cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e185941v2-198342
title: Class exercise: Predicting income mobility in PSID

description: This repository contains data for a data science class exercise.<br><br><b>Students</b>: This exercise is about income mobility over three generations: grandparents (g1), parents (g2), and children (g3). Your task is to predict log income in generation 3 using data on log incomes in generations 1 and 2. Additional predictors available include education in each generation, race as reported by the grandparent (g1), and sex of the respondent in g3.<br><br>The data you will use are in for_students.zip.<br>learning.csv contains 1,365 observations for which the outcome g3_log_income is recordedholdout_public.csv contains 1,365 observations for which the outcome g3_log_income is NAYour task is to build a predictive model using learning.csv. Then, make predictions for the cases in holdout_public.csv.<br><br>Here are some details about the variables in the data. All cases are from the cross-sectional Survey Research Sample of the PSID. In each generation, we took each respondent's annual income over several surveys from age 30 to 45, adjusted to 2022 dollars, and took the average. We truncated the data to the range from $5,000 to $448,501.10, where the bottom code is arbitrary and the top code is what we believe to be the lowest PSID top code over the series (in 1978), converted to 2022 dollars. Education is the first report at ages 30-45, coded as less than high school, high school, some college, or 4+ years of college. We merged the data together across generations using the PSID Family Identification Mapping System 3-generation prospective linkage file. See for_replication.zip for code to produce these data as well as a log file noting sample restrictions.<br><br>We are trusting the students to not open the instructor data, which contains the outcomes you are trying to predict. You could peek of course, but that would be no fun! We are trusting you not to peek.<br><br><b>Instructors</b>: The file for_instructors.zip contains the true holdout outcomes in holdout_private.csv. You can use these to evaluate students' predictive performance (as long as you trust that they have not peeked).<br><br><b>For those replicating: </b>The file for_replication.zip contains the directory structure and code that produced this exercise from raw files downloaded from the PSID.<br>
DOI: 10.15468/dl.gxh32n
title: Occurrence Download

description: A dataset containing 787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (16 - Inventaire général de la flore et de la fonge - PN Vanoise - inventaire général de la flore et de la fonge réalisé sur le terrain, 6 - Inventaire général de la flore vasculaire et de la fonge sur le TAG du CBNMed-Données flores issues de la base de données de Jean-Marc Lewin, 16 - Inventaire général de la flore et de la fonge - CBNA - inventaire général de la flore et de la fonge réalisé sur le terrain, Centralisation des observations floristiques dans le cadre du SINP - Observations floristiques - plateforme SINP régionale SILENE PACA, CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Thomas GAILLARD, Observation.org, Nature data from around the World, 16 - Inventaire général de la flore et de la fonge - GENTIANA - Inventaire de la flore de l'Isère, Pl@ntNet observations, Pl@ntNet automatically identified occurrences)",
 "Geometry POLYGON((-1.15743 45.76707,-1.64074 45.31058,-2.21523 43.83789,-2.02464 43.22128,-1.15018 42.6383,0.48664 42.25713,3.04276 42.06654,3.80512 41.68536,4.84774 41.98806,6.98906 42.24591,7.83502 43.63812,7.64385 44.04685,7.12965 44.62038,7.12305 45.43782,7.00439 46.11683,6.79608 46.32979,6.48658 46.30349,6.258 46.20234,6.02536 46.08906,5.92017 46.18009,6.11842 46.30551,6.07796 46.34597,5.83447 46.23874,5.12696 45.76707,3.71193 45.72545,1.70037 45.35088,-1.15743 45.76707))",
 "OccurrenceStatus is Present",
 "TaxonKey is Aconitum anthora",
 "Year 2016-2026"
 ]
}

 The dataset includes 787 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009934-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15350946
title: Data from: De novo genome assembly of Ansell's mole-rat (Fukomys anselli)

description: This repository contains the genome assembly, gene structure annotation, and repeat annotation files for the Ansell’s mole-rat genome (DKFZ_Fans_1.0; GenBank: JBPETH000000000) as well as its mitochondrial genome (GenBank: PV670003).

