cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25375/uct.25975156
title: High-high cluster and high-low outlier road intersections without road signage associated with road traffic crashes within the CoCT in 2017, 2018 and 2019

description: This dataset offers a detailed inventory of unsignalled road intersections and their corresponding suburbs within Cape Town, meticulously curated to highlight instances of high crash counts observed in "high-high" cluster and "high-low" outlier fishnet grid cells across the years 2017, 2018 and 2019. To enhance its utility, the dataset meticulously colour-codes each month associated with elevated crash occurrences, providing a nuanced perspective. Furthermore, the dataset categorises the unsignalled road intersections based on their placement within "high-high" clusters (marked with pink tabs) or "high-low" outlier cells (indicated by red tabs). For ease of navigation, the intersections are further organised alphabetically by suburb name, ensuring accessibility and clarity.Data SpecificsData Type: Geospatial-temporal categorical data with numeric attributesFile Format: Word document (.docx)Size: 172 KBNumber of Files: The dataset contains a total of 176 road intersection records ( 47 "high-high" clusters and 129 "high-low" outliers)Date Created: 22nd May 2024MethodologyData Collection Method: The descriptive road traffic crash data per crash victim involved in the crashes was obtained from the City of Cape Town Network InformationSoftware: ArcGIS Pro, Open Refine, Python, SQLProcessing Steps: The raw road traffic crash data underwent a comprehensive refining process using Python software to ensure its accuracy and consistency. Following this, duplicates were eliminated to retain only one entry per crash incident. Subsequently, the data underwent further refinement with Open Refine software, focusing specifically on isolating unique crash descriptions for subsequent geocoding in ArcGIS Pro. Notably, during this process, only the road intersection crashes were retained, as they were the only incidents that were able to be spatially defined.Once geocoded, road intersection crashes that were said to have occurred in the absence of visible road signage were extracted so that subsequent spatio-temporal analyses would focus on these crashes only. The spatio-temporal analysis methods by which these crashes were analysed included spatial autocorrelation, hotspot analysis, and cluster and outlier analysis. Leveraging these methods, unsignalled road intersections associated with crashes identified as either "high-high" clusters or "high-low" outliers were extracted for inclusion in the dataset.Geospatial InformationSpatial Coverage:West Bounding Coordinate: 18°20'EEast Bounding Coordinate: 19°05'ENorth Bounding Coordinate: 33°25'SSouth Bounding Coordinate: 34°25'SCoordinate System: South African Reference System (Lo19) using the Universal Transverse Mercator projectionTemporal InformationTemporal Coverage:Start Date: 01/01/2017End Date: 31/12/2019
DOI: 10.25375/uct.25975156.v1
title: High-high cluster and high-low outlier road intersections without road signage associated with road traffic crashes within the CoCT in 2017, 2018 and 2019

description: This dataset offers a detailed inventory of unsignalled road intersections and their corresponding suburbs within Cape Town, meticulously curated to highlight instances of high crash counts observed in "high-high" cluster and "high-low" outlier fishnet grid cells across the years 2017, 2018 and 2019. To enhance its utility, the dataset meticulously colour-codes each month associated with elevated crash occurrences, providing a nuanced perspective. Furthermore, the dataset categorises the unsignalled road intersections based on their placement within "high-high" clusters (marked with pink tabs) or "high-low" outlier cells (indicated by red tabs). For ease of navigation, the intersections are further organised alphabetically by suburb name, ensuring accessibility and clarity.Data SpecificsData Type: Geospatial-temporal categorical data with numeric attributesFile Format: Word document (.docx)Size: 172 KBNumber of Files: The dataset contains a total of 176 road intersection records ( 47 "high-high" clusters and 129 "high-low" outliers)Date Created: 22nd May 2024MethodologyData Collection Method: The descriptive road traffic crash data per crash victim involved in the crashes was obtained from the City of Cape Town Network InformationSoftware: ArcGIS Pro, Open Refine, Python, SQLProcessing Steps: The raw road traffic crash data underwent a comprehensive refining process using Python software to ensure its accuracy and consistency. Following this, duplicates were eliminated to retain only one entry per crash incident. Subsequently, the data underwent further refinement with Open Refine software, focusing specifically on isolating unique crash descriptions for subsequent geocoding in ArcGIS Pro. Notably, during this process, only the road intersection crashes were retained, as they were the only incidents that were able to be spatially defined.Once geocoded, road intersection crashes that were said to have occurred in the absence of visible road signage were extracted so that subsequent spatio-temporal analyses would focus on these crashes only. The spatio-temporal analysis methods by which these crashes were analysed included spatial autocorrelation, hotspot analysis, and cluster and outlier analysis. Leveraging these methods, unsignalled road intersections associated with crashes identified as either "high-high" clusters or "high-low" outliers were extracted for inclusion in the dataset.Geospatial InformationSpatial Coverage:West Bounding Coordinate: 18°20'EEast Bounding Coordinate: 19°05'ENorth Bounding Coordinate: 33°25'SSouth Bounding Coordinate: 34°25'SCoordinate System: South African Reference System (Lo19) using the Universal Transverse Mercator projectionTemporal InformationTemporal Coverage:Start Date: 01/01/2017End Date: 31/12/2019
DOI: 10.15468/dl.6jw42z
title: Occurrence Download

