cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18461543
title: ReEDS: Electricity demand profiles 2022

description: This record provides hourly modeled state-level electricity demand profiles for the contiguous United States (U.S.), produced by Evolved Energy Research (EER) using the EnergyPathways model and used in the Regional Energy Deployment System (ReEDS) model.

Additional details are provided in the ReEDS documentation.

Demand assumptions

Demand profiles represent gross end-use load (i.e., distributed generation is not subtracted) in hour-ending format, in units of [MWh/h].

Profiles are provided for nine demand assumptions representing different combinations of electrification and technology advancement. Additional details are provided in the Electrification Futures Study and a related data publication. A separate data release provides related information for a subset of the demand profiles that can be assumed to be flexible in modeling of demand response. The Clean2035 scenarios are described by Denholm et al. (2022).

The ReEDS documentation provides a high-level description of the scenarios.

Temporal resolution

Demand profiles are defined for 41 model years (2010 through 2050); each model year uses the 2012 weather year to define the temperature and calendar days (weekdays / weekends / holidays). All profiles are at hourly resolution in U.S. Central Standard Time (UTC–06:00). The final day of the 2012 weather year (December 31) is dropped, such that each year contains 8760 hours.

File structure

Modeled electricity demand profiles are saved as hierarchical Data Format (HDF5) files. The following Python function can be used to read a capacity factor .h5 file into a pandas dataframe:

import h5py
import pandas as pd
def read_demand_profile(filepath):
    """
    Read a demand profile from `filepath` and return a pandas dataframe.
    Usage:
    `df = read_profile('/path/to/filename.h5')`
    """
    encoding = 'utf-8'
    with h5py.File(filepath, 'r') as f:
        years = list(f.keys())
        first_year = years[0]
        not_states = ['columns', 'datetime']
        states = [i for i in list(f[first_year].keys()) if i not in not_states]
        dictout = {}
        for year in years:
            for state in states:
                dictout[year,state] = pd.Series(f[year][state][:])
        df = pd.concat(dictout, axis=1, names=('year','state'))
        df.index = pd.to_datetime(
            pd.Series(f[first_year]['datetime'], name='datetime')
            .str.decode(encoding)
        )
    return df
DOI: 10.15468/dl.v6wr52
title: Occurrence Download

description: A dataset containing 35545 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calystegia sepium, Calystegia sepium, Convolvulus sepium, Convolvulus sepium)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 35545 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012426-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18487513
title: FAMOUS MUSIC SCHOOLS AND PEDAGOGICAL CONCEPTS IN THE ART OF MUSIC

description: In the 20th century, the science of music pedagogy was formed as an independent direction, and unique methodological schools appeared in different countries. These schools served not only to improve the teaching process, but also to raise the musical, aesthetic and creative development of the individual to a new level. The most famous systems include the pedagogical concepts created by Zoltan Kodai, Carl Orff and Emile Dalcroze. All of them are still recognized as the main methodological directions of music education around the world today.
DOI: 10.5281/zenodo.18487514
title: FAMOUS MUSIC SCHOOLS AND PEDAGOGICAL CONCEPTS IN THE ART OF MUSIC

description: In the 20th century, the science of music pedagogy was formed as an independent direction, and unique methodological schools appeared in different countries. These schools served not only to improve the teaching process, but also to raise the musical, aesthetic and creative development of the individual to a new level. The most famous systems include the pedagogical concepts created by Zoltan Kodai, Carl Orff and Emile Dalcroze. All of them are still recognized as the main methodological directions of music education around the world today.
DOI: 10.60905/h0zty8
title: Manifestaci��n estudiantil ayer

description: &lt;p&gt;Luego de la suspensi��n de las movilizaciones con la creaci��n de la comisi��n conciliadora. Los estudiantes retomaron ayer el escenario p��blico para manifestar sus demandas. Se realiz�� un desfile pac��fico por las calles del centro de la ciudad. Si bien el desfile fue pac��fico, existieron roces entre algunos grupos de estudiantes y la polic��a tratando de evitar el cierre de v��as. En el desfile se reparti�� un comunicado a nombre del Consejo Superior Estudiantil y se acord�� la realizaci��n de una asamblea general de estudiantes.&lt;/p&gt;
description: CONTEXTO DE LA NOTICIA: Acuerdo financiero entre BID y CIAP; levantado el paro en Bavaria; campa��a y giras de Pastrana; el sector empresarial se vincula a la educaci��n; se crea divisi��n militar de la MB (Mark Battle International) en Latinoam��rica; problemas de orden p��blico en Urab��; reuni��n de la OIT en Medell��n.
DOI: 10.15468/dl.kycvsr
title: Occurrence Download

description: A dataset containing 8828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Campanula barbata, Campanula barbata, Campanula barbata)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 8828 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012428-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vnvse
title: Occurrence Download

description: A dataset containing 14293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Campanula glomerata, Campanula glomerata)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 14293 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012431-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq2gw9
title: Occurrence Download

description: A dataset containing 47102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Prunus virginiana"
 ]
}

