cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m3vms6
title: Occurrence Download

description: A dataset containing 874 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta chinensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 874 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006357-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17608/k6.auckland.4269527.v1
title: Stream physiochemical characteristics

description: Stream physiochemical characteristics from 31 sites across South Auckland, New Zealand
DOI: 10.15468/dl.essrvf
title: Occurrence Download

description: A dataset containing 3174823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (April, May, September, October, November)",
 "OccurrenceStatus is Present",
 "TaxonKey is Setophaga coronata",
 "Year 2021-2026"
 ]
}

 The dataset includes 3174823 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006302-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17608/k6.auckland.4269527.v2
title: Gambusia_diet

description: Gut content and stable isotope data for <i>Gambusia affinis</i> from 11 sites in the North Island of New Zealand.
DOI: 10.5281/zenodo.18601364
title: THE IMPACT OF AUTOMATION AND ARTIFICIAL INTELLIGENCE ON THE STRUCTURE OF EMPLOYMENT IN UZBEKISTAN: GROWTH IN DEMAND FOR HIGHLY SKILLED STAFF AND DISPLACEMENT OF ROUTINE LABOR

description: This article examines the impact of artificial intelligence (AI) and automation technologies on the transformation of the labor market in Uzbekistan. Based on an analysis of current trends, government programs, and social survey data, the article identifies key areas of change in the employment structure. The study shows that alongside the displacement of routine labor in the public sector and certain economic sectors, there is a growing demand for highly skilled specialists in IT, data analysis, and cloud computing. The article systematizes the risks and opportunities associated with digital transformation and proposes recommendations for the education system and human resource management policies.
DOI: 10.5281/zenodo.18601363
title: THE IMPACT OF AUTOMATION AND ARTIFICIAL INTELLIGENCE ON THE STRUCTURE OF EMPLOYMENT IN UZBEKISTAN: GROWTH IN DEMAND FOR HIGHLY SKILLED STAFF AND DISPLACEMENT OF ROUTINE LABOR

description: This article examines the impact of artificial intelligence (AI) and automation technologies on the transformation of the labor market in Uzbekistan. Based on an analysis of current trends, government programs, and social survey data, the article identifies key areas of change in the employment structure. The study shows that alongside the displacement of routine labor in the public sector and certain economic sectors, there is a growing demand for highly skilled specialists in IT, data analysis, and cloud computing. The article systematizes the risks and opportunities associated with digital transformation and proposes recommendations for the education system and human resource management policies.
DOI: 10.25976/9ndn-8764
title: Otter Ponds Water Quality Monitoring Program

description: The Otter Ponds Water Quality Monitoring Program includes field measurements using handheld equipment (i.e., YSI unit) and the collection of water samples analyzed at ALS Global. With the support of Atlantic Water Network, Nova Scotia Woodlot Owners & Operators Association have established four sample locations within the Otter Pond Demonstration Forest area and staff and volunteers have been trained to collect field measurements. Monitoring commenced July 2025.
description: Equipment used in data collection is calibrated and maintained by Atlantic Water Network prior to sampling days. Staff/volunteers calibrate the YSI unit’s dissolved oxygen sensor in-situ. Procedures for YSI monitoring and grab sample collection have been provided in a program-tailored document developed by Atlantic Water Network.
Atlantic Water Network manages the bottle orders from ALS Global Laboratory on behalf of staff/volunteers of Nova Scotia Woodlot Owners & Operators Association. Water samples are collected for metals and dissolved organic carbon analyses.
description: Atlantic Water Network staff review field data and laboratory reports to flag outliers or unexpected values and continue to assist volunteers with data management.
DOI: 10.3886/e245042
title: La violencia sexual en España: ¿Duda o realidad persistente?

description: Hoy día, la violencia sexual supone una grave violación de los derechos humanos,
con una alta tasa de prevalencia a nivel global, particularmente entre las mujeres. Sin 
embargo, presenta las tasas más bajas de denuncia en juzgados y tribunales de lo Penal
(Barracho, B., 2025) reflejando un fallo estructural en el sistema actual, de ahí en la necesidad del desarrollo de un pequeño ensayo de reflexión que nos permita cuestionarnos sobre esta realidad social presente en nuestro país cada día, con el objetivo de concienciar y sensibilizar a la sociedad en su conjunto.
DOI: 10.15468/dl.qbwvn6
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carallia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 70 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006358-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp95ab
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prionobrama filigera",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 395 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006359-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18462670
title: ReEDS: Historical electricity demand profiles

description: This record provides hourly state-level electricity demand profiles for the contiguous United States (U.S.) for 15 weather years (2007–2013 + 2016–2023), used in the Regional Energy Deployment System (ReEDS) model. Profiles for 2007–2013 use data from FERC Form 714 and ISO/RTO websites; profiles for 2016–2023 use data from EIA Form 930 and ISO/RTO websites. Important caveats and details on data processing are provided in the ReEDS documentation.

