The World Crime Index 2023 dataset provides records of crime rankings for cities worldwide, along with associated information on their respective countries. This dataset is focused on the year 2023 and includes the following columns:

• Rank: The ranking of a city based on its crime index, with lower numbers indicating higher crime rates.
• City: The name of the city for which crime data is reported.
• Country: The country to which the city belongs.
• Crime Index: A numerical value representing the overall level of crime in a city, with higher values indicating higher crime rates.
• Safety Index: An index indicating the general level of safety in a city, derived from factors such as infrastructure, healthcare, and political stability.

This dataset enables data scientists to analyze and compare crime rankings across cities and countries, providing insights into the relative safety levels of different locations in the year 2023. By leveraging this dataset, researchers can conduct exploratory data analysis, perform comparative studies, and identify potential trends and patterns in crime rates globally for the specified year.

Several countries located in Central America and the Caribbean registered some of the highest homicide rates in the Latin American region in 2023. Saint Vincent and the Grenadines ranked first, with around 51.32 homicides committed per 100,000 inhabitants. Jamaica came in second with 49.44 homicides per 100,000 people. The source defines intentional homicide as the unlawful death inflicted upon a person with the intent to cause death or serious injury. When it comes to the total case count, Brazil was the Latin American country with the largest number of homicide victims. Central America and the falling rates El Salvador was commonly named the murder capital of the world for a few years. The inability of previous governments to control organized crime and gangs resulted in the highest homicide rate in the world for a couple of years. Nonetheless, the current administration and the measures applied during the emergency state had an incredibly positive impact in terms of the security of the Salvadorean citizens. But not only El Salvador has seen a considerable reduction in its murder rate in Central America. Honduras and Guatemala are also two great examples of crime reduction, introducing new policies, institutions, and changes to their judicial system to achieve better results. The Caribbean is still ridden by crime Some islands in the Caribbean are not only known as tax heavens, as some nations in the region are considered the main enablers of tax evasion in the world, but also for being ridden by crime. Haiti is one example of the still-rising levels of criminality. As a country with precarious conditions and extreme food insecurity, the homicide rate has been on the rise for almost four consecutive years. Another one is Jamaica, at the top of the Latin American ranking, that has also seen an increase in the youth involved in organized crime due to lack of employment and economic conditions.

The average for 2017 based on 97 countries was 7.4 homicides per 100,000 people. The highest value was in El Salvador: 61.8 homicides per 100,000 people and the lowest value was in Japan: 0.2 homicides per 100,000 people. The indicator is available from 1990 to 2017. Below is a chart for all countries where data are available.

Dataset Description

The Global Organized Crime Index is a multi-dimensional tool created by the Global Initiative Against Transnational Organized Crime (GI-TOC). It assesses the levels of criminality and resilience to organized crime for 193 countries, focusing on three key pillars:

- Criminal Markets

- Criminal Actors

- Resilience

The dataset is underpinned by extensive quantitative and qualitative research, drawing from over 400 expert assessments and evaluations conducted by GI-TOC’s regional observatories. This dataset covers the years 2022 & 2023, offering insights for policymakers, researchers, and stakeholders to understand and address organized crime globally.

Column Descriptors

Country: Name of the country.

Criminal Market Score: Aggregate score for organized criminal markets.

Criminal Actor Score: Aggregate score for organized criminal actors.

Resilience Score: A measure of the country's ability to resist organized crime.

Year: The year the data was collected (2022).

The Countries by Intentional Homicide Rate dataset provides information on the intentional homicide rate in countries around the world.

The dataset contains information on more than 150 countries and territories, including both developed and developing nations. It provides a comprehensive overview of the variation in homicide rates across different regions and countries around the world.

The dataset can be used for a variety of research purposes, including exploring the relationship between homicide rates and other social and economic indicators, identifying trends and patterns in homicide rates over time, and comparing homicide rates across different countries and regions.

Overall, the Countries by Intentional Homicide Rate dataset is a valuable resource for anyone interested in studying crime and violence, and in understanding the social and economic factors that underlie these phenomena....