description: A dataset containing 3495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-135.13900 20.65076,-60.86100 20.65076,-60.86100 50.34924,-135.13900 50.34924,-135.13900 20.65076))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gopherus agassizii (Cooper, 1861)",
 "Year 1900-2022"
 ]
}

 The dataset includes 3495 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189251-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ypsv3
title: Occurrence Download

description: A dataset containing 17303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, United Kingdom of Great Britain and Northern Ireland, Svalbard and Jan Mayen, Norway, Sweden, Finland, Estonia, Latvia, Lithuania, Portugal, Spain, France, Germany, Belgium, Netherlands, Switzerland, Austria, Italy, Greece, Cyprus, Türkiye, Russian Federation, Belarus, Ukraine, Poland, Czechia, Hungary, Slovakia, Romania, Bulgaria, North Macedonia, Albania, Montenegro, Serbia, Kosovo, Bosnia and Herzegovina, Slovenia, Croatia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Teucrium capitatum L."
 ]
}

 The dataset includes 17303 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061392-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110874978
title: Persepolis Fortification Elamite Tablet 0495, PF-NN 0495

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 0495 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on right edge, obverse, reverse and bottom edge toward right edge. Seal impression on left edge. ❧ [Physical Object Note:] Minor chipping on obverse toward round edge and reverse.
DOI: 10.25549/inscriptifact-ouc110874393
title: Persepolis Fortification Anepigraphic Tablet 0417.207, PFAnep 0417.207

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.207, PFUT 0417-207 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions of left edge? obverse, ❧ [Physical Object Note:] Major cracks on bottom edge, obverse, reverse, upper edge. Small cracks on left edge. Reverse has additional damage.
DOI: 10.15468/dl.5wr4yg
title: Occurrence Download

description: A dataset containing 26947 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Popillia japonica Newman, 1838"
 ]
}

 The dataset includes 26947 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142467-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110874394
title: Persepolis Fortification Anepigraphic Tablet 0417.208, PFAnep 0417.208

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.208, PFUT 0417-208 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, reverse, upper edge. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110874395
title: Persepolis Fortification Anepigraphic Tablet 0417.208, PFAnep 0417.208

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.208, PFUT 0417-208 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, reverse, upper edge. (Upper and bottom edges may be reversed)
DOI: 10.15468/dl.w6mw9m
title: Occurrence Download

description: A dataset containing 2811 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "EventDate is less than or equal to 2022-08-09",
 "EventDate is greater than or equal to 2022-08-02",
 "DecimalLatitude is greater than or equal to 35",
 "DecimalLatitude is less than or equal to 72",
 "DecimalLongitude is greater than or equal to -86",
 "DecimalLongitude is less than or equal to -47"
 ]
}

 The dataset includes 2811 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0419132-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110874419
title: Persepolis Fortification Anepigraphic Tablet 0417.208, PFAnep 0417.208

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.208, PFUT 0417-208 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, reverse, upper edge. (Upper and bottom edges may be reversed)
DOI: 10.15468/dl.srsz7d
title: Occurrence Download

description: A dataset containing 3342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mycetophagus quadripustulatus (Linnaeus, 1761))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 3342 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156936-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110874423
title: Persepolis Fortification Anepigraphic Tablet 0417.208, PFAnep 0417.208

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0417.208, PFUT 0417-208 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, reverse, upper edge. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc111108648
title: Contract with list of merchandise, UT 1599-2

description: [Text Description:] Contract with list of merchandise: cargo of a canal boat. ❧ [Text or Publication Number Note:] UT 1599-2 ❧ [Excavation Description:] Jokha ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Rectangular clay tablet, uniform beige color with white and pink. LABEL: "1599" in black ink, "2" in red ink. Broken and repaired. 10.5 x 4.5cm. ❧ [Physical Object Note:] Reign of Amar-Sin, third dynastic king.
DOI: 10.15468/dl.9buk5w
title: Occurrence Download

description: A dataset containing 2025676 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Artiodactyla"
 ]
}

