London crime dataset. Some specific resources are the Land Registry (UK) and the English Housing Survey. Nov 1, 2019 · While querying the dataset using big query and using pandas for basic data prep with the help of this article by Abdul on towardsdatascience. We explored our approaches on the London Crime Dataset and found some fascinating results that can help reducing crime by helping people take the appropriate measures. But it requires server side scripting to do the scraping and importing the data into database for further process. Please note that, this dataset is updated monthly at the beginning of the month. The Police API allows you to retrieve information about neighbourhood areas in all 43 English & Welsh police forces. In March 2019, the Metropolitan Police Service This data counts the number of crimes at three different geographic levels of London (borough, ward, LSOA) per month, according to crime type. Some figures have been compared against a previous survey carried out by Part of Release: Official Sub-Ward, Ward and Borough level crime counts. MyLondon is dedicated to covering all the latest court and crime across the city. The dataset used is sourced from the UK Police Data Portal. com we were able to create a "running bar chart". There are separate download file for 2014 & 2018 Number of crimes and crime rate by type of public transport, including bus, LU / DLR, London Overground, and London Tramlink. Apr 24, 2025 · List of the data tables as part of the ‘Crime outcomes in England and Wales’ Home Office release. See the changelog for known data issues, and the about page for a description of each column in the CSV files. Crime Incident Data: Crime rate (in any Looker Studio turns your data into informative dashboards and reports that are easy to read, easy to share, and fully customizable. This page contains the borough level data files Click here for corresponding LSOA level data: Recorded Crime Summary Data for London: LSOA Level Click here for corresponding ward level data: Recorded Crime Summary Data for London: Ward Level ‘Borough data’ counts the number of crimes in each Local Authority area of London per month This data counts the number of crimes at three different geographic levels of London (borough, ward, LSOA) per month, according to crime type. Crime and population data are from the Federal Bureau of Investigations, Uniform Crime Reports. The aim of the work is to explore the data through the use of BigQuery and to predict the number of crimes for a specific year, given the This dataset was scraped from London data website. As part of the quarterly release of Crime data and trends by the Office for National Statistics, data is released aggregated at police force level for the most recent rolling 12 months. I do not know if you all know what Kaggle is all about but, apart from containing machine learning competitions, it provides very interesting datasets that users freely upload to the website. Oct 24, 2024 · Exploring the Data Through Three Types of Analysis One of the key features of “UK Police Stop and Check” is the ability to visualize the data through three different types of analysis, each This data counts the number of crimes at three different geographic levels of London (borough, ward, LSOA) per month, according to crime type. There are 5,548 entries, listing the names, addresses and occupations of major householders in London and Westminster. Dec 3, 2024 · The dataset provides a detailed record of various crime categories in different boroughs of London. Pan-London data includes: - Total Notifiable Offences - Total Victim-based crime (and Sanctioned Detection Rates) - Violence against the Person - Violence with injury (VWI) (and SDR) - Serious Youth Violence - Female victims of robbery & Violence with Injury - Rape - Knife Crime Initial program to filter distinct values from the London crime data set. Total Notifiable Offence (TNO) data follows the Home Office counting rules for recorded crime (https Time series data extracted from crime incidents reported in England and Wales between December 2010 and March 2017. Mar 5, 2021 · In this Story Map we will show you how to download custom datasets of UK crime data from data. Nov 14, 2023 · You asked I would like to formally request access to several datasets for every borough in London for the years 2019 to 2022 (inclusive of 2019 and 2022). A comprehensive Power BI dashboard analyzing crime patterns in the Greater London area, using data from the UK Metropolitan Police Service (MPS). All forces are required to keep this data accurate and up to date, so the API provides a rich and definitive data source for The analysis and visualisation is conducted using TABLEU. Nov 6, 2017 · F ew days ago I found a very interesting dataset in the Kaggle website. The BTP provide us with a monthly dataset covering crime and disorder offences and incidents that take place in London’s National Rail and Underground network London (including DLR). Numbers of recorded offences, and rates of offences per thousand population, by broad crime grouping, by financial year and borough. Crime data and neighbourhood policing information from all forces