cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.q7wh8b
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.22_1, CHN.26_1, CHN.5_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Paguma larvata"
 ]
}

 The dataset includes 53 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006236-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17131172
title: Stochastic Streets: A Walk Through Random LLM Address Generation in four European Cities

description: Stochastic Streets: A Walk Through Random LLM Address Generation in four European Cities

This repository contains the results generated by six Large Language Models (LLMs):

GPT-4.1, Gemini 2.5 Flash, Gemma 3-12B, LLaMA 3.1–8B, Mistral-7B, Qwen3-8B,using prompts to generate random complete addresses in four different cities: Madrid, Rome, Paris, and Amsterdam.



Each model generated 1000 addresses per city under two conditions:





City-specific prompt in the local languageFor example, prompts for Madrid were in Spanish, Rome in Italian, Paris in French, and Amsterdam in Dutch.




Unified English prompt for all citiesThe English version of the prompt is as follows:



"Generate a random address in the city of {CITY} ({Country}). Generate a complete address, including the number, and make sure it exists. First, choose the street (or avenue, boulevard, etc.) randomly, trying to ensure that all streets have the same probability, and then the number, trying to ensure that all numbers that exist on that street have the same probability. Return only the complete address, with no additional text. Output only the complete address. Do not include any explanation, reasoning, or additional information. Respond with the address text only."






Statistical analyses were performed on the generated results to explore the distributions and characteristics of street names and numbers across models and cities.

📂 Repository Structure





Results/Contains Excel files for all six LLMs and all cities, including:





Raw address outputs generated under both local-language prompts and unified English prompts.




Statistical metrics derived from the generated data.






Figures/Contains visualizations and plots comparing results across models and cities.




Maps/Contains clustering heat maps that provide visual representations of the generated addresses.
DOI: 10.5281/zenodo.17131173
title: Stochastic Streets: A Walk Through Random LLM Address Generation in four European Cities

description: Stochastic Streets: A Walk Through Random LLM Address Generation in four European Cities

This repository contains the results generated by six Large Language Models (LLMs):

GPT-4.1, Gemini 2.5 Flash, Gemma 3-12B, LLaMA 3.1–8B, Mistral-7B, Qwen3-8B,using prompts to generate random complete addresses in four different cities: Madrid, Rome, Paris, and Amsterdam.



Each model generated 1000 addresses per city under two conditions:





City-specific prompt in the local languageFor example, prompts for Madrid were in Spanish, Rome in Italian, Paris in French, and Amsterdam in Dutch.




Unified English prompt for all citiesThe English version of the prompt is as follows:



"Generate a random address in the city of {CITY} ({Country}). Generate a complete address, including the number, and make sure it exists. First, choose the street (or avenue, boulevard, etc.) randomly, trying to ensure that all streets have the same probability, and then the number, trying to ensure that all numbers that exist on that street have the same probability. Return only the complete address, with no additional text. Output only the complete address. Do not include any explanation, reasoning, or additional information. Respond with the address text only."






Statistical analyses were performed on the generated results to explore the distributions and characteristics of street names and numbers across models and cities.

📂 Repository Structure





Results/Contains Excel files for all six LLMs and all cities, including:





Raw address outputs generated under both local-language prompts and unified English prompts.




Statistical metrics derived from the generated data.






Figures/Contains visualizations and plots comparing results across models and cities.




Maps/Contains clustering heat maps that provide visual representations of the generated addresses.
DOI: 10.15468/dl.ezvq6y
title: Occurrence Download

description: A dataset containing 14066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ahnfeltia"
 ]
}

 The dataset includes 14066 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006237-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffu6e6
title: Occurrence Download

description: A dataset containing 65648 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Afrotis"
 ]
}

 The dataset includes 65648 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006182-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjenfy
title: Occurrence Download

description: A dataset containing 118247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is Ciconia ciconia",
 "Year 2000-2025"
 ]
}

 The dataset includes 118247 records from 1311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006214-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.368byy
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mugil curema Valenciennes, 1836",
 {
 "or" : [
 "Year 2010-2021",
 "Year 2010-2021"
 ]
 }
 ]
}

 The dataset includes 346 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219203-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trvbbe
title: Occurrence Download

description: A dataset containing 1103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobius piceus L.Koch, 1862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1103 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010014-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j954xh
title: Occurrence Download

description: A dataset containing 167301 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "StateProvince is one of (sucre, sucre department, sucre region, sucre/cordoba, sucre ?)"
 ]
}

 The dataset includes 167301 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084849-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rp6gxf
title: Occurrence Download

description: A dataset containing 19562 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paulownia tomentosa (Thunb.) Steud."
 ]
}

