cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/gwnbqq
title: Dataset of anonymized discharge summaries of sepsis patients from a Brazilian tertiary hospital for NLP applications

description: Background: Publicly available clinical text datasets in Brazilian Portuguese for Natural Language Processing (NLP) research and education are scarce, largely due to challenges in ensuring robust anonymization of sensitive patient data, especially within long clinical notes.
Objective: To address this gap, we created and describe a new dataset of anonymized discharge summaries from sepsis patients treated at a Brazilian tertiary teaching hospital.
Methods: Discharge summaries for adult sepsis patients (identified via ICD-10 codes) were extracted from the hospital's Electronic Health Record (EHR) system. Following manual physician review to ensure text quality and relevance (N=387), the summaries underwent processing including cleaning, abbreviation expansion using a custom dictionary, and a two-stage automated anonymization process (unsupervised GLiNER followed by a supervised custom spaCy NER model). A final manual review ensured confidentiality and excluded summaries unsuitable for NLP educational tasks. Key structured clinical variables (length of stay, ICU admission, palliative care status, number of specialties, outcome) were also extracted and linked to each summary.
Results: The resulting dataset comprises 200 anonymized discharge summaries in Brazilian Portuguese, presented in tabular format (.xlsx file) alongside the linked structured clinical variables, relevant ICD-10 codes, and the abbreviation dictionary. An accompanying Jupyter Notebook details the processing steps.
Conclusion: This dataset provides a valuable and accessible resource of real-world, anonymized Brazilian Portuguese clinical text, suitable for educational purposes and research in NLP. It facilitates training and experimentation with tasks such as text preprocessing, named entity recognition, classification, and topic modeling, and enables the exploration of integrating textual data with structured clinical variables.
description: The annotated_dataset.xlsx file contains three spreadsheets:
1. ICD_codes: The International Classification of Diseases, Tenth Revision (ICD-10) codes and descriptions used to select patients diagnosed with sepsis.
2. abbreviations: This file contains the custom abbreviation dictionary used in the data processing stage to expand abbreviated words found in texts into their corresponding full forms.
3. annotated_dataset: The main dataset comprising 200 records, each corresponding to an anonymized discharge summary for a patient with suspected or confirmed diagnosis of sepsis. Spreadsheet structure and content is described in detail in Table 1.
The Jupyter Notebook (Sepsis_Dataset.ipynb), provides additional details about the steps involved in data processing and the respective scripts and named entities used for unsupervised anonymization.

The unstructured information was translated into English. Translation preserved the writing style of the Brazilian physician, therefore, its use in other languages should be done with caution.
DOI: 10.5281/zenodo.15323881
title: scSpecies Test Datasets

description: Datasets to test the scSpecies package. Datasets are a randomly drawn subset of the mouse, human and hamster liver cell atlas. URL: https://www.livercellatlas.org/
DOI: 10.5281/zenodo.15323882
title: scSpecies Test Datasets

description: Datasets to test the scSpecies package. Datasets are a randomly drawn subset of the mouse, human and hamster liver cell atlas. URL: https://www.livercellatlas.org/
DOI: 10.6084/m9.figshare.29730257
title: Mauritius-oriented ChatGPT system instructions

description: The file contains the 24 system instructions used in the paper, "A Global South Strategy for Evaluating Research Value with ChatGPT". They tell ChatGPT to evaluate research quality, research quality with a focus on Mauritius, or value to Mauritius. There are separate instructions for probability-based and standard prompts, and four broad areas of research:a. A: Health and life sciencesb. B: Physical sciences, maths and engineeringc. C: Social sciencesd. D: Arts and humanities
DOI: 10.15468/dl.a37u2k
title: Occurrence Download

description: A dataset containing 3044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scutellaria columnae, Scutellaria altissima)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 3044 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081299-250717081556266/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.29730257.v1
title: Mauritius-oriented ChatGPT system instructions

description: The file contains the 24 system instructions used in the paper, "A Global South Strategy for Evaluating Research Value with ChatGPT". They tell ChatGPT to evaluate research quality, research quality with a focus on Mauritius, or value to Mauritius. There are separate instructions for probability-based and standard prompts, and four broad areas of research:a. A: Health and life sciencesb. B: Physical sciences, maths and engineeringc. C: Social sciencesd. D: Arts and humanities
DOI: 10.15468/dl.x5f85m
title: Occurrence Download

