cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17556882
title: Occam's Razor Has Stopped Cutting: How anEpistemological Shield Protects Our CosmicImmaturity

description: The ThibScore Framework is a revolutionary mathematical analysis system designed to quantify and analyze interstellar objects through standardized metrics.

This repository contains:
• Comprehensive research papers in French and English on the Occam's Razor methodology applied to extraterrestrial intelligence analysis
• The ThibScore calculation framework and implementation scripts
• Visual assets and documentation for scientific communication
• Python utilities for automated upload and data management

The Global Anomaly Score formula transforms qualitative observations of celestial objects into quantifiable metrics, enabling comparative analysis and scientific investigation prioritization. This framework applies mathematical rigor to astrophysical anomaly detection, providing researchers with a standardized methodology for evaluating interstellar object characteristics.

Key Features:
- Quantitative anomaly scoring system based on multi-dimensional analysis
- Mathematical framework for comparing celestial objects
- Open-source Python implementation for reproducibility
- Bilingual documentation (French/English)
- Standardized methodology for scientific investigation prioritization

Applications: Astrophysics research, anomaly detection, interstellar object classification, UAP/UFO analysis, and extraterrestrial intelligence investigation.

Repository Contents:
1. Research papers (French and English versions): Le_Rasoir_Occam_Intelligence_Extraterrestre_Thibodeau_2025.pdf and Occam_Razor_ThibScore_Thibodeau_2025.pdf
2. Implementation documentation: README.md and UPLOAD_INSTRUCTIONS.md
3. Python automation script: upload_to_zenodo.py
4. Metadata configuration: zenodo_metadata.json
5. Visual assets: ThibScore_Header_Medium.png and ThibScore_Social_Media.png

Citation:
If you use this framework in your research, please cite this Zenodo deposit and reference the ThibScore methodology in your publications.

Author: Thibodeau, Thib
Year: 2025
License: CC BY 4.0
DOI: 10.5281/zenodo.17614029
title: Occam's Razor Has Stopped Cutting: How anEpistemological Shield Protects Our CosmicImmaturity

description: The ThibScore Framework is a revolutionary mathematical analysis system designed to quantify and analyze interstellar objects through standardized metrics.

This repository contains:
• Comprehensive research papers in French and English on the Occam's Razor methodology applied to extraterrestrial intelligence analysis
• The ThibScore calculation framework and implementation scripts
• Visual assets and documentation for scientific communication
• Python utilities for automated upload and data management

The Global Anomaly Score formula transforms qualitative observations of celestial objects into quantifiable metrics, enabling comparative analysis and scientific investigation prioritization. This framework applies mathematical rigor to astrophysical anomaly detection, providing researchers with a standardized methodology for evaluating interstellar object characteristics.

Key Features:
- Quantitative anomaly scoring system based on multi-dimensional analysis
- Mathematical framework for comparing celestial objects
- Open-source Python implementation for reproducibility
- Bilingual documentation (French/English)
- Standardized methodology for scientific investigation prioritization

Applications: Astrophysics research, anomaly detection, interstellar object classification, UAP/UFO analysis, and extraterrestrial intelligence investigation.

Repository Contents:
1. Research papers (French and English versions): Le_Rasoir_Occam_Intelligence_Extraterrestre_Thibodeau_2025.pdf and Occam_Razor_ThibScore_Thibodeau_2025.pdf
2. Implementation documentation: README.md and UPLOAD_INSTRUCTIONS.md
3. Python automation script: upload_to_zenodo.py
4. Metadata configuration: zenodo_metadata.json
5. Visual assets: ThibScore_Header_Medium.png and ThibScore_Social_Media.png

Citation:
If you use this framework in your research, please cite this Zenodo deposit and reference the ThibScore methodology in your publications.

