cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wa39vs
title: Occurrence Download

description: A dataset listing the 9 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnosporangium asiaticum Miyabe ex G.Yamada"
 ]
}

 The dataset's 9 records were derived from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001479-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27utpx
title: Occurrence Download

description: A dataset containing 1903216 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates",
 "Issue is Recorded date mismatch",
 "Issue is Depth non numeric",
 "Issue is Depth min max swapped",
 "Issue is Elevation min max swapped",
 "Issue is References URI invalid"
 ]
 },
 {
 "or" : [
 "Month is January",
 "Month is February",
 "Month is March",
 "Month is April",
 "Month is May",
 "Month is June",
 "Month is July",
 "Month is August",
 "Month is September",
 "Month is October",
 "Month is November",
 "Month is December"
 ]
 },
 "Year 1950-2017",
 "TaxonKey is Cypriniformes"
 ]
}

 The dataset includes 1903216 records from 388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002033-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2kd82
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calonectria ilicicola Boedijn & Reitsma",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124364-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-26298
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.34816/ifao.archives.170573
title: PÉTOSIRIS_nu_2003_04941

description: Référence : nu_2003_04941<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.15468/dl.jxte9s
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isoetes yunguiensis C.F.Wang & W.C.Taylor"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024371-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mf54k9
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saxifraga ×reyeri Huter"
 ]
}

 The dataset includes 32 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0116688-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.170574
title: PÉTOSIRIS_nu_2003_04942

description: Référence : nu_2003_04942<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.15468/dl.d9ty4h
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyothemis fuliginosa Selys, 1883",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 112 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0332652-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffxz6r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mycosphaerella euphorbiae-canariensis Tomilin",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124369-210914110416597/datasets/export for details.
DOI: 10.15468/dl.6hp5e4
title: Occurrence Download

description: A dataset containing 377 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucosyris carnosa (A.Gray) Pruski & R.L.Hartm."
 ]
}

 The dataset includes 377 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095535-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thugty
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnosporangium hyalinum (Cooke) F.Kern",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124392-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-26358
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.25549/pcra-c14-26500
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.34816/ifao.archives.170575
title: PÉTOSIRIS_nu_2003_04943

description: Référence : nu_2003_04943<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.170576
title: PÉTOSIRIS_nu_2003_04944

description: Référence : nu_2003_04944<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.170577
title: PÉTOSIRIS_nu_2003_04945

description: Référence : nu_2003_04945<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.25549/pcra-c14-26362
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.34816/ifao.archives.170578
title: PÉTOSIRIS_nu_2003_04946

description: Référence : nu_2003_04946<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.170579
title: PÉTOSIRIS_nu_2003_04947

description: Référence : nu_2003_04947<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.25549/pcra-c14-26333
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.34816/ifao.archives.170580
title: PÉTOSIRIS_nu_2003_04948

description: Référence : nu_2003_04948<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.170581
title: PÉTOSIRIS_nu_2003_04949

description: Référence : nu_2003_04949<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.170582
title: PÉTOSIRIS_nu_2003_04950

description: Référence : nu_2003_04950<br />Site : Touna el-Gebel<br />Secteur : Pronaos (Tombeau de Pétosiris); Tombeau de Pétosiris<br />Type : photographie<br />
DOI: 10.25549/pcra-c14-26498
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.25549/pcra-c14-234739
title: Washington, letter, 1996, to Crouch

description: [description english/roman)] Percy Washington (Saints Academy & College), letter, 1996 September 30, Highway 17 South, Lexington, Mississippi, to Emma Crouch, 1593 North Atoll Drive, Dallas, Texas. Includes envelope.
DOI: 10.15468/dl.gnjq8f
title: Occurrence Download

description: A dataset containing 2094430921 species occurrences available in GBIF matching the query:
{
 "Year" : [
 "2010-2024"
 ]
}

 The dataset includes 2094430921 records from 47834 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200708-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qev6nc
title: Occurrence Download

description: A dataset containing 1618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Enhydra lutris nereis (Merriam, 1904)"
 ]
}

 The dataset includes 1618 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112148-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnhave
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 {
 "or" : [
 "TaxonKey is Centropogon dianae Lammers",
 "TaxonKey is Siphocampylus ayersiae Lammers",
 "TaxonKey is Burmeistera microphylla Donn.Sm.",
 "TaxonKey is Siphocampylus chloroleucus E.Wimm.",
 "TaxonKey is Centropogon magnificus Zahlbr. & Rech.",
 "TaxonKey is Centropogon subandinus Zahlbr.",
 "TaxonKey is Siphocampylus obovatus (G.Don) E.Wimm.",
 "TaxonKey is Siphocampylus affinis (Mirb.) McVaugh",
 "TaxonKey is Centropogon mandonis Zahlbr.",
 "TaxonKey is Siphocampylus rusbyanus Britton"
 ]
 }
 ]
}