 The dataset includes 47102 records from 236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012429-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18487533
title: ECONOMIC DISCOURSE AND THE CONSTRUCTION OF SOCIAL REALITY: A CRITICAL CORPUS – BASED LINGUISTIC ANALYSIS

description: Economic discourse has become one of the most influential forms of public communication in contemporary societies, shaping not only economic policy but also social perception, political legitimacy, and ideological consensus. Although commonly presented as neutral, technical, and objective, economic language is deeply embedded in power relations and ideological assumptions. This study investigates economic discourse as a discursive practice that constructs social reality through specific linguistic strategies. Drawing on Critical Discourse Analysis (CDA) and corpus-based methods, the research examines political speeches, media texts, and institutional policy documents to identify recurring lexical, grammatical, and metaphorical patterns. The findings demonstrate that economic discourse systematically suppresses agency, naturalizes market-oriented ideology, and frames economic outcomes as inevitable processes rather than contested political choices. By integrating qualitative and quantitative approaches, the study contributes to current debates on discourse, ideology, and institutional communication, emphasizing the need for critical engagement with economic language in democratic societies.
DOI: 10.5281/zenodo.18487532
title: ECONOMIC DISCOURSE AND THE CONSTRUCTION OF SOCIAL REALITY: A CRITICAL CORPUS – BASED LINGUISTIC ANALYSIS

description: Economic discourse has become one of the most influential forms of public communication in contemporary societies, shaping not only economic policy but also social perception, political legitimacy, and ideological consensus. Although commonly presented as neutral, technical, and objective, economic language is deeply embedded in power relations and ideological assumptions. This study investigates economic discourse as a discursive practice that constructs social reality through specific linguistic strategies. Drawing on Critical Discourse Analysis (CDA) and corpus-based methods, the research examines political speeches, media texts, and institutional policy documents to identify recurring lexical, grammatical, and metaphorical patterns. The findings demonstrate that economic discourse systematically suppresses agency, naturalizes market-oriented ideology, and frames economic outcomes as inevitable processes rather than contested political choices. By integrating qualitative and quantitative approaches, the study contributes to current debates on discourse, ideology, and institutional communication, emphasizing the need for critical engagement with economic language in democratic societies.
DOI: 10.15468/dl.3wu83k
title: Occurrence Download

description: A dataset containing 13629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Allium tricoccum"
 ]
}

 The dataset includes 13629 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012432-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c54j0bb3b
title: MassIVE MSV000100716 - The sialome of Amblyomma sculptum ticks
title: This dataset consists of raw MS files and associated peak lists and result files, acquired on Thermo Orbitrap Fusion Lumo mass spectrometer operated in DIA mode. The files are associated with a manuscript submitted for publication by Lucas Tirloni, et al. In this study, we characterized the sialome switch in Amblyomma sculptum salivary glands throughout blood feeding using transcriptomic and proteomic approaches. Tick feeding and salivary gland dissections were performed by Marcelly Bastos Nassar, Andrea Cristina Fogaca and Anderson Sa-Nunes. Itabajara da Silva Vaz Jr and Lucas Tirloni extracted and quantified protein. Lucas Tirloni is the corresponding author of the manuscript (lucas.tirloni@nih.gov); Renee Olano should be contacted for questions on this dataset (lisa.olano@nih.gov).
DOI: 10.15468/dl.jjd39b
title: Occurrence Download

description: A dataset containing 754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Campanula latifolia)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 754 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012435-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqwhn4
title: Occurrence Download

description: A dataset containing 1471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "Country is one of (Mexico, Guatemala, Honduras)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus laurina",
 "Year 1980-2026"
 ]
}

 The dataset includes 1471 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012436-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23729/fd-1bad8a16-9edf-38d9-9628-2bd025d8d9ce
title: Yearly European  Melt-off-day  (2001-2023)

description: Dataset of 23 yearly maps featuring information on the first snow-free day in 0.005 degree grid over Europe, EPSG 4326 . These maps are based on Fractional Snow Cover (FSC) maps generated from Terra/MODIS satellite data  published within Copernicus service CryoLand.  The calculation procedure for deriving Melt-off day from these FSC-maps  is developed at Syke. 

Melt-off-day is given as Day of Year (DOY), i.e. sequential day number starting with day 1 on January 1st  each year.

special codes:
-3 no data (meaning that there is not a proper seasonal snow period that Melt-off day could be provided for)
-7  permanent snow
-13 water
DOI: 10.15468/dl.drodfn
title: Occurrence Download

description: A dataset containing 211681146 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is United States of America"
 ]
}

 The dataset includes 211681146 records from 1694 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031233-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2qdy5
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces olivaceus (Waksman, 1923) Waksman & Henrici, 1948"
 ]
}

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014299-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhpxfp
title: Occurrence Download

description: A dataset containing 10096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyla eximia Baird, 1854"
 ]
}

 The dataset includes 10096 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130177-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkqwzn
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parvanachis ostreicola (G.B.Sowerby Iii, 1882)"
 ]
}

