Tornado’s have the biggest population and economic impact in the USA
Synopsis
We explored the US national ocean and atmospheric administration storm database, which tracks characteristrisc of major storms and weather evens in the US (NOAA storm database), to determine which types of events are most harmful with respect to the population. We determined that xx events are the most harmful in terms of xx and that xx events have the greatest economic consequences.
data loading
The NOAA storm database as .csv file was loaded into are using the read_csv function.
data <- read_csv("~/Reproducible Research/week2/repdata_data_StormData1.csv")## Parsed with column specification:
## cols(
## .default = col_double(),
## BGN_DATE = col_character(),
## BGN_TIME = col_character(),
## TIME_ZONE = col_character(),
## COUNTYNAME = col_character(),
## STATE = col_character(),
## EVTYPE = col_character(),
## BGN_AZI = col_logical(),
## BGN_LOCATI = col_logical(),
## END_DATE = col_logical(),
## END_TIME = col_logical(),
## COUNTYENDN = col_logical(),
## END_AZI = col_logical(),
## END_LOCATI = col_logical(),
## PROPDMGEXP = col_character(),
## CROPDMGEXP = col_logical(),
## WFO = col_logical(),
## STATEOFFIC = col_logical(),
## ZONENAMES = col_logical(),
## REMARKS = col_logical()
## )## See spec(...) for full column specifications.## Warning: 5255570 parsing failures.
## row col expected actual file
## 1671 WFO 1/0/T/F/TRUE/FALSE NG '~/Reproducible Research/week2/repdata_data_StormData1.csv'
## 1673 WFO 1/0/T/F/TRUE/FALSE NG '~/Reproducible Research/week2/repdata_data_StormData1.csv'
## 1674 WFO 1/0/T/F/TRUE/FALSE NG '~/Reproducible Research/week2/repdata_data_StormData1.csv'
## 1675 WFO 1/0/T/F/TRUE/FALSE NG '~/Reproducible Research/week2/repdata_data_StormData1.csv'
## 1678 WFO 1/0/T/F/TRUE/FALSE NG '~/Reproducible Research/week2/repdata_data_StormData1.csv'
## .... ... .................. ...... ...........................................................
## See problems(...) for more details.data viewing and processing
we need to look into the type of events, and the fatalities and injuries and costs (damage) we first need to re
head(data)## # A tibble: 6 x 37
## STATE__ BGN_DATE BGN_TIME TIME_ZONE COUNTY COUNTYNAME STATE EVTYPE BGN_RANGE
## <dbl> <chr> <chr> <chr> <dbl> <chr> <chr> <chr> <dbl>
## 1 1 4/18/19… 0130 CST 97 MOBILE AL TORNA… 0
## 2 1 4/18/19… 0145 CST 3 BALDWIN AL TORNA… 0
## 3 1 2/20/19… 1600 CST 57 FAYETTE AL TORNA… 0
## 4 1 6/8/195… 0900 CST 89 MADISON AL TORNA… 0
## 5 1 11/15/1… 1500 CST 43 CULLMAN AL TORNA… 0
## 6 1 11/15/1… 2000 CST 77 LAUDERDALE AL TORNA… 0
## # … with 28 more variables: BGN_AZI <lgl>, BGN_LOCATI <lgl>, END_DATE <lgl>,
## # END_TIME <lgl>, COUNTY_END <dbl>, COUNTYENDN <lgl>, END_RANGE <dbl>,
## # END_AZI <lgl>, END_LOCATI <lgl>, LENGTH <dbl>, WIDTH <dbl>, F <dbl>,
## # MAG <dbl>, FATALITIES <dbl>, INJURIES <dbl>, PROPDMG <dbl>,
## # PROPDMGEXP <chr>, CROPDMG <dbl>, CROPDMGEXP <lgl>, WFO <lgl>,
## # STATEOFFIC <lgl>, ZONENAMES <lgl>, LATITUDE <dbl>, LONGITUDE <dbl>,
## # LATITUDE_E <dbl>, LONGITUDE_ <dbl>, REMARKS <lgl>, REFNUM <dbl>table(data$EVTYPE)##
## ? ABNORMAL WARMTH
## 1 4
## ABNORMALLY DRY ABNORMALLY WET
## 2 1
## ACCUMULATED SNOWFALL AGRICULTURAL FREEZE
## 4 6
## APACHE COUNTY ASTRONOMICAL HIGH TIDE
## 1 103
## ASTRONOMICAL LOW TIDE AVALANCE
## 174 1
## AVALANCHE BEACH EROSIN
## 386 1
## Beach Erosion BEACH EROSION
## 1 3
## BEACH EROSION/COASTAL FLOOD BEACH FLOOD
## 1 2
## BELOW NORMAL PRECIPITATION BITTER WIND CHILL
## 2 1
## BITTER WIND CHILL TEMPERATURES Black Ice
## 3 3
## BLACK ICE BLIZZARD
## 14 2719
## BLIZZARD AND EXTREME WIND CHIL BLIZZARD AND HEAVY SNOW
## 2 1
## Blizzard Summary BLIZZARD WEATHER
## 1 1
## BLIZZARD/FREEZING RAIN BLIZZARD/HEAVY SNOW
## 1 2
## BLIZZARD/HIGH WIND BLIZZARD/WINTER STORM
## 1 1
## BLOW-OUT TIDE BLOW-OUT TIDES
## 1 1
## BLOWING DUST blowing snow
## 4 2
## Blowing Snow BLOWING SNOW
## 3 12
## BLOWING SNOW & EXTREME WIND CH BLOWING SNOW- EXTREME WIND CHI
## 2 1
## BLOWING SNOW/EXTREME WIND CHIL BREAKUP FLOODING
## 1 1
## BRUSH FIRE BRUSH FIRES
## 3 1
## COASTAL FLOODING/EROSION COASTAL EROSION
## 1 1
## Coastal Flood COASTAL FLOOD
## 6 651
## coastal flooding Coastal Flooding
## 2 38
## COASTAL FLOODING COASTAL FLOODING/EROSION
## 143 5
## Coastal Storm COASTAL STORM
## 2 8
## COASTAL SURGE COASTAL/TIDAL FLOOD
## 2 2
## COASTALFLOOD COASTALSTORM
## 1 1
## Cold COLD
## 10 72
## COLD AIR FUNNEL COLD AIR FUNNELS
## 4 2
## COLD AIR TORNADO Cold and Frost
## 1 6
## COLD AND FROST COLD AND SNOW
## 1 1
## COLD AND WET CONDITIONS Cold Temperature
## 1 2
## COLD TEMPERATURES COLD WAVE
## 4 3
## COLD WEATHER COLD WIND CHILL TEMPERATURES
## 4 6
## COLD/WIND CHILL COLD/WINDS
## 539 1
## COOL AND WET COOL SPELL
## 1 1
## CSTL FLOODING/EROSION DAM BREAK
## 2 4
## DAM FAILURE Damaging Freeze
## 1 2
## DAMAGING FREEZE DEEP HAIL
## 6 1
## DENSE FOG DENSE SMOKE
## 1293 10
## DOWNBURST DOWNBURST WINDS
## 2 2
## DRIEST MONTH Drifting Snow
## 1 1
## DROUGHT DROUGHT/EXCESSIVE HEAT
## 2488 13
## DROWNING DRY
## 1 9
## DRY CONDITIONS DRY HOT WEATHER
## 6 1
## DRY MICROBURST DRY MICROBURST 50
## 186 1
## DRY MICROBURST 53 DRY MICROBURST 58
## 1 2
## DRY MICROBURST 61 DRY MICROBURST 84
## 1 1
## DRY MICROBURST WINDS DRY MIRCOBURST WINDS
## 5 1
## DRY PATTERN DRY SPELL
## 1 4
## DRY WEATHER DRYNESS
## 4 1
## DUST DEVEL Dust Devil
## 1 8
## DUST DEVIL DUST DEVIL WATERSPOUT
## 141 1
## DUST STORM DUST STORM/HIGH