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

description: A dataset containing 2733 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tetramerium nervosum",
 "Year 1000-2025"
 ]
}

 The dataset includes 2733 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013376-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17515550
title: Dataset from "Strong Saharan Dust Deposition Events Alter Microbial Diversity and Composition in Sediments of High‑Mountain Lakes of Sierra Nevada (Spain)" published in Microbial Ecology 87:99 (2024)

description: Dataset from "Strong Saharan Dust Deposition Events Alter Microbial Diversity and Composition in Sediments of High‑Mountain Lakes of Sierra Nevada (Spain)" published in Microbial Ecology 87:99 (2024), containing physicochemical data and access to raw sequence data.
DOI: 10.5281/zenodo.17515551
title: Dataset from "Strong Saharan Dust Deposition Events Alter Microbial Diversity and Composition in Sediments of High‑Mountain Lakes of Sierra Nevada (Spain)" published in Microbial Ecology 87:99 (2024)

description: Dataset from "Strong Saharan Dust Deposition Events Alter Microbial Diversity and Composition in Sediments of High‑Mountain Lakes of Sierra Nevada (Spain)" published in Microbial Ecology 87:99 (2024), containing physicochemical data and access to raw sequence data.
DOI: 10.15468/dl.q42rfs
title: Occurrence Download

description: A dataset containing 148838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "PublishingOrg is bc092ff0-02e4-11dc-991f-b8a03c50a862",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 148838 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013365-251025141854904/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/13601199
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.p879jz
title: Occurrence Download

description: A dataset containing 5166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erithacus rubecula"
 ]
}

 The dataset includes 5166 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013381-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/bi3ohx
title: Descriptive Catalogue of Papyrus Bookrolls with Jewish and Christian Content

description: This catalogue comprises all early papyri written in bookroll format with Jewish and Christian content, omitting rolls dated after the third century, but including those dated 3–4 CE. The catalogue stands as a supplement to our analytical article, “Papyrus Bookrolls with Jewish and Christian Content,”Journal of Biblical Literature (forthcoming 2026). Data categories are Type; Sample size; Life & Character; Mise en page; Punctuation system; Lectional marks; Orthography; and Script Evaluation. Text categories are (1) Early Septuagint Bookrolls; (2) Later Septuagint Bookrolls; (3) Christian Content Bookrolls.
DOI: 10.15468/dl.8eheu6
title: Occurrence Download

description: A dataset containing 4258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Pontia occidentalis"
 ]
}

 The dataset includes 4258 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013383-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q272t9
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Myanmar",
 "Year is 2012",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 133 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013384-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16605605
title: Quasi-Ballistic InGaAs Josephson Field-Effect Transistor with Molybdenum Electrodes

description: Dataset for an investigation of a Quasi-Ballistic InGaAs Josephson Field-Effect Transistor with Molybdenum Electrodes.
DOI: 10.5281/zenodo.17515869
title: Quasi-Ballistic InGaAs Josephson Field-Effect Transistor with Molybdenum Electrodes

description: Dataset for an investigation of a Quasi-Ballistic InGaAs Josephson Field-Effect Transistor with Molybdenum Electrodes.
DOI: 10.5281/zenodo.17515178
title: Anomalous diffusion in convergence to effective ergodicity

description: Ergodic Dynamics of Ising Model : Diffusion regimes v2




(c) 2013, 2014, 2015, 2016, 2025

Süzen

GPL v3


Reproducing the data and analysis for the article:


Anomalous diffusion in convergence to effective ergodicity

M. Suezen

arXiv:1606.08693

 

This is significantly advanced analysis with two different power-laws, one for distribution of  the Gamma (Rate of effective ergodic convergence modified TM-metric) and time-displacement for the Kappa (Inverse of Gamma). 

 





Enhanced fitting diagnostics: Extensive automated and visual plots for each case.

Clarification of Power-laws.

Extensive plotting of temperature-field ranges.

KS-statistics comparing Glauber/Metropolis dynamics. 




 

For its content see the README.md file. 

 

Reproducing Trajectories and Diagnostic plots

 

Datasets that would be generate with notebooks would be around~7GB. In this repository we only retain the analysis output not the trajectories and diagnostic plots.  





