cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.v3w2ds
title: Occurrence Download

description: A dataset containing 5288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.67179 42.67354,-70.72714 42.6651,-70.72655 42.58108,-70.72568 42.55662,-70.60999 42.58274,-70.56695 42.63972,-70.58399 42.6446,-70.67179 42.67354))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 5288 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012281-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mq4krj
title: Occurrence Download

description: A dataset containing 1185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.13459 42.96698,-71.21061 42.93053,-71.19517 42.8523,-71.07233 42.85338,-71.05945 42.92813,-71.13459 42.96698))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1185 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012277-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9me69
title: Occurrence Download

description: A dataset containing 1920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.72259 43.596,-71.53946 43.596,-71.53946 43.7403,-71.72259 43.7403,-71.72259 43.596))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1920 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012278-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/r26fx6
title: Tampere TMPM Lepidoptera collections

description: TMPM Lepidoptera collections
DOI: 10.18434/mds2-4029
title: Demonstration of Near-Infrared Open-Path Absorption Spectroscopy for Water Vapor and Temperature Monitoring During Structure-to-Structure Fire Spread Experiments
DOI: 10.5281/zenodo.17679793
title: Data and Code for "CAF Permitting and Reporting Under the Porter-Cologne Water Quality Act: An Analysis of Regional Board Activities"

description: Data and code to reproduce results in "CAF Permitting and Reporting Under the Porter-Cologne Water Quality Act: An Analysis of Regional Board Activities". The paper focuses on analysis of dairy annual reports in California Water Board Region 5 in 2023 and 2024 and the calculation of "unaccounted-for" nutrients (Nitrogen, Phosphorous, etc.) from manure.

The Code folder contains two python notebooks, one for scraping/processing the PDF files and one for plotting the results.

The Data/Reports folder contains the raw report PDFs, separated by year, whether results were included in the analysis (Readable) or not (NonReadable), and what sub-region of Region 5 the reports were in.

The Data/Summary folder contains processed .csv files with compiled data from each dairy.

The Figures folder contains output vector figures.

To run code:



Unzip folder

Install environment.yml file into a conda environment

Inside conda environment, run .ipynb jupyter notebooks

In the Processing Notebook



Set the base_folder variable to the path of the top-level unzipped folder "Dairy_Data_and_Analysis"

Set the year to 2024 or 2023

Set the name variable to the desired output name



In the Plotting Notebook



Set the base_folder variable to the path of the top-level unzipped folder "Dairy_Data_and_Analysis"
DOI: 10.15468/dl.fsju4q
title: Occurrence Download

description: A dataset containing 3617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-72.57503 44.14542,-72.43316 44.14542,-72.43316 44.23806,-72.57503 44.23806,-72.57503 44.14542))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3617 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012283-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57nrvx
title: Occurrence Download

description: A dataset containing 1258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-72.10133 43.5818,-71.92586 43.5818,-71.92586 43.70571,-72.10133 43.70571,-72.10133 43.5818))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1258 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012288-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uk3mvn
title: Occurrence Download

description: A dataset containing 2432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.21237 45.187,-71.37574 45.0867,-71.40296 44.81908,-70.88866 44.74607,-70.89773 45.00548,-71.21237 45.187))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 2432 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012289-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzd2y9
title: Occurrence Download

description: A dataset containing 849 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.26432 42.74103,-71.13726 42.74103,-71.13726 42.8325,-71.26432 42.8325,-71.26432 42.74103))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 849 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012284-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ae7hmy
title: Occurrence Download

description: A dataset containing 3763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-72.05532 43.5695,-72.09362 43.5402,-72.08085 43.52169,-72.08298 43.47307,-72.04361 43.42286,-72.00531 43.42286,-71.98829 43.44836,-71.93616 43.51012,-71.97765 43.52401,-72.05532 43.5695))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3763 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012286-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wftq45
title: Occurrence Download

description: A dataset containing 4353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.44594 42.88214,-71.28528 42.74876,-71.12213 42.84106,-71.13458 42.88944,-71.26162 42.90404,-71.44594 42.88214))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 4353 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012290-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18625046
title: TEM data and CHIRPS_DAILY_precipitation

description: The data required to reproduce the work reported in this manuscript are available in this site
DOI: 10.5281/zenodo.18625045
title: TEM data and CHIRPS_DAILY_precipitation

description: The data required to reproduce the work reported in this manuscript are available in this site
DOI: 10.5281/zenodo.15125202
title: Real and Synthetic Dataset for Slice Performance Forecasting

description: This dataset combines both synthetic and real-world data. The synthetic component was generated from simulated data that underwent thorough analysis to identify patterns of seasonality and correlations among variables. In addition, real data series—collected from operational 5G network environments—are included to capture actual slice performance behavior. Its primary aim is to support the training and evaluation of various forecasting strategies for slice performance in 5G networks, as detailed in the article:

"A Comparative Study of Training Strategies for Slice Performance Forecasting in B5G Networks".