 The dataset includes 280 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195417-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ws4sqv
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tedania klausi Wulff, 2006"
 ]
}

 The dataset includes 247 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0399886-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y87ykt
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eragrostis curvala (Schrad.) Nees"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266445-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccnxyj
title: Occurrence Download

description: A dataset containing 17369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dreissena polymorpha (Pallas, 1771)"
 ]
}

 The dataset includes 17369 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112149-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8jfhc
title: Occurrence Download

description: A dataset containing 4396824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia"
 ]
}

 The dataset includes 4396824 records from 1497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041661-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dpmtgrn8d8.3
title: Physionet EEGMMIDB in MATLAB structure and CSV files to leverage accessibility and exploitation

description: This dataset is a cleansed, transformed, and structured version of Physionet EEG Motor Movement/Imagery Dataset (https://physionet.org/content/eegmmidb/1.0.0/)
The original dataset is licensed under Open Data Commons Attribution (https://physionet.org/content/eegmmidb/view-license/1.0.0/)

The dataset is offered in two format for versatility and convenience; A MATLAB structure and a collection of CSV files.
DOI: 10.17632/dpmtgrn8d8.2
title: Physionet EEGMMIDB in MATLAB structure to leverage accessibility and exploitation

description: This dataset is a cleansed, transformed, and structured version of Physionet EEG Motor Movement/Imagery Dataset (https://physionet.org/content/eegmmidb/1.0.0/) The original dataset is is licensed under Open Data Commons Attribution (https://physionet.org/content/eegmmidb/view-license/1.0.0/) The dataset is offered in two format for versatility and convenience; A MATLAB structure and a collection of CSV files.
DOI: 10.17632/dpmtgrn8d8.1
title: Physionet EEGMMIDB in MATLAB structure to leverage accessibility and exploitation

description: This dataset is a cleansed, transformed, and structured version of Physionet EEG Motor Movement/Imagery Dataset (https://physionet.org/content/eegmmidb/1.0.0/)
The original dataset is is licensed under Open Data Commons Attribution (https://physionet.org/content/eegmmidb/view-license/1.0.0/)
DOI: 10.48597/ke6n-bmqe
title: Measurement of Nitrogen_dioxide at Giordan Lighthouse

description: Measurement of Nitrogen_dioxide at Giordan Lighthouse
DOI: 10.48597/kwbd-fj5m
title: Measurement of Nitrogen oxides at Giordan Lighthouse

description: Measurement of Nitrogen oxides at Giordan Lighthouse
DOI: 10.48597/5v8w-wcw6
title: Measurement of Nitrogen_dioxide at Giordan Lighthouse

description: Measurement of Nitrogen_dioxide at Giordan Lighthouse
DOI: 10.48597/c73k-2tzt
title: Measurement of Nitrogen oxides at Giordan Lighthouse

description: Measurement of Nitrogen oxides at Giordan Lighthouse
DOI: 10.48597/67ha-698w
title: Measurement of Nitrogen_monoxide at Giordan Lighthouse

description: Measurement of Nitrogen_monoxide at Giordan Lighthouse
DOI: 10.48597/3xqh-yty4
title: Measurement of Nitrogen_monoxide at Giordan Lighthouse

description: Measurement of Nitrogen_monoxide at Giordan Lighthouse
DOI: 10.22008/fk2/6mfdda/ize97s
title: GRF21911_Metadata.xls

description: :unav
DOI: 10.17632/rpbj83wpxw.1
title: Substrate mechanics unveil early structural and functional pathology in iPSC micro-tissue models of hypertrophic cardiomyopathy. Guo et al.

description: Original data for main text figures
DOI: 10.17632/96mxz7jvkr.1
title: A Review of Big Data and Machine Learning Operations in Official Statistics: MLOps and Feature Store Adoption

description: Integrating machine learning (ML) into the official statisticians' toolset is gaining popularity as National Statistical Offices (NSOs) strive to improve their methodologies. This trend poses new challenges and implications for incorporating innovative techniques that ensure the reliability of the official statistical production process. A comprehensive literature review was conducted using Scopus and Web of Science databases to explore the contemporary applications of data science in official statistics. A total of 178 research articles were identified, focusing on areas such as big data, machine learning, and data quality. While the literature review revealed extensive proposals on utilizing alternative data and applying machine learning techniques to support official statistics production, it also identified research gaps in the post-training steps of the machine learning process. Areas requiring further investigation include machine learning operations in a production environment, data quality assurance, and governance.
DOI: 10.48597/cxmv-yzhg
title: Measurement of Sulphur_dioxide at Giordan Lighthouse

description: Measurement of Sulphur_dioxide at Giordan Lighthouse
DOI: 10.17632/ds6vk7m3m7.1
title: Coal macerals

