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Analysis of Wildfire incidents from 2011 to 2015 in the US

Abstract

This SQLite dataset includes Wildfires incident reports filed by various federal, state, and local fire organizations from period 2011 to 2015 obtained from Kaggle - 1.88 Million US Wildfires

Methods used

Tools Methodologies
Packages ggplot2, dplyr, readr, lubridate,tidygeocoder, forcats
Tools relational data/joins, ggplot, data import, dates and times, geospatial vizualization, factors

Data Description

The cleaned data set consists of 188,017 observations on the following 17 variables.

Column name Description
fire_year Calendar year in which the fire was discovered or confirmed to exist.
discovery_date Date on which the fire was discovered or confirmed to exist.
discovery_time Time of the day that the fire was discovered or confirmed to exist.
stat_cause_descr Description of the (statistical) cause of the fire
fire_size Estimate of Acres of land burnt within the final perimeter of the fire
fire_size_class Code for fire size based on the number of acres within the final fire perimeter expenditures (A=greater than 0 but less than or equal to 0.25 acres, B=0.26-9.9 acres, C=10.0-99.9 acres, D=100-299 acres, E=300 to 999 acres, F=1000 to 4999 acres, and G=5000+ acres)
latitude Latitude (NAD83) for point location of the fire (decimal degrees)
longitude Longitude (NAD83) for point location of the fire (decimal degrees)
owner_descr Name of primary owner or entity responsible for managing the land at the point of origin of the fire at the time of the incident
cont_date Date on which the fire was declared contained or otherwise controlled (mm/dd/yyyy where mm=month, dd=day, and yyyy=year)
cont_time Time of day that the fire was declared contained or otherwise controlled (hhmm where hh=hour, mm=minutes)
county County, or equivalent, in which the fire burned (or originated), based on nominal designation in the fire report
state_abb Two-letter code for the state in which the unit is located (or primarily affiliated)
disc_month Month of the year
resolved_days #Days taken to resolve the wildfire
season Season of the year - Summer, Spring, Fall, Winter
state_name Full name of the state

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Stat 650 - Advanced R for Data Science

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