Genome assembly

The genome was de novo assembled and polished using Flye v2.9.5 from ONT long reads basecalled by Dorado v0.9.0. Base errors were corrected with Illumina short reads using NextPolish v1.4.1. Haplotigs and overlaps were removed with purge_dups v1.2.6. Contamination was screened with BLAST+ v2.16.0 and BlobToolkit v4.4.0. Cleaned contigs were scaffolded with YaHS v1.2.2 using Hi-C data processed via a modified Arima Genomics mapping pipeline. The assembly was manually curated using Juicebox with Assembly Tools v2.17.0.



DKFZ_Fans_1.0.fa.gz: Final curated assembly (FASTA).

DKFZ_Fans_1.0.agp: Final curated assembly scaffold structure (AGP).


Annotation of gene structures

Gene structures were predicted with BRAKER v3.0.8 using Ansell’s mole-rat RNA-seq data from nine tissues, OrthoDB v12 vertebrate proteins, and NCBI RefSeq-annotated proteins from 41 rodent species. Genes predicted by AUGUSTUS and GeneMark-ETP that were combined and filtered by TSEBRA, guided by glires_odb10 via compleasm to enhance BUSCO completeness.



DKFZ_Fans_1.0.braker.{gtf,gff3}.gz: Final gene set (GTF/GFF3).

DKFZ_Fans_1.0.braker.codingseq.gz: Final gene set coding sequences (FASTA).

DKFZ_Fans_1.0.braker.aa.gz: Final gene set protein sequences (FASTA).


Annotation of repetitive elements

Repeats and transposable elements were identified using Earl Grey v5.1.1 based on a de novo repeat library and known Fukomys damarensis repeats from the Dfam v3.7.



DKFZ_Fans_1.0.filteredRepeats.{gff,bed}.gz: Repeat and transposable element annotations (GFF3/BED).


Mitochondrial genome assembly and annotation

The mitogenome was assembled from Illumina short reads using GetOrganelle v1.7.7.1 with the Fukomys damarensis (NC_027742.1) and Heterocephalus glaber (NC_015112.1) mitogenomes as seeds. Mitochondrial features were annotated with MitoAnnotator v4.0.9, visually inspected, and start and end positions were adjusted when necessary based on comparisons with the mitochondrial gene sequences and annotations of F. damarensis and H. glaber.



DKFZ_Fans_1.0.mtdna.fa.gz: Mitochondrial genome sequence (FASTA).

DKFZ_Fans_1.0.mtdna.gb: Mitochondrial genome features (GenBank flat file).


 

UPDATES:



Version 1.1.0 added the mitochondrial genome assembly and annotation files to the repository.
DOI: 10.5281/zenodo.17417824
title: Data from: De novo genome assembly of Ansell's mole-rat (Fukomys anselli)

description: This repository contains the genome assembly, gene structure annotation, and repeat annotation files for the Ansell’s mole-rat genome (DKFZ_Fans_1.0; GenBank: JBPETH000000000) as well as its mitochondrial genome (GenBank: PV670003).

Genome assembly

The genome was de novo assembled and polished using Flye v2.9.5 from ONT long reads basecalled by Dorado v0.9.0. Base errors were corrected with Illumina short reads using NextPolish v1.4.1. Haplotigs and overlaps were removed with purge_dups v1.2.6. Contamination was screened with BLAST+ v2.16.0 and BlobToolkit v4.4.0. Cleaned contigs were scaffolded with YaHS v1.2.2 using Hi-C data processed via a modified Arima Genomics mapping pipeline. The assembly was manually curated using Juicebox with Assembly Tools v2.17.0.



DKFZ_Fans_1.0.fa.gz: Final curated assembly (FASTA).