The dataset comprises synthetic canonical series that accurately mirror the characteristics of the original data, alongside real-world series representing genuine network conditions. All series are stored in Parquet format, facilitating efficient access. They are specifically designed to aid in the comparison and assessment of different forecasting methods within the context of 5G and B5G networks.
DOI: 10.5281/zenodo.15194410
title: Real and Synthetic Dataset for Slice Performance Forecasting

description: This dataset combines both synthetic and real-world data. The synthetic component was generated from simulated data that underwent thorough analysis to identify patterns of seasonality and correlations among variables. In addition, real data series—collected from operational 5G network environments—are included to capture actual slice performance behavior. Its primary aim is to support the training and evaluation of various forecasting strategies for slice performance in 5G networks, as detailed in the article:

"A Comparative Study of Training Strategies for Slice Performance Forecasting in B5G Networks".

The dataset comprises synthetic canonical series that accurately mirror the characteristics of the original data, alongside real-world series representing genuine network conditions. All series are stored in Parquet format, facilitating efficient access. They are specifically designed to aid in the comparison and assessment of different forecasting methods within the context of 5G and B5G networks.
DOI: 10.15468/dl.t4jrk8
title: Occurrence Download

description: A dataset containing 1099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.82541 44.36134,-71.85296 44.3588,-71.88403 44.3372,-71.87653 44.30826,-71.85269 44.27209,-71.79941 44.25411,-71.72819 44.24207,-71.64415 44.25218,-71.61126 44.28957,-71.63695 44.33188,-71.6779 44.37549,-71.76287 44.41148,-71.79031 44.40153,-71.80497 44.40008,-71.83518 44.37532,-71.82541 44.36134))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1099 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012292-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39tt3d
title: Occurrence Download

description: A dataset containing 1085 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.00149 42.81473,-71.05292 42.83729,-71.06805 42.80882,-71.12906 42.82472,-71.16486 42.80919,-71.17646 42.78958,-71.14973 42.77551,-71.13158 42.76441,-71.13007 42.75738,-71.11645 42.74405,-71.122 42.73627,-71.12805 42.72553,-71.10637 42.73035,-71.07561 42.73257,-71.062 42.73072,-71.05595 42.73775,-71.04939 42.74849,-71.04233 42.75738,-71.02973 42.76811,-71.02015 42.78107,-71.01864 42.79328,-71.00754 42.7955,-70.99948 42.80475,-71.00149 42.81473))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1085 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012294-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3djbx5
title: Occurrence Download

description: A dataset containing 1847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.33787 41.89144,-71.30489 41.79702,-71.2066 41.76327,-71.11025 41.84858,-71.14258 41.93234,-71.24992 41.93956,-71.33787 41.89144))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1847 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012293-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkswze
title: Occurrence Download

description: A dataset containing 1404 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Dichanthium aristatum"
 ]
}

 The dataset includes 1404 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012297-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zngpzm
title: Occurrence Download

description: A dataset containing 63170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.33904 44.17909,-79.01652 43.53919,-79.01906 42.87252,-82.12631 41.8186,-81.83557 44.65328,-83.88124 45.86904,-86.11789 45.66401,-86.67706 43.53919,-83.69486 38.76767,-74.8579 38.82038,-72.52811 40.03612,-69.55196 41.23713,-70.18794 42.818,-69.73367 43.32679,-66.44471 44.65328,-67.66217 45.87074,-67.75871 47.11784,-68.16876 47.43469,-69.24981 47.50925,-69.99536 46.7637,-70.21903 46.40956,-70.49861 45.75721,-71.09883 45.48154,-71.9129 45.05183,-72.45069 45.06918,-74.92923 45.08524,-76.33904 44.17909))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alliaria petiolata"
 ]
}

