/
shooting_environment_report.Rout
3041 lines (2731 loc) · 100 KB
/
shooting_environment_report.Rout
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R version 4.0.5 (2021-03-31) -- "Shake and Throw"
Copyright (C) 2021 The R Foundation for Statistical Computing
Platform: x86_64-w64-mingw32/x64 (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
Natural language support but running in an English locale
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
[Previously saved workspace restored]
> #!/usr/local/bin/Rscript
> library(tidyverse)
-- Attaching packages --------------------------------------- tidyverse 1.3.1 --
v ggplot2 3.3.3 v purrr 0.3.4
v tibble 3.1.1 v dplyr 1.0.6
v tidyr 1.1.3 v stringr 1.4.0
v readr 1.4.0 v forcats 0.5.1
-- Conflicts ------------------------------------------ tidyverse_conflicts() --
x dplyr::filter() masks stats::filter()
x dplyr::lag() masks stats::lag()
> library(lubridate)
Attaching package: 'lubridate'
The following objects are masked from 'package:base':
date, intersect, setdiff, union
> library(emayili)
Attaching package: 'emayili'
The following object is masked from 'package:graphics':
text
> library(rmarkdown)
> #library(notifier)
> library(odbc)
> library(DBI)
> library(dplyr)
> library(knitr)
>
> setwd("C:\\Users\\SA_OPI\\Documents\\GitHub\\shooting_environment_report")
> # config for automation
> config <- read_csv("C:\\Users\\SA_OPI\\Downloads\\config.csv")
-- Column specification --------------------------------------------------------
cols(
recipient_url = col_character(),
from_address = col_character(),
password = col_character()
)
> guests <- read_csv("C:\\Users\\SA_OPI\\Downloads\\Shooting Environment Report Recipient List - Sheet1.csv")
-- Column specification --------------------------------------------------------
cols(
email_address = col_character()
)
> recipients <- config$recipient_url
> filename <- paste0("shooting_environment_report_", today(), ".nb.html")
> analytics_filename <- paste0("performance_analytics_", today(), ".nb.html")
> #csv_filename <- paste0("shooting_environment_report_data_", "2020-12-08", ".csv")
>
> # not sure why this is needed to find pandoc
> Sys.setenv(RSTUDIO_PANDOC="C:\\Program Files\\Pandoc")
>
>
> tryCatch({
+ # connection to sql server
+ con <-dbConnect(odbc::odbc(),
+ Driver = "SQL Server",
+ Server = "BALT-SQL-FC",
+ Database = "CitiStat",
+ Trusted_Connection = "True",
+ host = "localhost",
+ port = 1433)
+ }, error = function(err) {
+
+ # if analytics report fails to render send me an email
+ print("Please connect to VPN and manually rerun.", title = "Shooting Environment Report")
+
+ render_email <- envelope() %>%
+ emayili::from(config$from_address) %>%
+ emayili::to(Sys.getenv("april.welch@baltimorecity.gov")) %>%
+ emayili::subject("Shooting Environment Report: Not Connected to VPN") %>%
+ emayili::html("Connect to VPN and manually run report script.")
+
+ smtp <- server(host = "smtp.gmail.com",
+ port = 587,
+ username = config$from_address,
+ password = config$password)
+
+ smtp(render_email)
+ }
+ )
>
>
> message(paste0(Sys.time(), ": Getting crime data from SQL server"))
2022-09-08 08:26:14: Getting crime data from SQL server
>
> # part 1 crime query
> violent_crime <- tbl(con, "Part1_Crime") %>%
+ filter(`Crime Date` >= "2020-01-01")
>
> # sr query
> #sr <- tbl(con, "CSR") %>%
> # filter(`Created Date` >= "2021-02-10")
> sr <- dbGetQuery(con, "SELECT [SR ID],
+ [Service Request Number],
+ [SR Type],
+ [Agency],
+ [Created Date],
+ [SR Status],
+ [Status Date],
+ [Priority],
+ [Due Date],
+ [Week Number],
+ [Street Address],
+ [Zip Code],
+ [Neighborhood],
+ [Latitude],
+ [Longitude],
+ [Police District],
+ [Council District],
+ [geo_east_west],
+ [Close Date],
+ [CHIP ID],
+ [SF Source],
+ [Contact Email],
+ [Borough],
+ [HashedRecord]
+ FROM CitiStat.dbo.CSR
+ Where [Created Date] >= \'2020-01-01\'")
> # run queries
> violent_crime <- collect(violent_crime)
> message(paste0(Sys.time(), ": Crime data retrieved from SQL server"))
2022-09-08 08:27:36: Crime data retrieved from SQL server
> sr <- collect(sr)
> message(paste0(Sys.time(), ": Service request data retrieved from SQL server"))
2022-09-08 08:27:36: Service request data retrieved from SQL server
>
> # clean up field names in violent crime
> names(violent_crime)<-str_replace_all(names(violent_crime), c(" " = "" ))
> names(sr)<-str_replace_all(names(sr), c(" " = "" ))
>
> violent_crime <- violent_crime %>%
+ rename_all(funs(tolower)) %>%
+ rename(district = "policedistrict")
Warning message:
`funs()` was deprecated in dplyr 0.8.0.
