cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.b9afde
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1800",
 "Year is less than or equal to 1809"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040292-251025141854904/datasets/export for details.
DOI: 10.15468/dl.jkkuct
title: Occurrence Download

description: A dataset containing 9514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (function (name, pos = -1, envir = as.environment(pos), all.names = FALSE, pattern, sorted = TRUE) \n{\n if (!missing(name)) {\n pos &lt;- tryCatch(name, error = function(e) e)\n if (inherits(pos, \"error\")) {\n name &lt;- substitute(name)\n if (!is.character(name)) \n name &lt;- deparse(name)\n warning(gettextf(\"%s converted to character string\", sQuote(name)), domain = NA)\n pos &lt;- name\n }\n }\n all.names &lt;- .Internal(ls(envir, all.names, sorted))\n if (!missing(pattern)) {\n if ((ll &lt;- length(grep(\"[\", pattern, fixed = TRUE))) && ll != length(grep(\"]\", pattern, fixed = TRUE))) {\n if (pattern == \"[\") {\n pattern &lt;- \"\\\\[\"\n warning(\"replaced regular expression pattern '[' by '\\\\\\\\['\")\n }\n else if (length(grep(\"[^\\\\\\\\]\\\\[&lt;-\", pattern))) {\n pattern &lt;- sub(\"\\\\[&lt;-\", \"\\\\\\\\\\\\[&lt;-\", pattern)\n warning(\"replaced '[&lt;-' by '\\\\\\\\[&lt;-' in regular expression pattern\")\n }\n }\n grep(pattern, all.names, value = TRUE)\n }\n else all.names\n}, Amaranthus blitum, Amaranthus viridis, Bidens pilosa)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9514 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040294-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prym5y
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.0188 20.69913, -105.8688 20.69913, -105.8688 20.84913, -106.0188 20.84913, -106.0188 20.69913))"
 ]
}

 The dataset includes 60 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040293-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fywxct
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1810",
 "Year is less than or equal to 1819"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040295-251025141854904/datasets/export for details.
DOI: 10.25345/c54j0b99s
title: MassIVE MSV000099936 - Gut bacteria-derived sphingolipids alter innate immune responses to oral cholera vaccine antigens - fecal lipidomics
title: Lipidomics analysis of fecal samples from study participants from Bangladesh receiving an oral cholera vaccine. Study participants were followed post vaccination and categorized as vaccine responders and nonresponders.
DOI: 10.5281/zenodo.17636151
title: Data associated with Assessing the importance of sediment characterization on seabed embedment predictions of cylindrical objects

description: Literature data collected for the purpose of prediction and analysis of embedment statistics of a cylindrical object in a generalized setting. Files in this dataset include data from literature, matlab codes, and processed data as images. A Table of Contents is placed at the start to help navigate the contents and their location.
DOI: 10.5281/zenodo.17636152
title: Data associated with Assessing the importance of sediment characterization on seabed embedment predictions of cylindrical objects

description: Literature data collected for the purpose of prediction and analysis of embedment statistics of a cylindrical object in a generalized setting. Files in this dataset include data from literature, matlab codes, and processed data as images. A Table of Contents is placed at the start to help navigate the contents and their location.
DOI: 10.15468/dl.3w54fa
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.8688 20.69913, -105.7188 20.69913, -105.7188 20.84913, -105.8688 20.84913, -105.8688 20.69913))"
 ]
}

 The dataset includes 271 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040296-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6uxz2c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1820",
 "Year is less than or equal to 1829"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040297-251025141854904/datasets/export for details.
DOI: 10.15468/dl.vf3jqu
title: Occurrence Download

description: A dataset containing 6817 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.7188 20.69913, -105.5688 20.69913, -105.5688 20.84913, -105.7188 20.84913, -105.7188 20.69913))"
 ]
}

 The dataset includes 6817 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040298-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17636197
title: MOOC Renewal Dataset and Code for Budget-Aware TOPSIS Optimization

description: This repository contains all data, code, and outputs required to reproduce the results reported in the associated paper.

Folder contents:1. Survey Instrument.docx – Full questionnaire used to collect learner feedback.2. MOOC_Feedback_Anonymized.csv – Anonymized responses (n=437).3. Criteria_Matrix_with_Effort.csv – Processed matrix with learner value and effort.4. Code.docx – Reproducible Google Colab code (Entropy, CRITIC, TOPSIS, knapsack).5. Topsis_Outputs.zip – Final results (ranking tables, optimization results, figures).

How to reproduce:1. Open the code in Google Colab.2. Upload the criteria_matrix_with_effort.csv as input.3. Run all cells to generate ranking and optimization outputs.4. Results will be automatically downloaded as CSVs and PNGs.
DOI: 10.5281/zenodo.17636198
title: MOOC Renewal Dataset and Code for Budget-Aware TOPSIS Optimization

description: This repository contains all data, code, and outputs required to reproduce the results reported in the associated paper.

