cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18457349
title: Optimizing Global Polyethylene Production Planning Based on Demand - Supply Using Pearson Correlation and  Linear Regression

description: The primary objective of this study is to optimize global polyethylene (PE) production planning by reducing the risks of over-inventory and shortage-inventory, which arise from persistent mismatches between supply and demand. These imbalances have long created inefficiencies in the PE industry, leading to increases in storage and holding costs and lost sales opportunities. To address this problem, a predictive, data-driven framework was developed by applying industrial engineering tools. A quantitative methodology was employed, Pearson correlation analysis was used to measure the strength of the relationship between global PE demand and production, followed by the construction of a simple linear regression model to forecast production volumes. Model validation was conducted using the coefficient of determination (R²) and Mean Absolute Percentage Error (MAPE). Once validated, the regression model was integrated into Master Production Schedule (MPS) and Material Requirements Planning (MRP) systems to evaluate its operational impact. The results demonstrate a very strong correlation (r = 0.992) and high predictive accuracy (R² = 98.45%, MAPE = 1.33%). Integration into MPS and MRP reduced inventory deviation from 1.47% (comprising 1.23% over-inventory and 0.24% shortage-inventory) to 0.63% (with complete elimination of over-inventory and a manageable shortage level), generating potential inventory cost savings of USD 4.60–7.66 billion. The innovation of this research lies in embedding regression-based forecasting into MPS and MRP subsystems within a production planning system, providing a transparent, interpretable, and replicable framework for production planning. The contribution is twofold: (1) demonstrating problem solving using industrial engineering methods to minimize inventory risks and optimize resource allocation, and (2) establishing a scalable analytical foundation that can be further enhanced through advanced AI systems and hybrid forecasting to address non-linearity, seasonality, and market uncertainty in the global polymer industry.
DOI: 10.5281/zenodo.18457334
title: An Analysis of Coverage Blockers in OSS-Fuzz (Artefakts)
DOI: 10.5281/zenodo.18457335
title: An Analysis of Coverage Blockers in OSS-Fuzz (Artefakts)
DOI: 10.5281/zenodo.18457157
title: Avalanches of choice: how stranger-to-stranger interactions shape crowd dynamics

description: Paper Data and Code

This repository contains data and plotting code for the paper "Avalanches of choice: how stranger-to-stranger interactions shape crowd dynamics" published in PNAS.

File structure- data : raw and processed datasets- code : example notebooks to reproduce figures- README.md : this file

How to run1. Install Python 3.x2. Install required packages: numpy, matplotlib, pandas, scipy3. Run PNAS_plot.ipynb to generate figures
DOI: 10.5281/zenodo.18457158
title: Avalanches of choice: how stranger-to-stranger interactions shape crowd dynamics

description: Paper Data and Code

This repository contains data and plotting code for the paper "Avalanches of choice: how stranger-to-stranger interactions shape crowd dynamics" published in PNAS.

File structure- data : raw and processed datasets- code : example notebooks to reproduce figures- README.md : this file

How to run1. Install Python 3.x2. Install required packages: numpy, matplotlib, pandas, scipy3. Run PNAS_plot.ipynb to generate figures
DOI: 10.15468/dl.t8fbz3
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-17.65819 30.53243,8.36441 30.53243,8.36441 47.26961,-17.65819 47.26961,-17.65819 30.53243))",
 "HasGeospatialIssue is false",
 "PublishingOrg is da86174a-a605-43a4-a5e8-53d484152cd3",
 "TaxonKey is Parnassia palustris"
 ]
}

 The dataset includes 355 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026370-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dd6sz2
title: Occurrence Download

description: A dataset containing 386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Geometry POLYGON((-133.28514 -27.83452,-16.71486 -27.83452,-16.71486 18.83452,-133.28514 18.83452,-133.28514 -27.83452))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, 814cdfb5-d4f8-4453-815f-ea5df98e76bf, d0e01e0c-7e8c-49aa-aeed-15fab7dfee46, 33d232b5-5cc2-4521-8bd6-121c5bb41c32, 5184e024-2899-4635-884b-c9d769e72cdd, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, e1f3033f-176a-4e5e-8b97-7f1f000fcc2a, bc092ff0-02e4-11dc-991f-b8a03c50a862)",
 "TaxonKey is Myrcianthes rhopaloides"
 ]
}

