cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6gq7sw
title: Occurrence Download

description: A dataset containing 3068 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cossus colossus Staudinger, 1887, Cotoneaster elatus G.Klotz, Cotoneaster dielsianus E.Pritz.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 3068 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0316333-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqfuep
title: Occurrence Download

description: A dataset listing the 37542 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset's 37542 records were derived from 419 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200936-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yunudf
title: Occurrence Download

description: A dataset containing 217753 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dilleniales"
 ]
}

 The dataset includes 217753 records from 621 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090612-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13748710
title: THE REVIEW OF METAPHORICAL NOMINATION OF PHILOSOPHICAL TERMS IN THE ENGLISH LANGUAGE
DOI: 10.5281/zenodo.13748711
title: THE REVIEW OF METAPHORICAL NOMINATION OF PHILOSOPHICAL TERMS IN THE ENGLISH LANGUAGE
DOI: 10.5258/soton/d3081
title: Data supporting the Thesis "Investigation into Labelled-Data-free Physics-Informed Neural Networks to solve the Shallow Water Equations" by Xin Qi

description: This dataset contains all the raw test data used to generate the figures in Appendix B, which support the main manuscript, Qi, X. (2024) Investigation into labelled-data-free physics-informed neural networks to solve the shallow water equations. [Doctoral Thesis, University of Southampton]. University of Southampton. 

The data can be visualised using MATLAB.

The dataset contain 3 main folders, each corresponding to the data for tests 1, 2, and 3, as described in Chapter 4.
DOI: 10.48420/26357215
title: Supplementary information for manuscript: 'Culturally sensitive mental health research: A scoping review'

description: These files provide the search strategies and keywords that were used to interrogate four bibliographic databases as part of our scoping review. The objective was to answer the following questions: What is best practice for culturally sensitive mental health research? How should mental health research be adapted to be culturally sensitive? Overarching themes identified were as follows: the definition of ethnocultural groups, the impact of language, the influence of research team composition, appropriate research methodologies, and ethical responsibilities of researchers.
The authors conclude that culturally sensitive research requires ongoing commitment to critical analysis, self-reflection, and collaboration from both researchers and institutions. Ethical considerations, including the historical context of racism and colonization in mental health research, must be acknowledged to build trust and ensure that research outputs are equitable and applicable to diverse populations
<br>
The manuscript has been submitted for peer review.
DOI: 10.48420/26357215.v1
title: Supplementary information for manuscript: 'Culturally sensitive mental health research: A scoping review'

description: These files provide the search strategies and keywords that were used to interrogate four bibliographic databases as part of our scoping review. The objective was to answer the following questions: What is best practice for culturally sensitive mental health research? How should mental health research be adapted to be culturally sensitive? Overarching themes identified were as follows: the definition of ethnocultural groups, the impact of language, the influence of research team composition, appropriate research methodologies, and ethical responsibilities of researchers.
The authors conclude that culturally sensitive research requires ongoing commitment to critical analysis, self-reflection, and collaboration from both researchers and institutions. Ethical considerations, including the historical context of racism and colonization in mental health research, must be acknowledged to build trust and ensure that research outputs are equitable and applicable to diverse populations
<br>
The manuscript has been submitted for peer review.
DOI: 10.60964/bndu-mzg5-v129
title: Hippocampal ensemble recordings in Contextual Feeding and cNOR tasks from mice

description: This dataset consists of data to reproduce some of the results in the article 'Organising the coactivity structure of the hippocampus from robust to flexible memory'.
The data is composed of electrophysiological recordings from hippocampus CA1 of 3 mice going through the food-context conditioning paradigm and the cNOR task in both contexts, without any optical manipulation (Figs 1, 2 and 4). Each recording day is stored in a separate folder (e.g. 'mll145-210220').