WINDS
## 427 1
## DUSTSTORM EARLY FREEZE
## 1 1
## Early Frost EARLY FROST
## 1 1
## EARLY RAIN EARLY SNOW
## 1 3
## Early snowfall EARLY SNOWFALL
## 2 5
## Erosion/Cstl Flood EXCESSIVE
## 2 1
## Excessive Cold EXCESSIVE HEAT
## 2 1678
## EXCESSIVE HEAT/DROUGHT EXCESSIVE PRECIPITATION
## 1 1
## EXCESSIVE RAIN EXCESSIVE RAINFALL
## 5 4
## EXCESSIVE SNOW EXCESSIVE WETNESS
## 25 1
## EXCESSIVELY DRY Extended Cold
## 1 1
## Extreme Cold EXTREME COLD
## 2 655
## EXTREME COLD/WIND CHILL EXTREME HEAT
## 1002 22
## EXTREME WIND CHILL EXTREME WIND CHILL/BLOWING SNO
## 6 1
## EXTREME WIND CHILLS EXTREME WINDCHILL
## 1 204
## EXTREME WINDCHILL TEMPERATURES EXTREME/RECORD COLD
## 19 4
## EXTREMELY WET FALLING SNOW/ICE
## 1 2
## FIRST FROST FIRST SNOW
## 1 9
## FLASH FLOOD FLASH FLOOD - HEAVY RAIN
## 54278 2
## FLASH FLOOD FROM ICE JAMS FLASH FLOOD LANDSLIDES
## 5 1
## FLASH FLOOD WINDS FLASH FLOOD/
## 1 1
## FLASH FLOOD/ FLOOD FLASH FLOOD/ STREET
## 2 1
## FLASH FLOOD/FLOOD FLASH FLOOD/HEAVY RAIN
## 22 1
## FLASH FLOOD/LANDSLIDE FLASH FLOODING
## 1 682
## FLASH FLOODING/FLOOD FLASH FLOODING/THUNDERSTORM WI
## 8 1
## FLASH FLOODS FLASH FLOOODING
## 32 1
## Flood FLOOD
## 1 25326
## FLOOD & HEAVY RAIN FLOOD FLASH
## 2 3
## FLOOD FLOOD/FLASH FLOOD WATCH/
## 1 1
## FLOOD/FLASH Flood/Flash Flood
## 2 1
## FLOOD/FLASH FLOOD FLOOD/FLASH FLOODING
## 624 2
## FLOOD/FLASH/FLOOD FLOOD/FLASHFLOOD
## 1 1
## FLOOD/RAIN/WIND FLOOD/RAIN/WINDS
## 1 6
## FLOOD/RIVER FLOOD Flood/Strong Wind
## 1 1
## FLOODING FLOODING/HEAVY RAIN
## 120 1
## FLOODS FOG
## 3 538
## FOG AND COLD TEMPERATURES FOREST FIRES
## 1 1
## Freeze FREEZE
## 2 74
## Freezing drizzle Freezing Drizzle
## 1 3
## FREEZING DRIZZLE FREEZING DRIZZLE AND FREEZING
## 20 1
## Freezing Fog FREEZING FOG
## 1 45
## Freezing rain Freezing Rain
## 3 7
## FREEZING RAIN FREEZING RAIN AND SLEET
## 250 6
## FREEZING RAIN AND SNOW FREEZING RAIN SLEET AND
## 1 1
## FREEZING RAIN SLEET AND LIGHT FREEZING RAIN/SLEET
## 1 9
## FREEZING RAIN/SNOW Freezing Spray
## 4 1
## Frost FROST
## 4 53
## Frost/Freeze FROST/FREEZE
## 1 1342
## FROST\\FREEZE FUNNEL
## 1 46
## Funnel Cloud FUNNEL CLOUD
## 5 6839
## FUNNEL CLOUD. FUNNEL CLOUD/HAIL
## 1 1
## FUNNEL CLOUDS FUNNELS
## 87 1
## Glaze GLAZE
## 11 32
## GLAZE ICE GLAZE/ICE STORM
## 2 1
## gradient wind Gradient wind
## 2 4
## GRADIENT WIND GRADIENT WINDS
## 3 8
## GRASS FIRES GROUND BLIZZARD
## 1 2
## GUSTNADO GUSTNADO AND
## 6 1
## GUSTY LAKE WIND GUSTY THUNDERSTORM WIND
## 1 3
## GUSTY THUNDERSTORM WINDS Gusty Wind
## 5 1
## GUSTY WIND GUSTY WIND/HAIL
## 23 1
## GUSTY WIND/HVY RAIN Gusty wind/rain
## 1 1
## Gusty winds Gusty Winds
## 2 10
## GUSTY WINDS HAIL
## 53 288661
## HAIL 0.75 HAIL 0.88
## 18 1
## HAIL 075 