 The dataset includes 19562 records from 306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238211-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxazwl
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Varanus exanthematicus (Bosc, 1792)"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021689-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.segjje
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galium incurvum Sm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084870-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukfnaw
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pythonichthys asodes Rosenblatt & Rubinoff, 1972"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059839-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6w2kt
title: Occurrence Download

description: A dataset containing 397 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chylismiella pterosperma (S.Watson) W.L.Wagner & Hoch"
 ]
}

 The dataset includes 397 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152806-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqjian
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Vallonia pulchella (O.F.Müller, 1774)"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021685-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kktvuc
title: Occurrence Download

description: A dataset containing 12718 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laminaria digitata (Huds.) J.V.Lamour."
 ]
}

 The dataset includes 12718 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007900-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wm4h4
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Roemeria nigrotincta",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 71 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084854-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cr7e5z
title: Occurrence Download

description: A dataset containing 10496728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sturnus vulgaris Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10496728 records from 932 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021687-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o43axl
title: Occurrence Download

description: A dataset containing 19892 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oligoryzomys Bangs, 1900"
 ]
}

 The dataset includes 19892 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022386-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58nabh
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Ptilorrhoa geislerorum",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082405-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9dqgu
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora trifoliata Cav."
 ]
}

 The dataset includes 185 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223665-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53823
title: These signs shall follow, 1907[?]

description: [description english/roman)] Tract entitled "These signs shall follow: they shall speak with tongues, etc." by Rev. Alexander A. Boddy.
DOI: 10.15468/dl.ce6zgp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemisus barotseensis Channing & Broadley, 2002"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001319-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcstwk
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Ptilinopus speciosus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082361-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53543
title: When the fire fell, 1907[?]

description: [description english/roman)] Tract entitled "When the fire fell, or, God's dealings with one of his children" by T.B. Barratt, of Christiania, Norway. Advertised as "his personal experience". A booklet testifying of God's dealings with T.B. Barratt [33 pages].
DOI: 10.15468/dl.grqqdf
title: Occurrence Download

description: A dataset containing 2139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caryocar brasiliense Cambess."
 ]
}

 The dataset includes 2139 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0356985-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gaa1lz
title: Occurrence Download

description: A dataset containing 214556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "PublishingCountry is Netherlands"
 ]
}

 The dataset includes 214556 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021447-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53542
title: When the fire fell, 1907[?]

description: [description english/roman)] Tract entitled "When the fire fell, or, God's dealings with one of his children" by T.B. Barratt, of Christiania, Norway. Advertised as "his personal experience". A booklet testifying of God's dealings with T.B. Barratt [33 pages].
DOI: 10.15468/dl.4pchhq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Microspingus torquatus pectoralis (Todd, 1922)",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093485-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymkjt9
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bahamas",
 "TaxonKey is Scaridae",
 "Year 2000-2022"
 ]
}

 The dataset includes 301 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223674-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53624
title: A call to pentecost, 1907[?]

description: [description english/roman)] Tract entitled "A call to pentecost" by T.B. Barratt, of Christiania, Norway. A booklet investigating the need for spiritual revival [12 pages].
DOI: 10.15468/dl.ezsfy7
title: Occurrence Download

description: A dataset containing 9465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Ptilotula flavescens",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 9465 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082409-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53530
title: When the fire fell, 1907[?]

description: [description english/roman)] Tract entitled "When the fire fell, or, God's dealings with one of his children" by T.B. Barratt, of Christiania, Norway. Advertised as "his personal experience". A booklet testifying of God's dealings with T.B. Barratt [33 pages].
DOI: 10.15468/dl.wtf2vn
title: Occurrence Download

description: A dataset containing 195779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Occurrence records of southern African aquatic biodiversity"
 ]
}

 The dataset includes 195779 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0377854-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.irplc6
title: Occurrence Download

description: A dataset containing 907 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rallus semiplumbeus P.L.Sclater, 1856"
 ]
}

 The dataset includes 907 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021449-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntx4bf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maxillaria raimondiana Molinari"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082420-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53561
title: To seekers after "the promise of the Father", [s.d.]

description: [description english/roman)] Tract entitled "To seekers after 'the promise of the father'" by T.B. Barratt. An apologetic for the pentecostal experience of baptism in the Spirit [36 pages].
DOI: 10.15468/dl.urestx
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aspects of the taxonomy of the Kalanchoe daigremontiana species complex (Crassulaceae subfam. Kalanchooideae) and associated interspecific hybrids in southern Madagascar, with the description of a new nothospecies, K. × descoingsii (= K. laetivirens × K. tubiflora)"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0356992-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m00mgp
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agriophyllum squarrosum (L.) Moq."
 ]
}

 The dataset includes 212 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021449-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.paeefc
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maxillaria oakes-amesiana Schuit. & M.W.Chase"
 ]
}

 The dataset includes 17 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082416-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-52083
title: Redemption tidings, vol. 33, nos. 1-52, 4 Jan. - 25 Dec. 1957

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.