Inside each folder the data is organised in the following way:
- '.desen': describe the "design of the environment", that is an ordered list of experimental conditions format: '<environment><instance [0, inf]>'
- '.resofs': list with last integer sample of each recorded session (sample freq = 20kHz)
-  '.res': list with number of integer samples (starting at 0) at which the peak of a spike is to be found (i.e. ordered list of spike times sampled at 20kHz)
- '.clu': cluster assignment for each of the detected spikes in the ​.res​ file. 0. the first line is the total number of clusters in the file. Note that both cluster 0 and cluster 1 are considered ​noise cluster​s and not analysed. The rest of the .clu file is the cluster id for each spike in the ​.res​ file.
- '.desv': assign a cell type to each cluster id. That is an ordered list of the neuron types of the clusters format: `<type (e.g. p for principal cell)><location (e.g. 1 for CA1)>`
- '.whl': ordered list of locations of the animal
- '.theta.*': files characterising theta cycles recorded from the tetrode closest to the pyramidal layer centre.
- '.desel': describes the ‘design of electrodes', i.e. the anatomical region of the brain that is targeted. Format: '<int> or <string> (e.g. 1 for CA1)'

The 'recordings' folder contains text files that list the recording days for each task. That is 'cond_ll146' and 'cond_ll149' list the food-context conditioning days for the 2 animals, while 'cnor_x' and 'cnor_y' list the cnor days in the two contexts, regardless of the animal identity.

This 'data' folder should be placed inside the analysis folder  (default name "orgCoactHippo") available for download https://doi.org/10.60964/bndu-r97n-bg26 to run the analyses from raw data available in the jupyter notebooks.
DOI: 10.60964/bndu-r97n-bg26
title: Analysis of hippocampal ensembles during Contextual Feeding and cNOR tasks

description: This dataset contains two jupyter notebooks and python scripts to run some exemplar analysis from the article 'Organising the coactivity structure of the hippocampus from robust to flexible memory'.

The jupyter notebooks provided are:
- 'cNOR_task.ipynb' which computes the object/location coding analyses shown in Figures 1 and 4
- 'coactivity_cond+cnor.ipynb' reproduces some of the coactivity analyses shown in Figures 1 and 4.

In the 'results' folder are stored processed data that are loaded throughout the notebooks.

The python script 'makeGraphbatch.py' computes coactivity graphs during active exploration times (theta-informed) from the spiking data, available here: https://data.mrc.ox.ac.uk/data-set/hippocampal-ensemble-recordings After downloading, ensure the spiking data folder is named 'data' and placed inside the root folder 'orgCoactHippo'. See script for more info.

Inside the 'recordings' folder, there are text files that list the recording days belonging to each task. That is: 'cond_ll145' and 'cond_ll149' lists the food-context conditioning days for each animal, while `cnor_x` and `cnor_y` list the cnor days in the two contexts, regardless of the animal's identity.

The python library 'util_func.py' data loading and processing functions used by the python script and notebooks. See script for more info.
'difference_estimation_plot.py' is a python library to produce estimation plots as in the article.

For the analysis in the original paper, this code was run in Python version 3.10. Execution of the code requires the following libraries:

matplotlib 3.7.1
matplotlib-inline 0.1.6
networkx 2.8.4
numpy 1.24.3
pandas 1.5.3
pandas-ods-reader 0.1.4
scikit-learn 1.2.2
scipy 1.10.1
seaborn 0.12.2
DOI: 10.15468/dl.r6hzxf
title: Occurrence Download

description: A dataset containing 41908562 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 41908562 records from 916 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011701-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25403/upresearchdata.26798302
title: A sociocultural model of play-based pedagogy for teaching mathematics in diverse grade R classrooms

description: This study investigates the role of play-based pedagogy in facilitating mathematics teaching in diverse South African Grade R classrooms. The primary research question driving this enquiry is how a cultural-historical activity theory (CHAT) model of play-based pedagogy can enhance mathematics instruction in Grade R. To address this question, several secondary research questions are posed, focusing on the use of play in mathematics teaching, strategies for promoting a sociocultural model of play, teacher responses to culturally relevant pedagogical models, and the implications of implementing a play-based approach in diverse backgrounds. The research aims to explore the integration of a sociocultural model for mathematics teaching, assess teacher responses to pedagogical collaboration and mentoring, and identify implications and future research directions for play-based mathematics education in Grade R. The study’s objectives include exploring existing sociocultural theories of play-based learning, analysing Grade R teachers’ efforts to integrate play into teaching, assessing the effectiveness of a sociocultural model in teaching emergent mathematics, and proposing suggestions for enhancing the relationship between play and emergent mathematics for teachers, curriculum developers, and policymakers through the use of the CHAT model.Three Grade R classrooms were purposively selected for the study based on the criteria that they represented linguistically, culturally, and socio-economically diverse communities. The research was qualitative and consisted of a five-stage plan of observations, followed by interview cycles. The data was analysed into themes with the support of the CHAT framework to guide analysis and recommendations. The findings revealed that there is potential for the pedagogy of play to be implemented more actively in classrooms with the support of a sociocultural model, and in doing so, replace assessment practices and formal teaching that conflict with play-based teaching. This implies ongoing collaboration as a collective and teacher mentorship which is less top-down and more partnership-based.
DOI: 10.25403/upresearchdata.26798302.v1
title: A sociocultural model of play-based pedagogy for teaching mathematics in diverse grade R classrooms