Trajectory files are ising1Dmagnetisation.rds,  ising1DrateErgodicity.rds, ising1DrateErgodicityFields.rds. The remaining datasets are powerlaw data frames. 

Individual diagnostic plots are also not placed due to space consideration. plots/powerLawKappa, plots/powerLawKappaFields/ and plots/magnetisation/. 





License


This project and all contributions are licensed under :

* All non-code License: CC BY 4.0]

* Code under [![License: GPL v3](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0)
DOI: 10.5281/zenodo.17500955
title: PUDL Raw EIA Form 191 -- Monthly Underground Natural Gas Storage Report

description: The EIA Form 191, also known as the Monthly Underground Natural Gas Storage Report, describes the working and base gas in reservoirs, injections, withdrawals, and location of reservoirs by field monthly. Archived from 
https://www.eia.gov/naturalgas/ngqs/

This archive contains raw input data for the Public Utility Data Liberation (PUDL)
software developed by Catalyst Cooperative. It is
organized into Frictionless
Data Packages. For additional information about this data and PUDL, see the
following resources:


  
The PUDL Repository on GitHub
  
PUDL Documentation
  
Other Catalyst Cooperative data archives
DOI: 10.15468/dl.94hqnm
title: Occurrence Download

description: A dataset containing 334088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is France",
 "DatasetKey is iNaturalist Research-grade Observations",
 "MediaType is Image",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 334088 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013366-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17516010
title: Data Associated with Gerson et al., in prep, NAR
DOI: 10.15468/dl.26fggp
title: Occurrence Download

description: A dataset containing 611113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is Tropicos MO Specimen Data",
 "OccurrenceStatus is Present",
 "PublishingOrg is 90fd6680-349f-11d8-aa2d-b8a03c50a862"
 ]
}

 The dataset includes 611113 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013373-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17509235
title: Data Associated with Gerson et al., in prep, NAR
DOI: 10.15468/dl.978r2v
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Myanmar",
 "Year is 2013",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 433 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013386-251025141854904/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.21135946
title: Fuirst et al. RSPB Dataset 3

description: Dataset used to calculate direct, indirect, and inclusive fitness of Canada jays
DOI: 10.6084/m9.figshare.21135946.v3
title: Fuirst et al. RSPB Dataset 3

description: Dataset used to calculate direct, indirect, and inclusive fitness of Canada jays
DOI: 10.6084/m9.figshare.21135946.v2
title: Fuirst et al. RSPB Dataset 3

description: Dataset used to calculate direct, indirect, and inclusive fitness of Canada jays
DOI: 10.5281/zenodo.17516007
title: Davini Zero-Contradiction Applications Series — Simulation Reality Probes (Series X — Phases 81–90)

description: Cross-domain simulation-causality probe using synthetic multi-modal datasets to test whether synchronized observation load alters coherence residuals. Seven validated phases (81–87) include entropy-source lode tests, human×entropy coupling, lunar/planetary latency sweeps, deep-sky re-observation, multi-ledger causal-stitch audit, air-gapped lab twins, and satellite constellation micro-control analysis. Each phase meets pre-registered thresholds (Δr > 0.05, σ < 0.03, p < 0.05 FDR). Results show consistent ridging toward ZC ≈ 0.64, suggesting coherence invariance even under hypothetical “simulation load.” All data/code reproducible in Python; synthetic only. Part of the Davini Zero-Contradiction Framework Archive (Post-Validation Phase — Series X).

