In 2023, the rate of forcible rapes in the United States stood at 38 per 100,000 inhabitants. As the FBI revised the definition of rape in 2013, the 2023 rate is a slight decrease from 1990, when there were 41.2 forcible rapes per 100,000 inhabitants. What is forcible rape? According to the FBI, forcible rape is defined as “sexual penetration, no matter how slight, with a body part or object without the consent of the victim.” This definition changed in 2013 from the previous definition, which specified “carnal knowledge of a female victim forcibly and against her will.” Attempted rape was included in the previous definition, but statutory rape and other sexual offenses were excluded. The old definition was seen as problematic, as people of any gender can be raped. Since the revision of the definition of rape, reported rapes increased, although it is not clear if this is due to the revised definition or if the rate itself has increased. Rape in the United States While rape and sexual assault have been extensively talked about in the U.S. in recent years, especially since the start of the #metoo movement, there is still a large number of sexual offences committed each year. Sadly, the majority of sex offences in the U.S. are carried out against individuals age 20 and under. Astoundingly, the Anchorage, Alaska metropolitan area had the highest rape rate in the United States in 2023, followed by St Joseph in Missouri and Kansas. Since rape and sexual assault continue to be underreported in the United States, it is important to find a solution to this devastating problem.

Alaska saw the highest rape rate in the United States in 2023, with 118.4 rapes per 100,000 inhabitants. The lowest rate was found in New Jersey, with 17.9 rapes per 100,000 inhabitants. Sexual assault in Alaska Fighting sexual assault in Alaska is particularly difficult due to small, isolated, close-knit communities who can be wary of airing their dirty laundry to outsiders, as well as a low number of law enforcement employees in the state. In addition, Alaska’s low population is spread out over a large land area, meaning that in the event of an assault being reported to police, it can take law enforcement hours, or even days, to reach the most isolated communities. The victims of sexual assault There tends to be more reported female victims of sexual assault than male victims. However, since sexual assault is typically an underreported crime, especially among males, these figures could be, and probably are, much higher. In addition, many victims of sexual offenses tend to be young, although sexual assault can occur at any age.

In 2023, Anchorage, Alaska had the highest rape rate in the United States with 144.6 offenses of rape per 100,000 inhabitants. The St. Joseph metropolitan statistical area, in Missouri and Kansas, had the second-highest rape rate in the country, at 141.4 offenses per 100,000 of the population.

In 2023, Texas had the highest number of forcible rape cases in the United States, with 15,097 reported rapes. Delaware had the lowest number of reported forcible rape cases at 194. Number vs. rate It is perhaps unsurprising that Texas and California reported the highest number of rapes, as these states have the highest population of states in the U.S. When looking at the rape rate, or the number of rapes per 100,000 of the population, a very different picture is painted: Alaska was the state with the highest rape rate in the country in 2023, with California ranking as 30th in the nation. The prevalence of rape Rape and sexual assault are notorious for being underreported crimes, which means that the prevalence of sex crimes is likely much higher than what is reported. Additionally, more than a third of women worry about being sexually assaulted, and most sexual assaults are perpetrated by someone the victim knew.

data culled from http://www.disastercenter.com/crime/uscrime.htm accessed October 28 2014. These are rate per 100,000 people, so not technically per capita, but the trend lines will be identical in a strict per capita calculation (the scale for the y axis merely changes)

In 2023, there were 127,216 reported rape cases in the United States. This figure also includes attempts and assaults to commit rape, but unforced statutory rape and other sex offenses are excluded. Sexual assault in the U.S. What is particularly common when it comes to sexual assault, is that many victims know their assailant. A rapist being a stranger lurking in the shadows is less likely than people may like to think. Additionally, most cases of rape or sexual assault in the United States often report the fact that the assailant did not have a weapon on them. These are frightening thoughts for anyone, which has led the U.S. to take a deeper look at what exactly is happening.

metoo

Sexual assault, in any form, has been a long simmering problem in the U.S.; one which has only recently begun to be addressed in the public spotlight. The #metoo movement began to go viral in October 2017 in response to sexual assault allegations against movie producer Harvey Weinstein. The movement aims to show just how widespread sexual assault is, and over half of Americans support the movement.

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?