Author: Thibodeau, Thib
Year: 2025
License: CC BY 4.0
DOI: 10.15468/dl.nd38cp
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heros severus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034663-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7j8vbe
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Geometry POLYGON((83 31, 85 31, 85 32, 83 32, 83 31))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034665-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.px269p
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.8688 23.39913, -108.7188 23.39913, -108.7188 23.54913, -108.8688 23.54913, -108.8688 23.39913))"
 ]
}

 The dataset includes 31 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034664-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ya5qu
title: Occurrence Download

description: A dataset containing 2490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ghana",
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is GHA7_2"
 ]
}

 The dataset includes 2490 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034666-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17614060
title: Crude Oil Price Forecasting

description:  The approach combines volatility estimation via GARCH, bidirectional temporal feature extraction using BiLSTM, and nonlinear function approximation through KAN to improve forecasting performance.
DOI: 10.15468/dl.wy474k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Herotilapia multispinosa",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034667-251025141854904/datasets/export for details.
DOI: 10.15468/dl.qejfef
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.7188 23.39913, -108.5688 23.39913, -108.5688 23.54913, -108.7188 23.54913, -108.7188 23.39913))"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034668-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eeach2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hesperoleucus symmetricus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034670-251025141854904/datasets/export for details.
DOI: 10.15468/dl.ukhez8
title: Occurrence Download

description: A dataset containing 1021 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.5688 23.39913, -108.4188 23.39913, -108.4188 23.54913, -108.5688 23.54913, -108.5688 23.39913))"
 ]
}

 The dataset includes 1021 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034671-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjb7pq
title: Occurrence Download

description: A dataset containing 2417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arundo donax"
 ]
}

 The dataset includes 2417 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034672-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2anf4g
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galaxias Cuvier, 1816",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((33.4566 -25.7816,35.1352 -25.1504,26.9648 -25.1504,26.9648 -34.0826,27.209 -34.0314,28.1962 -33.4486,30.3395 -31.6744,31.7308 -29.6968,32.7846 -28.846,33.3559 -27.1274,33.4566 -25.7816))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011808-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgs3re
title: Occurrence Download

description: A dataset containing 557569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Convolvulus arvensis L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 557569 records from 3378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011800-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11907492
title: EtudELEC: Residential Electricity Consumption Data
DOI: 10.15468/dl.cwy9bu
title: Occurrence Download

description: A dataset containing 2 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 (Rusa unicolor (Kerr, 1792))",
 "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 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016226-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.py2z77
title: Occurrence Download

description: A dataset containing 4246 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 (Rusa unicolor (Kerr, 1792))",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 4246 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016225-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvcrmf
title: Occurrence Download

description: A dataset containing 61 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 (Rusa unicolor (Kerr, 1792))",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 61 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016224-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/pynf-qf21
title: GC-C-IRMS Bundle - Bennu Aldehydes and Ketones
DOI: 10.60707/40wp-e994
title: GC-C-IRMS Bundle - Bennu Aldehydes and Ketones
DOI: 10.15468/dl.j9ncej
title: Occurrence Download

description: A dataset containing 1407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Manihot caerulescens Pohl"
 ]
}

 The dataset includes 1407 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007322-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g4776
title: Occurrence Download

description: A dataset containing 67117 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 Bromus hordeaceus L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 67117 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007319-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpav86
title: Occurrence Download

description: A dataset containing 1891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Phragmites australis"
 ]
}

 The dataset includes 1891 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003107-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.xgxd254jn
title: Data from: Responses to artificial selection for locomotor activity: A focus on death feigning in red flour beetle

description: Whole-organism performance, including locomotor activity, is an important
 fitness trait in many animals. Locomotor activity is often classified into
 sprint speed and locomotor endurance and differences in sprint speed and
 locomotor endurance affect on other traits such as life-history traits.
 Previous studies found that locomotor endurance, sprint speed, and brain
 dopamine (DA) levels are correlated with artificial selection for
 death-feigning (an anti-predator behavior that we refer to as
 "death-feigning syndrome") in some insect species. Thus, if the
 syndrome has a genetic basis, death feigning, sprint speed, and brain DA
 levels may be affected by artificial selection for locomotor endurance. We
 artificially selected for locomotor endurance over 10 generations in the
 red flour beetle Tribolium castaneum, and established higher (H) and lower
 activity (L) strains, then compared their death-feigning behavior, sprint
 speed, and brain DA levels. H-strain beetles exhibited significantly
 shorter duration of death-feigning, and significantly higher sprint speed,
 suggesting variation in death-feigning syndrome. Surprisingly, although
 brain DA expression affects various animal behaviors, we found no
 significant differences in the brain DA expressions of H- and L-strain
 beetles. Thus, our results imply genetic correlations between locomotor
 endurance, sprint speed, and death feigning, but not with brain DA
 expression, suggesting that differences in the biogenic amine results of
 our previous studies may reflect differences in behavioral expression
 mechanisms.
DOI: 10.5061/dryad.44j0zpcgp
title: Complementary genomic and epigenomic adaptation to environmental heterogeneity

