cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13941500
title: Dataset for Steps Towards Mining Manuscript Images for Untranscribed Texts: A Case Study From the Syriac Collection at the Vatican Library

description: This repository contains data for the article "Steps Towards Mining Manuscript Images for Untranscribed Texts: A Case Study From the Syriac Collection at the Vatican Library" CHR 2024: Computational Humanities Research Conference, December 4–6, 2024, Aarhus, Denmark. 

Digital libraries and databases of texts are invaluable resources for researchers, yet their reliance on printed editions can lead to significant gaps and potentially exclude works without printed reproductions. The Simtho database of Syriac serves as a pertinent example: it is derived primarily from OCR of scholarly editions, but how representative are these of the language's extensive literary tradition, transmitted and preserved in manuscript form for centuries? Taking the Simtho database and a selection of the Vatican Library's Syriac manuscript collection as a case study, we propose a pipeline that aligns a corpus of e-texts with a set of digitised manuscript images, in order to ascertain the presence or absence of texts between the e-text and manuscript corpora and thus contribute to their enrichment. We delve into the complexities of this task, evaluating both effective tools for alignment and approaches to detect factors that can contribute to alignment failures. This case study is intended as a first step towards foundational methodologies applicable to larger-scale manuscript processing efforts.
description: "list_of_images.txt" contains the links to the images of Syriac manuscripts on the IIIF server of the Vatican library.

"automatic_transcriptions.zip" contains alto 4.2 XML files with the segmentation and automatic transcription of these images.

"Overall_results_n7_lev_0.7.tsv" contains a list of all 5660 alignments between the altos resulting from automatic transcription and the textual ground truth from Simtho with 7 columns: id (of the alignment), filename (of the alto), GT_id (of the Simtho part), ocr_lines_in_part, total_aligned_lines (between this alto and this txt), aligned_lines_ratio (proportion of previous), max_aligned_clusters_size (number of lines of longest continuous aligned cluster on this page).
DOI: 10.5281/zenodo.13941501
title: Dataset for Steps Towards Mining Manuscript Images for Untranscribed Texts: A Case Study From the Syriac Collection at the Vatican Library

description: This repository contains data for the article "Steps Towards Mining Manuscript Images for Untranscribed Texts: A Case Study From the Syriac Collection at the Vatican Library" CHR 2024: Computational Humanities Research Conference, December 4–6, 2024, Aarhus, Denmark. 

Digital libraries and databases of texts are invaluable resources for researchers, yet their reliance on printed editions can lead to significant gaps and potentially exclude works without printed reproductions. The Simtho database of Syriac serves as a pertinent example: it is derived primarily from OCR of scholarly editions, but how representative are these of the language's extensive literary tradition, transmitted and preserved in manuscript form for centuries? Taking the Simtho database and a selection of the Vatican Library's Syriac manuscript collection as a case study, we propose a pipeline that aligns a corpus of e-texts with a set of digitised manuscript images, in order to ascertain the presence or absence of texts between the e-text and manuscript corpora and thus contribute to their enrichment. We delve into the complexities of this task, evaluating both effective tools for alignment and approaches to detect factors that can contribute to alignment failures. This case study is intended as a first step towards foundational methodologies applicable to larger-scale manuscript processing efforts.
description: "list_of_images.txt" contains the links to the images of Syriac manuscripts on the IIIF server of the Vatican library.

"automatic_transcriptions.zip" contains alto 4.2 XML files with the segmentation and automatic transcription of these images.

"Overall_results_n7_lev_0.7.tsv" contains a list of all 5660 alignments between the altos resulting from automatic transcription and the textual ground truth from Simtho with 7 columns: id (of the alignment), filename (of the alto), GT_id (of the Simtho part), ocr_lines_in_part, total_aligned_lines (between this alto and this txt), aligned_lines_ratio (proportion of previous), max_aligned_clusters_size (number of lines of longest continuous aligned cluster on this page).
DOI: 10.15468/dl.u9cg27
title: Occurrence Download

description: A dataset containing 112514 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncorhynchus tshawytscha (Walbaum, 1792)"
 ]
}

 The dataset includes 112514 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019842-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020118/2550032
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020123/2550033
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.eq2eqr
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Cleistogenes squarrosa (Trin.) Keng",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 112 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012033-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020129/2550034
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020133/2550035
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.yw5zb2
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is one of (Sabethes Robineau-Desvoidy, 1827, Haemagogus Williston, 1896)"
 ]
}

 The dataset includes 608 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012034-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020137/2550036
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020145/2550037
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020154/2550038
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020157/2550039
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.hpsq4g
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agdestis clematidea Moc. & Sessé ex DC.)",
 "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 356 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012035-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020160/2550040
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020168/2550041
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020171/2550042
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020181/2550043
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020183/2550044
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020189/2550045
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020190/2550046
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.85adga
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((85.19070 14.68629,141.80930 14.68629,141.80930 37.31371,85.19070 37.31371,85.19070 14.68629))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mesona chinensis Benth."
 ]
}

 The dataset includes 96 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012037-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020194/2550047
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020196/2550048
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020200/2550049
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020203/2550050
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020207/2550051
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020209/2550052
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020215/2550053
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020226/2550054
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020241/2550055
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020248/2550056
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.6areyp
title: Occurrence Download

description: A dataset containing 1504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Hong Kong, China)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Lissachatina fulica (Bowdich, 1822)"
 ]
}