HAIL 088
## 1 1
## HAIL 1.00 HAIL 1.75
## 6 4
## HAIL 1.75) HAIL 100
## 1 13
## HAIL 125 HAIL 150
## 1 2
## HAIL 175 HAIL 200
## 13 1
## HAIL 225 HAIL 275
## 1 3
## HAIL 450 HAIL 75
## 1 29
## HAIL 80 HAIL 88
## 2 1
## HAIL ALOFT HAIL DAMAGE
## 1 2
## HAIL FLOODING HAIL STORM
## 1 1
## Hail(0.75) HAIL/ICY ROADS
## 1 1
## HAIL/WIND HAIL/WINDS
## 3 2
## HAILSTORM HAILSTORMS
## 3 1
## HARD FREEZE HAZARDOUS SURF
## 7 1
## HEAT HEAT DROUGHT
## 767 1
## Heat Wave HEAT WAVE
## 1 74
## HEAT WAVE DROUGHT HEAT WAVES
## 1 2
## HEAT/DROUGHT Heatburst
## 1 1
## HEAVY LAKE SNOW HEAVY MIX
## 25 8
## HEAVY PRECIPATATION Heavy Precipitation
## 1 2
## HEAVY PRECIPITATION Heavy rain
## 1 3
## Heavy Rain HEAVY RAIN
## 16 11723
## HEAVY RAIN AND FLOOD Heavy Rain and Wind
## 1 4
## HEAVY RAIN EFFECTS HEAVY RAIN; URBAN FLOOD WINDS;
## 1 1
## HEAVY RAIN/FLOODING Heavy Rain/High Surf
## 2 1
## HEAVY RAIN/LIGHTNING HEAVY RAIN/MUDSLIDES/FLOOD
## 1 1
## HEAVY RAIN/SEVERE WEATHER HEAVY RAIN/SMALL STREAM URBAN
## 2 1
## HEAVY RAIN/SNOW HEAVY RAIN/URBAN FLOOD
## 1 1
## HEAVY RAIN/WIND HEAVY RAINFALL
## 4 3
## HEAVY RAINS HEAVY RAINS/FLOODING
## 26 9
## HEAVY SEAS HEAVY SHOWER
## 2 2
## HEAVY SHOWERS HEAVY SNOW
## 1 15708
## HEAVY SNOW FREEZING RAIN HEAVY SNOW & ICE
## 1 1
## HEAVY SNOW AND HEAVY SNOW AND HIGH WINDS
## 1 2
## HEAVY SNOW AND ICE HEAVY SNOW AND ICE STORM
## 2 2
## HEAVY SNOW AND STRONG WINDS HEAVY SNOW ANDBLOWING SNOW
## 1 1
## Heavy snow shower HEAVY SNOW SQUALLS
## 1 32
## HEAVY SNOW-SQUALLS HEAVY SNOW/BLIZZARD
## 15 3
## HEAVY SNOW/BLIZZARD/AVALANCHE HEAVY SNOW/BLOWING SNOW
## 1 1
## HEAVY SNOW/FREEZING RAIN HEAVY SNOW/HIGH
## 2 1
## HEAVY SNOW/HIGH WIND HEAVY SNOW/HIGH WINDS
## 1 1
## HEAVY SNOW/HIGH WINDS & FLOOD HEAVY SNOW/HIGH WINDS/FREEZING
## 1 1
## HEAVY SNOW/ICE HEAVY SNOW/ICE STORM
## 5 2
## HEAVY SNOW/SLEET HEAVY SNOW/SQUALLS
## 1 2
## HEAVY SNOW/WIND HEAVY SNOW/WINTER STORM
## 1 1
## HEAVY SNOWPACK Heavy Surf
## 1 3
## HEAVY SURF Heavy surf and wind
## 84 1
## HEAVY SURF COASTAL FLOODING HEAVY SURF/HIGH SURF
## 1 228
## HEAVY SWELLS HEAVY WET SNOW
## 1 1
## HIGH HIGH SWELLS
## 1 1
## HIGH WINDS HIGH SEAS
## 1 8
## High Surf HIGH SURF
## 9 725
## HIGH SURF ADVISORIES HIGH SURF ADVISORY
## 1 5
## HIGH SWELLS HIGH TEMPERATURE RECORD
## 5 3
## HIGH TIDES HIGH WATER
## 2 6
## HIGH WAVES High Wind
## 3 2
## HIGH WIND HIGH WIND (G40)
## 20212 2
## HIGH WIND 48 HIGH WIND 63
## 1 1
## HIGH WIND 70 HIGH WIND AND HEAVY SNOW
## 1 1
## HIGH WIND AND HIGH TIDES HIGH WIND AND SEAS
## 2 1
## HIGH WIND DAMAGE HIGH WIND/ BLIZZARD
## 2 1
## HIGH WIND/BLIZZARD HIGH WIND/BLIZZARD/FREEZING RA
## 6 1
## HIGH WIND/HEAVY SNOW HIGH WIND/LOW WIND CHILL
## 3 1
## HIGH WIND/SEAS HIGH WIND/WIND CHILL
## 1 1
