Dataset: Fire Incidents

About this Dataset

Fire Incidents

** Toronto Fire Services
Toronto Fire Services (TFS) provides fire protection, technical rescue services, hazardous materials response, and first responder emergency medical assistance in Toronto, Ontario, Canada. Toronto Fire Services is currently the largest municipal fire department in Canada.

This dataset includes Fire incidents as defined by the Ontario Fire Marshal related to Toronto. Starting from 2011 to 2018.

This dataset has some interesting columns such as ** Estimated Dollar Loss, Latitude and Longitude, Exact time and date ** and etc.

You can use this dataset for EDA and also predict various factors such as the estimated dollar loss for incidents.

I cleaned and re-structured the raw version to make the dataset usable and to save time for users.

Tables

Fire Incidents

@kaggle.reihanenamdari_fire_incidents.fire_incidents

819.1 KB
11214 rows
27 columns


CREATE TABLE fire_incidents (
  "area_of_origin" VARCHAR,
  "business_impact" VARCHAR,
  "civilian_casualties" BIGINT,
  "count_of_persons_rescued" BIGINT,
  "estimated_dollar_loss" BIGINT,
  "estimated_number_of_persons_displaced" BIGINT,
  "ext_agent_app_or_defer_time" TIMESTAMP,
  "extent_of_fire" VARCHAR,
  "fire_alarm_system_impact_on_evacuation" VARCHAR,
  "fire_alarm_system_operation" VARCHAR,
  "fire_alarm_system_presence" VARCHAR,
  "fire_under_control_time" TIMESTAMP,
  "ignition_source" VARCHAR,
  "incident_station_area" BIGINT,
  "incident_ward" DOUBLE,
  "last_tfs_unit_clear_time" TIMESTAMP,
  "latitude" DOUBLE,
  "longitude" DOUBLE,
  "material_first_ignited" VARCHAR,
  "method_of_fire_control" VARCHAR,
  "possible_cause" VARCHAR,
  "property_use" VARCHAR,
  "smoke_alarm_at_fire_origin_alarm_failure" VARCHAR,
  "smoke_alarm_at_fire_origin_alarm_type" VARCHAR,
  "status_of_fire_on_arrival" VARCHAR,
  "tfs_alarm_time" TIMESTAMP,
  "tfs_arrival_time" TIMESTAMP
);