cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14850047
title: Enhancing Classroom Practice Through Reflective Thinking and Practitioner Inquiry

description: Reflective thinking and practitioner inquiry are vital for enhancing educational practices. They enable teachers to evaluate their methods and adapt to learners' diverse needs. Grounded in educational theories such as Schön’s reflective model, Kolb’s experiential learning cycle, and constructivist principles, these approaches promote a systematic process of planning, teaching, reviewing, and refining instructional strategies to improve student outcomes and engagement. This study explores how reflective thinking, integrated within a practitioner inquiry framework, can refine instructional practices, address diverse learner needs, and enhance the learning experience. It examines the synergy between these approaches in fostering professional growth and effective teaching. A qualitative practitioner inquiry approach, incorporating action research principles, was employed. Data was collected through classroom observations, student feedback, and teacher reflective notes, triangulated to provide a robust understanding of the impact of reflective practices. This iterative process of planning, teaching, and reflecting allowed for real-time adjustments and systematic improvements in instructional strategies. The study found that reflective thinking enhances teacher adaptability, enabling real-time responses to diverse student needs. Multimodal instructional approaches, informed by theories such as Gardner’s Multiple Intelligences and VARK, effectively engaged students but required a balanced integration of digital tools to avoid cognitive overload. Pre-lesson needs assessments significantly improved lesson inclusivity and effectiveness, while collaborative professional development enriched reflective practices and knowledge sharing among educators. Reflective thinking and practitioner inquiry empower educators to create adaptive, inclusive, and effective learning environments. These approaches facilitate continuous professional development and improved student outcomes by combining evidence-based practices with educational theory. The findings highlight the need for structured reflective practices, careful selection of instructional tools, and regular needs assessments to tailor lessons to diverse learners. Collaboration among educators is essential for fostering professional growth and refining teaching methodologies. Future research should address the long-term impact of reflective practices on student achievement and explore strategies for overcoming technological and contextual limitations in classrooms.
DOI: 10.5281/zenodo.14850048
title: Enhancing Classroom Practice Through Reflective Thinking and Practitioner Inquiry

description: Reflective thinking and practitioner inquiry are vital for enhancing educational practices. They enable teachers to evaluate their methods and adapt to learners' diverse needs. Grounded in educational theories such as Schön’s reflective model, Kolb’s experiential learning cycle, and constructivist principles, these approaches promote a systematic process of planning, teaching, reviewing, and refining instructional strategies to improve student outcomes and engagement. This study explores how reflective thinking, integrated within a practitioner inquiry framework, can refine instructional practices, address diverse learner needs, and enhance the learning experience. It examines the synergy between these approaches in fostering professional growth and effective teaching. A qualitative practitioner inquiry approach, incorporating action research principles, was employed. Data was collected through classroom observations, student feedback, and teacher reflective notes, triangulated to provide a robust understanding of the impact of reflective practices. This iterative process of planning, teaching, and reflecting allowed for real-time adjustments and systematic improvements in instructional strategies. The study found that reflective thinking enhances teacher adaptability, enabling real-time responses to diverse student needs. Multimodal instructional approaches, informed by theories such as Gardner’s Multiple Intelligences and VARK, effectively engaged students but required a balanced integration of digital tools to avoid cognitive overload. Pre-lesson needs assessments significantly improved lesson inclusivity and effectiveness, while collaborative professional development enriched reflective practices and knowledge sharing among educators. Reflective thinking and practitioner inquiry empower educators to create adaptive, inclusive, and effective learning environments. These approaches facilitate continuous professional development and improved student outcomes by combining evidence-based practices with educational theory. The findings highlight the need for structured reflective practices, careful selection of instructional tools, and regular needs assessments to tailor lessons to diverse learners. Collaboration among educators is essential for fostering professional growth and refining teaching methodologies. Future research should address the long-term impact of reflective practices on student achievement and explore strategies for overcoming technological and contextual limitations in classrooms.
DOI: 10.5281/zenodo.7684639
title: Local moisture recycling across the globe

description: Please cite the corresponding manuscript when using this data

Theeuwen, J. J. E., Staal, A., Tuinenburg, O. A., Hamelers, B. V. M., and Dekker, S. C.: Local moisture recycling across the globe, Hydrol. Earth Syst. Sci., 27, 1457–1476, https://doi.org/10.5194/hess-27-1457-2023, 2023.