Abstract (en): The purpose of this study was to provide an in-depth look at rapes and attempted rapes in the United States. Part 1 of the collection offers data on rape victims and contains variables regarding the characteristics of the crime, such as the setting, the relationship between the victim and offender, the likelihood of injury, and the reasons why rape is not reported to police. Part 2 contains data on a control group of females who were victims of no crime or of crimes other than rape. The information contained is similar to that found in Part 1. All persons in the United States. A stratified multistage cluster sample. 2005-11-04 On 2005-03-14 new files were added to one or more datasets. These files included additional setup files as well as one or more of the following: SAS program, SAS transport, SPSS portable, and Stata system files. The metadata record was revised 2005-11-04 to reflect these additions.2000-09-29 SPSS data definition statements were updated and SAS data definition statements were added to this collection. Also, the codebooks and data collection instrument are now available in two PDF files. Funding insitution(s): United States Department of Justice. Office of Justice Programs. Bureau of Justice Statistics. The codebooks and data collection instrument for this collection are provided by ICPSR as Portable Document Format (PDF) files. The PDF file format was developed by Adobe Systems Incorporated and can be accessed using PDF reader software, such as the Adobe Acrobat Reader. Information on how to obtain a copy of the Acrobat Reader is provided on the ICPSR Website.This collection of rape cases was taken from the NATIONAL CRIME SURVEY: NATIONAL SAMPLE, 1973-1983 (ICPSR 7635). The definition of rape in the survey includes attempts that involve a verbal threat of rape only. The data in Part 1 were collected at the incident level. Part 2 data were collected at the person level, with information for up to four incidents per person.

This data collection provides selected economic, social, demographic, and political information for 48 states of the United States during the 1950s and 1960s. Variables describe population characteristics, such as the number of adults aged 65 and over, the number of dentists and physicians, the number of patients in mental hospitals, the death rates of white and non-white infants under one year of age per 1,000 live births, respectively, the number of recipients of public assistance such as Aid to Families with Dependent Children (AFDC), elementary and secondary school enrollment, enrollment in vocational programs, the total number of students in higher education, the number of those conferred with M.A. and Ph.D. degrees, and the number of workers in research experiment stations. Other variables provide economic information, such as personal income per capita, average monthly payment per recipient of some public assistance programs, average salary per month for full-time state and local employees, state and local government revenues and expenditures, and various intergovernmental revenues from the federal government for certain services. Additional variables record crime statistics, such as the number of robbery, burglary, larceny, auto theft, assault, rape, and murder offenses per 100,000 of the population. There are also variables that give information on each state's topography, such as the acreage of state parks, total farm acreage, municipal road mileage, and total unsurfaced road mileage.

The statistic above represents the rape rate in Latin America and Caribbean countries. In 2011, about *** cases of rape per 100,000 of population were reported in Uruguay.

In 2023, the District of Columbia had the highest reported violent crime rate in the United States, with 1,150.9 violent crimes per 100,000 of the population. Maine had the lowest reported violent crime rate, with 102.5 offenses per 100,000 of the population. Life in the District The District of Columbia has seen a fluctuating population over the past few decades. Its population decreased throughout the 1990s, when its crime rate was at its peak, but has been steadily recovering since then. While unemployment in the District has also been falling, it still has had a high poverty rate in recent years. The gentrification of certain areas within Washington, D.C. over the past few years has made the contrast between rich and poor even greater and is also pushing crime out into the Maryland and Virginia suburbs around the District. Law enforcement in the U.S. Crime in the U.S. is trending downwards compared to years past, despite Americans feeling that crime is a problem in their country. In addition, the number of full-time law enforcement officers in the U.S. has increased recently, who, in keeping with the lower rate of crime, have also made fewer arrests than in years past.

In 2022, about 194,164 perpetrators of child abuse in the United States were white. In that same year, about 83,314 perpetrators of child abuse were Hispanic, and 25,092 were of unknown ethnic origin.

The four Nordic countries Sweden, Iceland, Norway, and Denmark are between the five countries with the highest rate of reported sexual violence in Europe in 2022. More than 200 cases per 100,000 inhabitants were reported in Sweden.Please note that reporting varies from country to country, and the willingness of victims to come forward can vary across regions and cultures, therefore a comparison between the countries should be taken with caution.