Description: ChatGPT

In 2022, the New Orleans-Metairie, LA metro area recorded the highest homicide rate of U.S. cities with a population over 250,000, at **** homicides per 100,000 residents, followed by the Memphis, TN-MS-AR metro area. However, homicide data was not recorded in all U.S. metro areas, meaning that there may be some cities with a higher homicide rate. St. Louis St. Louis, which had a murder and nonnegligent manslaughter rate of **** in 2022, is the second-largest city by population in Missouri. It is home to many famous treasures, such as the St. Louis Cardinals baseball team, Washington University in St. Louis, the Saint Louis Zoo, and the renowned Gateway Arch. It is also home to many corporations, such as Monsanto, Arch Coal, and Emerson Electric. The economy of St. Louis is centered around business and healthcare, and boasts ten Fortune 500 companies. Crime in St. Louis Despite all of this, St. Louis suffers from high levels of crime and violence. As of 2023, it was listed as the seventh most dangerous city in the world as a result of their extremely high murder rate. Not only does St. Louis have one of the highest homicide rates in the United States, it also reports one of the highest numbers of violent crimes. Despite high crime levels, the GDP of the St. Louis metropolitan area has been increasing since 2001.

The crime rate in the United Kingdom was highest in England and Wales in 2024/25, at **** crimes per 1,000 people, compared with Scotland, which had **** crimes per 1,000 population, and Northern Ireland, at **** crimes per 1,000 people in 2023/24. During this time period, the crime rate of England and Wales has usually been the highest in the UK, while Scotland's crime rate has declined the most, falling from **** crimes per 1,000 people in 2002/03, to just **** by 2021/22. Overall crime on the rise In 2024/25, there were approximately **** million crimes recorded by the police in England and Wales. Although this was a slight decline on the previous two years, it was still far higher than during the mid-2010s. While crime declined quite significantly between 2002/03 and 2013/14, this trend went into reverse in subsequent years. While there are no easy explanations for the recent uptick in crime, it is possible that reduced government spending on the police service was at least partly to blame. In 2009/10, for example, government spending on the police stood at around **** billion pounds, with this cut to *****billion in 2013/14. One of the most visible consequences of these cuts was a sharp reduction in the number of police officers in the UK. Between 2010 and 2017, the number of officers fell by 20,000, although the number of officers returned to pre-austerity levels by the 2020s. A creaking justice system During the period of austerity, the Ministry of Justice as a whole saw its budget sharply decline, from *** billion pounds in 2009/10 to just **** billion by 2015/16. Although there has been a reversal of the cuts to budgets and personnel in the justice system, the COVID-19 pandemic hit the depleted service hard in 2020. A backlog of cases grew rapidly, putting a strain on the ability of the justice system to process cases quickly. In 2022, for example, it took on average *** days for a crown court case to go from offence to conclusion, compared with *** days in 2018. There is also the issue of overcrowding in prisons, with the number of prisoners in England and Wales dangerously close to operational capacity in recent years.

The average for 2017 based on 24 countries was 1.4 homicides per 100,000 people. The highest value was in Lithuania: 4.5 homicides per 100,000 people and the lowest value was in Luxembourg: 0.3 homicides per 100,000 people. The indicator is available from 1990 to 2017. Below is a chart for all countries where data are available.

In 2023, the Japanese police recognized ***** Penal Code offenses among 100,000 inhabitants, reaching the *** mark for the first time in the 2020s. After reaching its peak in 2002 at ******* per 100,000 of the population, the crime rate in Japan continuously declined until ****.

Crime Analytics Tools Market Outlook

The global crime analytics tools market size was valued at approximately USD 5.3 billion in 2023 and is projected to reach around USD 12.7 billion by 2032, growing at a compound annual growth rate (CAGR) of 10.2% during the forecast period. The key growth factor driving this market is the increasing need for advanced analytical tools to combat rising crime rates and enhance public safety. With the rapid advancements in technology and the growing importance of data in decision-making processes, the crime analytics tools market is poised for substantial growth.

One of the primary growth factors for the crime analytics tools market is the rising incidence of criminal activities globally, which has prompted law enforcement agencies to invest in advanced analytical solutions. These tools help in identifying, predicting, and preventing crimes, thus enhancing the overall effectiveness of law enforcement operations. Additionally, the integration of machine learning and artificial intelligence (AI) in crime analytics tools is revolutionizing the way crimes are analyzed and mitigated, providing a significant boost to market growth.

Another critical growth factor is the increasing government initiatives and funding aimed at strengthening national security and public safety. Governments worldwide are recognizing the importance of advanced crime analytics tools in enhancing public safety and are consequently increasing their budget allocations for the adoption of these tools. This surge in government investments is expected to drive the market's growth significantly during the forecast period.

