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557 results for “demand”

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zenodo28/100

Codes for climate impacts supply-demand match

<p>Codes for climate impacts supply-demand match of global wind and solar energy systems</p>

opencc-by-4.0Jul 2022View details →
zenodo28/100

Carbon neutrality transitions from government-dependent towards free trade autonomy renewable markets with grid-demand-storage synergies

Open the record for dataset details and reuse information.

opencc-by-4.0Apr 2024View details →
zenodo28/100

Thermal and electrical energy demands from energy meters and Measured values from sensors in an air handling unit and in the served lecture room of an university building

<p>The dataset consists of measured values from 2 different energy meters installed in the Alice Perry Building of the NUIG university in Galway, Ireland, which measure respectively:&nbsp; (1) the thermal energy for heating delivered to the distribution loop towards the heating radiators of the thermal zone of the west part of the building, where many offices,&nbsp; and some meeting rooms and lectures rooms are located (measuring time interval of 1 minute, from April 2018 to the end of February 2019);&nbsp; (2) electrical energy demand for the chillers serving the whole building (daily values, from January 2018 to the end of February 2019).&nbsp;</p> <p>The dataset also contains measured values of physical variables, states and operating conditions from a detailed layout of data-points installed in an air handling unit, in the outdoor environment and in the related served room, which is a lecture theatre in the Alice Perry Building of the NUIG university in Galway, Ireland.&nbsp; The data have been made available for the period from January 2018 to the end of February 2019, at the measuring time interval of 1 minute.&nbsp; The variables list, with their explanations and graphical schemes, is available as attachment.&nbsp;</p> <p>The data have been made available from the BMS database, thanks to the BEMServer open-source platform - <a href="http://www.bemserver.org">www.bemserver.org</a>, developed in the HIT2GAP project&nbsp;that has received funding from the European Union&#39;s Horizon 2020 research and innovation programme under grant agreement n. 680708 - <a href="http://www.hit2gap.eu">www.hit2gap.eu</a>.</p>

opencdla-permissive-1.0Sep 2019View details →
zenodo28/100

Taiwan electricity generation and demand data, 2017 January - 2022 July

<p>This is Taiwan&#39;s electricity generation/demand data from 2017 January to 2022 July, in 10-min resolution.</p> <p>Two files are included so far:</p> <ul> <li>loadarea: the electricity demand in four areas (i.e. north, central, south, east) in Taiwan. The information of the area can be found on <a href="https://www.taipower.com.tw/en/page.aspx?mid=4487&amp;cid=2876&amp;cchk=2c550ab4-907c-45df-822d-f35b4d2c63d0">Taipower&#39;s web page</a>.</li> <li>powerRatio: the power of each type of electricity generation. The data include both the generation from Taipower company and IPP (independent power plant); &#39;lng&#39; is refer to gas power plant.</li> </ul> <p><strong>Source</strong>:</p> <ul> <li>the original data can be obtained from the Taiwanese government&#39;s open-data platform data.gov.tw.</li> <li>The link to the corresponding dataset is&nbsp;<a href="https://data.gov.tw/dataset/37331">https://data.gov.tw/dataset/37331</a>. (please note this link can only download 3 months of data that be collected a half year ago)</li> <li>live data can be obtained here (update very 10 min)&nbsp;<a href="https://data.gov.tw/dataset/8931">https://data.gov.tw/dataset/8931</a>&nbsp;with Chinese characters</li> <li>More information can be found on the Taipower webpage of <a href="https://www.taipower.com.tw/en/pageList.aspx">Information Disclosure</a>.</li> </ul> <p><strong>License:</strong></p> <ul> <li><a href="https://data.gov.tw/license">Open Government Data License, version 1.0</a> (Taiwan)</li> </ul>

opencc-by-4.0Jan 2023View details →
zenodo28/100

Figure 1 in Ontogeny of the skeleton of Moenkhausia pittieri (Ostariophysi: Characiformes) with discussion on functional demands and ossification patterns in the Characidae

Figure 1. Moenkhausia pittieri live specimen, not preserved. Photograph by Oliver Lucanus.

opennotspecifiedJan 2023View details →
zenodo28/100

Supplementary material 1 from: Wang Y, Turvey ST, Leader-Williams N (2023) The scale of the problem: understanding the demand for medicinal pangolin products in China. Nature Conservation 52: 47-61. https://doi.org/10.3897/natureconservation.52.95916