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

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082420-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzsf3x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Channa micropeltes",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010773-251009101135966/datasets/export for details.
DOI: 10.15468/dl.3g6z7u
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Channa micropeltes",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 67 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010774-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rklxfi
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076271-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dijjzx
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012869-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46dlld
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049589-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uncip9
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076263-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ivc3sj
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076250-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdbn28
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Monomorium intrudens Smith, 1874)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 78 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072326-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfqoep
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048471-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k33awm
title: Occurrence Download

description: A dataset containing 114989623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 114989623 records from 14923 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200337-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110601715
title: Persepolis Fortification Aramaic Text 441, PFAT 441

description: [Text Description:] Administrative text with seals PFATS 0419, PFATS 0420 ❧ [Text or Publication Number Note:] PFAT 441, Bowman 441 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0419 on obverse, reverse; PFATS 0420 on flat edge. ❧ [Physical Object Note:] Damage on round edge.
DOI: 10.25549/inscriptifact-ouc110597764
title: Persepolis Fortification Aramaic Text 393, PFAT 393

description: [Text Description:] Administrative text with seals PFATS 0060; PFS 0142. ❧ [Text or Publication Number Note:] PFAT 393, Bowman 393 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0060 on obverse; PFS 0142 on reverse, flat edge.
DOI: 10.25549/inscriptifact-ouc110601710
title: Persepolis Fortification Aramaic Text 440, PFAT 440

description: [Text Description:] Administrative text with seals PFATS 0417, PFATS 0418 ❧ [Text or Publication Number Note:] PFAT 440, Bowman 440 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0417 on obverse, upper edge, bottom edge; PFATS 0418 on reverse, flat edge.
DOI: 10.25549/inscriptifact-ouc110597737
title: Persepolis Fortification Aramaic Text 393, PFAT 393

description: [Text Description:] Administrative text with seals PFATS 0060; PFS 0142. ❧ [Text or Publication Number Note:] PFAT 393, Bowman 393 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0060 on obverse; PFS 0142 on reverse, flat edge.
DOI: 10.25549/inscriptifact-ouc110601703
title: Persepolis Fortification Aramaic Text 440, PFAT 440

description: [Text Description:] Administrative text with seals PFATS 0417, PFATS 0418 ❧ [Text or Publication Number Note:] PFAT 440, Bowman 440 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0417 on obverse, upper edge, bottom edge; PFATS 0418 on reverse, flat edge.
DOI: 10.25549/inscriptifact-ouc110597735
title: Persepolis Fortification Aramaic Text 392, PFAT 392

description: [Text Description:] Administrative text with seals PFS 0078; PFS 0048. ❧ [Text or Publication Number Note:] PFAT 392, Bowman 392 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink and incised inscription. Seal impressions PFS 0078 on reverse; PFS 0048 on flat edge.
DOI: 10.25549/inscriptifact-ouc110598673
title: Persepolis Fortification Anepigraphic Tablet 0855.104, PFAnep 0855.104

description: [Text Description:] Administrative text with seals PFUTS 0135; PFS 0095. ❧ [Text or Publication Number Note:] PFAnep 0855.104, PFUT 0855-104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0135 on obverse, upper edge; PFS 0095 on left edge.
DOI: 10.25549/inscriptifact-ouc110597734
title: Persepolis Fortification Aramaic Text 393, PFAT 393

description: [Text Description:] Administrative text with seals PFATS 0060; PFS 0142. ❧ [Text or Publication Number Note:] PFAT 393, Bowman 393 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0060 on obverse; PFS 0142 on reverse, flat edge.
DOI: 10.25549/inscriptifact-ouc110598666
title: Persepolis Fortification Elamite Tablet 0215, PF 0215

description: [Text Description:] Administrative text with seal PFS 0046 ❧ [Text or Publication Number Note:] PF 0215 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text, Aramaic ink inscription. Seal impression PFS 0046 reverse; another seal impression left edge. ❧ [Physical Object Note:] Cracks, damage on reverse.
DOI: 10.25549/inscriptifact-ouc110600688
title: Persepolis Fortification Aramaic Text 416, PFAT 416

description: [Text Description:] Administrative text with seals PFS 0095 ❧ [Text or Publication Number Note:] PFAT 416, Bowman 416 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 0095 on obverse, upper edge. ❧ [Physical Object Note:] Damage on reverse, flat edge, round edge.
DOI: 10.15468/dl.pjqd7p
title: Occurrence Download