Demand profiles represent gross end-use load in hour-ending format, in units of [MWh/h]. All profiles are at hourly resolution in U.S. Central Standard Time (UTC–06:00). For leap years, the final day of the weather year (December 31) is dropped, such that each weather year contains 8760 hours.

File structure

Electricity demand profiles are saved as a Hierarchical Data Format (HDF5) file. The following Python function can be used to read a demand profile .h5 file into a pandas dataframe:

import h5py
import pandas as pd
def read_profile(filepath):
    """
    Read an hourly 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:
        df = pd.DataFrame(
            f['data'][:],
            columns=pd.Series(f['columns']).str.decode(encoding),
            index=f['index_0'],
        )
        df.index = pd.to_datetime(
            pd.Series(df.index, name='datetime').str.decode(encoding)
        )
    return df
DOI: 10.5281/zenodo.18462671
title: ReEDS: Historical electricity demand profiles

description: This record provides hourly state-level electricity demand profiles for the contiguous United States (U.S.) for 15 weather years (2007–2013 + 2016–2023), used in the Regional Energy Deployment System (ReEDS) model. Profiles for 2007–2013 use data from FERC Form 714 and ISO/RTO websites; profiles for 2016–2023 use data from EIA Form 930 and ISO/RTO websites. Important caveats and details on data processing are provided in the ReEDS documentation.

Demand profiles represent gross end-use load in hour-ending format, in units of [MWh/h]. All profiles are at hourly resolution in U.S. Central Standard Time (UTC–06:00). For leap years, the final day of the weather year (December 31) is dropped, such that each weather year contains 8760 hours.

File structure

Electricity demand profiles are saved as a Hierarchical Data Format (HDF5) file. The following Python function can be used to read a demand profile .h5 file into a pandas dataframe:

import h5py
import pandas as pd
def read_profile(filepath):
    """
    Read an hourly 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:
        df = pd.DataFrame(
            f['data'][:],
            columns=pd.Series(f['columns']).str.decode(encoding),
            index=f['index_0'],
        )
        df.index = pd.to_datetime(
            pd.Series(df.index, name='datetime').str.decode(encoding)
        )
    return df
DOI: 10.17608/k6.auckland.3827082.v2
title: 2016_09 Umea Item Response Test theory.pdf

description: Introductory lecture on Item Response Theory given to Behavioural Measurement Group, University of Umea, Sweden in September 2016
DOI: 10.5281/zenodo.18601383
title: EDUCATION AND THE "ACME PERSONALITY": A SOCIO-PHILOSOPHICAL ANALYSIS

description: This article explores the socio-philosophical foundations of the relationship between education and the formation of the “Acme personality.” The concept of acme, understood as the highest stage of personal and professional development, is analyzed in the context of modern educational systems. The study argues that education is not merely a mechanism of knowledge transmission but a socio-cultural space for the development of self-realization, responsibility, and value-oriented consciousness. Using socio-philosophical methodology, the article examines the role of education in achieving personal maturity and social harmony. The results demonstrate that the acme personality emerges through the integration of cognitive, moral, and social dimensions of education.
DOI: 10.5281/zenodo.18601382
title: EDUCATION AND THE "ACME PERSONALITY": A SOCIO-PHILOSOPHICAL ANALYSIS

description: This article explores the socio-philosophical foundations of the relationship between education and the formation of the “Acme personality.” The concept of acme, understood as the highest stage of personal and professional development, is analyzed in the context of modern educational systems. The study argues that education is not merely a mechanism of knowledge transmission but a socio-cultural space for the development of self-realization, responsibility, and value-oriented consciousness. Using socio-philosophical methodology, the article examines the role of education in achieving personal maturity and social harmony. The results demonstrate that the acme personality emerges through the integration of cognitive, moral, and social dimensions of education.
DOI: 10.15468/dl.9rfsjy
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-79.48876 42.17948,-78.02112 42.17948,-78.02112 43.58971,-79.48876 43.58971,-79.48876 42.17948))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dreissena polymorpha",
 "Year 2021-2026"
 ]
}

 The dataset includes 97 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006360-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmvvkz
title: Occurrence Download

description: A dataset containing 3550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Atriplex calotheca"
 ]
}