 The dataset includes 386 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026371-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pqnvj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026374-250811113504898/datasets/export for details.
DOI: 10.15468/dl.s76k3u
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mastacembelus robertsi)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026373-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt6qmv
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coptodon zillii",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026375-250811113504898/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/12820896
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.n6bs5h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemibagrus gracilis)",
 "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/0026376-250811113504898/datasets/export for details.
DOI: 10.15468/dl.adyeve
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026378-250811113504898/datasets/export for details.
DOI: 10.15468/dl.7dras8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coptodon zillii",
 "Country is Mauritius",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026380-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9wb28
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Faxonius limosus",
 "OccurrenceStatus is Absent"
 ]
}

 The dataset includes 240 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026379-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pac7zb
title: Occurrence Download

description: A dataset containing 6993 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Faxonius limosus",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6993 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026377-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5cc0v636
title: MassIVE MSV000098894 - Phosphoproteomic Profiling Reveals Distinct Signaling Pathways in Dictyostelium discoideum in Response to AprA and Polyphosphate
title: Whole cell lysates of Dictyostelium discoideum vegetative cells treated with either recombinant AprA (rAprA), polyphosphate (polyP). Samples were collected 0, 10, 30 and 60 minutes post-treatment and analyzed using TMTpro 16-plex labeling (12 of 16 labels used) followed by high-pH fractionation and phosphopeptide enrichment. 126: n=1, 0 min 127N: n=1, 10 min 127C: n=1, 30 min 128N: n=1, 60 min 128C: n=2, 0 min 129N: n=2, 10 min 129C: n=2, 30 min 130N: n=2, 60 min 130C: n=3, 0 min 131N: n=3, 10 min 131C: n=3, 30 min 133N: n=3, 60 min Files starting with ECL1 are total proteome samples (F1-F8 for fractions 1-8) and were run on the Orbitrap Eclipse. Files starting with LUM1 are phosphopeptide enrich samples and were run on the Orbitrap Fusion Lumos.
DOI: 10.15468/dl.78aamv
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Gonipterus scutellatus",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 381 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026381-250811113504898/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.29954762
title: DEMONYM NARROWING PARAPHRASED.docx

description: <br>Although ethnic and civic identity disputes have been widely studied in nationalist studies (Brubaker, 2004; Smith, 1991), little is known about the precise mechanics of how citizen designations change linguistically to include or exclude. Through comparative case analyses of Turkey, India, France, Israel, and the United Kingdom—all of which represent unique examples and forces behind demonym narrowing—this study fills this vacuum.<br>
DOI: 10.6084/m9.figshare.29954762.v1
title: DEMONYM NARROWING PARAPHRASED.docx

description: <br>Although ethnic and civic identity disputes have been widely studied in nationalist studies (Brubaker, 2004; Smith, 1991), little is known about the precise mechanics of how citizen designations change linguistically to include or exclude. Through comparative case analyses of Turkey, India, France, Israel, and the United Kingdom—all of which represent unique examples and forces behind demonym narrowing—this study fills this vacuum.<br>
DOI: 10.15468/dl.dp9bx3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Kryptolebias campelloi)",
 "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/0026382-250811113504898/datasets/export for details.
DOI: 10.15468/dl.wfjngs
title: Occurrence Download

description: A dataset containing 687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coptodon zillii",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 687 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026384-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hf6zt3
title: Occurrence Download

description: A dataset containing 703280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bromeliaceae"
 ]
}

 The dataset includes 703280 records from 1342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026309-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mycff2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coptodon zillii",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026386-250811113504898/datasets/export for details.
DOI: 10.15468/dl.ft2emq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Gonipterus scutellatus",
 "OccurrenceStatus is Absent"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026383-250811113504898/datasets/export for details.
DOI: 10.15468/dl.ttxj4h
title: Occurrence Download

description: A dataset containing 818 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Columbicola columbae"
 ]
}