description: A dataset containing 242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amomyrtus luma",
 "Country is Chile",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 242 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027338-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110598631
title: Persepolis Fortification Anepigraphic Tablet 0855.104, PFAnep 0855.104

description: [Text Description:] Administrative text with seals PFUTS 0135; PFS 0095. ❧ [Text or Publication Number Note:] PFAnep 0855.104, PFUT 0855-104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0135 on obverse, upper edge; PFS 0095 on left edge.
DOI: 10.25549/inscriptifact-ouc110600681
title: Persepolis Fortification Aramaic Text 416, PFAT 416

description: [Text Description:] Administrative text with seals PFS 0095 ❧ [Text or Publication Number Note:] PFAT 416, Bowman 416 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 0095 on obverse, upper edge. ❧ [Physical Object Note:] Damage on reverse, flat edge, round edge.
DOI: 10.25549/inscriptifact-ouc110598628
title: Persepolis Fortification Anepigraphic Tablet 0855.104, PFAnep 0855.104

description: [Text Description:] Administrative text with seals PFUTS 0135; PFS 0095. ❧ [Text or Publication Number Note:] PFAnep 0855.104, PFUT 0855-104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0135 on obverse, upper edge; PFS 0095 on left edge.
DOI: 10.5255/ukda-sn-6711-8
title: International Trade in Services, 1996-2017: Secure Access
title: Annual Survey of International Trade in Services; Overseas Trade in Services Inquiry; ITIS; OTIS

description: The UK's &lt;i&gt;International Trade in Services&lt;/i&gt; (ITIS) data are collected from a number of different survey and administrative sources. The ITIS inquiry (formally called the &lt;i&gt;Overseas Trade in Services Inquiry&lt;/i&gt;) was forged as a result of the merging of the &lt;i&gt;Annual and Quarterly Inquiries into Royalties and Services&lt;/i&gt; (RASI) and the &lt;i&gt;Annual and Quarterly Inquiries of Overseas Trade of Consultants&lt;/i&gt; (CONS) in 1996. It collects data on UK resident companies’ international transactions in services, with the user having information on the type and value of service imports/exports and the country of origin/destination of the services. (Note: companies are not required to identify the country for transactions less than £10,000.) The results provide trade in services data which contribute to the key components of the measurement of the UK’s Balance of Payments and of Gross Domestic Product. In addition, the results are used in the industrial and non-industrial services breakdown within the current price Input-Output Supply and Use Tables. For further information the latest &lt;a href="https://www.ons.gov.uk/businessindustryandtrade/internationaltrade/bulletins/internationaltradeinservices/previousReleases" target="_blank"&gt;ITIS UK Statistical Bulletins&lt;/a&gt; are available from the Office for National Statistics web site.&lt;br&gt;
&lt;br&gt;
&lt;i&gt;Linking to other business studies&lt;/i&gt;&lt;br&gt;
These data contain Inter-Departmental Business Register reference numbers.  These are anonymous but unique reference numbers assigned to business organisations.  Their inclusion allows researchers to combine different business survey sources together.  Researchers may consider applying for other business data to assist their research.&lt;br&gt;
&lt;br&gt;
&lt;b&gt;Latest edition information&lt;/b&gt;&lt;br&gt;
For the eighth edition (June 2019), the 2017 imports and exports data files have been added to the study, along with the 2017 variable key and the latest Quality and Methodology Information.&lt;br&gt;
&lt;br&gt;
DOI: 10.25549/inscriptifact-ouc110600673
title: Persepolis Fortification Aramaic Text 416, PFAT 416

description: [Text Description:] Administrative text with seals PFS 0095 ❧ [Text or Publication Number Note:] PFAT 416, Bowman 416 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 0095 on obverse, upper edge. ❧ [Physical Object Note:] Damage on reverse, flat edge, round edge.
DOI: 10.25549/inscriptifact-ouc110598625
title: Persepolis Fortification Anepigraphic Tablet 0855.104, PFAnep 0855.104

description: [Text Description:] Administrative text with seals PFUTS 0135; PFS 0095. ❧ [Text or Publication Number Note:] PFAnep 0855.104, PFUT 0855-104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0135 on obverse, upper edge; PFS 0095 on left edge.