 The dataset includes 1504 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012036-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020269/2550057
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020282/2550058
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020291/2550059
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020335/2550060
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020360/2550061
title: Data for EMSL Project 60579 from January 2024
DOI: 10.3886/icpsr36062.v1
title: CBS News Poll, October #2 2013
title: Version 1

description: This poll, the second fielded in October of 2013, is part of a continuing series of monthly surveys that solicits public opinion on a range of political and social issues. Respondents were asked their opinions on various topics including government leaders, the Obama administration, Congress, the economy, the government shut down, the debt ceiling, the Affordable Care Act, immigration, and the Tea Party movement. There are also a series of questions regarding cellular and land-line phone use. Demographic information includes age, race, ethnicity, marital status, education level, household income, type of residential area (e.g., urban or rural), voter registration status, political party affiliation, and political philosophy.
description: The data are not weighted; however, the data contain a weight variable (WEIGHT) that should be used in analyzing the data. According to the CBS News Web site, the data were weighted to match the United States Census Bureau breakdowns on age, sex, race, education, and region of the country. The data were also adjusted for the fact that people who share a telephone with others have less chance to be contacted than people who live alone and have their own telephones, and that households with more than one telephone number have more chances to be called than households with only one telephone number.
description: This poll was conducted among 1,007 adults nationwide. Phone numbers were dialed from samples of both standard land-line and cell phones. The error due to sampling for results based on the entire sample could be plus or minus three percentage points. The error for subgroups may be higher. Interviews were conducted in English and Spanish.
description: Datasets: 
DS1: CBS News Poll, October #2 2013
description: Persons aged 18 or older living in households with telephones and cell phones in the United States. Smallest Geographic Unit: State
description: computer-assisted telephone interview (CATI)Additional information about CBS News Polls can be found at the CBS News Polls Web site.
DOI: 10.25582/data.2024-01.3020378/2550062
title: Data for EMSL Project 60579 from January 2024
DOI: 10.3886/icpsr36062
title: CBS News Poll, October #2 2013
title: Archival Version

description: This poll, the second fielded in October of 2013, is part of a continuing series of monthly surveys that solicits public opinion on a range of political and social issues. Respondents were asked their opinions on various topics including government leaders, the Obama administration, Congress, the economy, the government shut down, the debt ceiling, the Affordable Care Act, immigration, and the Tea Party movement. There are also a series of questions regarding cellular and land-line phone use. Demographic information includes age, race, ethnicity, marital status, education level, household income, type of residential area (e.g., urban or rural), voter registration status, political party affiliation, and political philosophy.
description: The data are not weighted; however, the data contain a weight variable (WEIGHT) that should be used in analyzing the data. According to the CBS News Web site, the data were weighted to match the United States Census Bureau breakdowns on age, sex, race, education, and region of the country. The data were also adjusted for the fact that people who share a telephone with others have less chance to be contacted than people who live alone and have their own telephones, and that households with more than one telephone number have more chances to be called than households with only one telephone number.
description: This poll was conducted among 1,007 adults nationwide. Phone numbers were dialed from samples of both standard land-line and cell phones. The error due to sampling for results based on the entire sample could be plus or minus three percentage points. The error for subgroups may be higher. Interviews were conducted in English and Spanish.
description: Datasets: 
DS1: CBS News Poll, October #2 2013
description: Persons aged 18 or older living in households with telephones and cell phones in the United States. Smallest Geographic Unit: State
description: computer-assisted telephone interview (CATI)Additional information about CBS News Polls can be found at the CBS News Polls Web site.
DOI: 10.25582/data.2024-01.3020392/2550063
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020417/2550064
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020470/2550065
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020479/2550066
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020902/2550067
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020903/2550068
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020904/2550069
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020906/2550070
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020909/2550071
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020910/2550072
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020914/2550073
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020916/2550074
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020917/2550075
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020918/2550076
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.dkvpga
title: Occurrence Download

description: A dataset containing 32523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Clinopodium vulgare L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 32523 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012038-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020919/2550077
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020921/2550078
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020922/2550079
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020923/2550080
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020924/2550081
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020925/2550082
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020927/2550083
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020928/2550084
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020929/2550085
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020930/2550086
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020931/2550087
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020933/2550088
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020934/2550089
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.gseapm
title: Occurrence Download

description: A dataset containing 3154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stellera chamaejasme L."
 ]
}

 The dataset includes 3154 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012042-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020935/2550090
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.ez4u4x
title: Occurrence Download

description: A dataset containing 2852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aronia ×prunifolia (Marshall) Rehder)",
 "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 2852 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012041-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020938/2550091
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020944/2550092
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020947/2550093
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020965/2550094
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.5dakhc
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Spiraea hayatana H.L.Li"
 ]
}

 The dataset includes 156 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012043-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3020970/2550095
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020986/2550096
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020990/2550097
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020992/2550098
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3020994/2550099
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021005/2550100
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021008/2550101
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021010/2550102
title: Data for EMSL Project 60579 from January 2024
DOI: 10.15468/dl.vnxzzt
title: Occurrence Download

description: A dataset containing 1180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Collinsia parviflora Douglas ex Lindl.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1180 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012044-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3021011/2550103
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021016/2550104
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021018/2550105
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021026/2550106
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021031/2550107
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021042/2550108
title: Data for EMSL Project 60579 from January 2024
DOI: 10.25582/data.2024-01.3021043/2550109
title: Data for EMSL Project 60579 from January 2024