description: This study investigates the role of play-based pedagogy in facilitating mathematics teaching in diverse South African Grade R classrooms. The primary research question driving this enquiry is how a cultural-historical activity theory (CHAT) model of play-based pedagogy can enhance mathematics instruction in Grade R. To address this question, several secondary research questions are posed, focusing on the use of play in mathematics teaching, strategies for promoting a sociocultural model of play, teacher responses to culturally relevant pedagogical models, and the implications of implementing a play-based approach in diverse backgrounds. The research aims to explore the integration of a sociocultural model for mathematics teaching, assess teacher responses to pedagogical collaboration and mentoring, and identify implications and future research directions for play-based mathematics education in Grade R. The study’s objectives include exploring existing sociocultural theories of play-based learning, analysing Grade R teachers’ efforts to integrate play into teaching, assessing the effectiveness of a sociocultural model in teaching emergent mathematics, and proposing suggestions for enhancing the relationship between play and emergent mathematics for teachers, curriculum developers, and policymakers through the use of the CHAT model.Three Grade R classrooms were purposively selected for the study based on the criteria that they represented linguistically, culturally, and socio-economically diverse communities. The research was qualitative and consisted of a five-stage plan of observations, followed by interview cycles. The data was analysed into themes with the support of the CHAT framework to guide analysis and recommendations. The findings revealed that there is potential for the pedagogy of play to be implemented more actively in classrooms with the support of a sociocultural model, and in doing so, replace assessment practices and formal teaching that conflict with play-based teaching. This implies ongoing collaboration as a collective and teacher mentorship which is less top-down and more partnership-based.
DOI: 10.15468/dl.efmq4t
title: Occurrence Download

description: A dataset containing 55143401 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 55143401 records from 1158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011702-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/kdx6-2g4c
title: Measurement of Heptachlor at Alert

description: Measurement of Heptachlor at Alert
DOI: 10.48597/kg3k-x765
title: Measurement of Inorganics in precipitation at Lesnoy

description: Measurement of Inorganics in precipitation at Lesnoy
DOI: 10.48597/m9ce-4umu
title: Measurement of Methoxychlor at Alert

description: Measurement of Methoxychlor at Alert
DOI: 10.48597/m9sv-82mb
title: Measurement of Aerosol light scattering at Steamboat Springs, Colorado (Storm Peak Laboratory)

description: Measurement of Aerosol light scattering at Steamboat Springs, Colorado (Storm Peak Laboratory)
DOI: 10.48597/mjzz-dyaf
title: Measurement of Endrin at Alert

description: Measurement of Endrin at Alert
DOI: 10.48597/mntn-q8ju
title: Measurement of Op_DDT at Alert

description: Measurement of Op_DDT at Alert
DOI: 10.48597/n5cn-7zbf
title: Measurement of Op_DDT at Alert

description: Measurement of Op_DDT at Alert
DOI: 10.48597/n5y5-szmd
title: Measurement of Dieldrin at Alert

description: Measurement of Dieldrin at Alert
DOI: 10.48597/n8t8-mgzg
title: Measurement of Op_DDD at Alert

description: Measurement of Op_DDD at Alert
DOI: 10.48597/nbdd-h7fb
title: Measurement of Alpha_endosulfan at Alert

description: Measurement of Alpha_endosulfan at Alert
DOI: 10.48597/njfa-vp59
title: Measurement of Pentachlorobenzene at Alert

description: Measurement of Pentachlorobenzene at Alert
DOI: 10.48597/p8n9-c478
title: Measurement of Gamma_HCH at Alert

