Analysis of all incidents happened around Encore
Yun Choi
11/15/2019
What types of incidents are most common?
There have been 227 incidents - excluding moter vehicle traffic violations - since the opening of Encore in June 23, 2019. Below are the most common types of incidents in that order. If you would like to see details of the incidents, please open the attached excel file and “filter” based on the “incident_type” column.
all_encore_incidents %>%
group_by(incident_type) %>%
tally() %>%
arrange(desc(n)) %>%
kable()| incident_type | n |
|---|---|
| MEDICAL-GENERAL | 23 |
| ARREST-ADULT | 21 |
| DISTURBANCE-GENERAL | 19 |
| DISTURBANCE-FIGHT | 10 |
| MV-ACCIDENT | 10 |
| POLICE-GENERAL REQ FOR | 9 |
| POLICE INFORMATION | 8 |
| LARCENY-ALL OTHERS | 6 |
| MV-TOWED BY POLICE | 6 |
| PC-ADULT | 6 |
| SUSP ACTIVITY-PERSONS | 6 |
| BOLO-PATROL BE ON LOO | 5 |
| DISORDERLY PERSON* | 5 |
| MARINE-GENERAL | 5 |
| MV-DISABLED | 5 |
| DISTURBANCE-DRUNK PERSON | 4 |
| ALARMS-COMMERCIAL | 3 |
| ANIMAL CONTROL-DOG COMP | 3 |
| ASSAULT & BATTERY* | 3 |
| LOST & FOUND | 3 |
| MUTUAL AID | 3 |
| TRESPASS REAL PROPERTY | 3 |
| 209A SERVICE | 2 |
| ABANDONED E911 CALL | 2 |
| ACCIDENTAL 911 | 2 |
| ASSAULT-SIMPLE | 2 |
| DRUG/NARCOTIC OFFENSES | 2 |
| FIRE-NOTIFIED FIRE DEPT | 2 |
| LARCENY-STOLEN CELL PHO | 2 |
| LARCENY-THEFT FROM BUIL | 2 |
| MARINE-PATROL | 2 |
| MARINE-SAFETY INSPECT | 2 |
| MEDICAL-MENTAL HEALTH | 2 |
| PARKING COMP-GENERAL | 2 |
| REC. STOLEN PROP-GENERA | 2 |
| TRAFFIC ENFORCEMENT | 2 |
| TRANSPORT PROVIDED-SEE | 2 |
| ACO LOST/FOUND DOG | 1 |
| ANIMAL CONTROL-ALL OTHE | 1 |
| CONFUSED/ELDERLY PERSON | 1 |
| DPW CALL OUT | 1 |
| FIRE-WOODS/GRASS/OTHER | 1 |
| GAMBLING-EQUIPMENT | 1 |
| GAMBLING-PROMOTING/ASSI | 1 |
| GAS ODOR | 1 |
| INVESTIGATION OF PERSON | 1 |
| K9 BOMB DOG ASSISTANCE | 1 |
| LARCENY-PURSE SNATCHING | 1 |
| LOST CELL PHONE | 1 |
| MEDICAL-OVERDOSE | 1 |
| MEET OFFICER/UNIT | 1 |
| MV BREAK & ENTER* | 1 |
| MV VERBAL/WARNING | 1 |
| MV-ACCIDENT HIT-RUN/PER | 1 |
| MV-ACCIDENT HIT-RUN/PRO | 1 |
| MV-ACCIDENT/POLICE VEHI | 1 |
| MV-ERRATIC OPERATION OF | 1 |
| MV-THEFT/RECOV IN EVE S | 1 |
| PARKING ENFORCEMENT OFF | 1 |
| SAFE KEEPING PROPERTY | 1 |
| SEXUAL NON FORCE-EXPOSI | 1 |
| SUSP ACTIVITY-MOTOR VEH | 1 |
| THREATS-SIMPLE * | 1 |
| UNARMED ROBBERY* | 1 |
| UNFOUNDED-POLICE SERVICE | 1 |
| WARRANT SERVICE | 1 |
| WARRANTS-FUGITIVE FROM | 1 |
Does the number of incidents increasing or decreasing?
The number of incidents had not increased from June 23 to Oct. 9. To better examine the impact of the casino on crime rates, we need data of incidents that happened before the opening, which we do not have.
all_encore_incidents %>%
ggplot(aes(x = date(incident_dttm))) +
geom_histogram() +
ggtitle("How many incidents have happened since the opening of Encore?") +
xlab("Date") +
ylab("Count")
When is the peak time of a day?
Most incidents have happened between midnight and 8am.
all_encore_incidents %>%
ggplot(aes(x=hour(incident_dttm))) +
geom_histogram() +
ggtitle("When incidents happen most?") +
xlab("Hour") +
ylab("Count")