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

description: A dataset containing 530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Silene csereii Baumg.)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 530 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002384-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-02.3046158/2524721
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046159/2524722
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046163/2524723
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046164/2524724
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046165/2524725
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046166/2524726
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046168/2524727
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046169/2524728
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046171/2524729
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046176/2524730
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046177/2524731
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046178/2524732
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046180/2524733
title: Data for EMSL Project 51287 from February 2024
DOI: 10.15468/dl.xswj6m
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Epidendrum heterodoxum Rchb.f."
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002386-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-02.3046181/2524734
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046185/2524735
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046186/2524736
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046187/2524737
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046188/2524738
title: Data for EMSL Project 51287 from February 2024
DOI: 10.15468/dl.xgzvkk
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Epidendrum hypoporphyreum Hágsater, E.Santiago & E.Parra"
 ]
}

 The dataset includes 41 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002388-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-02.3046189/2524739
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046190/2524740
title: Data for EMSL Project 51287 from February 2024
DOI: 10.15468/dl.6b2z7g
title: Occurrence Download

description: A dataset containing 20780 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amaranthus deflexus L.)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20780 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002385-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7xsta
title: Occurrence Download

description: A dataset containing 524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalaemus albonotatus (Steindachner, 1864)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 524 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002387-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-02.3046191/2524741
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046193/2524742
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046194/2524743
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046199/2524744
title: Data for EMSL Project 51287 from February 2024
DOI: 10.15468/dl.xsttpf
title: Occurrence Download

description: A dataset containing 15220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Africa",
 "Country is Ethiopia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Plantae, Juniperus L.)",
 "Year 1972-2025"
 ]
}

 The dataset includes 15220 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002422-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-02.3046201/2524745
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046202/2524746
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046203/2524747
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046204/2524748
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046205/2524749
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046207/2524750
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046208/2524751
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046209/2524752
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046210/2524753
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046211/2524754
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046212/2524755
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046213/2524756
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046215/2524757
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046216/2524758
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046219/2524759
title: Data for EMSL Project 51287 from February 2024
DOI: 10.15468/dl.v35z63
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Allium lineare L."
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002389-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-02.3046221/2524760
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046222/2524761
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046227/2524762
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046228/2524763
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046236/2524764
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046237/2524765
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046238/2524766
title: Data for EMSL Project 51287 from February 2024
DOI: 10.15468/dl.aq95uu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acteana alazonica Karsch, 1896)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002391-250227182400228/datasets/export for details.
DOI: 10.15468/dl.c296ws
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physalaemus signifer (Girard, 1853)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 148 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002392-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-02.3046239/2524767
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046240/2524768
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046241/2524769
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3046242/2524770
title: Data for EMSL Project 51287 from February 2024
DOI: 10.15468/dl.m55pn8
title: Occurrence Download

description: A dataset containing 262952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calamagrostis epigejos (L.) Roth)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 262952 records from 1026 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002377-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efmxby
title: Occurrence Download

description: A dataset containing 2020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cerastium regelii Ostenf.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2020 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258054-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9qhrg
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Cordia goeldiana Huber)"
 ]
}

 The dataset includes 229 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015873-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-182211
title: Primiritel' = [Reconciler], 1994, no. 3, whole no. 16

description: [description english/roman)] Primiritel', 1994, no. 3, obshchiy no. 16 = [Reconciler], 1994, no. 3, whole no. 16. Founded in 1929, relaunched in 1991.
DOI: 10.15468/dl.3s2d9f
title: Occurrence Download

description: A dataset containing 704313 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Serbia"
 ]
}

 The dataset includes 704313 records from 578 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015864-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4akr9h
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa bactriana Roshev."
 ]
}

 The dataset includes 132 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087327-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-182393
title: Primiritel' = [Reconciler], 1996, no. 4, whole no. 25

description: [description english/roman)] Primiritel', 1996, no. 4, obshchiy no. 25 = [Reconciler], 1996, no. 4, whole no. 25. Founded in 1929, relaunched in 1991.
DOI: 10.15468/dl.7p92m7
title: Occurrence Download

description: A dataset containing 20727 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Arctic Species Trend Index (ASTI) : Terrestrial"
 ]
}