The proliferation of smart city initiatives is also contributing to the market's growth. As cities around the world aim to become smarter and safer, the deployment of advanced crime analytics tools is becoming essential. These tools enable city authorities to monitor and manage urban safety more effectively, thereby reducing crime rates and improving the quality of life for residents. This trend is expected to fuel the demand for crime analytics tools in the coming years.

Regionally, North America dominates the crime analytics tools market, owing to the high adoption rate of advanced technologies and significant government investments in public safety. The Asia Pacific region is anticipated to witness the highest growth rate during the forecast period, driven by increasing urbanization, rising crime rates, and growing government initiatives for public safety. Europe, Latin America, and the Middle East & Africa are also expected to contribute significantly to the market's growth, with steady adoption of crime analytics tools across these regions.

Component Analysis

The crime analytics tools market is segmented based on components into software, hardware, and services. The software segment holds the largest market share and is expected to maintain its dominance throughout the forecast period. Crime analytics software includes advanced solutions that leverage data analytics, machine learning, and artificial intelligence to analyze crime patterns, predict future crimes, and provide actionable insights to law enforcement agencies. The increasing adoption of these sophisticated software solutions by government agencies and private security firms is driving the growth of this segment.

The hardware segment, although smaller compared to software, plays a crucial role in the overall crime analytics ecosystem. Hardware components include surveillance cameras, sensors, and other data collection devices that are essential for gathering real-time data. The integration of these hardware components with advanced software solutions enhances the overall efficiency of crime analytics tools. The continuous advancements in hardware technology, such as the development of high-resolution cameras and IoT-enabled devices, are expected to drive the growth of this segment.

The services segment is also witnessing significant growth, driven by the increasing need for implementation, training, and maintenance services associated with crime analytics tools. As these tools become more sophisticated, the demand for specialized services to ensure their optimal performance is rising. These services include consulting, custom development, and ongoing support, which are crucial for the successful deployment and operation of crime analytics solutions. The growing emphasis on end-to-end solutions is further propelling the demand for services in this market.

Overall, the component analysis

Context

Introduction: The dataset used for this experiment is real and authentic. The dataset is acquired from UCI machine learning repository website [13]. The title of the dataset is ‘Crime and Communities’. It is prepared using real data from socio-economic data from 1990 US Census, law enforcement data from the 1990 US LEMAS survey, and crimedata from the 1995 FBI UCR [13]. This dataset contains a total number of 147 attributes and 2216 instances.

The per capita crimes variables were calculated using population values included in the 1995 FBI data (which differ from the 1990 Census values).

Content

The variables included in the dataset involve the community, such as the percent of the population considered urban, and the median family income, and involving law enforcement, such as per capita number of police officers, and percent of officers assigned to drug units. The crime attributes (N=18) that could be predicted are the 8 crimes considered 'Index Crimes' by the FBI)(Murders, Rape, Robbery, .... ), per capita (actually per 100,000 population) versions of each, and Per Capita Violent Crimes and Per Capita Nonviolent Crimes)

predictive variables : 125 non-predictive variables : 4 potential goal/response variables : 18

Acknowledgements

http://archive.ics.uci.edu/ml/datasets/Communities%20and%20Crime%20Unnormalized

U. S. Department of Commerce, Bureau of the Census, Census Of Population And Housing 1990 United States: Summary Tape File 1a & 3a (Computer Files),

U.S. Department Of Commerce, Bureau Of The Census Producer, Washington, DC and Inter-university Consortium for Political and Social Research Ann Arbor, Michigan. (1992)

U.S. Department of Justice, Bureau of Justice Statistics, Law Enforcement Management And Administrative Statistics (Computer File) U.S. Department Of Commerce, Bureau Of The Census Producer, Washington, DC and Inter-university Consortium for Political and Social Research Ann Arbor, Michigan. (1992)

U.S. Department of Justice, Federal Bureau of Investigation, Crime in the United States (Computer File) (1995)

Inspiration

Your data will be in front of the world's largest data science community. What questions do you want to see answered?

Data available in the dataset may not act as a complete source of information for identifying factors that contribute to more violent and non-violent crimes as many relevant factors may still be missing.

However, I would like to try and answer the following questions answered.