in England and Wales to the Public. Apr 25, 2013 · Historic police recorded crime and outcomes detailed figures and supplementary material including a user guide. Table showing daily Reservoir levels in London since 1989 as percentage of usable or deployable capacity in the Lower Lee Group and Lower Thames Group reservoirs. The reason of the selection of borough of London, because London police maintain rich data of crime on a daily basis and distributed in monthly wise. Using what you’ve learned; download the London Crime Dataset from Kaggle. gpkg point dataset to the 2021 London LSOAs using the Count Points in Polygons tool. . :) Dec 10, 2020 · For those looking to build text analysis models, analyze crime rates or trends over a specific area or time period, we have compiled a list of the 16 best crime datasets made available for public use. The data includes the number of crime reports by month, LSOA region, and major/minor category from January 2008-December 2016. We developed this system using unique crime-related features extracted from these datasets. This is the most accurate data available for counting numbers of crimes in London according to official recorded crime types, by the month the offence occurred, and by either borough, ward or Mar 1, 2024 · These datasets provided rich insights into human behaviors, activities, and demographics across different parts of London, paving the way for a machine learning-driven prediction system. Click here to find out more. The London Landscape is an ambitious joint project with MOPAC to map and make available over 150 London crime, demographic and socio-economic datasets in an interactive easy-to-use online format. Rate is given as per thousand population, and are calculated using mid-year population from the first part of the This data counts the number of crimes at three different geographic levels of London (borough, ward, LSOA) per month, according to crime type. This data counts the number of crimes at three different geographic levels of London (borough, ward, LSOA) per month, according to crime type. Transport Crime in London Transport for London (TfL) Number of crimes and crime rate by type of public transport, including bus, LU / DLR, London Overground, and London Tramlink. This data is what is behind the police. merge(London_crime, London_table, on='Borough') final_crime. BigQuery and London_crime Dataset. The data used in the in the Annual Crime Statistics 2022 - 23 Dashboard is available here: 2022 - 2023 crime statistics | Metropolitan Police, along with the related data definitions. Due to changes to ward code boundaries, this historic dataset has been split into data available only at the old boundaries and more recent data available at the new boundaries. In March 2019, the Metropolitan Police Service This project involves analyzing crime data from various boroughs in London, UK, using DBSCAN clustering to identify crime hotspots. From demographics to transportation, our curated collection supports diverse research and analysis needs, facilitating groundbreaking studies in urban development and planning. Feb 29, 2024 · The study provides access to the datasets used for crime prediction by researchers and analyzes prominent approaches applied in machine learning and deep learning algorithms to predict crime, offering insights into different trends and factors related to criminal activities. This dataset contains information about individual crime and ASB incidents, including street-level location information and subsequent police and court outcomes associated with each crime. Canada Crime Datasets Crime in Vancouver – This dataset covers crime in Vancouver The data used in the MPS Business Crime dashboard is available here Business crime | Metropolitan Police, along with the related data definitions. Whether you’re a citizen, business owner, researcher or developer, the site provides over a thousand datasets to help you understand the city and develop solutions to London’s problems. The Zip folder contains a range of key GIS boundary files for ESRI and Map Info covering Greater London. From this same menu you can also choose the browse datasets by topic (such as economic or demographic data) or by their publisher (such as the Greater London Authority or Transport for London). Area-level crime counts. The research aims to determine the relationship between the spatial accuracy of the data and the types of crimes, with the goal of identifying areas prone to crime for easier detection. This site uses third-party website tracking technologies to provide and continually improve our services, and to display advertisements according to users' interests. London Crime dataset is contained with criminal year records from each borough in London where the observation begins at 2008 and ends at 2018. Crime in England and Wales: Appendix tables Released on: 24 July 2025 Dataset Trends in Crime Survey for England and Wales (CSEW) crime and Home Office police recorded crime for England and Wales, by offence Jan 1, 2023 · The study provides access to the datasets used for crime prediction by researchers and analyzes prominent approaches applied in machine learning and deep learning algorithms to predict crime A crime rate per million passenger journeys was unavailable for London Overground prior to April 2011 due to lack of accurate passenger journey information across the entire London Overground network. 