DOI Relation: 10.5281/zenodo.17390267 (Proof Core)Access: Restricted — For review and licensing inquiry only
DOI: 10.15468/dl.j5drx2
title: Occurrence Download

description: A dataset containing 21432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Pontia protodice"
 ]
}

 The dataset includes 21432 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013388-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63g9zx
title: Occurrence Download

description: A dataset containing 1935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco naumanni"
 ]
}

 The dataset includes 1935 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013389-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72743d
title: Occurrence Download

description: A dataset containing 854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Malaysia, Cambodia, Indonesia, India, Thailand, Philippines, Singapore, Viet Nam, Myanmar, Sri Lanka)",
 "DatasetKey is one of (WCS Cambodia camera trap occurrence data, iNaturalist Research-grade Observations, NMNH Extant Specimen Records (USNM, US), Global Roadkill Data: a dataset on terrestrial vertebrate mortality caused by collision with vehicles (Opportunistic Records), Sharing vertebrate occurrence data from camera traps in Asia, Field Museum of Natural History (Zoology) Mammal Collection, Observation.org, Nature data from around the World, INSDC Sequences, AMNH Mammal Collections, Museum of Comparative Zoology, Harvard University)",
 "IucnRedListCategory is LC",
 "TaxonKey is Paradoxurus hermaphroditus",
 "VerbatimScientificName is Paradoxurus hermaphroditus"
 ]
}

 The dataset includes 854 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013390-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gt64ew
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Myanmar",
 "Year is 2014",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 249 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013391-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2gtpgg
title: CCDC 2288806: Experimental Crystal Structure Determination

description: Related Article: Peng Xu|2025|CSD Communication|||
description: Related Article: Qianwen Guan, Peng Xu, Bohui Xu, Huang Ye, Zeng-Kui Zhu, Shiyu Wang, Chengshu Zhang, Hang Li, Chengmin Ji, Zheshuai Lin, Junhua Luo|2025|Adv. Sci.|12|2412506|doi:10.1002/advs.202412506
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.cc2gtphh
title: CCDC 2288807: Experimental Crystal Structure Determination

description: Related Article: Peng Xu|2025|CSD Communication|||
description: Related Article: Qianwen Guan, Peng Xu, Bohui Xu, Huang Ye, Zeng-Kui Zhu, Shiyu Wang, Chengshu Zhang, Hang Li, Chengmin Ji, Zheshuai Lin, Junhua Luo|2025|Adv. Sci.|12|2412506|doi:10.1002/advs.202412506
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: 10.5281/zenodo.17515496
title: Genetic Optimization of a Nanostructure Geometry for Optic Detection: Data Results

description: The dataset contains the results of the genetic algorithm applied to optimize a nanostructure simulated in COMSOL software.

Each file contains the data in the following structure:- the file name and the origin of the experiment reported in the article- each file contains the variables fp and x,-- fp contains the history of the objective function evaluations for the entire population of the algorithm; the dimension of the variable is [number of iterations x number of population members]-- x contains the history of all values visited by the population members throughout the evolution of the genetic algorithm. The dimension of the variable is [number of population members x number of variables x number of iterations]
DOI: 10.5281/zenodo.17515497
title: Genetic Optimization of a Nanostructure Geometry for Optic Detection: Data Results

description: The dataset contains the results of the genetic algorithm applied to optimize a nanostructure simulated in COMSOL software.

Each file contains the data in the following structure:- the file name and the origin of the experiment reported in the article- each file contains the variables fp and x,-- fp contains the history of the objective function evaluations for the entire population of the algorithm; the dimension of the variable is [number of iterations x number of population members]-- x contains the history of all values visited by the population members throughout the evolution of the genetic algorithm. The dimension of the variable is [number of population members x number of variables x number of iterations]
DOI: 10.5281/zenodo.17500949
title: PUDL Raw EIA Bulk API Data

description: All data made available in bulk through the EIA Open Data API, including:



the Annual Energy Outlook, the International Energy Outlook and the Short Term Energy Outlook;

aggregate national, state, and mine-level coal production statistics, including imports and exports, reciepts of coal at electric power plants, consumption and quality, market sales, reserves, and productive capacity;

U.S. electric system operating data;

aggregate national, state, and plant-level electricity generation statistics, including fuel quality and consumption, for grid-connectedplants with nameplate capacity of 1 megawatt or greater;

CO2 emissions aggregates, CO2 emissions and carbon coefficients by fuel, state, and sector;

International Energy System (IES) data containing production, reserves, consumption, capacity, storage, imports, exports, and emissions time series by country for electricity, petroleum, natural gas, coal, nuclear, and renewable energy;

statistics of U.S. natural gas production, imports, exploration, pipelines, exports, prices, consumption, stocks, and reserves;

statistics of U.S. petroleum and other liquid fuel production, imports, refining, exports, prices, consumption, stocks, and reserves;

aggregate national, PADD, state, city, port, and refinery petroleum imports data for various grades of crude oil and country of origin;

state and national energy production and consumption, using survey and estimates to create comprehensive state energy statistics and flows;

U.S. total energy production, prices, carbon dioxide emissions, and consumption of energy from all sources by sector.


