London Heat Map The London Heatmap is a map-based web application you can use to find and appraise opportunities for decentralised energy (DE) projects in London. The map covers the whole of Greater London, and provides very local information to help you identify and develop DE opportunities, including data such as: Locations of existing and proposed district heating networks Locations of potential heat supply sites The London Heat Map is used by a wide variety of people in numerous ways: London Boroughs can use the new map to help develop their energy master plans. Property developers can use the map to help them meet the decentralised energy policies in the London Plan. Energy consultants can use the map to gather initial data to inform feasibility studies. More information is available here, and an interactive map is available here. The Decentralised Energy Master planning programme (DEMaP) The Decentralised Energy Master planning programme (DEMaP), was completed in October 2010. It included a heat mapping support package for the London boroughs to enable them to carry out high resolution heat mapping for their area. To date, heat maps have been produced for 29 London boroughs with the remaining four boroughs carrying out their own data collection. All of the data collected through this process is provided below. Carbon Calculator Tool Arup have produced a Carbon Calculator Tool to assist projects in their early estimation of the carbon dioxide (CO2) savings which could be realised by a district heating scheme with different sources of heating. The calculator's estimates include the impact of a decarbonising the electrical grid over time, based on projections by the Department for Energy and Climate Change, as well as the Government's Standard Assessment Procedure (SAP). The Excel-based tool can be downloaded below. Borough Heat Maps Data and Reports (2012) In March 2012, all London boroughs did a heat mapping exercise. The data from this includes the following and can be downloaded below: Heat Load for all boroughs Heat Supplies for all boroughs Heat Network LDD 2010 database Complete GIS London Heat Map Data The heat maps contain real heat consumption data for priority buildings such as hospitals, leisure centres and local authority buildings. As part of this work, each of the boroughs developed implementation plans to help them take the DE opportunities identified to the next stages. The implementation plans include barriers and opportunities, actions to be taken by the council, key dates, personnel responsible. These can be downloaded below. London Heat Network Manual London Heat Network Manual II

London Heat Map --------------- The London Heat Map is a tool designed to help you identify areas of high heat demand, explore opportunities for new and expanding district heat networks and to draw potential heat networks and assess their financial feasibility. The new version of the London Heat Map was created for the Greater London Authority by the Centre for Sustainable Energy (CSE) in July 2019. The London Heat Map is regularly updated with new network data and other datasets. Background datasets such as building heat demand was last updated on 26/06/2023. The London Heatmap is a map-based web application you can use to find and appraise opportunities for decentralised energy (DE) projects in London. The map covers the whole of Greater London, and provides very local information to help you identify and develop DE opportunities, including data such as: * Heat demand values for each building * Locations of potential heat supply sites * Locations of existing and proposed district heating networks * A spatial heat demand density map layer The map also includes a user-friendly visual tool for heat network design. This is intended to support preliminary techno-economic appraisal of potential district heat networks. The London Heat Map is used by a wide variety of people in numerous ways: * London Boroughs can use the new map to help develop their energy master plans. * Property developers can use the map to help them meet the decentralised energy policies in the London Plan. * Energy consultants can use the map to gather initial data to inform feasibility studies. More information is available here, and an interactive map is available here. Building-level estimated annual and peak heat demand data from the London Heat Map has been made available through the data extracts below. The data was last updated on 26/06/2023. The data contains Ordnance Survey mapping and the data is published under Ordnance Survey's 'presumption to publish'. © Crown copyright and database rights 2023. The Decentralised Energy Master planning programme (DEMaP) ---------------------------------------------------------- The Decentralised Energy Master planning programme (DEMaP), was completed in October 2010. It included a heat mapping support package for the London boroughs to enable them to carry out high resolution heat mapping for their area. To date, heat maps have been produced for 29 London boroughs with the remaining four boroughs carrying out their own data collection. All of the data collected through this process is provided below. ### Carbon Calculator Tool Arup have produced a Carbon Calculator Tool to assist projects in their early estimation of the carbon dioxide (CO2) savings which could be realised by a district heating scheme with different sources of heating. The calculator's estimates include the impact of a decarbonising the electrical grid over time, based on projections by the Department for Energy and Climate Change, as well as the Government's Standard Assessment Procedure (SAP). The Excel-based tool can be downloaded below. ### Borough Heat Maps Data and Reports (2012) In March 2012, all London boroughs did a heat mapping exercise. The data from this includes the following and can be downloaded below: * Heat Load for all boroughs * Heat Supplies for all boroughs * Heat Network * LDD 2010 database * Complete GIS London Heat Map Data The heat maps contain real heat consumption data for priority buildings such as hospitals, leisure centres and local authority buildings. As part of this work, each of the boroughs developed implementation plans to help them take the DE opportunities identified to the next stages. The implementation plans include barriers and opportunities, actions to be taken by the council, key dates, personnel responsible. These can be downloaded below. Other Useful Documents ---------------------- Other useful documents can be downloaded from the links below: Energy Masterplanning Manual Opportunities for Decentralised Energy in London - Vision Map London Heat Network Manual London Heat Network Manual II

Author:Greater London AuthorityCreation date:April 2024Date of source data harvest:April 2024Temporal coverage of source data:2024Spatial Resolution:pan-LondonGeometry:LineSource data URL:London Heat Map and the London DatastoreData terms of use:Dataset can be shared openly for reuse for non-commercial purposes, with appropriate attribution.Data attribution:- London Heat Map, Greater London Authority, 2024.- © Crown copyright and database rights 2024 Ordnance Survey (100032216 GLA).Workflow diagrams:Not available.Comments:- The data and analysis developed for the sub-regional LAEP was undertaken using data available at the time and will need to be refined for a full Phase 2 LAEP. Please check here for more detailed background on the data.- Whilst every effort has been made to ensure the quality and accuracy of the data, the Greater London Authority is not responsible for any inaccuracies and/or mistakes in the information provided.