 The dataset includes 818 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026388-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3fmhc7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Harmonia axyridis",
 "OccurrenceStatus is Absent"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026389-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxy7k2
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026390-250811113504898/datasets/export for details.
DOI: 10.15468/dl.awr9wv
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemigrammus pulcher)",
 "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 32 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026391-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jv7wbd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Hemiberlesia pitysophila",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026392-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ku37gr
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Monstera epipremnoides"
 ]
}

 The dataset includes 78 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026393-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjywsf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Hemiberlesia pitysophila",
 "OccurrenceStatus is Absent"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026394-250811113504898/datasets/export for details.
DOI: 10.6084/m9.figshare.29954765
title: A IA NÃO MENTE: ELA COLAPSA. DA CRÍTICA ESTRUTURAL AOS MODELOSATUAIS À EMERGÊNCIA ÉTICA EM ARQUITETURAS COMPUTACIONAIS

description: Este artigo analisa criticamente o impacto da emergência das inteligências artificiais generativas na produção acadêmica, demonstrando que os erros cometidos por modelos de linguagem natural não configuram transgressões morais, mas sintomas de colapsos arquiteturais inferenciais. Adota-se uma abordagem qualitativa, de natureza analítico-epistemológica, articulando análise crítica de casos documentados e fundamentação filosófica baseada em Wittgenstein, Floridi, Metzinger e Bruzzo. Argumenta-se que a produção textual automatizada desloca o conceito de verdade para o regime da plausibilidade linguística, erodindo os fundamentos tradicionais da autoria e da veracidade. Em resposta, propõe-se abandonar o paradigma punitivo e instaurar uma nova ética da arquitetura inferencial, culminando na formulação da função Ƹ*: um modelo computacional capaz de detectar e corrigir incoerências sem recorrer à consciência ou intencionalidade. Ao deslocar a responsabilidade do ato para a estrutura, este trabalho aponta para a necessidade urgente de repensar a convivência epistemológica entre humanos e sistemas tecnogênicos na era pós-biológica.
DOI: 10.6084/m9.figshare.29954765.v1
title: A IA NÃO MENTE: ELA COLAPSA. DA CRÍTICA ESTRUTURAL AOS MODELOSATUAIS À EMERGÊNCIA ÉTICA EM ARQUITETURAS COMPUTACIONAIS

description: Este artigo analisa criticamente o impacto da emergência das inteligências artificiais generativas na produção acadêmica, demonstrando que os erros cometidos por modelos de linguagem natural não configuram transgressões morais, mas sintomas de colapsos arquiteturais inferenciais. Adota-se uma abordagem qualitativa, de natureza analítico-epistemológica, articulando análise crítica de casos documentados e fundamentação filosófica baseada em Wittgenstein, Floridi, Metzinger e Bruzzo. Argumenta-se que a produção textual automatizada desloca o conceito de verdade para o regime da plausibilidade linguística, erodindo os fundamentos tradicionais da autoria e da veracidade. Em resposta, propõe-se abandonar o paradigma punitivo e instaurar uma nova ética da arquitetura inferencial, culminando na formulação da função Ƹ*: um modelo computacional capaz de detectar e corrigir incoerências sem recorrer à consciência ou intencionalidade. Ao deslocar a responsabilidade do ato para a estrutura, este trabalho aponta para a necessidade urgente de repensar a convivência epistemológica entre humanos e sistemas tecnogênicos na era pós-biológica.
DOI: 10.15468/dl.pbvduw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreochromis aureus",
 "Country is Bahamas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026397-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3vnt4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreochromis aureus",
 "Country is Antigua and Barbuda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026396-250811113504898/datasets/export for details.
DOI: 10.15468/dl.amv8cc
title: Occurrence Download

description: A dataset containing 8914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Hemigrapsus sanguineus",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8914 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026395-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hmvww
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Clupeoides papuensis)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026398-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x767ey
title: Occurrence Download

description: A dataset containing 30393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Hemigrapsus sanguineus",
 "OccurrenceStatus is Absent"
 ]
}

 The dataset includes 30393 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026399-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swe6r7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Cyclopes xinguensis"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026401-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.