This dataset includes multiple files that are listed below:
Overview of the files included in this dataset



Filename
Description


1.5degrees_weighted_yearly_average_moisture_recycling.nc
Recycling ratio of evaporated moisture within the source grid cell of 1.5 degrees. These are multi-year (2008-2017) averaged values. 


moisture_recycling_r9_**.nc
Multi-year (2008-2017) monthly average of the local moisture recycling ratio (r9). THe number (**) indicates which month, with 01 being January and 12 being December.


weighted_seasonal_average_moisture_recycling.nc
Multi-year (2008-2017) seasonal averages of the local moisture recycling ratio (r9). The first dimension of this file represents the season. 1: DJF, 2:MAM, 3:JJA, 4:SON.


weighted_yearly_average_moisture_recycling_r*.nc
The different definitions of the local moisture recycling ratio (r1, r9, r25). All are multi-year (2008-2017) averaged moisture recycling ratios




 

The moisture recycling at a resolution of 0.5 degrees has the following shape (360,720). Dimension 1 indicates the latitude, and dimension 2 indicates the longitude. 

The latitude ranges from 90 degrees to -90 degrees (np.arange(90,-90,-0.5))

The longitude ranges from 0 degrees to 360 degrees. 

For a format in which the longitude ranges between -180 and 180 degrees the following lines can be included in python:

plotlmr=np.zeros(lmr.shape)plotlmr[:,:360]=lmr[:,360:]plotlmr[:,360:]=lmr[:,:360]

Here lmr is the array in the original format.

The longitude and latitude arrays can now be defined as follows:

lats=np.arange(90,-90,-0.5)lons=np.arange(-180,180,0.5)
DOI: 10.5281/zenodo.7684640
title: Local moisture recycling across the globe

description: Please cite the corresponding manuscript when using this data

Theeuwen, J. J. E., Staal, A., Tuinenburg, O. A., Hamelers, B. V. M., and Dekker, S. C.: Local moisture recycling across the globe, Hydrol. Earth Syst. Sci., 27, 1457–1476, https://doi.org/10.5194/hess-27-1457-2023, 2023.

This dataset includes multiple files that are listed below:
Overview of the files included in this dataset



Filename
Description


1.5degrees_weighted_yearly_average_moisture_recycling.nc
Recycling ratio of evaporated moisture within the source grid cell of 1.5 degrees. These are multi-year (2008-2017) averaged values. 


moisture_recycling_r9_**.nc
Multi-year (2008-2017) monthly average of the local moisture recycling ratio (r9). THe number (**) indicates which month, with 01 being January and 12 being December.


weighted_seasonal_average_moisture_recycling.nc
Multi-year (2008-2017) seasonal averages of the local moisture recycling ratio (r9). The first dimension of this file represents the season. 1: DJF, 2:MAM, 3:JJA, 4:SON.


weighted_yearly_average_moisture_recycling_r*.nc
The different definitions of the local moisture recycling ratio (r1, r9, r25). All are multi-year (2008-2017) averaged moisture recycling ratios




 

The moisture recycling at a resolution of 0.5 degrees has the following shape (360,720). Dimension 1 indicates the latitude, and dimension 2 indicates the longitude. 

The latitude ranges from 90 degrees to -90 degrees (np.arange(90,-90,-0.5))

The longitude ranges from 0 degrees to 360 degrees. 

For a format in which the longitude ranges between -180 and 180 degrees the following lines can be included in python:

plotlmr=np.zeros(lmr.shape)plotlmr[:,:360]=lmr[:,360:]plotlmr[:,360:]=lmr[:,:360]

Here lmr is the array in the original format.

The longitude and latitude arrays can now be defined as follows:

lats=np.arange(90,-90,-0.5)lons=np.arange(-180,180,0.5)
DOI: 10.5281/zenodo.14850069
title: evaporation test
DOI: 10.5281/zenodo.14850070
title: evaporation test
DOI: 10.34740/kaggle/dsv/10722429
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.5281/zenodo.14848731
title: A citizen scientist survey to assess acceptability and feasibility of promoting sexual and reproductive health services in hair salons among young women in Lesotho

description: This dataset contains survey data collected through Kobo Toolbox. It merges responses from stylists with those from their respective clients. The first two columns contain the stylist and client IDs. Each row first presents data for a stylist (_s variables), followed by data for their client(s) (_c variables). Some stylists may not have clients, while others may appear multiple times if they have more than one client. A total of 157 stylists and 308 clients were included. Due to missing data for stylist number 98, the final count is 157, despite the presence of 158 stylist IDs in total.