The number of rape and sexual assault cases reported to the police in Germany peaked at ****** in 2024 during the period shown here. Previously, the highest number of cases, ******, had been recorded the year before. Based on the definition in criminal law, sexual assault includes rape, as well as other sexually driven physical attacks. Rape is defined as forcing a person to have sex. Increased crime clearance rate The question remains how high the number of unreported cases is. Reasons for not reporting a sexual assault vary among victims. In recent years, the German police reported increasing clearance rates for sexual crimes. In 2022, **** percent of rape and sexual assault cases were solved, compared to **** percent in 2016. In 2023, however this figure dropped to **** percent, perhaps due to the increase in the number of cases. Among males suspected of committing such crimes, over ** percent were young adults aged 18 to 21 years. Types of German police forces German police forces are divided into several different types, which all have clearly established tasks regulated by law. The Federal Criminal Police Office (Bundeskriminalamt, BKA) is often compared to the FBI in the U.S. and investigates federal crimes, such as kidnapping. The Federal Police (Bundespolizei), works in railway stations, at airports, and seaports. They also protect borders, government buildings, and deal with organized crime and terrorism. The criminal police (Kriminalpolizei, Kripo), the only policemen not wearing in uniform in Germany, handle assault, murder, and rape cases, as well as theft. The uniformed police (Schutzpolizei, SchuPo), or beat police, are regularly visible in streets, as they are responsible for traffic safety, among other tasks, and may be approached directly by people in need of assistance or help.

In 2022, there were slightly more female victims of violent crime than male victims in the United States, with about ********* male victims and ********* female victims. These figures are a significant increase from the previous year, when there were ********* male victims and ********* female victims. What counts as violent crime? Violent crime in the United States includes murder, rape, sexual assault, robbery, and assault. While violent crime across all areas has been steadily falling over the past few decades, the rate of aggravated assault is still relatively high, at ***** cases per 100,000 of the population. In 2021, there were more property crimes committed in the U.S. than there were violent crimes. Keep your enemies closer It is usually said that most victims know their attacker, and the data backs this up. In 2021, very few murders were committed by strangers. The same goes for rape and sexual assault victims; the majority were perpetrated by acquaintances, intimate partners, or relatives.

In 2021, about 652 child abuse perpetrators were reported in Wyoming. In California, there were 49,073 reported perpetrators. Nationwide, about 452,313 child abuse perpetrators were reported in that year.

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.

In 2023, about 43,827 first-time victims of child abuse were reported in Texas, the most out of any state. In that year, California, New York, Illinois, and North Carolina rounded out the top five leading states with the most victims of child abuse.

As of February 2025, El Salvador had the highest prisoner rate worldwide, with over 1,600 prisoners per 100,000 of the national population. Cuba, Rwanda, Turkmenistan, and the United States, rounded out the top five countries with the highest rate of incarceration. Homicides in El Salvador Interestingly, El Salvador, which long had the highest global homicide rates, has dropped out of the top 20 after a high number of gang members have been incarcerated. A high number of the countries with the highest homicide rate are located in Latin America. Prisoners in the United StatesThe United States is home to the largest number of prisoners worldwide. More than 1.8 million people were incarcerated in the U.S. at the beginning of 2025. In China, the estimated prison population totaled 1.69 million people that year. Other nations had far fewer prisoners. The largest share of the U.S. prisoners in federal correctional facilities were of African-American origin. As of 2020, there were 345,500 black, non-Hispanic prisoners, compared to 327,300 white, non-Hispanic inmates. The U.S. states with the largest number of prisoners in 2022 were Texas, California, and Florida. Over 160,000 prisoners in state facilities were sentenced for rape or sexual assault, which was the most common cause of imprisonment. The second most common was murder, followed by aggravated or simple assault.

In 2022, the total number of rape cases reported in India amounted to over 31 thousand. This was a slight decrease in rape cases compared to the previous year. Even though many rapes are not reported in the country, it is an issue that continuously makes news headlines, some leading to public protests. Although reports of rape have increased in recent years, it was still associated with shame for the victim, rather than the perpetrator. The justice system  A victim of rape in India not only experiences social stigmatization but what is more, her fight for justice is not made easy due to the system that often faults the victim for their misfortune. Instances have been reported where victims are confronted with hostile conditions at police stations and have been often pressured to withdraw their cases. However, once a case goes to trial, it can take decades before anything is resolved. Rape cases in particular, face huge backlog where the number of new cases supersede the number of cases disposed every year. The process is arduous and could add so much trauma to the victim’s life that they often buckle under pressure from family of their own or that of the perpetrator.  Women in India India is known to be one of the most dangerous countries in the world for women. Indian women are constantly in a state of high alert when alone on the streets, at work or in the markets. Due to India’s predominantly patriarchal nature, domestic violence is known to be culturally acceptable. Studies reveal that even a majority of working women suffer domestic abuse from their husbands. A non-earning woman’s position further exacerbates vulnerability and dependence on their male partner as opposed to a woman who contributors financially to the household. Rampant poverty across the country is the main driver for low literacy rates and consequently, disempowerment and abuse among women.