 The dataset includes 2025676 records from 1846 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193767-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.npty2s
title: Occurrence Download

description: A dataset containing 1876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-69.62609 -12.61979,-69.59884 -12.74608,-69.30586 -12.63973,-68.88344 -12.59984,-68.89366 -12.44021,-69.38081 -12.47347,-69.62609 -12.61979))",
 "HasGeospatialIssue is false",
 "TaxonKey is Ramphastos tucanus Linnaeus, 1758"
 ]
}

 The dataset includes 1876 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073229-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8h8pxw
title: Occurrence Download

description: A dataset containing 73804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Hirundo smithii Leach & K.D.Koenig, 1818",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 73804 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073223-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.940894
title: Incident spectral solar irradiance measured above sea ice at station PS122/2_18-10 on 2019-12-30

description: Incident spectral solar irradiance measured above sea ice. The irradiance sensor (cos-collector) was installed on the sea ice for surface reference measurements (solar irradiance).
DOI: 10.1594/pangaea.940449
title: Positioning of ROV at station PS122/3_32-34 on 2020-03-18

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940457
title: Positioning of ROV at station PS122/3_36-112 on 2020-04-18

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940460
title: Positioning of ROV at station PS122/3_37-108 on 2020-04-25

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940431
title: Positioning of ROV at station PS122/2_21-36 on 2020-01-21

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940446
title: Positioning of ROV at station PS122/3_31-75 on 2020-03-14

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940435
title: Positioning of ROV at station PS122/2_23-29 on 2020-02-04

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940448
title: Positioning of ROV at station PS122/3_32-33 on 2020-03-18

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940437
title: Positioning of ROV at station PS122/2_24-70 on 2020-02-11, dive 1

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940472
title: Positioning of ROV at station PS122/4_45-61 on 2020-07-01, dive 1

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940453
title: Positioning of ROV at station PS122/3_34-20 on 2020-03-31

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940432
title: Positioning of ROV at station PS122/2_21-125 on 2020-01-25

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940434
title: Positioning of ROV at station PS122/2_22-107 on 2020-02-02

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940464
title: Positioning of ROV at station PS122/3_39-20 on 2020-05-05

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940901
title: Incident spectral solar irradiance measured above sea ice at station PS122/2_20-23 on 2020-01-14

description: Incident spectral solar irradiance measured above sea ice. The irradiance sensor (cos-collector) was installed on the sea ice for surface reference measurements (solar irradiance).
DOI: 10.1594/pangaea.940461
title: Positioning of ROV at station PS122/3_38-50 on 2020-04-28

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940465
title: Positioning of ROV at station PS122/3_39-77 on 2020-05-09

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.941937
title: Downward spectral solar irradiance as measured in different depths under sea ice (transmitted irradiance) at station PS122/5_59-369 on 2020-08-29

description: Downward spectral solar irradiance as measured in different depths under sea ice (transmitted irradiance). The irradiance sensor (cos-collector) was installed on the ROV.
DOI: 10.1594/pangaea.940466
title: Positioning of ROV at station PS122/4_44-162 on 2020-06-24, dive 2

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.941760
title: Downward spectral solar irradiance as measured in different depths under sea ice (transmitted irradiance) at station PS122/4_47-31 on 2020-07-14

description: Downward spectral solar irradiance as measured in different depths under sea ice (transmitted irradiance). The irradiance sensor (cos-collector) was installed on the ROV.
DOI: 10.1594/pangaea.941934
title: Downward spectral solar irradiance as measured in different depths under sea ice (transmitted irradiance) at station PS122/4_49-105 on 2020-07-28

description: Downward spectral solar irradiance as measured in different depths under sea ice (transmitted irradiance). The irradiance sensor (cos-collector) was installed on the ROV.
DOI: 10.1594/pangaea.940467
title: Positioning of ROV at station PS122/4_44-191 on 2020-06-27, dive 1

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.
DOI: 10.1594/pangaea.940906
title: Incident spectral solar irradiance measured above sea ice at station PS122/2_22-107 on 2020-02-02

description: Incident spectral solar irradiance measured above sea ice. The irradiance sensor (cos-collector) was installed on the sea ice for surface reference measurements (solar irradiance).
DOI: 10.1594/pangaea.940479
title: Positioning of ROV at station PS122/4_46-172 on 2020-07-10

description: Position (x, y coordinate in local position system) and attitude (depth, heading roll, pitch) of the ROV. Data as recorded in the field.