 The dataset includes 3550 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006362-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knfgvk
title: Occurrence Download

description: A dataset containing 5104447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 5104447 records from 1511 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006324-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4d7-08w-dv7
title: Anthemis arvensis subsp. cyllenea (Halácsy) R. Fern.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cdk-838-549
title: Anthemis arvensis subsp. cyllenea (Halácsy) R. Fern.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lve-984-7f1
title: Anthemis arvensis subsp. cyllenea (Halácsy) R. Fern.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wy0-lzd-3zw
title: Sedum eriocarpum subsp. apertiflorum 't Hart

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p4v-v70-fzs
title: Agrimonia eupatoria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4fd-7vz-j02
title: Agrimonia eupatoria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g2p-tz1-7qg
title: Camelina microcarpa Andrz. ex DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b9r-3b0-504
title: Camelina microcarpa Andrz. ex DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/chr-8jm-vfh
title: Rapistrum rugosum (L.) All.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4pd-pt4-t42
title: Polypogon viridis (Gouan) Breistr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ze9-na9-ve4
title: Polypogon viridis (Gouan) Breistr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ddb-lnr-3k1
title: Bothriochloa ischaemum (L.) Keng

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kfy-hk0-9vq
title: Sisymbrium orientale L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rvt-40k-4mt
title: Sisymbrium orientale L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/v99-1j3-7jv
title: Eryngium campestre L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0t2-80r-esk
title: Crucianella latifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gr8-q7e-96l
title: Anthemis cotula L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6rd-n5m-7kp
title: Crucianella latifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1d0-ytv-p7t
title: Crucianella latifolia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vzb-pvq-kgp
title: Sisymbrium orientale L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gsf-jyw-2jh
title: Poterium sanguisorba subsp. polygamum (Waldst. & Kit.) Asch. & Graebn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vk2-qyf-hbr
title: Raphanus raphanistrum subsp. landra (Moretti ex DC.) Bonnier & Layens

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/13d-vjj-kfw
title: Raphanus raphanistrum subsp. landra (Moretti ex DC.) Bonnier & Layens

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f4g-q4a-4ha
title: Raphanus raphanistrum subsp. landra (Moretti ex DC.) Bonnier & Layens

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cya-6bc-gf1
title: Anthemis cotula L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gc9-qnw-qc7
title: Erysimum calycinum Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lb6-el6-5a7
title: Poterium sanguisorba subsp. polygamum (Waldst. & Kit.) Asch. & Graebn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jrp-1y1-323
title: Imperata cylindrica (L.) Raeusch.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vnr-msl-kjn
title: Erysimum calycinum Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/34c-gk6-d5q
title: Phalaris minor Retz.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6cv-78s-wr7
title: Raphanus raphanistrum subsp. landra (Moretti ex DC.) Bonnier & Layens

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g66-5sv-fdb
title: Cornus sanguinea subsp. australis (C.A.Mey.) Jáv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xql-bej-37f
title: Torilis leptophylla (L.) Rchb. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nz0-vwf-957
title: Torilis leptophylla (L.) Rchb. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dmm-f9m-7pg
title: Erysimum calycinum Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jhr-lc8-qz7
title: Erysimum calycinum Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3q9-y9a-tes
title: Potentilla recta L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e3r-4wr-4hf
title: Potentilla recta subsp. laciniosa (Waldst. & Kit. ex Nestl.) Nyman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0y7-418-sd0
title: Bupleurum apiculatum Friv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xte-ktb-kzs
title: Galium tricornutum Dandy

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w6e-cmq-e2b
title: Bupleurum flavicans Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.6084/m9.figshare.29490662
title: Effects of chromosome number reduction on mitotic and meiotic stability in fission yeast. Raw data.

description: Explore the effect of chromosome reduction on mitotic and meiotic stability in fission yeast
DOI: 10.6084/m9.figshare.29490662.v1
title: Effects of chromosome number reduction on mitotic and meiotic stability in fission yeast. Raw data.

description: Explore the effect of chromosome reduction on mitotic and meiotic stability in fission yeast
DOI: 10.3535/h36-apk-tb1
title: Erysimum crassistylum J. Presl

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jzs-hfz-f85
title: Bupleurum flavicans Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/72y-m1t-q8x
title: Erysimum crassistylum J. Presl

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wgg-dqx-hre
title: Galium verum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cq8-s8h-rl8
title: Avena sterilis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ges-4gs-4v7
title: Galium verum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/c3r-bbt-a5j
title: Erysimum crassistylum J. Presl

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zp7-gmw-4b5
title: Bupleurum apiculatum Friv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/59t-9a1-74k
title: Bupleurum apiculatum Friv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.pb44mu
title: Occurrence Download

description: A dataset containing 29326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus agrifolia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29326 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008669-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.