DKFZ_Fans_1.0.agp: Final curated assembly scaffold structure (AGP).


Annotation of gene structures

Gene structures were predicted with BRAKER v3.0.8 using Ansell’s mole-rat RNA-seq data from nine tissues, OrthoDB v12 vertebrate proteins, and NCBI RefSeq-annotated proteins from 41 rodent species. Genes predicted by AUGUSTUS and GeneMark-ETP that were combined and filtered by TSEBRA, guided by glires_odb10 via compleasm to enhance BUSCO completeness.



DKFZ_Fans_1.0.braker.{gtf,gff3}.gz: Final gene set (GTF/GFF3).

DKFZ_Fans_1.0.braker.codingseq.gz: Final gene set coding sequences (FASTA).

DKFZ_Fans_1.0.braker.aa.gz: Final gene set protein sequences (FASTA).


Annotation of repetitive elements

Repeats and transposable elements were identified using Earl Grey v5.1.1 based on a de novo repeat library and known Fukomys damarensis repeats from the Dfam v3.7.



DKFZ_Fans_1.0.filteredRepeats.{gff,bed}.gz: Repeat and transposable element annotations (GFF3/BED).


Mitochondrial genome assembly and annotation

The mitogenome was assembled from Illumina short reads using GetOrganelle v1.7.7.1 with the Fukomys damarensis (NC_027742.1) and Heterocephalus glaber (NC_015112.1) mitogenomes as seeds. Mitochondrial features were annotated with MitoAnnotator v4.0.9, visually inspected, and start and end positions were adjusted when necessary based on comparisons with the mitochondrial gene sequences and annotations of F. damarensis and H. glaber.



DKFZ_Fans_1.0.mtdna.fa.gz: Mitochondrial genome sequence (FASTA).

DKFZ_Fans_1.0.mtdna.gb: Mitochondrial genome features (GenBank flat file).


 

UPDATES:



Version 1.1.0 added the mitochondrial genome assembly and annotation files to the repository.
DOI: 10.15468/dl.dhs4by
title: Occurrence Download

description: A dataset containing 14538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Texas",
 "TaxonKey is Procyon lotor",
 "Year 2020-2026"
 ]
}

 The dataset includes 14538 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009935-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5m9aks
title: Occurrence Download

description: A dataset containing 82309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Potentilla erecta, Potentilla erecta, Potentilla erecta, Potentilla erecta, Potentilla erecta, Potentilla erecta, Potentilla erecta, Potentilla erecta, Tormentilla erecta, Tormentilla erecta, Potentilla tormentilla, Potentilla tormentilla, Potentilla tormentilla, Potentilla tormentilla, Potentilla tormentilla, Potentilla tormentilla, Potentilla sylvestris, Potentilla sylvestris)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 82309 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009872-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7eqaa2
title: Occurrence Download

description: A dataset containing 3408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Athyrium distentifolium, Athyrium distentifolium, Athyrium alpestre, Athyrium alpestre, Athyrium alpestre, Athyrium alpestre, Athyrium alpestre)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 3408 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009936-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18315256
title: Soci Lincei 1870-2026

description: I Soci aventi una data di prima qualifica anteriore al 1870 appartenevano alla Pontificia Accademia dei Nuovi Lincei; consideriamo data di inizio dei lavori della Reale Accademia dei Lincei la prima seduta del 4 dicembre 1870.
DOI: 10.5281/zenodo.18472142
title: NERV SIGNALLARINI (AKS POTENTSIAL) MATEMATIK MODELLASHTIRISH