Please use a list of either functions or lambdas:
# Simple named list:
list(mean = mean, median = median)
# Auto named with `tibble::lst()`:
tibble::lst(mean, median)
# Using lambdas
list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
This warning is displayed once every 8 hours.
Call `lifecycle::last_warnings()` to see where this warning was generated.
>
> sr <- sr %>%
+ rename_all(funs(tolower)) %>%
+ rename("servicerequestnum" = "servicerequestnumber")
>
> # get date of last crime in table
> last_crime <- max(as.Date(violent_crime$crimedate), na.rm = T)
>
> # filter crime down to shootings in last week
> shootings <- violent_crime %>%
+ filter(description %in% c("HOMICIDE", "SHOOTING"),
+ crimedate <= last_crime - 2,
+ crimedate >= last_crime - 9)
>
> # get latitude and longitude from geometry
> # sr <- sr %>%
> # mutate(
> # latitude = unlist(map(sr$geometry,1)),
> # longitude = unlist(map(sr$geometry,2)))
>
> # Render analytics report ------------------
>
> message(paste0(Sys.time(), ": Starting report render"))
2022-09-08 08:27:38: Starting report render
>
> tryCatch({
+
+ if (last_crime >= today() - 7){
+
+ # render analytics report
+ rmarkdown::render(
+ input = "analytics.Rmd",
+ output_file = analytics_filename,
+ #output_file = "example.nb.html",
+ #output_file = "garbage.nb.html",
+ output_dir = "reports",
+ clean = T
+ )
+
+ } else {
+
+ # send me an email if the data out of date (deprecate)
+ #notify("Open Baltimore is more than one week out of date. Report not rendered.",
+ # title = "Shooting Environment Report")
+
+ ob_ood_email <- envelope() %>%
+ emayili::from(config$from_address) %>%
+ emayili::to(Sys.getenv("CITY_EMAIL")) %>%
+ emayili::subject("Shooting Environment Report: Open Baltimore Out of Date") %>%
+ emayili::html("Open Baltimore is more than one week out of date. Contact BPD & BCIT to refresh.")
+
+ smtp <- server(host = "smtp.gmail.com",
+ port = 587,
+ username = config$from_address,
+ password = config$password)
+
+ smtp(ob_ood_email)
+ }
+
+
+ }, error = function(err) {
+
+ # if analytics report fails to render send me an email
+ # notify("Analytics report rendering failed. Check logs.", title = "Shooting Environment Report")
+
+ render_email <- envelope() %>%
+ emayili::from(getElement(config, "from_address")) %>%
+ emayili::to(Sys.getenv("CITY_EMAIL")) %>%
+ emayili::subject("Shooting Environment Report: Analytics Render Failure") %>%
+ emayili::html("Analytics report failed to render. Check logs.")
+
+ smtp <- server(host = "smtp.gmail.com",
+ port = 587,
+ username = config$from_address,
+ password = config$password)
+
+ smtp(render_email)
+
+ })
processing file: analytics.Rmd
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label: load_packages
Linking to GEOS 3.9.0, GDAL 3.2.1, PROJ 7.2.1
Loading required package: showtext
Loading required package: sysfonts
Loading required package: showtextdb
Attaching package: 'kableExtra'
The following object is masked from 'package:dplyr':
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-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geolocation.latitude = col_double(),
geolocation.longitude = col_double(),
lastactivitydate = col_datetime(format = ""),
closedate = col_logical(),
crimedate = col_date(format = ""),
post = col_double(),
total_incidents = col_double(),
crimetime = col_time(format = "")
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geolocation.latitude = col_double(),
geolocation.longitude = col_double(),
geolocation.human_address = col_logical(),
lastactivitydate = col_logical(),
outcome = col_logical(),
closedate = col_logical(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
post = col_double(),
total_incidents = col_double()
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geolocation.latitude = col_double(),
geolocation.longitude = col_double(),
geolocation.human_address = col_logical(),
lastactivitydate = col_datetime(format = ""),
closedate = col_logical(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
post = col_double(),
total_incidents = col_double()
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geolocation.latitude = col_double(),
geolocation.longitude = col_double(),
geolocation.human_address = col_logical(),
lastactivitydate = col_datetime(format = ""),
closedate = col_logical(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
post = col_double(),
total_incidents = col_double()
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geolocation.latitude = col_double(),
geolocation.longitude = col_double(),
geolocation.human_address = col_logical(),
lastactivitydate = col_datetime(format = ""),
closedate = col_logical(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
post = col_double(),
total_incidents = col_double()
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geolocation.latitude = col_double(),
geolocation.longitude = col_double(),
geolocation.human_address = col_logical(),
lastactivitydate = col_datetime(format = ""),
closedate = col_logical(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
post = col_double(),
total_incidents = col_double()
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
lastactivitydate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geo_census_tract = col_double(),
geo_bulk_pickup_route = col_double(),
geo_fire_inspection_area = col_logical(),
geo_mixed_refuse_schedule = col_logical(),
geo_refuse_route_number = col_double(),
geo_tree_region = col_logical(),
block_number_c = col_double(),
details = col_logical(),
assigned_to = col_logical(),
closedate = col_logical(),
borough = col_double(),
additionalcomments = col_logical(),
recordid = col_double()
# ... with 12 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
lastactivitydate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geo_census_tract = col_double(),
geo_bulk_pickup_route = col_double(),