description: While adaptation is commonly thought to result from selection on DNA
 sequence-based variation, recent studies have highlighted an analogous
 epigenetic component as well. However, the relative roles of these
 mechanisms in facilitating population persistence under environmental
 heterogeneity remain unclear. To address the underlying genetic and
 epigenetic mechanisms and their relationship during environmental
 adaptation, we screened the genomes and epigenomes of nine global
 populations of a predominately sessile marine invasive tunicate, Botryllus
 schlosseri. We detected clear population differentiation at the genetic
 and epigenetic levels. Patterns of genetic and epigenetic structure were
 significantly influenced by local environmental variables. Among these
 variables, minimum annual sea surface temperature was simultaneously
 identified as the top explanatory variable for both genetic and epigenetic
 variation. However, patterns of population structure driven by genetic and
 epigenetic variation were somewhat distinct, suggesting possible autonomy
 of epigenetic variation. We found both shared and specific genes and
 biological pathways among genetic and epigenetic loci associated with
 environmental factors, consistent with complementary and independent
 contributions of genetic and epigenetic variation to environmental
 adaptation in this system. Collectively, these mechanisms may facilitate
 population persistence under environmental change and sustain successful
 invasions across novel environments.
DOI: 10.5061/dryad.rr4xgxdbd
title: Reconstruction of reticulate evolution and divergence timing based on RNA-seq: Hippophae as a case

description: Phylotranscriptomic analysis has successfully been used to reconstruct
 phylogenies of higher taxa. However, depicting the patterns of phylogenies
 in more details and, especially, estimating time of introgression for
 lower taxa remain challenging. Here, we selected Hippophae (Elaeagnaceae),
 a small genus restricted to the Qinghai-Tibet Plateau (QTP) and adjacent
 areas, as an example to optimize approaches to investigate reticulate
 evolution in lower taxa with RNA-seq. Plastid genes and low copy nuclear
 genes were extracted from RNA-seq data to reconstruct a reliable species
 tree of Hippophae and estimate the time of species divergence,
 respectively. Results show that the phylogeny of five Hippophae species
 has been consistently solved except for H. salicifolia and a potential
 hybrid species. The divergence time of 5 species ranged from 17.56 Ma to
 6.04 Ma, the era of the Himalayas uplift. The inconsistence between gene
 trees was integrated with the implicit network analysis approaches, such
 as investigating statistical difference of anomalous gene trees and
 asymmetry of average most recent common ancestor (MRCA) ages, and explicit
 network analysis approaches, such as PhyloNet and SNaQ. At least two
 separate introgression cases were involved in the history of Hippophae:
 one took place between two basial clades of this genus, in which an early
 member or common ancestor of H. rhamnoides and H. thibetana lineages
 experienced introgression with an early member or common ancestor of H.
 neurocarpa and H. gyantsensis; the other was between H. gyantsensis and H.
 neurocarpa. Using a MCMC fitting model, we estimated the secondary
 divergence time after the first introgression, finding two secondary
 divergence times: one was about 8.79 (7.05-10.64) Ma and between H.
 rhamnoides and the MRCA of H. neurocarpa and H. gyantsensis, and the other
 was near 7.76 (5.89-9.58) Ma and between H. tibetana and the MRCA of H.
 neurocarpa and H. gyantsensis. Furthermore, introgressed gene candidates,
 including some potential adaptive genes, were found, indicating that even
 the introgression in small genus is important and functional for species
 differentiation. Based on the above results and previous studies, the
 reticulate evolution of Hippophae was highlighted, providing a potential
 guidance in using RNA-seq data for reconstructing the complex evolution
 history of lower taxa.