1529 research outputs found
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Trends In Reported Outcomes For Growth Hormone Therapy In Children With Growth Hormone Deficiency (paper submitted to Journal of Clinical Endocrinology and Metabolism)
Full text link4 supplementary table
Time-of-Flight Widefield Microscopy
No full textThe raw data for the creation of microscopic depth image. There are two sets of data one for a red blood cell and one for a graphene layer sample
Quantum cascade laser spectrometer characterization
No full textThis dataset contains measurements of power, tuning linearity from and external cavity quantum cascade laser set up for mid infrared spectroscopy. It also has raw infrared data from Anopheles mosquitoes
Airbnb daily listings/calendars
No full textOverview:
Airbnb lists worldwide a selection of homes and boutique hotels available for booking holidays.
The Urban Big Data Centre (UBDC) conducts a daily web scraping exercise for the Airbnb website, with the code for this exercise openly available at https://github.com/urbanbigdatacentre/ubdc-airbnb. This exercise has been collecting daily information since 2020 on property characteristics, daily booking calendar updates, booking policies, host information, and guest reviews. Data are collected to support academic research by UBDC on the short-term rental sector (Wang 2023, 2024).
These aggregated tables are published as a by-product of that work. This dataset generated from the scraped web content estimates available and occupied listings, visits, occupancy rates and income by tracking individual listings' daily booking calendars, following the open method published by Wang et al. (2024). These metrics are key performance and stock indicators.
From June 2021, it has covered thirty Travel to Work Areas (TTWAs) in Scotland and ten in other parts of the UK. The first version of the dataset covers the Scottish TTWAs only.
The dataset provides monthly estimates, covering a total of 30 months from June 2021 to December 2023. It is published at the Middle Super Output Area (MSOA)/Intermediate Zone (IZ) level for each TTWA, provided there are more than five observed Airbnb listings in that MSOA/IZ. MSOA is the term used in England and Wales, IZ is the term used in Scotland. For simplicity, we refer to both as MSOAs. MSOAs without sufficient observations are omitted.
UBDC extracts/organises Airbnb scraped data into structuralized interconnected parts including booking activities, customer reviews, spatial location, host status and structural and service amenities. This dataset is the Airbnb daily listings/calendar dataset.
. Airbnb daily listings/calendars
. Airbnb small area summaries
Airbnb daily listings/calendars:
This dataset is the Airbnb daily listings and calendar dataset. There are calendar, listings details and reviews extracts for Cardiff, Edinburgh, Glasgow, Manchester and York from Jan 2017-Sept 2022.
Access and restrictions:
Access is only available to internal UBDC staff for non-commercial academic research use only. However the code for Airbnb webscraping is openly available at https://github.com/urbanbigdatacentre/ubdc-airbnb
More information:
Wang, Y., Livingston, M., McArthur, D.P. and Bailey, N., 2023. The challenges of measuring the short-term rental market: an analysis of open data on Airbnb activity. Housing Studies, pp.1-20. https://doi.org/10.1080/02673037.2023.2176829
Wang, Y., Livingston, M., McArthur, D. P. and Bailey, N. (2024) Enhancing our understanding of short-term rental activity: A daily scrape-based approach for airbnb listings. Plos one, 19(2), pp. e0298131. https://doi.org/10.1371/journal.pone.029813
Experian Goad Plan Data 2017
No full textOverview:
Experian Goad is a retail property intelligence system that helps retail developers, property investors, planning professionals, and commercial agents to identify profitable locations for retail property development and investment projects.
It offers comprehensive retail location plans and easy to use reports covering over 3,000 shopping areas in the UK and Ireland. Experian surveyors collect the data by visiting each centre. Frequency refers to months between survey cycles: 12 – annual survey, 24 – every 2 years, 6 – twice a year.
Experian Goad Plan Data 2017:
Experian Goad Plan Data covers 1998 - 2017. It is a dataset with retail areas within urban areas across the whole UK and Ireland. The dataset's comprehensiveness and time period coverage has the potential to support high quality research through both coverage and geographic linkability and the data is “naturally occurring” in that it is collated by a company for use in planning and marketing commercial ventures in cities.
Access and restrictions:
UBDC's licence agreement with Experian limits access to UK-based academics conducting non-commercial, academic research.
To use the data, researchers need to apply to UBDC setting out a summary of the work they plan to undertake so that the usage can be assessed against these criteria. Please apply to UBDC. If the intended use falls within the terms of the licence, researchers will be asked to sign an End User Licence agreement. Datasets will be shared with eligible applicants on receipt of completed license agreements.
Experian's services are not intended to be used as the sole basis for any business decision, and are based upon data which is provided by third parties, the accuracy and/or completeness of which it would not be possible and/or economically viable for Experian to guarantee. Experian's services also involve models and techniques based on statistical analysis, probability and predictive behaviour. Experian is therefore not able to accept any liability for any inaccuracy, incompleteness or other error in the Experian data which arises as a result of data provided or any failure to achieve a particular result.
More information:
Further information is available on the Goad Plan Experian website at https://www.experian.co.uk/business-products/goad
Tamoco Open Spaces
No full textOverview:
Tamoco delivers real-time location data in a secure and deidentified way. Tamoco’s data is derived directly from mobile devices, using the inbuilt operating system. The tech uses a combination of GPS and WiFi, in order to generate industry-leading location accuracy. UBDC obtained data from Tamoco. Their ML algorithm aims to enhance location accuracy and provide reliable geospatial data without compromising user privacy. The data can be used to understand how a device’s movement interacts with points of interests (cafe’s, offices, stores etc); where devices are likely spending time; and to complement the raw location data with Tamoco visitation data to understand dwell times.
Tamoco dataset:
The dataset consists of Tamoco’s location data which provides:
• Verified GPS coordinates coming from third party app publishers.
• 7-digit latitude and longitude data with accuracy scores, providing a complete picture of how a device moves over time.
• Data is anonymised securely to protect users privacy.
Access and restrictions:
Tamoco data is available to UK-based academics and public sector organisations for non-commercial, academic research purposes or to support policy and operational decision making only. Usage for teaching purposes is not permitted. Data users need to apply to UBDC setting out a summary of the work they plan to undertake so that the usage can be assessed against these criteria. If the intended use falls within the terms of the licence, data users will be asked to sign an End User Licence agreement. Data will be shared with eligible applicants on receipt of completed license agreements.
More information:
Further information can be found on Tamoco's website https://www.tamoco.com/.
Alternative transport and mobility resources are available at https://www.ubdc.ac.uk/data-theme/transport-and-mobility
Addressing Female Genital Mutilation/Cutting in Scotland: a soft systems approach
No full textThis dataset is for archiving 20 interview transcripts; and 7 workshop transcripts. In addition, 53 consent forms for the interviews and workshops
Direct observation of thermal hysteresis in the molecular dynamics of barocaloric neopentyl glycol
No full textCalorimetry data for data presented in supplementary informatio
A large population of cell-specific action potential models replicating fluorescence recordings of voltage in rabbit ventricular myocytes
No full textSupplementary material from "A large population of cell-specific action potential models replicating fluorescence recordings of voltage in rabbit ventricular myocytes
Data for “Entangled-photon time- and frequency-resolved optical spectroscopy”
No full textAccompanying dataset for paper, contains data to recreate all figures