1. The dataset The London and Westminster Directory, 1774 This dataset includes the contents of Kent’s London Directory for the Year 1774. Jan 4, 2022 · The data used in the in the Annual Crime Statistics 2022 - 23 Dashboard is available here: 2022 - 2023 crime statistics | Metropolitan Police, along with the related data definitions. It was a pain. Data runs until the end of the month prior. This public dataset is hosted in Google BigQuery and the table has the size of 1GB. The analysis includes category-wise crimes, highest crime locations, total crimes in each borough, year-wise total crimes, and the year-wise percentage change in crimes. Supporting data, such as population data and spatial boundaries. This analysis aims to uncover trends and insights that can be useful for policymakers, law enforcement agencies, and the general public. The results of the suggested framework were then contrasted with those of alternative clustering techniques, such as K-means, DBSCAN, and the agglomerative algorithm. Note: Please refer to the documents attached to this repository for greater detail on the data variables and the data sources. I agree and may revoke or change my consent at any time with effect for the future. uk website. Use this data if you need to analyse crime data according to the location of geographic boroughs. The crimemappindata package contains 47 datasets that are designed to be used in teaching crime mapping and crime analysis more generally. This dataset contains: lsoa_code: code for Lower Super Output Area in Greater London. It focuses on impact and effectiveness of stop-searches around London. See data that show what your local police force is doing to combat crime as well as the different types of crime. Sep 9, 2022 · This report presents an analysis of the London crime dataset spanning from January 2008 to December 2016. In March 2019, the Metropolitan Police Service started to provide The analysis and visualisation is conducted using TABLEU. Combined analyses of these datasets allows the most complete single-source view of issues of crime and public safety in London today. The categories of crime counts within them may change from time to time. The survey was carried out by YouGov for the GLA between 23rd – 28th July 2021, with a response of 1,123 London residents aged 18+. What is the total crime in london? SELECT year, month, SUM (value) AS `total_crime` FROM `bigquery-public-data. LSOA Shapefiles: Geographic boundaries for detailed spatial analysis. About Simple command line interface to interact with a London Crime Database designed using existing crime datasets on kaggle. ***June 2024: The business crime data-sets are now being extracted and compiled from Oct 17, 2023 · Using Kaggle's London Crime Dataset. This dataset is a record of crimes in large metropolitan areas, such as London, that occur in different patterns. In March 2019, the Metropolitan Police Service started to provide offences grouped by the updated Home Office crime classifications . ***April 2025: The Metropolitan Police Service reviewed their recording of offences where a knife or sharp instrument has been used from SafeStats holds over 15 million records, updated monthly, from a wide range of organisations working in the area of public safety. head() 3. london_crime. Dec 17, 2023 · This analysis is based on data from the ‘Recorded Crime Summary’ dataset, available on the London Datastore, which encompasses detailed records of crime from April 2010 to September 2023. The total number of "violent crime" is 261k, and this number has decreased by 0. ipynb File metadata and controls Preview Code Blame 1 lines (1 loc) · 550 KB Raw 1 Mar 28, 2020 · London Crime Table after preprocessing Now combine both the tables. 1 crimes per 1000 people. These statistics have now been superseded. Greater London is generally served by three police forces; the Metropolitan Police which is responsible for policing the vast majority of the capital, the City of The data used in the MPS Business Crime dashboard is available here Business crime | Metropolitan Police, along with the related data definitions. 95 KB Learn more about bidirectional Unicode characters Show hidden characters #C&BD Assignment 1 #Data set- London Crime Dataset The GLA conducted a representative survey of Londoners to understand attitudes towards violent crime. It is often used nationally and internationally as a model for sharing crime data. 6% of all crimes reported in the region. major_category: High level categorization of crime minor_category: Low level categorization of crime within major category. The dataset provided for this challenge can be found on Kaggle and is titled “Crimes in UK 2023” by user marshuu. This dataset is a record of crime in major metropolitan areas, such as London, occurs in distinct SafeStats is a unique and secure data platform hosting a variety of crime and community safety datasets from key organisations