In addition to the dataset, two Excel files exported from Kobo Toolbox are uploaded to facilitate the interpretation of variables. These files contain information on the survey questions, variable types, and possible responses.

This dataset is associated with the project available on the Open Science Framework (OSF): Sekhesa, Pontso, et al., "A Citizen Scientist Survey to Assess Acceptability and Feasibility of Promoting Sexual and Reproductive Health Services in Hair Salons Among Young Women in Lesotho," OSF, 1 Mar. 2024. Web. Further details and related materials are available there.
DOI: 10.6084/m9.figshare.28389161
title: Data list for "Climate change-driven ice variability and isotopic polarization in Antarctic coastal food webs"

description: The .xlsx file includes the utilized data for the figures of the scientific paper titled <i>"Climate change-driven ice variability and isotopic polarization in Antarctic coastal food webs."</i><br><br>Figures are described as follows:<br><b>Figure 1.</b> Environmental variables collected between inner and outer intertidal sites during the study period.<br><b>Figure 2.</b> Stable carbon and nitrogen isotope ratios of food sources (POM, particulate organic matter; microalgae; macroalgae) and eight consumers collected in the five intertidal sites along Marian Cove during the study period, with corresponding trophic level (TL).<br><b>Figure 3A.</b> Decadal change in the spatial structural distribution of <i>N. concinna</i> population in Marian Cove.<br><b>Figure 3B.</b> Decadal change in the spatial δ¹³C and diet utilization distribution of <i>N. concinna</i> population in Marian Cove.<br><b>Figure 4A.</b> Regional summer sea ice extent variation in Antarctica based on the previous study (Parkinson et al., 2019).<br><b>Figure 4B.</b> Regional summer sea ice extent variation in Antarctica.<br><b>Figure 5.</b> Multi-decadal changes in the contribution (%) of three types of diets (<b>P</b>: pelagic, <b>S</b>: sympagic, <b>B</b>: benthic) to the consumers in (A) West Antarctica with substantial sea ice retreat and (B) East Antarctica with substantial sea ice advance.
DOI: 10.5281/zenodo.14850061
title: Dataset of the research article entitled "Asymmetric Ring Contraction of 2-Hydroxypyranones by Borrowing Hydrogen Biocatalysis"

description: The dataset contains primary data related to the article entitled "Asymmetric Ring Contraction of 2-Hydroxypyranones by Borrowing Hydrogen Biocatalysis": NMR data, computational molecular calculations
DOI: 10.15468/pwhyes
title: Indian Ocean Islands - Museum specimens of Freshwater Insect Taxa

description: This project contributes 4309 occurrence records of Ephemeroptera and Plecoptera representing about 74 000 specimens sampled mostly in Madagascar between 1951 and 2011. The data have been digitized as part of the MZL contribution to the BID project and shared with GBIF https://doi.org/10.15468/dl.8dftt0
DOI: 10.15468/dl.f2hbh3
title: Occurrence Download

description: A dataset containing 7353813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fagaceae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7353813 records from 5388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023432-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmqs8z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fungi)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((60 -82.5,67.5 -82.5,67.5 -75,60 -75,60 -82.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042388-251009101135966/datasets/export for details.
DOI: 10.5517/ccr0n4j
title: CCDC 685817: Experimental Crystal Structure Determination

description: Related Article: Soo Hyuk Choi, I.A.Guzei, L.C.Spencer, S.H.Gellman|2009|J.Am.Chem.Soc.|131|2917|doi:10.1021/ja808168y
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccr0n5k
title: CCDC 685818: Experimental Crystal Structure Determination

description: Related Article: Soo Hyuk Choi, I.A.Guzei, L.C.Spencer, S.H.Gellman|2009|J.Am.Chem.Soc.|131|2917|doi:10.1021/ja808168y
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.13140/rg.2.2.32777.98409
title: Acceptance letter for the manuscript (2021/BP/2158F) as a book chapter of Advanced Aspects of Engineering Research (International Book)
DOI: 10.5517/ccr0n6l
title: CCDC 685819: Experimental Crystal Structure Determination

