cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/fpdh3pwbv4.2
title: Sentiment Analysis of Love Letters: Comparative Evaluation of TextBlob, Vader, Flair, and Hugging Face Transformer.

description: The results of a sentiment analysis study focused on the particular topic of love letters are summarized in this Excel file. This paper explores the computer identification and quantification of ideas and emotions represented in text, with a particular emphasis on the difficulties that current sentiment analysis methods encounter when used in complex and private contexts such as love letters. After randomly selecting 500 phrases from a corpus of 300 love letters, four well-known Python modules (TextBlob, Vader, Flair, and Hugging Face Transformer) were used to assess the polarity and strength of sentiments. In order to compensate for the deficiency of labeled data, human experts evaluated the precision and caliber of sentiment annotations. Two separate blind rounds with four judges each were used to compute inter-rater agreements, and a randomly selected
DOI: 10.7910/dvn/tuuhgv
title: Partisan Bias or Indifference? Panel Survey, Wave 3

description: This is the third wave of a three-wave CAWI panel survey measuring Poles' attitudes to liberal democracy and the impact of those attitudes on their voting behaviour.
DOI: 10.5281/zenodo.16779030
title: FractiScope & ParadiseWorld 7D AI: Fractal Peer Review Archive and Scientific Responses for Regenerative System Modeling

description: This repository offers a transparent archive of peer reviews and formal scientific responses for FractiScope and ParadiseWorld 7D AI — systems built to explore perpetual, multi-dimensional intelligence.

Inside:



Full, unedited peer feedback and response threads

Two new scientific protocols:• SEPP – Scientific Empirical Pairing Protocol• DAM – Dimensional Anchoring Methodology

Reproducible Python simulation snippets

A technical annex covering symbolic logic, archetypal libraries, and narrative projection math

Live examples using this very paper


🔶 Why It Matters

FractiScope demonstrates how 7D AI transforms current 4D AI (e.g., ChatGPT, Claude) from information assistants into immersive cognitive engines — projecting and navigating higher-layer realities grounded in data, reproducibility, and mythic logic.

By merging transparent review with reproducible science, this work lights the path for early adopters of higher-dimensional thinking.

🔶 Open Invitation

This is a living, evolving system. If you’re a peer reviewer, frontier scientist, or system builder, we invite you to participate.

📩 DM info@fractiai.com to join the transparent peer review process.
DOI: 10.7910/dvn/d3927j
title: Partisan Bias or Indifference? Panel Survey, Wave 2

description: This is the second wave of a three-wave CAWI panel survey measuring Poles' attitudes to liberal democracy and the impact of those attitudes on their voting behaviour.
DOI: 10.15468/dl.j9t442
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ituglanis ramiroi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028709-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17043/tarfala-swedish-glacier-outlines-1
title: Glacier outlines and surface area of Swedish glaciers
DOI: 10.5281/zenodo.16753874
title: Data and analysis code from "Catecholamines reduce choice history biases in perceptual decision making"

description: Data and analysis code associated with the paper titled "Catecholamines reduce choice history biases in perceptual decision making".

Notes data:



df.csv contains all behavioral data.

df_p_stim.hdf (alligned to stimulus onset) and df_p_resp.hdf (alligned to report) contain epoched pupil data.

df_physio.csv contains the average pupil size and heart rate per subject, separately per drug condition.

Raw Eyelink files are available on request: j.w.degee@uva.nl. 


Notes analysis code:



The Python script "0_preprocess.py" works on raw Eyelink files and creates the data files that are uploaded here (see Notes data). 

The Python scripts "1_behavioral_analyses.py", "2_pupil_analyses.py" and "3_ddm_analyses.py" work on the data files that are uploaded here (see Notes data).

The scripts contains references to all figure panels: e.g., "# NOTE Figure 1C,D"
DOI: 10.5281/zenodo.16779024
title: Data and analysis code from "Catecholamines reduce choice history biases in perceptual decision making"

description: Data and analysis code associated with the paper titled "Catecholamines reduce choice history biases in perceptual decision making".