in one place. Monthly data released 3 months at a time at end of each quarter. The page contains 4 separate analyses. This database is used to further explanation on Number of crime s and crime rate by type of public transport, including bus, LU / DLR, London Overground, and London Tramlink. In this first part I will go through how I loaded the data into Number of crime s and crime rate by type of public transport, including bus, LU / DLR, London Overground, and London Tramlink. Welcome to data. The below interactive infographic allows you to click through the key crime indicators assessed to see how London (the Metropolitan Police Service) is performing compared to the rest of the country (using the The data used in the MPS Business Crime dashboard is available here Business crime | Metropolitan Police, along with the related data definitions. Raw data on crime supplied by the Metropolitan Police Service and the Mayors Office for Policing and Crime (MOPAC). The primary use of the London Landscape is to allow analysts, policy and public safety professionals a wider understanding of the profiles of the communities Provides summary data on recorded crime in London at the LSOA level, accessible through the European Union's open data portal. The point is that I saw an interesting dataset about the London Crime Data between 2014 and 2017 and I have analyzed it. The requestor wanted any dataset about the CCTVs currently installed in London and/or a dataset with the date of installation for those CCTVs. Therefore I’m now taking this challenge to re-do a small part of my existing application using Neo4j. Deprivation Data: Socio-economic deprivation scores for each area. The BTP is responsible for policing the rail network in London, including the TfL managed London Underground (LU), the Docklands These CSV files provide street-level crime, outcome, and stop and search information, broken down by police force and 2021 lower layer super output area (LSOA). police. Mar 1, 2016 · Dataset Additional data from the Crime Survey for England and Wales (CSEW) on experience and perception of crime and antisocial behaviour. This dataset is included in the Greater London Authority's Night Time Observatory. The Police Service of Northern Ireland does not currently provide stop and search data. All data is available for authorised users through the secure SafeStats portal, however with agreement from data providers The dataset includes: Crime Rate Data: Information on crime rates per 1,000 people across London boroughs. Violent crime makes up 22. This currently only covers the most recent 24 months of This data counts the number of crimes at three different geographic levels of London (borough, ward, LSOA) per month, according to crime type. ***April 2025: The Metropolitan Police Service reviewed their recording of offences where a knife or sharp instrument has been used from Feb 15, 2019 · London plus and the Greater London Authority have created a new resource to help charities and civil society groups make better use of the London Datastore. Explore and run machine learning code with Kaggle Notebooks | Using data from London Crime Data Oct 25, 2021 · The best way to learn is by experimentation and what follows is my analysis of London crimes from a dataset I acquired from Kaggle. This dataset was scraped from London data website. Animation is also used to add an explonatory element for potential end-users. uk This is the site for open data about crime and policing in England, Wales and Northern Ireland. Dec 1, 2023 · • Crime prediction relies on timestamps and locations of previous crimes. Here, you can replace “london_crime” and “bigquery-public-dataset” with your own project as required. This dataset provides a complete snapshot of crime, outcome, and stop and search data, as held by the Home Office from late 2014 through mid 2017 for London, both the greater metro and the city. You can download street-level crime, outcome, and stop and search data in clear and simple CSV format and explore the API containing detailed crime data and information about individual police forces and neighbourhood teams. value: monthly reported count of categorical crime in given borough An anti-knife crime demonstration in Wood Green, north London, October 2019 Figures on crime in London are based primarily on two sets of statistics: the Crime Survey for England and Wales (CSEW) and police recorded crime data. Post 18 Best Crime Datasets for Machine Learning Looking to build a text analysis model, analyze crime rates, or assess crime trends for a specific area or time period? This list of 18 crime datasets should help. Please note that datasets are updated monthly on the 6th of the month. SafeStats has been built up incrementally since 2001 when it was part of the Government Office for London, and has been managed and hosted by the GLA Intelligence Unit The London Landscape is an ambitious joint project with the Mayors Office for Policing and Crime (MOPAC) to map and make available over 150 London crime, demographic and socio-economic datasets in an interactive easy-to-use online format. Tracking of volume offences at a monthly and rolling 12 months