Folder contents:1. Survey Instrument.docx – Full questionnaire used to collect learner feedback.2. MOOC_Feedback_Anonymized.csv – Anonymized responses (n=437).3. Criteria_Matrix_with_Effort.csv – Processed matrix with learner value and effort.4. Code.docx – Reproducible Google Colab code (Entropy, CRITIC, TOPSIS, knapsack).5. Topsis_Outputs.zip – Final results (ranking tables, optimization results, figures).

How to reproduce:1. Open the code in Google Colab.2. Upload the criteria_matrix_with_effort.csv as input.3. Run all cells to generate ranking and optimization outputs.4. Results will be automatically downloaded as CSVs and PNGs.
DOI: 10.25740/ppax-bf07
title: 2010 Machine Learning Data Set for NASA's Solar Dynamics Observatory - Atmospheric Imaging Assembly

description: We present a curated dataset from the NASA Solar Dynamics Observatory (SDO) mission in a format suitable for machine learning research. Beginning from level 1 scientific products we have processed various instrumental corrections, downsampled to manageable spatial and temporal resolutions, and synchronized observations spatially and temporally. We anticipate this curated dataset will facilitate machine learning research in heliophysics and the physical sciences generally, increasing the scientific return of the SDO mission. This work is a deliverable of the 2018 NASA Frontier Development Lab program. This page includes data from 2010. Data from 2011-2018 are also available. See links to related items elsewhere on this page.
DOI: 10.15468/dl.mttnkd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1830",
 "Year is less than or equal to 1839"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040299-251025141854904/datasets/export for details.
DOI: 10.13140/rg.2.2.33711.19362
title: LINK TO CONFERENCE VIDEO-AUDIO AND SUBTITLES IN ENGLISH.pdf
DOI: 10.15468/dl.bshchj
title: Occurrence Download

description: A dataset containing 9514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (function (name, pos = -1, envir = as.environment(pos), all.names = FALSE, pattern, sorted = TRUE) \n{\n if (!missing(name)) {\n pos &lt;- tryCatch(name, error = function(e) e)\n if (inherits(pos, \"error\")) {\n name &lt;- substitute(name)\n if (!is.character(name)) \n name &lt;- deparse(name)\n warning(gettextf(\"%s converted to character string\", sQuote(name)), domain = NA)\n pos &lt;- name\n }\n }\n all.names &lt;- .Internal(ls(envir, all.names, sorted))\n if (!missing(pattern)) {\n if ((ll &lt;- length(grep(\"[\", pattern, fixed = TRUE))) && ll != length(grep(\"]\", pattern, fixed = TRUE))) {\n if (pattern == \"[\") {\n pattern &lt;- \"\\\\[\"\n warning(\"replaced regular expression pattern '[' by '\\\\\\\\['\")\n }\n else if (length(grep(\"[^\\\\\\\\]\\\\[&lt;-\", pattern))) {\n pattern &lt;- sub(\"\\\\[&lt;-\", \"\\\\\\\\\\\\[&lt;-\", pattern)\n warning(\"replaced '[&lt;-' by '\\\\\\\\[&lt;-' in regular expression pattern\")\n }\n }\n grep(pattern, all.names, value = TRUE)\n }\n else all.names\n}, Amaranthus blitum, Amaranthus viridis, Bidens pilosa)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9514 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040302-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84fpe3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1840",
 "Year is less than or equal to 1849"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040303-251025141854904/datasets/export for details.
DOI: 10.15468/dl.nwxq65
title: Occurrence Download

description: A dataset containing 1513923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-118.04035 33.6459,-117.82152 33.6459,-117.82152 33.83542,-118.04035 33.83542,-118.04035 33.6459))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2021-2024"
 ]
}

 The dataset includes 1513923 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040286-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.23816112
title: Hallinger et al. 2025 Ecology Tree Swallow Dispersal Data and Code

description: This folder contains one spreadsheet that details variable explanations for each of eight associated files containing raw data for the associated manuscript. Each of the eight associated data files is referenced in the R script labeled, "Homebodies.12.29.2024.R". Code used to generate Figure 1 is included in the R script labeled, "Homebodies Code for Figure 1 11.17.25.R".
DOI: 10.6084/m9.figshare.23816112.v2
title: Hallinger et al. 2025 Ecology Tree Swallow Dispersal Data and Code

description: This folder contains one spreadsheet that details variable explanations for each of eight associated files containing raw data for the associated manuscript. Each of the eight associated data files is referenced in the R script labeled, "Homebodies.12.29.2024.R". Code used to generate Figure 1 is included in the R script labeled, "Homebodies Code for Figure 1 11.17.25.R".
DOI: 10.6084/m9.figshare.23816112.v1
title: Hallinger et al. 2025 Ecology Tree Swallow Dispersal Data and Code

description: This folder contains one spreadsheet that details variable explanations for each of eight associated files containing raw data for the associated manuscript. Each of the eight associated data files is referenced in the R script labeled, "Homebodies.12.29.2024.R". Code used to generate Figure 1 is included in the R script labeled, "Homebodies Code for Figure 1 01.14.25.R".
DOI: 10.15468/dl.4ap75p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1850",
 "Year is less than or equal to 1859"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040304-251025141854904/datasets/export for details.
DOI: 10.15468/dl.nwaa4e
title: Occurrence Download

description: A dataset containing 38165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mephitis mephitis"
 ]
}

