cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.pg4f4qs44
title: Data and code from: Statistical structure and the evolution of languages

description: Human cultural development is marked by the emergence of new words and
 ideas, reflecting societal changes. But how does this evolution proceed?
 We use modern methods in natural language processing (namely, word
 embeddings) to measure statistical traces of cultural development,
 providing a testing ground to compare different models as to how this
 process works. We show that real embeddings of English and 21 other
 languages exhibit a series of previously unrecognized regularities,
 specifically (a) frequency assortativity, where entities of high
 popularity cluster near other high-popularity entities, (b) characteristic
 clustering velocity profiles due to aggregation into hierarchical
 structures, (c) persistent temporal dynamics, where newly-created entities
 appear disproportionately near other recent entries, and (d) Taylor’s law,
 implying that over time and across empirical semantic space the variance
 in new entity counts scales as a power of the mean, which helps
 systematize and quantify large historical fluctuations of neologisms. To
 explain these facts, we propose a class of generative models
 (specifically, directed preferential placement) that construct synthetic
 embeddings exhibiting similar regularities. We show that analogous
 regularities also occur in other data sets, suggesting that such
 generating models may shed light on new aspects of language and cultural
 evolution.
description: # Embedding Analysis ## Key Functions Overview This repository contains
 key functions for generating and analyzing embedding models: ## To
 reproduce Figure/Tables To reproduce all figures/tables: go to
 `./src/reproduce-results.ipynb` and run all cells sequentially. All the
 figures and tables can be reproduced from the cache result files in
 `./data` ### Core Model Generation (`src/gen_models.py`) *
 **`gen_model_gaussian()`** - Standard Gaussian embedding generation *
 **`gen_model_mixture_gaussian()`** - Mixture Gaussian model with
 clustering using make_blobs * **`gen_model_uniform()`** - Uniform
 distribution embedding generation * **`gen_model_uniform_directional()`**
 - Directional preferential placement with spherical coordinates *
 **`gen_model_preferential_placement_v2()`** - Preferential placement model
 with exponential radius *
 **`gen_parameterized_preferential_placement_v2()`** - Parameterized
 preferential placement with VMF sampling and multiple options *
 **`gen_model_preferential_placement_recency()`** - Parameterized
 preferential placement with recency-based decay * **`gen_model_embed()`**
 - Main interface for generating embeddings with specified model and
 parameters ### Model Configuration (`src/gen_models.py`) *
 **`get_model_results_key_label()`** - Returns model configurations and
 parameter combinations for embedding models
DOI: 10.15468/dl.rtbnw8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cerebratulus viridis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004589-260126135527185/datasets/export for details.
DOI: 10.15468/dl.9r99ew
title: Occurrence Download

description: A dataset containing 887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perca fluviatilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1930",
 "Year is less than or equal to 1934"
 ]
}

 The dataset includes 887 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004591-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpefsq
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mendoravia dumaziana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004590-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmpqws
title: Occurrence Download

description: A dataset containing 764 records in GBIF matching the query:
SELECT
 '525' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 51.21395264452012
 AND decimalLatitude &lt;= 56.135291543055025
 AND decimalLongitude &gt;= 120.26588429503694
 AND decimalLongitude &lt;= 136.71469357869645
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 764 records were derived from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004576-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18408321
title: Code-Mixed Indonesia Javanese Dataset

description: There are two sources of datasets obtained, the first from the open source https://huggingface.co/datasets/SEACrowd/code_mixed_jv_id (DatasetJavaIndo_HuggingFace) and the second from additional data scraped from Twitter (Dataset_additional). The additional dataset was obtained because the dataset obtained from the open source was not very large. Then, the datasets were combined with the file name (Dataset_additional).Additional File:

The “Combined Scraping Dataset Larger Version” file is a dataset file that contains a larger amount of data. It is a combination of the open source huggingface dataset, the dataset_additional file, and the New Add Scraping Dataset.
DOI: 10.5281/zenodo.17388369
title: Code-Mixed Indonesia Javanese Dataset

description: There are two sources of datasets obtained, the first from the open source https://huggingface.co/datasets/SEACrowd/code_mixed_jv_id (DatasetJavaIndo_HuggingFace) and the second from additional data scraped from Twitter (Dataset_additional). The additional dataset was obtained because the dataset obtained from the open source was not very large. Then, the datasets were combined with the file name (Dataset_additional).Additional File:

The “Combined Scraping Dataset Larger Version” file is a dataset file that contains a larger amount of data. It is a combination of the open source huggingface dataset, the dataset_additional file, and the New Add Scraping Dataset.
DOI: 10.34740/kaggle/dsv/14657617
title: Artist Datasets
DOI: 10.15468/dl.s38fj4
title: Occurrence Download

description: A dataset containing 2750 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Podisus maculiventris"
 ]
}

 The dataset includes 2750 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004592-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk6dhp
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siphonenteron bicolour",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004593-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8s7j2m
title: Occurrence Download

description: A dataset containing 2177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perca fluviatilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1935",
 "Year is less than or equal to 1939"
 ]
}

 The dataset includes 2177 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004594-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98sckg
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mezoneuron scortechinii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 190 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004596-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8adz67
title: Occurrence Download

description: A dataset containing 28639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thecamoeba, Vannella, Rhizamoeba, Pelomyxa, Heleopera, Padaungiella, Hyalosphenia, Arcella, Centropyxis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28639 records from 343 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004597-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5amqn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphiporus matuanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004598-260126135527185/datasets/export for details.
DOI: 10.15468/dl.ys9pk6
title: Occurrence Download

description: A dataset containing 932 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perca fluviatilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1940",
 "Year is less than or equal to 1944"
 ]
}

 The dataset includes 932 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004600-260126135527185/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.31175515
title: Dataset

description: Rhizosphere microbial carbon use efficiency variation across diverse species
DOI: 10.6084/m9.figshare.31175515.v1
title: Dataset

description: Rhizosphere microbial carbon use efficiency variation across diverse species
DOI: 10.5281/zenodo.18408493
title: Generated annual GPP dataset for the submission in Lai et al. 2026.

description: Here I generated 15 models for the annual gross primary production. All the data in 0.5*0.5 grid with the unit of gC m-2 yr-1.
DOI: 10.5281/zenodo.18408494
title: Generated annual GPP dataset for the submission in Lai et al. 2026.

description: Here I generated 15 models for the annual gross primary production. All the data in 0.5*0.5 grid with the unit of gC m-2 yr-1.
DOI: 10.15468/dl.remdu5
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cariopsilla pharpa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 90 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004606-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vc9ebm
title: Occurrence Download

description: A dataset containing 809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "TaxonKey is Glinus oppositifolius"
 ]
}

 The dataset includes 809 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004603-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xm5w7
title: Occurrence Download

description: A dataset containing 3115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "TaxonKey is Glinus lotoides"
 ]
}

 The dataset includes 3115 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004602-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2ff7h
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Michelsonia microphylla",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004604-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssbaad
title: Occurrence Download

description: A dataset containing 3149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "TaxonKey is Gloriosa superba"
 ]
}

 The dataset includes 3149 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004605-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agd5m3
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podocarpus milanjianus",
 "Geometry POLYGON((-179 -46, 168 -46, 168 50, -179 50, -179 -46))",
 "Country is one of (Zimbabwe, Zambia, Viet Nam, Holy See, Uzbekistan, Uruguay, United States of America, Bermuda, Uganda, Turkmenistan, Türkiye, Tunisia, Thailand, Tanzania, United Republic of, Chinese Taipei, Syrian Arab Republic, Switzerland, Eswatini, Spain, Korea, Republic of, South Africa, Slovakia, Slovenia, Serbia, San Marino, Rwanda, Russian Federation, Romania, Portugal, Peru, Paraguay, Pakistan, Nepal, Mozambique, Morocco, Montenegro, Monaco, Mexico, Malta, Malawi, Madagascar, North Macedonia, Libya, Lesotho, Lebanon, Lao People’s Democratic Republic, Kenya, Kazakhstan, Jordan, Japan, Italy, Israel, Palestine, State of, Iraq, Iran (Islamic Republic of), India, Hungary, Guatemala, Greece, Georgia, New Caledonia, Ethiopia, Cyprus, Croatia, Congo, Democratic Republic of the, China, Macao, Hong Kong, Chile, Canada, Myanmar, Bulgaria, Brazil, Bosnia and Herzegovina, Bolivia (Plurinational State of), Bhutan, Bangladesh, Azerbaijan, Austria, Australia, Norfolk Island, Argentina, Angola, Algeria, Albania, Afghanistan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 228 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004608-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z39t2a
title: Occurrence Download

description: A dataset containing 641267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((115.63407 39.57004,117.23953 39.57004,117.23953 40.44987,115.63407 40.44987,115.63407 39.57004))",
 "Year 2012-2026"
 ]
}