Archived from https://www.eia.gov/opendata/bulkfiles.php. The Annual Energy Outlook data is also archived separately here.

This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. At present, PUDL integrates only a few specific data series related to fuel receipts and costs figures from the Bulk Electricity API. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



The PUDL Repository on GitHub

PUDL Documentation

Other Catalyst Cooperative data archives
DOI: 10.15468/dl.8bg7ge
title: Occurrence Download

description: A dataset containing 621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Myanmar",
 "Year is 2015",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 621 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013392-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygpc3m
title: Occurrence Download

description: A dataset containing 301394 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Miscanthidium junceum, Philotheca deserti, Philotheca obovalis, Acacia leucolobia, Tylecodon paniculatus, Limonium remotispiculum, Nestlera biennis, Annesorhiza nuda, Diospyros californica, Nototriche pediculariifolia, Trachymene scapigera, Tolpis virgata, Diospyros pallens, Isoetes phrygia, Lactuca hispida, Conringia austriaca, Staavia trichotoma, Gypsophila pallasii, Triteleia bridgesii, Psoralea asarina, Micranthes mertensiana, Limonium sinuatum, Spergularia marina, Malva acerifolia, Pachycarpus scaber, Centella eriantha, Cyperus conicus, Coleataenia rigidula, Fumaria normanii, Cyperus mundii, Sabulina viscosa, Malva multiflora, Setaria tabulata, Sabulina rosei, Pereskiopsis porteri, Hymenostephium cordatum, Callitriche berteroana, Globularia indubia, Styphelia sieberi, Bulbine alooides, Lithospermum incisum, Suaeda aegyptiaca, Erigeron klamathensis, Erigeron concinnus, Centaurea carolipauana, Petasites hybridus, Centaurea benedicta, Centaurea dumanii, Scopulophila rixfordii, Atrichantha gemmifera, Erigeron galeottii, Asclepias brevicuspis, Hypericum auriculatum, Plagiobothrys mollis, Abrophyllum microcarpum, Adesmia colinensis, Erigeron robustior, Plagiobothrys chorisianus, Plagiobothrys calandrinioides, Volutaria belouini, Allophylus rubifolius, Nanorrhinum scoparium, Lampranthus lavisii, Leptostigma reptans, Malcolmia maritima, Hyparrhenia dregeana, Asteriscus intermedius, Lampranthus reptans, Hyparrhenia hirta, Lysiosepalum involucratum, Phonus rhiphaeus, Urtica bianorii, Banksia serratuloides, Scabiosa velenovskiana, Lampranthus vanzijliae, Erica phacelanthera, Erica dracomontana, Eriocoma arida, Leucostele chiloensis, Salicornia xerophila, Eleusine coracana, Hemarthria altissima, Erica opulenta, Trachyandra tabularis, Trachyandra giffenii, Crocanthemum greenei, Enarthrocarpus lyratus, Erica radicans, Psammotropha mucronata, Thelionema grande, Leucostele nigripilis, Pseudopodospermum libanoticum, Downingia cuspidata, Heteropterys brachiata, Botrychium matricariifolium, Toxicodendron rydbergii, Myrsine howittiana, Ambrosia salsola)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 301394 records from 1353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013370-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xptt5t
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Phytoseiulus persimilis literature occurrences in a predator-prey system: Phytoseiulus persimilis (Acari: Phytoseiidae) and Tetranychus urticae (Acari: Tetranychidae)"
 ]
}

 The dataset includes 126 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013393-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbsreh
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cicindela willistoni estancia",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001962-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cxuen
title: Occurrence Download

description: A dataset containing 11073 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prunus americana"
 ]
}

 The dataset includes 11073 records from 492 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001963-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.