 The dataset includes 63170 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012207-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgm454
title: Occurrence Download

description: A dataset containing 1772 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Virola surinamensis"
 ]
}

 The dataset includes 1772 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012299-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub9htz
title: Occurrence Download

description: A dataset containing 2255334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "GadmGid is ECU.19.6_1",
 "IucnRedListCategory is one of (EX, EW, CR, EN, VU, NT, LC, DD, NE)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2255334 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012209-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zw3wyh
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platea latifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 205 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012300-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.bcqtbk
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.15468/dl.xjcwme
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Aniba rosaeodora"
 ]
}

 The dataset includes 363 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039756-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9b6j7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron annuus",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039757-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhtvqp
title: Occurrence Download

description: A dataset containing 30862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria discoidea",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30862 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039754-250717081556266/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.29634929
title: N5_data_original

description: we investigated the therapeutic potential of <i>Lactobacillus johnsonii</i> N5 in a murine dextran sulfate sodium (DSS)-induced colitis model. Prophylactic N5 administration alleviated colitis symptoms, reduced fecal and serum lipocalin-2 levels, and suppressed colonic pro-inflammatory cytokines. N5 preserved microbial diversity, enhanced mucus secretion, and reinforced mucosal barrier integrity, preventing colitis onset. Therapeutically, N5 attenuated disease progression by downregulating IL-1β, IL-6, IL-8 expression, restoring <i>Lactobacillus</i> populations, and suppressing <i>Escherichia-Shigella</i> expansion, thereby reducing bacterial translocation and systemic inflammation.<br>
DOI: 10.6084/m9.figshare.29634929.v1
title: N5_data_original

description: we investigated the therapeutic potential of <i>Lactobacillus johnsonii</i> N5 in a murine dextran sulfate sodium (DSS)-induced colitis model. Prophylactic N5 administration alleviated colitis symptoms, reduced fecal and serum lipocalin-2 levels, and suppressed colonic pro-inflammatory cytokines. N5 preserved microbial diversity, enhanced mucus secretion, and reinforced mucosal barrier integrity, preventing colitis onset. Therapeutically, N5 attenuated disease progression by downregulating IL-1β, IL-6, IL-8 expression, restoring <i>Lactobacillus</i> populations, and suppressing <i>Escherichia-Shigella</i> expansion, thereby reducing bacterial translocation and systemic inflammation.<br>
DOI: 10.15468/dl.wm4dxu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron annuus",
 "Country is Uzbekistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039758-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jx2e88
title: Occurrence Download

description: A dataset containing 33318 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bromus secalinus"
 ]
}

 The dataset includes 33318 records from 766 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039755-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/fvcdls
title: 2009-EGG-LT-0301-Shliomovichius.ogg

description: Enregistrement audio en version originale russe
DOI: 10.57745/kcog8u
title: Entretien avec Iser Šlimovičius. Histoire de vie et expériences de déportation en URSS

description: Cet entretien a eu lieu le 25 juin 2009 à Kaunas, Lituanie, au domicile de l'interviewé. Il a été mené par Marta Craveri et Jurgita Mačiulytė. L'entretien a été réalisé en russe. Il a duré 1 heure et 50 minutes.
DOI: 10.82261/m33h-5a69
title: Corpus Inscriptionum Latinarum Augustae Emeritae
title: CILAE
DOI: 10.15468/dl.hdswgu
title: Occurrence Download

description: A dataset containing 899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Shorea ovalis"
 ]
}

 The dataset includes 899 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039759-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/vnorgw
title: 2012-EGG-RU-0201-Smilinguis.ogg

description: Enregistrement audio en version originale russe
DOI: 10.57745/qqmtta
title: Entretien avec Anatoli Smilingis. Histoire de vie et expériences de déportation en URSS

description: Cet entretien a eu lieu le 24 août 2012 à Kortkeros (République des Komis), Russie, à la Maison des pionniers. Il a été mené par Hélène Mondon. L'entretien a été réalisé en russe. Il a duré 5 heures et 36 minutes.
DOI: 10.15468/dl.4g3s57
title: Occurrence Download

description: A dataset containing 18 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 Ficus jansii",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039760-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpg2kg
title: Occurrence Download

description: A dataset containing 780 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bats in Zambia Project"
 ]
}

 The dataset includes 780 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039761-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8djfz
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus exulans",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039762-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.