description: Ushbu maqolada nerv signallarining asosiy ko‘rinishi bo‘lgan aks potentsialni matematik modellashtirish masalasi o‘rganildi. Tadqiqotda neyron membranasida yuzaga keladigan bioelektrik jarayonlarning nazariy asoslari tahlil qilinib, ularni matematik ifodalash imkoniyatlari ko‘rib chiqildi. Differensial tenglamalarga asoslangan yondashuv yordamida aks potentsialning shakllanish bosqichlari, ion kanallarining faolligi hamda membrana potentsialining vaqt bo‘yicha o‘zgarishi izohlandi. Olingan natijalar matematik modellashtirish nerv tizimida kechadigan murakkab jarayonlarni tushunishda muhim ilmiy ahamiyatga ega ekanligini ko‘rsatadi. Mazkur tadqiqot hisoblash neyrobiologiyasi va biofizika sohalarida nazariy tadqiqotlar uchun metodik asos bo‘lib xizmat qiladi.
DOI: 10.5281/zenodo.18472143
title: NERV SIGNALLARINI (AKS POTENTSIAL) MATEMATIK MODELLASHTIRISH

description: Ushbu maqolada nerv signallarining asosiy ko‘rinishi bo‘lgan aks potentsialni matematik modellashtirish masalasi o‘rganildi. Tadqiqotda neyron membranasida yuzaga keladigan bioelektrik jarayonlarning nazariy asoslari tahlil qilinib, ularni matematik ifodalash imkoniyatlari ko‘rib chiqildi. Differensial tenglamalarga asoslangan yondashuv yordamida aks potentsialning shakllanish bosqichlari, ion kanallarining faolligi hamda membrana potentsialining vaqt bo‘yicha o‘zgarishi izohlandi. Olingan natijalar matematik modellashtirish nerv tizimida kechadigan murakkab jarayonlarni tushunishda muhim ilmiy ahamiyatga ega ekanligini ko‘rsatadi. Mazkur tadqiqot hisoblash neyrobiologiyasi va biofizika sohalarida nazariy tadqiqotlar uchun metodik asos bo‘lib xizmat qiladi.
DOI: 10.15468/dl.2q2jey
title: Occurrence Download

description: A dataset containing 9508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunnus thynnus",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2014"
 ]
}

 The dataset includes 9508 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009938-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1139377
title: Archaeological monitoring and recording at Coalhouse Fort, Princess Margaret Road, East Tilbury, Essex, RM18 8PB: October 2024

description: null
DOI: 10.5281/zenodo.18451658
title: Proteomics data of PANC-1 normoxia and hypoxia induced cells
DOI: 10.5281/zenodo.18451659
title: Proteomics data of PANC-1 normoxia and hypoxia induced cells
DOI: 10.15468/dl.hqmt9z
title: Occurrence Download

description: A dataset containing 2159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Patella rustica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2159 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009939-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18233402
title: Nocturia and Falls

description: This is a dataset of participants in the the NIH/NIDDK funded LURN 2 study from the Duke site whose data underwent EHR review for any evidence of falls to study the effect of Nocturia and falls.
DOI: 10.5281/zenodo.18245236
title: Nocturia and Falls

description: This is a dataset of participants in the the NIH/NIDDK funded LURN 2 study from the Duke site whose data underwent EHR review for any evidence of falls to study the effect of Nocturia and falls.
DOI: 10.15468/dl.5henzd
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemichroa pentandra",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 220 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009940-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcp9zp
title: Occurrence Download

description: A dataset containing 103368 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Sialia sialis"
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "DecimalLatitude is greater than or equal to 42.73000001690227",
 "DecimalLatitude is less than or equal to 45.02000003732237",
 "DecimalLongitude is greater than or equal to -73.440000054753",
 "DecimalLongitude is less than or equal to -71.46999995666577",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 103368 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009873-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tb3qa
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Brazil, Australia)",
 "OccurrenceStatus is Present",
 "TaxonKey is Neofusicoccum eucalyptorum"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009941-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tyfw5w
title: Occurrence Download

description: A dataset containing 12655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Blechnum spicant, Blechnum spicant, Blechnum spicant, Blechnum spicant, Blechnum spicant, Blechnum boreale, Struthiopteris spicant)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 12655 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009942-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18443184
title: Honey bee competition reduces bumble bee fitness across a wide range of floral resources