1. Analyze if number of vacant and occupied houses and the period of time the houses were vacant had contributed to any significant change in violent and non-violent crime rates in communities

2. How has unemployment changed crime rate(violent and non-violent) in the communities?

3. Were people from a particular age group more vulnerable to crime?

4. Does ethnicity play a role in crime rate?

5. Has education played a role in bringing down the crime rate?

Annual ranking of countries based on crime rates, political stability, health safety, and environmental safety

China: Homicides per 100,000 people: The latest value from 2017 is 0.6 homicides per 100,000 people, unchanged from 0.6 homicides per 100,000 people in 2016. In comparison, the world average is 7.4 homicides per 100,000 people, based on data from 97 countries. Historically, the average for China from 1995 to 2017 is 1.4 homicides per 100,000 people. The minimum value, 0.6 homicides per 100,000 people, was reached in 2016 while the maximum of 2.2 homicides per 100,000 people was recorded in 1995.

In 2023, around 3,640.56 violent crimes per 100,000 residents were reported in Oakland, California. This made Oakland the most dangerous city in the United States in that year. Four categories of violent crimes were used: murder and non-negligent manslaughter; forcible rape; robbery; and aggravated assault. Only cities with a population of at least 200,000 were considered.

The United Arab Emirates: Homicides per 100,000 people: The latest value from 2017 is 0.5 homicides per 100,000 people, a decline from 0.7 homicides per 100,000 people in 2016. In comparison, the world average is 7.4 homicides per 100,000 people, based on data from 97 countries. Historically, the average for the United Arab Emirates from 2003 to 2017 is 0.8 homicides per 100,000 people. The minimum value, 0.5 homicides per 100,000 people, was reached in 2017 while the maximum of 1.2 homicides per 100,000 people was recorded in 2003.

Monaco: Homicides per 100,000 people: The latest value from 2015 is 0 homicides per 100,000 people, unchanged from 0 homicides per 100,000 people in 2013. In comparison, the world average is 7.6 homicides per 100,000 people, based on data from 155 countries. Historically, the average for Monaco from 2001 to 2015 is 1 homicides per 100,000 people. The minimum value, 0 homicides per 100,000 people, was reached in 2007 while the maximum of 3.1 homicides per 100,000 people was recorded in 2001.

Crime Mapping Hotspot Prediction Market Outlook

According to our latest research, the global Crime Mapping Hotspot Prediction market size reached USD 4.2 billion in 2024, with a robust CAGR of 13.7% projected through the forecast period. By 2033, the market is forecasted to attain a valuation of approximately USD 13.1 billion, driven by the increasing integration of advanced analytics and artificial intelligence in law enforcement and public safety initiatives. The primary growth factor remains the escalating need for proactive crime prevention and the adoption of predictive policing technologies by government agencies and private security organizations worldwide.

The growth trajectory of the Crime Mapping Hotspot Prediction market is largely attributed to the rapid digital transformation in the public safety sector. Law enforcement agencies globally are leveraging data-driven solutions to anticipate, identify, and respond to crime hotspots with greater efficacy. The proliferation of IoT devices, surveillance cameras, and sensor networks has resulted in a massive influx of real-time data, which, when analyzed using sophisticated machine learning and AI algorithms, enables the identification of trends and patterns that were previously undetectable. This shift towards predictive analytics is not only enhancing operational efficiency but also reducing crime rates in urban and suburban areas. The demand for such solutions is further fueled by increasing urbanization, which brings about complex security challenges that traditional policing methods struggle to address effectively.

Another significant driver for the market is the growing emphasis on community policing and public safety awareness. Municipalities and city planners are increasingly integrating Crime Mapping Hotspot Prediction tools into their urban management strategies to ensure safer environments for residents and businesses. These solutions help in resource optimization, allowing authorities to allocate patrols and law enforcement personnel more strategically. Furthermore, the integration of Geographic Information Systems (GIS) with advanced analytics platforms is enabling the visualization of crime data over time and space, supporting data-driven decision-making at all levels of governance. The market is also benefitting from rising investments in smart city projects, where public safety remains a cornerstone of sustainable urban development.