 The dataset includes 38165 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040305-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ett8hm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1860",
 "Year is less than or equal to 1869"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040306-251025141854904/datasets/export for details.
DOI: 10.15468/dl.v5bzdj
title: Occurrence Download

description: A dataset containing 145919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynodon dactylon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 145919 records from 1757 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040284-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yek4k
title: Occurrence Download

description: A dataset containing 32271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.12917 7.13918,-73.12617 7.11905,-73.10383 7.10382,-73.0956 7.10682,-73.09171 7.11583,-73.10005 7.13128,-73.11562 7.14251,-73.12273 7.14396,-73.12774 7.14007,-73.12917 7.13918))",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 32271 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008076-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h2r36
title: Occurrence Download

description: A dataset containing 1719 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Biomphalaria straminea (Dunker, 1848)"
 ]
}

 The dataset includes 1719 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008078-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxuy8j
title: Occurrence Download

description: A dataset containing 11492 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 Nolina Michx."
 ]
}

 The dataset includes 11492 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008079-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ucbge
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Amara pennsylvanica Hayward, 1908",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 100 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008080-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgykm4
title: Occurrence Download

description: A dataset containing 96404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-200.0",
 "GadmGid is one of (USA.6.60_1, USA.6.52_1, USA.6.7_1, USA.6.20_1, USA.6.58_1, USA.6.13_1, USA.6.9_1, USA.6.23_1, USA.6.29_1, USA.6.16_1, USA.6.24_1, USA.6.53_1, USA.6.43_1, USA.6.41_1, USA.6.47_1, USA.6.4_1, USA.6.55_1, USA.6.28_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 96404 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008063-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m299p8
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.83966 36.31991,-6.21404 36.31991,-6.21404 42.69289,-9.83966 42.69289,-9.83966 36.31991))",
 "TaxonKey is Rosa rubiginosa L.",
 "Year 1975-2025"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008081-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxbhb6
title: Occurrence Download

description: A dataset containing 164 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 Noltea Rchb."
 ]
}

 The dataset includes 164 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008082-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcvddv
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Amara rubrica Haldeman, 1843",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 275 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008083-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29104448
title: Evolution of the Passenger Volume Transported by the Metrorrey System Since the Fare Adjustment (June 2022 — March 2025)

description: Based on the Urban Passenger Transport report from INEGI, updated on May 15, 2025, I created this chart showing the number of registered users in the Metrorrey system since the fare increase in June 2022, when prices rose from 4.50 MXN to 5.50 MXN, up to the latest available data from March 2025, where the cost reached 8.80 MXN (As of May 2025, the current metro fare is 9.00 MXN).<b>Note</b>: This chart only includes data from the Monterrey, N. L. metro system and does not reflect ridership on bus routes like Transmetro routes or the García-Monterrey-Guadalupe Transmetro service (formerly Ecovía).<br><br><b>Source</b>: Transporte Urbano de Pasajeros INEGI, Last update at May 15, 2025<br>
DOI: 10.6084/m9.figshare.29104619
title: Modeling the relationship between function, cognition, and motor ability in Huntington's Disease

description: <b>Background</b>In Huntington’s Disease, motor and cognitive impairment both contribute to functional impairment, where a person’s ability to work and care for themselves becomes limited.<b>Objectives</b>The author sought to predict a subject’s functional impairment given the subject’s measured cognition and motor impairment.<b>Methods</b>Ordinal models were developed and fit to baseline data from the global observational study ENROLL-HD (N = 9,072). The Symbol Digits Modality Test (SDMT) was used to quantify cognition and, the Total Motor Score (TMS) was used to quantify motor ability. The models predicted the Total Functional Capacity (TFC) and Independence Score (IS) from the SDMT and TMS.<b>Results</b>Both SDMT and TMS were statistically significant predictors of function. The predicted function showed strong correlation with the observations (Pearson r of 0.82 for TFC and 0.84 for IS). The models were applied to predict functional improvements resulting from hypothetical treatments that improved SDMT or TMS. For example, it was projected that a 5 point improvement in SDMT would cause a mean improvement of 0.33 in TFC.<b>Conclusions</b>The models have implications for drug development, where rapidly acting symptomatic treatments may show improved cognitive or motor performance, but functional effects may be delayed or require large sample sizes to detect. Predicting functional effects with these models may support sample size calculations for future trials.<br>