description: Related Article: Soo Hyuk Choi, I.A.Guzei, L.C.Spencer, S.H.Gellman|2009|J.Am.Chem.Soc.|131|2917|doi:10.1021/ja808168y
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccr0n7m
title: CCDC 685820: Experimental Crystal Structure Determination

description: Related Article: Soo Hyuk Choi, I.A.Guzei, L.C.Spencer, S.H.Gellman|2009|J.Am.Chem.Soc.|131|2917|doi:10.1021/ja808168y
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccr0n8n
title: CCDC 685821: Experimental Crystal Structure Determination

description: Related Article: Soo Hyuk Choi, I.A.Guzei, L.C.Spencer, S.H.Gellman|2009|J.Am.Chem.Soc.|131|2917|doi:10.1021/ja808168y
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccr0n9p
title: CCDC 685822: Experimental Crystal Structure Determination

description: Related Article: Soo Hyuk Choi, I.A.Guzei, L.C.Spencer, S.H.Gellman|2009|J.Am.Chem.Soc.|131|2917|doi:10.1021/ja808168y
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccrgn2x
title: CCDC 699269: Experimental Crystal Structure Determination

description: Related Article: E.R.Knight, N.H.Leung, A.L.Thompson, G.Hogarth, J.D.E.T.Wilton-Ely|2009|Inorg.Chem.|48|3866|doi:10.1021/ic802442d
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccs0klx
title: CCDC 715529: Experimental Crystal Structure Determination

description: Related Article: En-Cui Yang, Hong-Kun Zhao, Yan Feng, Xiao-Jun Zhao|2009|Inorg.Chem.|48|3511|doi:10.1021/ic900113e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccryk8h
title: CCDC 713597: Experimental Crystal Structure Determination

description: Related Article: B.V.Obrist, Dafa Chen, A.Ahrens, V.Schunemann, R.Scopelliti, Xile Hu|2009|Inorg.Chem.|48|3514|doi:10.1021/ic900281g
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccsknxw
title: CCDC 731969: Experimental Crystal Structure Determination

description: Related Article: Zhien Lin, H.P.Nayek, S.Dehnen|2009|Inorg.Chem.|48|3517|doi:10.1021/ic900306t
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.7910/dvn/oauduz
title: Flight schedules and passenger positioning data from Guangzhou Baiyun International Airport Terminal 2

description: Flight schedules and passenger positioning data from Guangzhou Baiyun International Airport Terminal 2 in May.
DOI: 10.15468/dl.xfdnm3
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fungi)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-52.5 75,-45 75,-45 82.5,-52.5 82.5,-52.5 75))"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042394-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccrrz3k
title: CCDC 708229: Experimental Crystal Structure Determination

description: Related Article: A.G.Algarra, M.N.Sokolov, J.Gonzalez-Platas, M.J.Fernandez-Trujillo, M.G.Basallote, R.Hernandez-Molina|2009|Inorg.Chem.|48|3639|doi:10.1021/ic802150x
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccskq23
title: CCDC 732005: Experimental Crystal Structure Determination

description: Related Article: Yi Sun, Suning Wang|2009|Inorg.Chem.|48|3755|doi:10.1021/ic9000335
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.13140/rg.2.2.11937.53601
title: Ươm (ngâm thơ)
DOI: 10.13140/rg.2.2.16131.84002
title: Baaken_bem22335-sup-0001-_bem-20-0162_supplementaryfile.pdf
DOI: 10.13140/rg.2.2.36474.21441
title: Trà chanh
DOI: 10.5517/ccrrz4l
title: CCDC 708230: Experimental Crystal Structure Determination

description: Related Article: A.G.Algarra, M.N.Sokolov, J.Gonzalez-Platas, M.J.Fernandez-Trujillo, M.G.Basallote, R.Hernandez-Molina|2009|Inorg.Chem.|48|3639|doi:10.1021/ic802150x
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccskq01
title: CCDC 732003: Experimental Crystal Structure Determination

description: Related Article: D.Bhattacharya, M.Sathiyendiran, Tzuoo-Tsair Luo, Che-Hao Chang, Yu-Hsiang Cheng, Ching-Yao Lin, Gene-Hsiang Lee, Shie-Ming Peng, Kuang-Lieh Lu|2009|Inorg.Chem.|48|3731|doi:10.1021/ic8024099
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.