London Street-Level Crime Data (2024)

This dataset provides street-level crime data reported by the Metropolitan Police Service and the City of London Police from January to December 2024, sourced from the UK Government's open data portal data.police.uk.

It includes detailed records of crimes by type, location, police force, and outcome category, covering the entire London region.

📁 Features (9 Columns)

• Crime ID: Unique identifier for the crime report
• Month: Reporting month in YYYY-MM format
• Reported by: Police force (Metropolitan / City of London)
• Crime type: Category of crime (e.g., drugs, burglary)
• Last outcome category: Case outcome (e.g., investigation complete)
• LSOA name: Lower Super Output Area (small local area)
• Location: Approximate street or landmark
• Latitude, Longitude: Coordinates for mapping

🧠 Suggested Use Cases

• Create interactive crime heatmaps of London
• Analyse trends in crime types over time
• Compare borough-level crime levels
• Build predictive models to forecast crime volume
• Cluster high-crime zones using spatial ML

📌 Source

Original source: https://data.police.uk/data/

📄 License

This dataset is shared under the Open Government Licence v3.0.
Attribution: Contains public sector information licensed under the Open Government Licence v3.0.

Compiled and cleaned by @rahulladhani to support open ML exploration and public safety insights 🔍

Inflammation and immune dysregulation play critical roles in Kawasaki disease (KD) pathogenesis, yet specific biomarkers and immune signatures remain elusive. This study aims to identify key biomarkers and characterize immune cell infiltration scores in KD using bioinformatic approaches. The GSE73461 dataset, downloaded from the Gene Expression Omnibus (GEO) database, includes 78 KD patients and 55 normal controls collected by Imperial College London from 2015 to 2023, and was analyzed to identify differentially expressed genes (DEGs). Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis revealed significant involvement of these DEGs in acute inflammatory responses, plasma membrane components, PI3K-Akt signaling, and cytokine interactions. Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (AURKB, BUB1, CCL2, IL-4, and TOP2A) were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. Correlation analysis indicated that these candidate hub genes are associated with immune dysregulation and inflammation in KD. These findings provide potential diagnostic biomarkers and therapeutic targets for KD, warranting further validation in larger studies.

Author:ArupCreation date:2023Date of source data harvest:2022/23Temporal coverage:unknownSpatial Resolution:Point locationGeometry:PointSource data URL:n/aData terms of use:Dataset can be shared openly for re-use for non-commercial purposes, with appropriate attribution.Data attribution:- Dataset created by Arup as part of the West London sub-regional LAEP, 2023.- GLA London Heat Map, 2023.Workflow Diagram:Available: pngComments:The data and analysis developed for the sub-regional LAEP was undertaken using data available at the time and will need to be refined for a full Phase 2 LAEP.Whilst every effort has been made to ensure the quality and accuracy of the data, the Greater London Authority is not responsible for any inaccuracies and/or mistakes in the information provided.

A sum of crime records by London Borough for 24 months to July 2021.

Taken from my dataset here.

Used in creating a heatmap in this notebook.

(The content is released under the UK Open Government License (OGL) 2.0 details of which can be found here).

This is a subset of the data "MPS Borough Level Crime (most recent 24 months)" from my dataset here.

It was created in sheets and Westminster was removed.

It was then re-imported for this notebook to create a heatmap.

Data Updated: 22/11/2024 This dataset contains counts of confirmed UK raptor persecution incidents per 10km square (from 2007 to 2023). It is derived from data collated by the RSPB Investigations Team, a specialist unit set up to assist the statutory agencies with the investigation and prosecution of crimes against wild birds. These data are the most complete centralised set of known confirmed raptor persecution incident data for the UK, and has been recorded consistently for several decades. Only the highest evidentially weighted incidents – those classified as ‘confirmed,’ are included here.‘Confirmed’ incidents are those were circumstances indicate that an illegal act has taken place. These incidents are typically substantiated by evidence such as post-mortem or toxicological analysis, or reliable eyewitness evidence. These figures represent only those incidents known to RSPB: many remain undetected and unreported, particularly those that occur in remote areas. Population studies and scientific reports therefore provide essential bigger picture information on the conservation impact of persecution for a number of raptor species.Toxicology results from the government’s Wildlife Incident Investigation Scheme (WIIS) form the primary source of raptor poisoning data included in these data. In isolated cases toxicology results may be obtained by other routes. The RSPB is the only organisation to present pesticide analysis data in a standardised format to reflect actual raptor persecution incidents.In addition to information received from members of the public, the RSPB would like to acknowledge and thank the following organisations who have contributed information contained in this dataset: - The Agri-Food and Biosciences Institute (AFB NI)- Chemicals Regulations Directorate (CRD)- Food and Environment Research Agency (Fera)- National Wildlife Crime Unit (NWCU)- Predatory Bird Monitoring Scheme (PBMS)- Raptor Study Group workers- The Royal Society for the Prevention of Cruelty to Animals (RSPCA)- Ryedale Wildlife Rehabilitation Centre- Science and Advice for Scottish Agriculture (SASA)- Scottish Society for Prevention of Cruelty to Animals (SSPCA)- Scottish Agricultural College/ Scotland’s Rural College (SAC/SRUC)- Scottish Government Rural Payments and Inspection Directorate (SGRPID)- Scottish Natural Heritage (SNH)- All UK police forces- UK veterinary practices- Welsh Government- The Zoological Society of London (ZSL)This is a un-editable, public 'view' version of the data that is used in the Raptor Persecution Map Hub apps.