description: This is a coal macerals dataset including maceral group images (vitrinite, inertinite, liptinite) and annotated images. The images are collected from the USGS and fifteen mining areas of China and the labels are annotated through the Neoimaging app. There are 704 coal macerals images and 313 labeled images in the dataset. Among the labeled images, red is used for vitrinite, yellow for inertinite, and blue for liptinite.
DOI: 10.48597/zj6x-dkw9
title: Measurement of Nitrogen_monoxide at Giordan Lighthouse

description: Measurement of Nitrogen_monoxide at Giordan Lighthouse
DOI: 10.48597/pjty-kcr2
title: Measurement of Nitrogen_monoxide at Giordan Lighthouse

description: Measurement of Nitrogen_monoxide at Giordan Lighthouse
DOI: 10.17632/hdhnrrwdz2.1
title: Motamot: A Dataset for Revealing the Supremacy of Large Language Models over Transformer Models in Bengali Political Sentiment Analysis

description: The dataset "Motamot" containing 7,058 data points labeled with Positive and Negative sentiments, tailored specifically for Political Sentiment Analysis in the Bengali language. The dataset comprises 4,132 instances labeled as Positive and 2,926 instances labeled as Negative sentiments.

Specifics of the Core Data:
—-------------------------------
Train 5647, Test 706, Validation 705 

Train : 
—-------------------------------

Positive: 3306

Negative: 2341


Test : 
—-------------------------------

Positive: 413

Negative: 293


Validation : 
—-------------------------------

Positive: 413

Negative: 292
DOI: 10.17632/6w3vps89c6.1
title: Asymmetric Effects of Exchange Rate Volatility on Turkish-German Commodity Trade

description: Estimation Data for the Export Demand Model & Import Demand Model
DOI: 10.5281/zenodo.10893923
title: GEO gene expression dataset recompute for selected tumor samples

description: We aligned and quantified RNA-Seq data present in GEO with a standardized pipeline to homogenize data preprocessing for downstream applications.

All uploaded files are UTF-8, `.csv`-formatted matrices. The `*_expected_count.csv.gz` files are unlogged, raw expression counts as reported by `rsem-quantify-expression` (see details below). The associated `*_metadata.csv.gz` files contain metadata pertinent to each column of the corresponding expression matrix.Some metadata files may have more rows than the associated number of columns. This is for series that were only partially RNA-Seq based (e.g. combinated RNA-Seq plus miRNA-Seq samples in the same GEO accession ID).

Metadata columns are derived from GEO series files, and follow their definitions. See each GEO entry directly to determine metadata meaning.

Each recompute has at least the `gene_id` column holding Ensembl Gene IDs. The remaining columns are ENA run accession IDs of the specific recomputed samples.Each associated metadata has at least the following columns:- `geo_accession`: The GEO sample ID of the sample.- `sample_accession`: The ENA sample ID of the sample.- `run_accession`: The ENA run accession ID of the sample, to be cross-referenced with the expression matrices.

## Pipeline Details

The alignment and quantification was made with the `x.FASTQ` tool available [on Github](https://github.com/TCP-Lab/x.FASTQ) installed locally on an Arch Linux machine running the Linux `6.7.8-zen1-1-zen` kernel with a `11th Gen Intel i7-1185G7 (8)` CPU and a `Intel TigerLake-LP GT2 [Iris Xe Graphics]` GPU.
DOI: 10.5281/zenodo.11093613
title: GEO gene expression dataset recompute for selected tumor samples

description: We aligned and quantified RNA-Seq data present in GEO with a standardized pipeline to homogenize data preprocessing for downstream applications.

All uploaded files are UTF-8, `.csv`-formatted matrices. The `*_expected_count.csv.gz` files are unlogged, raw expression counts as reported by `rsem-quantify-expression` (see details below). The associated `*_metadata.csv.gz` files contain metadata pertinent to each column of the corresponding expression matrix.Some metadata files may have more rows than the associated number of columns. This is for series that were only partially RNA-Seq based (e.g. combinated RNA-Seq plus miRNA-Seq samples in the same GEO accession ID).

Metadata columns are derived from GEO series files, and follow their definitions. See each GEO entry directly to determine metadata meaning.

Each recompute has at least the `gene_id` column holding Ensembl Gene IDs. The remaining columns are ENA run accession IDs of the specific recomputed samples.Each associated metadata has at least the following columns:- `geo_accession`: The GEO sample ID of the sample.- `sample_accession`: The ENA sample ID of the sample.- `run_accession`: The ENA run accession ID of the sample, to be cross-referenced with the expression matrices.

## Pipeline Details

The alignment and quantification was made with the `x.FASTQ` tool available [on Github](https://github.com/TCP-Lab/x.FASTQ) installed locally on an Arch Linux machine running the Linux `6.7.8-zen1-1-zen` kernel with a `11th Gen Intel i7-1185G7 (8)` CPU and a `Intel TigerLake-LP GT2 [Iris Xe Graphics]` GPU.