level at ward level. Calculate the crime rate per 1000 people using the Field Calculator. SPATIAL REFERENCE Each time series refers to a cell in a uniform grid Jul 29, 2025 · How dangerous is Greater London and how does it compare to other counties in London? If you are searching for crime statistics in London, you must read our report. This currently only covers the most recent 24 months of data, but historic data using the previous categories is available separately back to January 2008. The data used in the MPS Business Crime dashboard is available here Business crime | Metropolitan Police, along with the related data definitions. Go to file Cannot retrieve contributors at this time 103 lines (96 sloc) 1. crime_by_lsoa` WHERE borough = 'City of London' GROUP BY year, month; Codes for manipulating the London Crime dataset. The obtained results uncover different patterns in the dataset related to seasonal activities. #combining both dataframes final_crime = pd. The London Datastore is a free and open data-sharing portal where anyone can access data relating to the capital, currently holding over 700 datasets. This data counts the number of crimes at two different geographic levels of London (LSOA and borough) by year, according to crime type. If the dataset you provide does not fully meet the requirements for each category, please include any available information that pertains to them. There are several different types of data available: Point-level crime data. Dec 8, 2020 · For those looking to analyze crime rates or trends over a specific area or time period, we have compiled a list of the 16 best crime datasets made available for public use. Data is available in two files for each level Reported crime in London by borough and LSOA (BigQuery Dataset) Number of crimes and crime rate by type of public transport, including bus, LU / DLR, London Overground, and London Tramlink. Created 8 years ago, updated 5 days ago. The data used in the MPS Crime Dashboard is available here MPS Crime Dashboard | Metropolitan Police, along with the related data definitions. com. Welcome to the Datastore The London Datastore is a free and open data-sharing portal where anyone can access data relating to the capital. Includes data from 2008 to 2016. Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. This project combines SQL database implementation with Power BI visualization to provide interactive insights into crime trends across London. The criminal record is separated in major categories such as burglary, drugs and robbery. - alexanderromanenko/TABLEAU-Analysis The data used in the MPS Crime Dashboard is available here MPS Crime Dashboard | Metropolitan Police, along with the related data definitions. The figures have been weighted and are representative of all London adults (aged 18+). Q3. I’ve been working on Police UK Open Data dataset for quite some time. Accessing the data on Big Query does require some SQL knowledge to write the query to get the data you want. Please note that, this data sets is updated on the 4th of each April. ***June 2024: The business crime data-sets are now being extracted and compiled The data used in the MPS Crime Dashboard is available here MPS Crime Dashboard | Metropolitan Police, along with the related data definitions. • Merging diverse open datasets on crime facilitates basic regression for predicting criminal activities. Exploratory This project analyzes crime data in London from 2011 to 2016, using the public datasets available in BigQuery. Thanks to London Metropolitan Crime 2019-2020 - location and crime prediction project Data Card Code (2) Discussion (0) Suggestions (0) Stats and data We're committed to transparency and, as such, we want to give you as much data as possible to help you see what we're doing to combat crime. Jul 24, 2025 · About this Dataset Police recorded crime figures by Police Force Area and Community Safety Partnership areas (which equate in the majority of instances, to local authorities). ***June 2024: The business crime data-sets are now being extracted and compiled Jan 16, 2017 · A tutorial on how to use Dataiku to prepare data and apply machine learning in order to build models that will predict crime rates in Greater London. Jun 27, 2025 · MPS Business Crime dashboard data Metropolitan Police Service The data used in the MPS Business Crime dashboard is available here Business crime | Metropolitan Police, along with the related data definitions. Rate is given as per thousand population, and are calculated using mid-year population from the first part of the The London crime data is provided as a public dataset on Google BigQuery. Contribute to jp2011/london-crime-data-retriever development by creating an account on GitHub. 