description: Data and code for paper titled "Honey bee competition reduces bumble bee fitness across a wide range of floral resources" by Maureen L. Page, David Sossa, Leah Valdes, Emily Wahlenmayer, Tallisker L.H. Weiss, and Scott H. McArt.
DOI: 10.5281/zenodo.18471896
title: Honey bee competition reduces bumble bee fitness across a wide range of floral resources

description: Data and code for paper titled "Honey bee competition reduces bumble bee fitness across a wide range of floral resources" by Maureen L. Page, David Sossa, Leah Valdes, Emily Wahlenmayer, Tallisker L.H. Weiss, and Scott H. McArt.
DOI: 10.15468/dl.mht2z9
title: Occurrence Download

description: A dataset containing 1077 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 Hiodon tergisus"
 ]
}

 The dataset includes 1077 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009944-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18472165
title: EKOTURIZM MARKETINGIDA STORYTELLING: O'ZBEKISTON TAJRIBASI VA INGLIZ TILIDAGI KOMMUNIKATSIYA

description: Mazkur maqolada ekoturizm marketingida storytelling (hikoyalash) texnologiyasining nazariy va amaliy jihatlari tahlil qilinadi. Tadqiqotda O‘zbekistonda ekoturizmni rivojlantirish jarayonida hikoyalash usullaridan foydalanish holati hamda xalqaro auditoriyaga yo‘naltirilgan ingliz tilidagi kommunikatsiya strategiyalarining samaradorligi ilmiy manbalar asosida o‘rganiladi. Maqolada ekoturistik hududlarni targ‘ib etishda madaniy meros, tabiatni muhofaza qilish g‘oyalari va mahalliy jamoa ishtirokiga asoslangan hikoyalar muhim marketing vositasi ekanligi asoslab beriladi. Tadqiqot natijalari ekoturizm sohasida xalqaro marketingni takomillashtirish uchun ilmiy-amaliy tavsiyalar ishlab chiqishga xizmat qiladi.
DOI: 10.5281/zenodo.18472166
title: EKOTURIZM MARKETINGIDA STORYTELLING: O'ZBEKISTON TAJRIBASI VA INGLIZ TILIDAGI KOMMUNIKATSIYA

description: Mazkur maqolada ekoturizm marketingida storytelling (hikoyalash) texnologiyasining nazariy va amaliy jihatlari tahlil qilinadi. Tadqiqotda O‘zbekistonda ekoturizmni rivojlantirish jarayonida hikoyalash usullaridan foydalanish holati hamda xalqaro auditoriyaga yo‘naltirilgan ingliz tilidagi kommunikatsiya strategiyalarining samaradorligi ilmiy manbalar asosida o‘rganiladi. Maqolada ekoturistik hududlarni targ‘ib etishda madaniy meros, tabiatni muhofaza qilish g‘oyalari va mahalliy jamoa ishtirokiga asoslangan hikoyalar muhim marketing vositasi ekanligi asoslab beriladi. Tadqiqot natijalari ekoturizm sohasida xalqaro marketingni takomillashtirish uchun ilmiy-amaliy tavsiyalar ishlab chiqishga xizmat qiladi.
DOI: 10.15468/dl.hnk5wd
title: Occurrence Download

description: A dataset containing 5071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cardaria draba, Lepidium draba)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 5071 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009943-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18288749
title: PUDL Raw EPA Hourly Continuous Emission Monitoring System (CEMS)

description: US EPA hourly Continuous Emissions Monitoring System (CEMS) data. Hourly CO2, SO2, NOx emissions and gross load. Archived from https://campd.epa.gov/
This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:

The PUDL Repository on GitHub
PUDL Documentation
Other Catalyst Cooperative data archives
In order to enable more regular CEMS updates, this dataset replaces a prior PUDL EPA CEMS archive that pulled one annual file for each state. That archive is no longer updated but can be found here.