 The dataset includes 70 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095163-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tr79s6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-86.2889507000000009 39.7347804999999994, -86.2889507000000009 39.7360780099999999, -86.2889507000000009 39.7371052100000028, -86.2889507000000009 39.7381864700000023, -86.2889507000000009 39.7388352299999994, -86.2889507000000009 39.7401867999999965, -86.2881946100000050 39.7401867999999965, -86.2872765700000031 39.7401867999999965, -86.2860345099999932 39.7401867999999965, -86.2844684399999977 39.7401867999999965, -86.2837124100000068 39.7401867999999965, -86.2825783600000022 39.7401867999999965, -86.2817143200000061 39.7401867999999965, -86.2804722700000042 39.7401867999999965, -86.2792302099999944 39.7401867999999965, -86.2779881000000017 39.7401867999999965, -86.2779881000000017 39.7394839800000028, -86.2779881000000017 39.7384027200000034, -86.2779881000000017 39.7376458399999990, -86.2779881000000017 39.7366186400000032, -86.2779881000000017 39.7356995700000013, -86.2779881000000017 39.7347804999999994, -86.2787441899999976 39.7347804999999994, -86.2800402499999990 39.7347804999999994, -86.2815523200000030 39.7347804999999994, -86.2830643799999990 39.7347804999999994, -86.2839824200000010 39.7347804999999994, -86.2852784800000023 39.7347804999999994, -86.2859805100000017 39.7347804999999994, -86.2871145600000062 39.7347804999999994, -86.2879786000000024 39.7347804999999994, -86.2889507000000009 39.7347804999999994))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097728-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pb2qfu
title: Occurrence Download

description: A dataset containing 3634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.31534 21.87302,-96.10557 18.36713,-94.04454 17.58096,-91.34607 18.13341,-89.96496 19.5995,-89.79498 21.00186,-87.75519 21.29933,-86.90528 21.40556,-85.84289 24.38025,-89.26379 24.63523,-92.34471 22.40421,-98.31534 21.87302))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ophiuroidea"
 ]
}

 The dataset includes 3634 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142972-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqwv6v
title: Occurrence Download

description: A dataset containing 475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-122.6382753999999977 45.5370392000000024, -122.6382753999999977 45.5386115900000021, -122.6382753999999977 45.5395100900000003, -122.6382753999999977 45.5407829700000022, -122.6382753999999977 45.5417563600000008, -122.6382753999999977 45.5437779900000024, -122.6382753999999977 45.5450508799999980, -122.6382753999999977 45.5462488900000011, -122.6382753999999977 45.5472971399999977, -122.6382753999999977 45.5483454000000023, -122.6370026299999978 45.5483454000000023, -122.6353555099999966 45.5483454000000023, -122.6335586499999977 45.5483454000000023, -122.6307884999999942 45.5483454000000023, -122.6307884999999942 45.5470725200000004, -122.6307884999999942 45.5460991400000026, -122.6307884999999942 45.5441523699999991, -122.6307884999999942 45.5428794899999971, -122.6307884999999942 45.5411573499999989, -122.6307884999999942 45.5398095899999973, -122.6307884999999942 45.5380874599999999, -122.6307884999999942 45.5370392000000024, -122.6319115400000044 45.5370392000000024, -122.6337083899999953 45.5370392000000024, -122.6349811599999953 45.5370392000000024, -122.6371523600000017 45.5370392000000024, -122.6382753999999977 45.5370392000000024))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 475 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095164-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mfca4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-75.1217908999999935 39.9285866000000027, -75.1217908999999935 39.9290280100000032, -75.1217908999999935 39.9295263799999987, -75.1217908999999935 39.9295833299999998, -75.1217908999999935 39.9296830099999980, -75.1217908999999935 39.9296972499999967, -75.1217908999999935 39.9297114900000025, -75.1217908999999935 39.9297399599999991, -75.1217908999999935 39.9300674599999965, -75.1217908999999935 39.9303379999999990, -75.1217908999999935 39.9303522399999977, -75.1217908999999935 39.9304091999999997, -75.1214201100000025 39.9304091999999997, -75.1208496699999984 39.9304091999999997, -75.1203648000000044 39.9304091999999997, -75.1203648000000044 39.9299820299999979, -75.1203648000000044 39.9295833299999998, -75.1203648000000044 39.9295691000000019, -75.1203648000000044 39.9295548600000032, -75.1203648000000044 39.9295406199999974, -75.1203648000000044 39.9290137699999974, -75.1203648000000044 39.9285866000000027, -75.1207070600000009 39.9285866000000027, -75.1212632400000047 39.9285866000000027, -75.1217908999999935 39.9285866000000027))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083370-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqxdtq
title: Occurrence Download

description: A dataset containing 4882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-115.22656 34.17687,-120.21314 27.74613,-110.91349 11.19273,-92.12816 11.37872,-86.36238 16.77253,-86.92036 22.72431,-93.98809 22.35232,-96.68266 30.88893,-115.22656 34.17687))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Iguana iguana (Linnaeus, 1758)"
 ]
}

 The dataset includes 4882 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142960-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8c37m6
title: Occurrence Download

description: A dataset containing 20652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euonymus fortunei (Turcz.) Hand.-Mazz.",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Human Observation, Specimen, Unknown evidence)"
 ]
}

 The dataset includes 20652 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050067-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.