This vignette summarizes the functions in the fbicrime package. Although most of the information is available in the help document of each function, this vignette brings it all together in one place.
fbicrimeThis package is an R wrapper for FBI Crime API, it aims to provide an easy access for R users to the most updated data about offense, offender, victim, and arrest from the FBI API. It also makes it possible to query multiple keywords at one time and return a combined data frame.
FBI Crime API is part of the Data.gov developer network. A key is required in order to access and use web services available on the Data.gov developer network. You can sign up for an API key at the API Key Signup of data.gov.
For querying data from the FBI Crime API, you need to provide the key. You can eithor input the key to the api_key parameter of querying functions each time when you run the query, or you can also save your API key as a global option with the convenience function set_fbi_crime_api_key(). This function is for passing the key to the environment, so that you do not need to input the key every time. For example:
FBI Crime API is a directory-based API. This package covers four categories of crime information - offense, offender, victim, and arrest, and within each category, there are several endpoints. Each of the endpoints has different syntax.
For each category, the fricrime package provides a querying function. The querying functions allow users to specify keywords using variables, avoid navigating among different endpoints, and query multiple keywords at one time and get a combine data frame as the output.
count_offense(offense,
level = 'national',
level_detail = NULL,
api_key = getOption('fbicrime_api_key'))count_offense() is a function for querying the count of different types of offense. You can specify offense type and aggregation level with variables:
offense, a string or a list, the offense type(s) to request. Required.
level, a string, the level of aggregation for counting. It can be ‘national’, ‘agencies’, ‘regions’, or ‘states’. If omitted, ‘national’ is assumed.
level_detail, a string or a list. Use this parameter to indicate what are the agencies/regions/states you want to query. For example,
level = 'agencies', then specify the ORI code of the agencies in level_detaillevel = 'regions', then specify what regions to include here. There are four region categories available for choosing: ‘Northeast’, ‘Midwest’, ‘West’, and ‘South’.level = 'states', then specify state abbreviations here.But note, when level = 'national', the level_detail should be NULL.
api_key, a string. Use this parameter to input the API key for one time use. Alternatively, you can call the function set_fbi_crime_api_key() first to save the key as a global option for later usage.
Here are some examples for count_offense():
summarize_offender(offense,
level = 'national',
level_detail = NULL,
variable = 'count',
api_key = getOption('fbicrime_api_key'))summarize_offender() queries offender demographic information. Similar to count_offense(), you can specify offense type with offense parameter and specify aggregation level with level and level_detail parameters. Apart from that, summarize_offender() function also allows you to choose aggregation variable (such as age, ethnicity, sex).
Parameters offense, level, and level_detail have the same rules as they are in count_offense().
variable, a string, it specify the rule for aggregating. For summarize_offender(), the argument of variable can be ‘age’, ‘ethnicity’, ‘race’, ‘sex’, or ‘count’. If omitted, ‘count’ is assumed.
api_key, a string. Use this parameter to input the API key for one time use. Alternatively, you can call the function set_fbi_crime_api_key() first to save the key as a global option for later usage.
Here are some examples:
summarize_offender(offense = 'burglary')
summarize_offender(offense = 'aggravated-assault',
level = 'agencies',
level_detail = 'MA0010100',
variable = 'age')
summarize_offender(offense = c('burglary','arson'),
level = 'regions',
level_detail = c('Northeast','South'),
variable = 'sex')
summarize_offender(offense = 'arson',
level = 'states',
level_detail = 'NH',
variable = 'race')summarize_victim(offense,
level = 'national',
level_detail = NULL,
variable = 'count',
api_key = getOption('fbicrime_api_key'))summarize_victim() is a function that queries victim demographic information. Similar to summarize_offender(), it uses four parameters - offense, level, level_detail, and variable to specify which segment of victim information to query.
Parameters offense, level, and level_detail have the same rules as they are in count_offense().
Parameter variable is similar to that of function summarize_offender(), but summarize_victim() also allow you to aggregate based on the relationship between the victim and the offender. So the availabe arguments for the variable parameter of this function is: ‘age’, ‘ethnicity’, ‘race’, ‘sex’, ‘count’, and ‘relationship’.
api_key, a string. Use this parameter to input the API key for one time use. Alternatively, you can call the function set_fbi_crime_api_key() first to save the key as a global option for later usage.
Here are some examples:
summarize_victim(offense = 'violent-crime')
summarize_victim(offense = 'aggravated-assault',
level = 'agencies',
level_detail = 'MA0010100',
variable = 'age')
summarize_victim(offense = 'property-crime',
level = 'regions',
level_detail = c('Midwest', 'West'),
variable = 'relationship')
summarize_victim(offense = 'motor-vehicle-theft',
level = 'states',
level_detail = 'DC',
variable = 'sex')
summarize_victim(offense = c('violent-crime','property-crime'),
level = 'states',
level_detail = c('DC','MA'),
variable = 'race')summarize_arrest(by_offense_type = FALSE,
offense = NULL,
level = 'national',
level_detail = NULL,
variable,
since,
until,
api_key = getOption('fbicrime_api_key'))summarize_arrest() queries arrest information. It differs from the other querying functions in that, first, you can choose whether to summarize by offense type or not with parameter by_offense_type, and the function will only return arrest data of your chosen offense type(s); second, you can specify a time span for querying with parameters since and until.
Parameters offense, level, and level_detail have the same rules as they are in count_offense().
Parameter variable is similar to that of summarize_victim(), it is a required string which specifies the rule for arrgregation. However, the availale arguments for this parameter vary greatly for different endpoints of the API. So please refer to the API document for details.
by_offense_type, a boolean, where TRUE means to summarize by offense type and FALSE means to return information about all offense types. If omitted, FALSE is assumed.
since and until, two required numeric parameters, they together define the time span for querying.
api_key, a string. Use this parameter to input the API key for one time use. Alternatively, you can call the function set_fbi_crime_api_key() first to save the key as a global option for later usage.
Here are some examples:
summarize_arrest(by_offense_type = TRUE,
offense = c('aggravated-assault','rape'),
level = 'states',
level_detail = c('NY','MA'),
variable = 'race',
since = 2010,
until = 2011)
summarize_arrest(by_offense_type = TRUE,
offense = c('aggravated-assault','rape'),
variable = 'race',
since = 2010,
until = 2011)
summarize_arrest(by_offense_type = FALSE,
level = 'regions',
level_detail = c('South','Midwest'),
variable = 'all',
since = 2015,
until = 2016)
summarize_arrest(by_offense_type = FALSE,
variable = 'all',
since = 2015,
until = 2016)valid_arg_level() is a function used to validate the arguments of level and level_detail in the querying functions. It is intended to be called by other querying functions within the fbicrime package, but not supposed to be called by end users.
It checks two things:
whether the input level is legal (i.e. one of ‘agencies’, ‘national’, ‘regions’, ‘states’);
whether the input level matches level_detail. In other words, it produces an error when level is ‘national’ but level_detail is not NULL, or when level is not ‘national’ but level_detail is NULL or is not specified.