.92559,-98.37811 20.01465,-98.44334 20.01336,-98.45295 19.95915,-98.55251 20.02368,-98.55114 20.10688,-98.62186 20.12171,-98.61774 20.24996,-98.73808 20.38615,-98.85721 20.62572,-98.89034 20.68483,-98.76932 20.6845,-98.71267 20.78244,-98.68898 20.8694,-98.65328 21.00664,-98.68778 21.19914,-98.77138 21.25706,-98.84245 21.23818,-99.00021 21.11973,-99.13273 21.03388,-99.20757 20.99414,-99.23006 20.89249,-99.23092 20.86202,-99.22062 20.82673,-99.30714 20.80041,-99.32636 20.77024,-99.28791 20.63664,-99.16912 20.6784,-99.11968 20.58587,-99.05788 20.45404,-98.86425 20.22097,-98.82648 20.16361,-98.74177 20.18633))",
 "HasCoordinate is true",
 "TaxonKey is Mammalia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2385 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015690-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vecupk
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ipomoea setosa Ker Gawl."
 ]
}

 The dataset includes 247 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091140-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wwmyz
title: Occurrence Download

description: A dataset containing 35865775 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is BEL"
 ]
}

 The dataset includes 35865775 records from 801 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065575-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghz33k
title: Occurrence Download

description: A dataset containing 27028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "GadmGid is CAN.2_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sphyrapicus ruber (J.F.Gmelin, 1788)"
 ]
}

 The dataset includes 27028 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127292-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ny1yo
title: Occurrence Download

description: A dataset containing 27745414 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Actinopterygii"
 ]
}

 The dataset includes 27745414 records from 2304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015683-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14886316
title: Microwave Scattering Properties of Snowflakes Using the Discrete Dipole Approximation

description: This dataset comprises detailed simulations of electromagnetic scattering properties of snowflakes, generated using J. Leinonen's aggregation model (https://github.com/jleinonen/aggregation). The model is described in:

Leinonen, J., and  Szyrmer, W. (2015),  Radar signatures of snowflake riming: A modeling study, Earth and Space Science,  2,  346– 358, doi:10.1002/2015EA000102.The snowflake structures are represented as 3D dipole arrangements, with each file containing attributes such as mass and particle dimensions.

Electromagnetic scattering properties were computed using the ADDA software, configured for vertically pointing radar with particles rotated around the vertical axis. The output includes the Mueller matrix, scattering, and extinction cross-section values across various common radar frequencies. Simulation results are stored in text files, which can be easily linked to the corresponding snowflake structure files by filename.
DOI: 10.5281/zenodo.14925058
title: Microwave Scattering Properties of Snowflakes Using the Discrete Dipole Approximation; single scattering plane, (part 1)

description: This dataset comprises detailed simulations of electromagnetic scattering properties of snowflakes, generated using J. Leinonen's aggregation model (https://github.com/jleinonen/aggregation). The model is described in:

Leinonen, J., and  Szyrmer, W. (2015),  Radar signatures of snowflake riming: A modeling study, Earth and Space Science,  2,  346– 358, doi:10.1002/2015EA000102.The snowflake structures are represented as 3D dipole arrangements, with each file containing attributes such as mass and particle dimensions.

Electromagnetic scattering properties were computed using the ADDA software, configured for vertically pointing radar with particles aligned along the X-axis. The output includes the Mueller matrix, scattering, and extinction cross-section values across various common radar frequencies. Simulation results are stored in text files, which can be easily linked to the corresponding snowflake structure files by filename.The structure files are stored in:Mroz, K. (2025). Microwave Scattering Properties of Snowflakes Using the Discrete Dipole Approximation [Data set]. Zenodo. https://doi.org/10.5281/zenodo.14886316