Notes data:



df.csv contains all behavioral data.

df_p_stim.hdf (alligned to stimulus onset) and df_p_resp.hdf (alligned to report) contain epoched pupil data.

df_physio.csv contains the average pupil size and heart rate per subject, separately per drug condition.

Raw Eyelink files are available on request: j.w.degee@uva.nl. 


Notes analysis code:



The Python script "0_preprocess.py" works on raw Eyelink files and creates the data files that are uploaded here (see Notes data). 

The Python scripts "1_behavioral_analyses.py", "2_pupil_analyses.py" and "3_ddm_analyses.py" work on the data files that are uploaded here (see Notes data).

The scripts contains references to all figure panels: e.g., "# NOTE Figure 1C,D"
DOI: 10.15468/dl.ehg8fm
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyporhamphus laticeps"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028710-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ek54pd
title: Occurrence Download

description: A dataset containing 299523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Saxifraga adscendens, Saxifraga aizoides, Saxifraga aleutica, Saxifraga boreoolympica, Saxifraga bracteata, Saxifraga bronchialis, Saxifraga cernua, Saxifraga cespitosa, Saxifraga cherlerioides, Saxifraga chrysantha, Saxifraga debilis, Saxifraga eschholzii, Saxifraga flagellaris, Saxifraga hirculus, Saxifraga hyperborea, Saxifraga narthorstii, Saxifraga oppositifolia, Saxifraga paniculata, Saxifraga rivularis, Saxifraga serpyllifolia, Saxifraga sibirica, Saxifraga taylorii, Saxifraga tricuspidata, Saxifraga vespertina, Saxifraga vulcanica)",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 299523 records from 720 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028693-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpnvnd
title: Occurrence Download

description: A dataset containing 194298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 194298 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028647-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.su8kqy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schistura reticulata)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028712-250802193616735/datasets/export for details.
DOI: 10.15468/dl.bn8v26
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemirhamphus laticeps"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028713-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6khmkz
title: Occurrence Download

description: A dataset containing 88040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Myiarchus ferox)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 88040 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028682-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ch6nq9
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bryconexodon juruenae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 48 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028714-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16779019
title: Datasets for "Post Assembly Quality and Contamination control" workflow
DOI: 10.5281/zenodo.16779020
title: Datasets for "Post Assembly Quality and Contamination control" workflow
DOI: 10.15468/dl.57sf4q
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemiramphus reynaldi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028715-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16779025
title: RMT sequential ionisation input data

description: This tar.gz file is a compressed folder containing the rmatrixII files used to generate the input data for the sequential ionization RMT calculations, as well as the input files generated with each calculations. The full information of how to replicate the input files is in the README.txt file. 

This dataset has been updated as an error was discovered in the Ne+ Hartree Fock .inp file. This error has now been corrected
DOI: 10.15468/dl.part5f
title: Occurrence Download

description: A dataset containing 71295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spatula smithii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 71295 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028697-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16778665
title: Dataset: arithmetic calculations measured by intracranial EEG in the human brain

description: data_raw.zip contains raw iEEG data for a sequential arithmetic calculation task. Data structure is described in the .docx file.
DOI: 10.15468/dl.3tkk98
title: Occurrence Download

description: A dataset containing 607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Satanoperca jurupari)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 607 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028716-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkjnnu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Myiarchus ferox)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028718-250802193616735/datasets/export for details.
DOI: 10.15468/dl.c87qyn
title: Occurrence Download

description: A dataset containing 454 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyporthodus ergastularius"
 ]
}