3% when compared year-over-year in the period of July 2024 - June 2025. Wide range of datasets on education, health, transport, government spending, defence, crime, business, environment, society, and touwns and cities. From the latest at the Old Bailey to what's happening at the end of your road, we have reporters all over London covering the biggest incidents every single day. Contribute to datasets/london-crime development by creating an account on GitHub. ***June 2024: The business crime data-sets are now being extracted and compiled This paper aims to provide an initial analysis made by applying time series forecasting methods and models on the open data London crime dataset. The report contains the following: General Descriptives and Visualisation London violent crime statistics Annual crime rate in London region is 30. This program currently extracts and saves the following information Recorded Crime Summary Data for London: LSOA Level Part of Release: Official Sub-Ward, Ward and Borough level crime counts. #SQL #Bigquery #Tutorial This big query tutorial shows us how to get data from the google big query database. Data is available in two files for each level of geography - the most up to date data covering the last available 24 months only and one covering all historic full calendar years. Dive into a vast array of urban datasets in the Urban Big Data Centre's catalogue. Total Notifiable Offence (TNO) data follows the Home Office counting rules for recorded crime (https The data used in the MPS Crime Dashboard is available here MPS Crime Dashboard | Metropolitan Police, along with the related data definitions. The crimemappingdata package is licensed under the MIT Licence, but the individual Jul 19, 2012 · Datasets give individual offence data from 1898 and individual offence data by police force from 1990; see below for important information about future updates. This list features crime data (predominantly within the United States) for various locations that can be used for machine learning. Choose from the three data sets (‘Sub-Ward data’, ‘Ward data’ or ‘Borough data’) according to your requirements. In March 2019, the Metropolitan Police Service Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. This is the most accurate data available for counting numbers of crimes in London according to official recorded crime types, by the month the offence occurred, and by either borough, ward or sub ward location. 13M Rows of Crime Counts, by Borough, Category, and Month Mar 28, 2021 · Analysis London Crime dataset March 28, 2021 14 minute read Publication-grade Plot Introduction The aim of this projects is to introduce you to data visualization with Python as concrete and as consistent as possible. Aggregate the London-Crime-2021-BNG. ***April 2025: The Metropolitan Police Service reviewed their recording of offences where a knife or sharp instrument has been used from Learn more about the host of London's crime and public safety data and community network. Compared to the national crime rate, London's rate is at 86% as of July 2025. borough: Common name for London borough. Sep 29, 2022 · Here are our top picks for Crime Rate Datasets: Violent Crime Rate in California Dataset This dataset contains the rate of violent crime (crimes per 1,000 population) for California, its regions, counties, cities, and towns. There are to help to ensure that crimes are recorded consistently and accurately. In March 2019, the Metropolitan Police Service started to provide This site uses third-party website tracking technologies to provide and continually improve our services, and to display advertisements according to users' interests. The dataset search results page will list a series of links to relevant datasets. The folder includes: - Output Area (OA) 2011, - Lower Super Output Area (LSOA) 2004 and 2011, - Middle Super Output Area (MSOA) 2004 and 2011, - London Wards (two files: City of London merged into single area and split into seperate wards). ***April 2025: The Metropolitan Police Service reviewed their recording of offences where a knife or sharp instrument has been used from The ISTV dataset is now also used to inform the work of the London Violence Reduction Unit (VRU), a new body that brings together specialists from health, police, local government, probation and community organisations to tackle violent crime and its underlying causes . Last extraction occurred April 2023. Greater London Authority (GLA) This page contains analyses of serious youth violence conducted by the GLA’s Strategic Crime Analysis team and MOPAC Evidence and Insight Team to inform work to prevent and reduce serious violence affecting young people in London. Fortunately Neo4j has now come with a data import functionality. Crime dataset is taken from thirty-four borough of London. The data is non-aggregated (so contains data for each of the incidents that make up the overall count) The data goes back to June 2001 and is coded to the nearest station (so is also aggregated up to borough This dataset was scraped from London data website. This page Aug 4, 2025 · The data used in the MPS Crime Dashboard is available here MPS Crime Dashboard | Metropolitan Police, along with the related data definitions. The datasets come from various locations around the world and most of the data covers large time periods. The report employs a positivism research philosophy, using descriptive statistics, data visualization Sep 12, 2016 · TABLEAU-Analysis-of-London-Crime-Dataset The analysis and visualisation is conducted using TABLEU. litdpx ttlbbk qrny alirei nsaatxt pfn boha irisx eyadcr vpphk