 The dataset includes 641267 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004575-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8px69
title: Occurrence Download

description: A dataset containing 510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perca fluviatilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945",
 "Year is less than or equal to 1949"
 ]
}

 The dataset includes 510 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004609-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18408504
title: Internationalization of the university curriculum: a systematic review of approaches, practices and trends
DOI: 10.5281/zenodo.18408505
title: Internationalization of the university curriculum: a systematic review of approaches, practices and trends
DOI: 10.15468/dl.waqycp
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyanophthalma cordiceps",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004611-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mchbvc
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micklethwaitia carvalhoi",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 34 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004613-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5y2ue
title: Occurrence Download

description: A dataset containing 13807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Terrapene triunguis"
 ]
}

 The dataset includes 13807 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004612-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hn7ugp
title: Occurrence Download

description: A dataset containing 2026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araucaria araucana",
 "Geometry POLYGON((-179 -46, 168 -46, 168 50, -179 50, -179 -46))",
 "Country is one of (Zimbabwe, Zambia, Viet Nam, Holy See, Uzbekistan, Uruguay, United States of America, Bermuda, Uganda, Turkmenistan, Türkiye, Tunisia, Thailand, Tanzania, United Republic of, Chinese Taipei, Syrian Arab Republic, Switzerland, Eswatini, Spain, Korea, Republic of, South Africa, Slovakia, Slovenia, Serbia, San Marino, Rwanda, Russian Federation, Romania, Portugal, Peru, Paraguay, Pakistan, Nepal, Mozambique, Morocco, Montenegro, Monaco, Mexico, Malta, Malawi, Madagascar, North Macedonia, Libya, Lesotho, Lebanon, Lao People’s Democratic Republic, Kenya, Kazakhstan, Jordan, Japan, Italy, Israel, Palestine, State of, Iraq, Iran (Islamic Republic of), India, Hungary, Guatemala, Greece, Georgia, New Caledonia, Ethiopia, Cyprus, Croatia, Congo, Democratic Republic of the, China, Macao, Hong Kong, Chile, Canada, Myanmar, Bulgaria, Brazil, Bosnia and Herzegovina, Bolivia (Plurinational State of), Bhutan, Bangladesh, Azerbaijan, Austria, Australia, Norfolk Island, Argentina, Angola, Algeria, Albania, Afghanistan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2026 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004614-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17234339
title: Thermal conductivity and thermal diffusivity of iron-rich olivine
DOI: 10.5281/zenodo.17234340
title: Thermal conductivity and thermal diffusivity of iron-rich olivine
DOI: 10.15468/dl.2zkkuy
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perca fluviatilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 1954"
 ]
}

 The dataset includes 383 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004615-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3w3d9k
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andracantha mergi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004616-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21979/n9/qhr47o
title: Replication Data for: Non-diffracting meronic spin defects of light

description: Simulation codes to replicate the data in the manuscript
DOI: 10.15468/zhsrf8
title: A review of the genus Epiphanops Reitter, 1895 (Coleoptera: Curculionidae: Entiminae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Davidian Levent Gültekin, Genrik E., Gültekin, Neslihan (2025): A review of the genus Epiphanops Reitter, 1895 (Coleoptera: Curculionidae: Entiminae). Zootaxa 5722 (1): 95-104, DOI: 10.11646/zootaxa.5722.1.4, URL: https://doi.org/10.11646/zootaxa.5722.1.4AbstractA review of the Palaearctic genus Epiphanops Reitter, 1895 (Coleoptera: Curculionidae: Entiminae) is presented. Epiphanops dohrni (Faust, 1886) is resurrected from synonymy with E. persicus (Chevrolat, 1879). A new subspecies E. dohrni margaritae Davidian & Gültekin L. ssp. nov. is described from the Arax River basin in Azerbaijan and Turkey. The male of E. talamellii Białooki, 2008 is described herein for the first time. Morphological taxonomic characters are digitally illustrated, a key to the species and new distributional data are presented.
DOI: 10.15468/dl.6e6aky
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sporobolus aculeatus"
 ]
}

 The dataset includes 199 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004617-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18408403
title: WoS_Analytical_Techniques_Broad_Query_2015_2025.xls
DOI: 10.5281/zenodo.18408404
title: WoS_Analytical_Techniques_Broad_Query_2015_2025.xls