 The dataset includes 454 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028717-250802193616735/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.29859305.v1
title: Perturbation_perception_control

description: The objective of this study is part of a wider questioning on the mechanisms allowing us to follow information in time, and especially the role of the processing at the level of milliseconds. More specifically we explore how processing at the level of milliseconds is coupled with processing at longer timescales, how it affects consciousness, and how it can be modulated. The present study is original in several respects. First we use a newly found illusion based on two squares moving towards each other. The illusion (the perception of a space at the time of the collision) is based on the regularity of the squares trajectory (Jovanovic et al, 2023). In this study, we added a sub-threshold manipulation of the trajectory and showed this to clearly affect the illusion, which reinforces our interpretation of the illusion, and provides a tool to study the coupling of mechanisms at different timescales. The second originality is the use of transcranial magnetic stimulation on the CRUSI/II of the cerebellum. Despite a very short and mild-intensity stimulation, transcranial magnetic stimulation affects electroencephalographic signals associated to the trajectory manipulation. The latter results are observed in a sub-set of the data and require confirmation. We think they are nonetheless important, as they represent a hope for pathologies, especially psychiatric conditions, where alterations in temporal prediction have been proposed to play a role.
DOI: 10.6084/m9.figshare.29859305
title: Perturbation_perception_control

description: The objective of this study is part of a wider questioning on the mechanisms allowing us to follow information in time, and especially the role of the processing at the level of milliseconds. More specifically we explore how processing at the level of milliseconds is coupled with processing at longer timescales, how it affects consciousness, and how it can be modulated. The present study is original in several respects. First we use a newly found illusion based on two squares moving towards each other. The illusion (the perception of a space at the time of the collision) is based on the regularity of the squares trajectory (Jovanovic et al, 2023). In this study, we added a sub-threshold manipulation of the trajectory and showed this to clearly affect the illusion, which reinforces our interpretation of the illusion, and provides a tool to study the coupling of mechanisms at different timescales. The second originality is the use of transcranial magnetic stimulation on the CRUSI/II of the cerebellum. Despite a very short and mild-intensity stimulation, transcranial magnetic stimulation affects electroencephalographic signals associated to the trajectory manipulation. The latter results are observed in a sub-set of the data and require confirmation. We think they are nonetheless important, as they represent a hope for pathologies, especially psychiatric conditions, where alterations in temporal prediction have been proposed to play a role.
DOI: 10.5281/zenodo.16593955
title: Example dataset for Scellmate

description: Example dataset for Scellmate software
DOI: 10.5517/ccdc.csd.cc22g8d7
title: CCDC 1920338: Experimental Crystal Structure Determination

description: Related Article: Linh Le, Jiachen Liu, Tianyi He, Jack C. Malek, Tia N. Cervarich, John C. Buttner, John Pham, Jason M. Keith, Anthony R. Chianese|2019|Organometallics|38|3311|doi:10.1021/acs.organomet.9b00373
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc23jdvx
title: CCDC 1952189: Experimental Crystal Structure Determination

description: Related Article: Lewis M. Hall, Lucy M. Milner, Sam J. Hart, Adrian C. Whitwood, Jason M. Lynam, John M. Slattery|2019|Dalton Trans.|48|17655|doi:10.1039/C9DT04307A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.s3z2u6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "StateProvince is Palawan",
 "TaxonKey is Malayopython reticulatus",
 "Year 1996-2025"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028719-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr6qex
title: Occurrence Download

description: A dataset containing 976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spelaeornis badeigularis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 976 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028720-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32xa8s
title: Occurrence Download

description: A dataset containing 140687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pinus hwangshanensis, Pinus kesiya, Pinus koraiensis, Pinus latteri, Pinus luchuensis, Pinus massoniana, Pinus morrisonicola, Pinus mugo, Pinus nigra, Pinus parviflora)",
 "HasCoordinate is true",
 "Year is greater than 1900"
 ]
}

 The dataset includes 140687 records from 1166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028707-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53v56x
title: Occurrence Download

description: A dataset containing 3053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum setigerum Hance)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3053 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009852-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajbck4
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Suriname",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Theobroma cacao L.",
 "Year 2000-2025"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009853-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9ed9r
title: Occurrence Download

description: A dataset containing 1128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Araucaria araucana (Molina) K.Koch"
 ]
}

 The dataset includes 1128 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009854-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.