description: Measurement of Gamma_HCH at Alert
DOI: 10.48597/pgac-mq6z
title: Measurement of Aerosol_light_scattering_coefficient at South Pole

description: Measurement of Aerosol_light_scattering_coefficient at South Pole
DOI: 10.48597/pq9g-7p9m
title: Measurement of Cis_CD at Alert

description: Measurement of Cis_CD at Alert
DOI: 10.48597/q54n-3k7r
title: Measurement of Alpha_HCH at Alert

description: Measurement of Alpha_HCH at Alert
DOI: 10.48597/q6at-zzp7
title: Measurement of Heptachlorepoxide at Alert

description: Measurement of Heptachlorepoxide at Alert
DOI: 10.48597/qf5t-yehy
title: Measurement of Heptachlor at Alert

description: Measurement of Heptachlor at Alert
DOI: 10.48597/qvmd-zcne
title: Measurement of Aerosol_light_scattering_coefficient at South Pole

description: Measurement of Aerosol_light_scattering_coefficient at South Pole
DOI: 10.48597/r7k5-b2zb
title: Measurement of Op_DDE at Alert

description: Measurement of Op_DDE at Alert
DOI: 10.48597/rrjx-pmua
title: Measurement of Inorganics in precipitation at Janiskoski

description: Measurement of Inorganics in precipitation at Janiskoski
DOI: 10.48597/s2ru-kfzp
title: Measurement of Oxychlordane at Alert

description: Measurement of Oxychlordane at Alert
DOI: 10.48597/sxrp-s6z8
title: Measurement of 1-2-4-5-tetrachlorobenzene at Alert

description: Measurement of 1-2-4-5-tetrachlorobenzene at Alert
DOI: 10.48597/t5cn-jkjx
title: Measurement of Heptachlorepoxide at Alert

description: Measurement of Heptachlorepoxide at Alert
DOI: 10.6084/m9.figshare.23956830
title: Reading Chinese but with Korean in mind: ERP evidence for nonselective lexical access in sentence reading

description: Data from our study “Reading Chinese but with Korean in mind: ERP evidence for nonselective lexical access in sentence reading”. The dataset includes the stimuli, the behavioral data, and the ERP data.
DOI: 10.6084/m9.figshare.23956830.v2
title: Reading Chinese but with Korean in mind: ERP evidence for nonselective lexical access in sentence reading

description: Data of our study entitled “Reading Chinese but with Korean in mind: ERP evidence for nonselective lexical access in sentence reading”. The dataset includes the behavioral data and the ERP data.
DOI: 10.48597/t8kg-gs3z
title: Measurement of Trans_CD at Alert

description: Measurement of Trans_CD at Alert
DOI: 10.48597/tg4d-qxwj
title: Measurement of Endrin at Alert

description: Measurement of Endrin at Alert
DOI: 10.48597/tr8x-zbd2
title: Measurement of Op_DDD at Alert

description: Measurement of Op_DDD at Alert
DOI: 10.48597/us7e-qqnq
title: Measurement of Oxychlordane at Alert

description: Measurement of Oxychlordane at Alert
DOI: 10.48597/v6nf-g5gb
title: Measurement of Pp_DDD at Alert

description: Measurement of Pp_DDD at Alert
DOI: 10.48597/vpsn-kn7x
title: Measurement of Pentachloroanisole at Alert

description: Measurement of Pentachloroanisole at Alert
DOI: 10.48597/w9vm-774v
title: Measurement of Mirex at Alert

description: Measurement of Mirex at Alert
DOI: 10.48597/wa9k-rdgs
title: Measurement of Pentachlorobenzene at Alert

description: Measurement of Pentachlorobenzene at Alert
DOI: 10.48597/wexy-pm48
title: Measurement of Op_DDD at Alert

description: Measurement of Op_DDD at Alert
DOI: 10.48597/wg84-ccc9
title: Measurement of Heptachlor at Alert

description: Measurement of Heptachlor at Alert
DOI: 10.48597/wkg7-3gjd
title: Measurement of Aerosol_absorption_coefficient at Leipzig-Mitte

description: Measurement of Aerosol_absorption_coefficient at Leipzig-Mitte
DOI: 10.48597/wrsf-b5qa
title: Measurement of Methoxychlor at Alert