TCM survey questions

opencc-zeroApr 2023View details →
dryad28/100

Adzuna Australia skills demand data

<p>The COVID-19 pandemic has led to a widespread shift to remote work, reducing the level of face-to-face interaction between workers and changing their modes and patterns of communication. This study tests whether this transformation in production processes has altered the longstanding labour market trend of increasing demand for interpersonal skills. To address this question, we integrate an established skills taxonomy with the text of over 12 million job postings (covering the period from 2015 to 2022) to measure trends in skills demand at the aggregate and occupational levels. We find that since the start of the pandemic there has been a significant and sustained acceleration in the aggregate demand for interpersonal skills. We also find a strong positive association between an occupation's propensity for remote work and the level of acceleration in interpersonal skills demand for the occupation. Our findings suggest that interpersonal skills continue to grow in importance for employment in the post-pandemic, remote work friendly labour market.</p>

opencc-zeroJun 2023View details →
zenodo28/100

Scenario Data: Hourly Demand and Supply per Region (NSWPH regions, weather years 2011-2019)

<p>TBD</p>

opencc-by-4.0May 2023View details →
zenodo28/100

Service Demands Estimation in Layered Queueing Networks: replication package

<p>Replication package for Service Demands Estimation in Layered Queueing Networks</p>

opencc-by-4.0Sep 2023View details →
ClinicalTrials.gov28/100

Trial of Novel, On-Demand Virtual Reality to Amplify Practice Efficacy (NO VAPE) Added to Cognitive Behavioral Therapy for Nicotine Vaping Cessation

ClinicalTrials.gov study NCT07223879. IPD Sharing: YES. Countries: 0. Publications: 18.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov28/100

Prophylaxis Versus on Demand Treatment for Children With Hemophilia A

ClinicalTrials.gov study NCT01810666. IPD Sharing: Not stated. Countries: 1. Publications: 0.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov28/100

(Hyoscine Butylbromide) for Abdominal Pain Associated With Cramping on Demand Basis

ClinicalTrials.gov study NCT00932737. IPD Sharing: Not stated. Countries: 1. Publications: 0.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov28/100

SMS Reminders to Strengthen Demand for HPV Vaccination in Georgia

ClinicalTrials.gov study NCT05536674. IPD Sharing: NO. Countries: 0. Publications: 1.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov28/100

Pragmatic Comparative Effectiveness Trial of Evidence-based, On-demand, Digital Behavioral Treatments for Chronic Pain

ClinicalTrials.gov study NCT04933474. IPD Sharing: YES. Countries: 1. Publications: 0.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov28/100

Effects of Narratives on Demand for Low and High Ventilated Cigarettes and Substitution for Alternative Products

ClinicalTrials.gov study NCT05487625. IPD Sharing: NO. Countries: 1. Publications: 0.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov28/100

MED3000 Topical Gel for On-Demand Treatment of Post-Radical Prostatectomy Erectile Dysfunction

ClinicalTrials.gov study NCT05673005. IPD Sharing: Not stated. Countries: 1. Publications: 0.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov28/100

Demand Creation for Couples' HIV Counseling and Testing

ClinicalTrials.gov study NCT02492061. IPD Sharing: Not stated. Countries: 0. Publications: 4.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov28/100

Combined On-demand Sildenafil Citrate and Tramadol Hydrochloride for Treatment of Premature Ejaculation

ClinicalTrials.gov study NCT05183334. IPD Sharing: NO. Countries: 0. Publications: 2.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov28/100

A Study of Efficacy and Safety of "On-demand" Maintenance Therapy With Rabeprazole in Patients With Non-erosive Reflux Disease (NERD)

ClinicalTrials.gov study NCT00236392. IPD Sharing: Not stated. Countries: 0. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov28/100

Body Compartment Pharmacokinetics of Anti-retroviral Agents That May be Considered for Future On-demand Peri-exposure HIV Prophylaxis Regimens

ClinicalTrials.gov study NCT03976752. IPD Sharing: YES. Countries: 1. Publications: 0.

controlledIPD-YESFeb 2026View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated datasets

Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.