 The dataset includes 20727 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015875-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.burb7p
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cavia porcellus (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 429 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257551-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-182400
title: Primiritel' = [Reconciler], 1996, no. 4, whole no. 25

description: [description english/roman)] Primiritel', 1996, no. 4, obshchiy no. 25 = [Reconciler], 1996, no. 4, whole no. 25. Founded in 1929, relaunched in 1991.
DOI: 10.15468/dl.rmxjdp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parasa consocia Walker, 1865, Parasa consocia, Parasa consocia, Parasa consocia Walker, 1865, 157941017, Alphabaculovirus Parasa consocia nucleopolyhedrovirus, Parasa consocia Walker, 1865, Chlorocryptus purpuratus (Smith, 1852), Chlorocryptus purpuratus (Smith), Heterogenea princeps Staudinger, 1887, Parasa tessellata Moore, 1877, Parasa tessellata Moore, 1877, Heterogenea princeps Staudinger, 1887)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((118 27,123 27,123 31.25,118 31.25,118 27))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018246-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dkkru
title: Occurrence Download

description: A dataset containing 1024 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus serotina Michx."
 ]
}

 The dataset includes 1024 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257559-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181851
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 2 (2000 kvitenʹ-chervenʹ), obshchiy no. 130 = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.5tdp6j
title: Occurrence Download

description: A dataset containing 100073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula patula L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 100073 records from 533 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257553-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.by7pac
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is Royal BC Museum - Herbarium (V)",
 "GadmGid is CAN.2_1",
 "TaxonKey is one of (Huperzia selago (L.) Bernh., Huperzia acicularis Björk, Huperzia arctica (Tolm.) Sipliv., Huperzia haleakalae (Brack.) Holub, Huperzia continentalis Testo, A.Haines & A.V.Gilman)"
 ]
}

 The dataset includes 121 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002986-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181856
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 2 (2000 kvitenʹ-chervenʹ), obshchiy no. 130 = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.25549/pcra-c14-181870
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 2 (2000 kvitenʹ-chervenʹ), obshchiy no. 130 = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.nhf2z4
title: Occurrence Download

description: A dataset containing 521 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyetornis rufigularis (Hartlaub, 1852)"
 ]
}

 The dataset includes 521 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0375322-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcxxmn
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rothschildia cincta Draudt, 1929"
 ]
}

 The dataset includes 162 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011562-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eghwbq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula bechiana Hayek",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257530-210914110416597/datasets/export for details.
DOI: 10.25549/pcra-c14-181905
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 2 (2000 kvitenʹ-chervenʹ), obshchiy no. 130 = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.fmv943
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Year 2017-2017"
 ]
}

 The dataset includes 63 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015079-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181903
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 2 (2000 kvitenʹ-chervenʹ), obshchiy no. 130 = Evangelical Voice, 2000, no. 2 (2000 April-June), whole no. 130. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.4t67f4
title: Occurrence Download

description: A dataset containing 14493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries Linnaeus, 1758",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14493 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258057-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15764879
title: Synthetic Commodity Sales Dataset for Spatio-Temporal Forecasting

description: This synthetic dataset contains monthly observations of commodity sales and related exogenous variables across 40 spatially distributed stations over the period 2000–2011 (12 months per year). Each record includes:





Geographic coordinates: x-axis and y-axis values defining station location




Commodity sales: monthly sales volumes for the target commodity




Traffic levels: categorical indicator (high / low) of station traffic




Rainfall: monthly precipitation in inches




Temperature: monthly average in °C



The spatial layout of all 40 stations—based on their x/y coordinates—is illustrated in Figure 1 of the associated manuscript. This dataset was specifically constructed to support the development and evaluation of spatio‐temporal forecasting models that integrate geographic and seasonal drivers of sales.
DOI: 10.5281/zenodo.15764880
title: Synthetic Commodity Sales Dataset for Spatio-Temporal Forecasting

description: This synthetic dataset contains monthly observations of commodity sales and related exogenous variables across 40 spatially distributed stations over the period 2000–2011 (12 months per year). Each record includes:





Geographic coordinates: x-axis and y-axis values defining station location




Commodity sales: monthly sales volumes for the target commodity




Traffic levels: categorical indicator (high / low) of station traffic




Rainfall: monthly precipitation in inches




Temperature: monthly average in °C



The spatial layout of all 40 stations—based on their x/y coordinates—is illustrated in Figure 1 of the associated manuscript. This dataset was specifically constructed to support the development and evaluation of spatio‐temporal forecasting models that integrate geographic and seasonal drivers of sales.