description: Measurement of Methoxychlor at Alert
DOI: 10.48597/wuta-ckb5
title: Measurement of Aerosol light scattering at Steamboat Springs, Colorado (Storm Peak Laboratory)

description: Measurement of Aerosol light scattering at Steamboat Springs, Colorado (Storm Peak Laboratory)
DOI: 10.48597/wvv6-khvg
title: Measurement of 1-2-4-5-tetrachlorobenzene at Alert

description: Measurement of 1-2-4-5-tetrachlorobenzene at Alert
DOI: 10.48597/xksu-gqu2
title: Measurement of Endrin at Alert

description: Measurement of Endrin at Alert
DOI: 10.48597/xrf8-cr5m
title: Measurement of Photomirex at Alert

description: Measurement of Photomirex at Alert
DOI: 10.48597/y4x6-pmrj
title: Measurement of Mirex at Alert

description: Measurement of Mirex at Alert
DOI: 10.48597/yauy-hvw8
title: Measurement of Cis_CD at Alert

description: Measurement of Cis_CD at Alert
DOI: 10.48597/z2mj-gxfq
title: Measurement of Pp_DDD at Alert

description: Measurement of Pp_DDD at Alert
DOI: 10.48597/274g-jrtc
title: Measurement of Tetrachloroveratrole at Alert

description: Measurement of Tetrachloroveratrole at Alert
DOI: 10.48597/zu4m-7x24
title: Measurement of Trans_NO at Alert

description: Measurement of Trans_NO at Alert
DOI: 10.48597/28pm-px9k
title: Measurement of BDE_183 at Alert

description: Measurement of BDE_183 at Alert
DOI: 10.48597/2fda-m2ed
title: Measurement of BDE_49 at Alert

description: Measurement of BDE_49 at Alert
DOI: 10.48597/2nvn-kytp
title: Measurement of Pp_DDT at Alert

description: Measurement of Pp_DDT at Alert
DOI: 10.48597/2w4h-9yw3
title: Measurement of HCBD at Alert

description: Measurement of HCBD at Alert
DOI: 10.48597/3qaa-yvey
title: Measurement of Aldrin at Alert

description: Measurement of Aldrin at Alert
DOI: 10.48597/42jx-vzbc
title: Measurement of 1-2-3-trichlorobenzene at Alert

description: Measurement of 1-2-3-trichlorobenzene at Alert
DOI: 10.48597/4acw-v7ps
title: Measurement of OC/EC at Hurdal

description: Measurement of OC/EC at Hurdal
DOI: 10.48597/57xu-rsqj
title: Measurement of Octachlorostyrene at Alert

description: Measurement of Octachlorostyrene at Alert
DOI: 10.48597/5d6m-ynrj
title: Measurement of Methoxychlor at Alert

description: Measurement of Methoxychlor at Alert
DOI: 10.48597/66u6-hsfv
title: Measurement of Oxychlordane at Alert

description: Measurement of Oxychlordane at Alert
DOI: 10.48597/6fjd-jyx8
title: Measurement of 1-2-4-5-tetrachlorobenzene at Alert

description: Measurement of 1-2-4-5-tetrachlorobenzene at Alert
DOI: 10.48597/6ke4-xqr2
title: Measurement of Cis_CD at Alert

description: Measurement of Cis_CD at Alert
DOI: 10.48597/6rck-y6m6
title: Measurement of Pp_DDT at Alert

description: Measurement of Pp_DDT at Alert
DOI: 10.48597/6ub8-z6tk
title: Measurement of Trans_NO at Alert

description: Measurement of Trans_NO at Alert
DOI: 10.48597/752r-gfht
title: Measurement of Trichloroveratrole at Alert

description: Measurement of Trichloroveratrole at Alert
DOI: 10.48597/7qbb-r95v
title: Measurement of Photomirex at Alert

description: Measurement of Photomirex at Alert
DOI: 10.48597/8hz9-bdm9
title: Measurement of Pp_DDD at Alert

description: Measurement of Pp_DDD at Alert
DOI: 10.48597/8quf-4tk9
title: Measurement of OC/EC at Hurdal

description: Measurement of OC/EC at Hurdal
DOI: 10.48597/945u-6md7
title: Measurement of BDE_85 at Alert

description: Measurement of BDE_85 at Alert