The rapid advancements in cloud computing and the growing acceptance of cloud-based deployment models are also contributing to market expansion. Cloud solutions offer scalability, cost-effectiveness, and accessibility, enabling even smaller municipalities and private security organizations to implement sophisticated crime mapping technologies without significant upfront investments in IT infrastructure. Additionally, the increasing collaboration between technology vendors, law enforcement agencies, and academic institutions is fostering innovation, leading to the development of more accurate and user-friendly prediction models. The convergence of AI, big data, and GIS technologies is expected to further revolutionize the market, making predictive policing an indispensable tool for modern law enforcement.

Regionally, North America continues to dominate the Crime Mapping Hotspot Prediction market, accounting for the largest share in 2024, primarily due to the early adoption of advanced policing technologies and substantial government funding for public safety initiatives. Europe follows closely, with significant investments in smart city infrastructure and cross-border security collaborations. The Asia Pacific region is witnessing the fastest growth, driven by rapid urbanization, rising crime rates, and increasing government focus on modernizing law enforcement agencies. Latin America and the Middle East & Africa are also emerging as promising markets, with growing awareness and gradual adoption of predictive crime mapping solutions, although challenges such as limited IT infrastructure and budget constraints persist in these regions.

Component Analysis

The Crime Mapping Hotspot Prediction market is segmented by component into software, hardware, and services, each playing a pivotal role in the overall ecosystem. The software segment holds the largest share, as it encompasses the core analytical platforms, visualization tools, and dashboard interfaces that empower users to derive actionable insights from crime data. These s

Croatia HR: Intentional Homicides: Male: per 100,000 Male data was reported at 1.183 Ratio in 2016. This records an increase from the previous number of 1.078 Ratio for 2015. Croatia HR: Intentional Homicides: Male: per 100,000 Male data is updated yearly, averaging 1.809 Ratio from Dec 2000 (Median) to 2016, with 17 observations. The data reached an all-time high of 3.228 Ratio in 2000 and a record low of 0.926 Ratio in 2014. Croatia HR: Intentional Homicides: Male: per 100,000 Male data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Croatia – Table HR.World Bank: Health Statistics. Intentional homicides, male are estimates of unlawful male homicides purposely inflicted as a result of domestic disputes, interpersonal violence, violent conflicts over land resources, intergang violence over turf or control, and predatory violence and killing by armed groups. Intentional homicide does not include all intentional killing; the difference is usually in the organization of the killing. Individuals or small groups usually commit homicide, whereas killing in armed conflict is usually committed by fairly cohesive groups of up to several hundred members and is thus usually excluded.; ; UN Office on Drugs and Crime's International Homicide Statistics database.; ;

Context

This data was manipulated and is not at all true to real world examples. The arrests_world table shows the crime rates for particular crimes in one country over the same 1 year span. This dataset was created for practice purposes only and should not be used to draw real life conclusions

Content

Rows display the city's given number; the table is sorted in descending of population and each column will display the sum and percentage of six different types of crimes.

Acknowledgements

Shout to ANDREJ MARINCHENKO for providing the raw data that was manipulated for this example.

Inspiration

This dataset is for my personal growth and practice. It should not be used to draw any real like conclusion.

***In this make believe world, the dataset displayed the populations of 22 different earthly countries in the year 2315. The goal in my query is to find out how organized crime percentages differ from other crime. In turn allowing us to see where we should focus our effort and resources to stop crime altogether.

Complete data, syntax, and log files for Market Orientation and National Homicide Rates. Abstract: We studied the influence of market orientation on national homicide rates. Multiple theoretical traditions equate the development and dominance of markets with higher crime rates. Some traditional sociological theoretical claims, however, suggest market expansion should reduce violence. Elias argued economic interconnectedness demands stable societies, increased sensitivity to others, and self-control. Durkheim maintained that greater division of labor and integration result in fewer offenses against the person, especially with concomitant development of a religion of humanity. Further, empirical evidence from multiple fields shows that market integration positively covaries with fairness and prosociality, marketoriented societies are more averse to unethical behavior, and globalization reduces national homicide rates. We tested these competing hypotheses using panel data for 88 nations, 2000-2019. We obtained national homicide rates from the World Health Organization’s Mortality Database and employed the Fraser Institute’s Economic Freedom of the World Index to operationalize market orientation. We used pooled cross-sectional models with fixed effects, controlling for common structural covariates of homicide rates. Results revealed a negative and significant association between market orientation and homicide rates, a substantively meaningful effect size, that the effect appears to be concentrated in nations with lower market orientation, and the findings remained consistent across several stability checks.