geo_fire_inspection_area = col_logical(),
geo_mixed_refuse_schedule = col_logical(),
geo_refuse_route_number = col_double(),
geo_tree_region = col_logical(),
block_number_c = col_double(),
details = col_logical(),
assigned_to = col_logical(),
closedate = col_logical(),
borough = col_double(),
additionalcomments = col_logical(),
recordid = col_double()
# ... with 14 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
lastactivitydate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geo_census_tract = col_double(),
geo_bulk_pickup_route = col_double(),
geo_fire_inspection_area = col_logical(),
geo_mixed_refuse_schedule = col_logical(),
geo_refuse_route_number = col_double(),
geo_tree_region = col_logical(),
block_number_c = col_double(),
details = col_logical(),
closedate = col_logical(),
borough = col_double(),
additionalcomments = col_logical(),
recordid = col_double(),
crimedate = col_date(format = "")
# ... with 14 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
lastactivitydate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geo_census_tract = col_double(),
geo_bulk_pickup_route = col_double(),
geo_fire_inspection_area = col_logical(),
geo_mixed_refuse_schedule = col_logical(),
geo_refuse_route_number = col_double(),
geo_tree_region = col_logical(),
block_number_c = col_double(),
details = col_logical(),
assigned_to = col_logical(),
closedate = col_logical(),
borough = col_double(),
additionalcomments = col_logical(),
recordid = col_double()
# ... with 15 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
lastactivitydate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geo_census_tract = col_double(),
geo_bulk_pickup_route = col_double(),
geo_fire_inspection_area = col_logical(),
geo_mixed_refuse_schedule = col_logical(),
geo_refuse_route_number = col_double(),
geo_tree_region = col_logical(),
block_number_c = col_double(),
details = col_logical(),
assigned_to = col_logical(),
closedate = col_logical(),
borough = col_double(),
additionalcomments = col_logical(),
recordid = col_double()
# ... with 16 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
lastactivitydate = col_datetime(format = ""),
zipcode = col_double(),
councildistrict = col_double(),
geo_census_tract = col_double(),
geo_bulk_pickup_route = col_double(),
geo_fire_inspection_area = col_logical(),
geo_mixed_refuse_schedule = col_logical(),
geo_refuse_route_number = col_double(),
geo_tree_region = col_logical(),
block_number_c = col_double(),
details = col_logical(),
closedate = col_logical(),
borough = col_double(),
additionalcomments = col_logical(),
recordid = col_double(),
crimedate = col_date(format = "")
# ... with 15 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
post = col_double(),
victimage = col_double(),
commercial = col_logical(),
hatecrime = col_logical(),
xcoordinate = col_double(),
ycoordinate = col_double()
# ... with 4 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
post = col_double(),
victimage = col_double(),
commercial = col_logical(),
hatecrime = col_logical(),
xcoordinate = col_double(),
ycoordinate = col_double()
# ... with 4 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical(),
xcoordinate = col_double()
# ... with 5 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical(),
xcoordinate = col_double()
# ... with 5 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical(),
xcoordinate = col_double()
# ... with 5 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_datetime(format = ""),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical(),
xcoordinate = col_double()
# ... with 5 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_datetime(format = ""),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical(),
xcoordinate = col_double()
# ... with 5 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
dispositiondate = col_datetime(format = ""),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical()
# ... with 6 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
dispositiondate = col_datetime(format = ""),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical()
# ... with 6 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
dispositiondate = col_datetime(format = ""),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical()
# ... with 6 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_number(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
ccno = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
dispositiondate = col_datetime(format = ""),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical()
# ... with 7 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
dispositiondate = col_datetime(format = ""),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical()
# ... with 6 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
dispositiondate = col_datetime(format = ""),
post = col_double(),
victimage = col_double(),
domesticviolence = col_logical(),
commercial = col_logical(),
hatecrime = col_logical()
# ... with 6 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),
closedate = col_logical(),
borough = col_double(),
recordid = col_double(),
crimedate = col_date(format = ""),
crimetime = col_time(format = ""),
weeknumber.1 = col_double(),
reporteddate = col_datetime(format = ""),
disposition = col_double(),
dispositiondate = col_datetime(format = ""),
post = col_double(),
victimage = col_double(),
commercial = col_logical(),
hatecrime = col_logical(),
xcoordinate = col_double()
# ... with 5 more columns
)
i Use `spec()` for the full column specifications.
-- Column specification --------------------------------------------------------
cols(
.default = col_character(),
createddate = col_datetime(format = ""),
statusdate = col_datetime(format = ""),
duedate = col_datetime(format = ""),
weeknumber = col_double(),
zipcode = col_double(),
councildistrict = col_double(),