## HIGH WIND/WIND CHILL/BLIZZARD HIGH WINDS
## 1 1533
## HIGH WINDS 55 HIGH WINDS 57
## 1 1
## HIGH WINDS 58 HIGH WINDS 63
## 1 2
## HIGH WINDS 66 HIGH WINDS 67
## 2 1
## HIGH WINDS 73 HIGH WINDS 76
## 1 1
## HIGH WINDS 80 HIGH WINDS 82
## 2 1
## HIGH WINDS AND WIND CHILL HIGH WINDS DUST STORM
## 1 1
## HIGH WINDS HEAVY RAINS HIGH WINDS/
## 1 1
## HIGH WINDS/COASTAL FLOOD HIGH WINDS/COLD
## 1 5
## HIGH WINDS/FLOODING HIGH WINDS/HEAVY RAIN
## 1 1
## HIGH WINDS/SNOW HIGHWAY FLOODING
## 3 1
## Hot and Dry HOT PATTERN
## 2 1
## HOT SPELL HOT WEATHER
## 2 1
## HOT/DRY PATTERN HURRICANE
## 1 174
## Hurricane Edouard HURRICANE EMILY
## 2 1
## HURRICANE ERIN HURRICANE FELIX
## 7 2
## HURRICANE GORDON HURRICANE OPAL
## 1 9
## HURRICANE OPAL/HIGH WINDS HURRICANE-GENERATED SWELLS
## 1 3
## HURRICANE/TYPHOON HVY RAIN
## 88 2
## HYPERTHERMIA/EXPOSURE HYPOTHERMIA
## 1 1
## Hypothermia/Exposure HYPOTHERMIA/EXPOSURE
## 3 3
## ICE ICE AND SNOW
## 61 1
## ICE FLOES Ice Fog
## 2 2
## ICE JAM Ice jam flood (minor
## 4 1
## ICE JAM FLOODING ICE ON ROAD
## 5 1
## ICE PELLETS ICE ROADS
## 1 1
## ICE STORM ICE STORM AND SNOW
## 2006 1
## ICE STORM/FLASH FLOOD Ice/Snow
## 1 2
## ICE/SNOW ICE/STRONG WINDS
## 3 1
## Icestorm/Blizzard Icy Roads
## 1 4
## ICY ROADS LACK OF SNOW
## 28 1
## Lake Effect Snow LAKE EFFECT SNOW
## 2 21
## LAKE FLOOD LAKE-EFFECT SNOW
## 1 636
## LAKESHORE FLOOD LANDSLIDE
## 23 600
## LANDSLIDE/URBAN FLOOD LANDSLIDES
## 1 8
## Landslump LANDSLUMP
## 1 1
## LANDSPOUT LARGE WALL CLOUD
## 2 1
## LATE FREEZE LATE SEASON HAIL
## 1 1
## LATE SEASON SNOW Late Season Snowfall
## 1 2
## LATE SNOW Late-season Snowfall
## 2 1
## LIGHT FREEZING RAIN Light snow
## 23 1
## Light Snow LIGHT SNOW
## 21 154
## LIGHT SNOW AND SLEET Light Snow/Flurries
## 2 3
## LIGHT SNOW/FREEZING PRECIP Light Snowfall
## 1 1
## LIGHTING LIGHTNING
## 3 15755
## LIGHTNING WAUSEON LIGHTNING AND HEAVY RAIN
## 1 1
## LIGHTNING AND THUNDERSTORM WIN LIGHTNING AND WINDS
## 1 1
## LIGHTNING DAMAGE LIGHTNING FIRE
## 1 1
## LIGHTNING INJURY LIGHTNING THUNDERSTORM WINDS
## 1 1
## LIGHTNING THUNDERSTORM WINDSS LIGHTNING.
## 1 1
## LIGHTNING/HEAVY RAIN LIGNTNING
## 1 1
## LOCAL FLASH FLOOD LOCAL FLOOD
## 1 1
## LOCALLY HEAVY RAIN LOW TEMPERATURE
## 1 7
## LOW TEMPERATURE RECORD LOW WIND CHILL
## 1 1
## MAJOR FLOOD Marine Accident
## 3 1
## MARINE HAIL MARINE HIGH WIND
## 442 135
## MARINE MISHAP MARINE STRONG WIND
## 2 48
## MARINE THUNDERSTORM WIND MARINE TSTM WIND
## 5812 6175
## Metro Storm, May 26 Microburst
## 1 4
## MICROBURST MICROBURST WINDS
## 5 5
## Mild and Dry Pattern MILD PATTERN
## 1 1
## MILD/DRY PATTERN MINOR FLOOD
## 1 1
## Minor Flooding MINOR FLOODING
## 1 3
## MIXED PRECIP Mixed Precipitation
## 10 3
## MIXED PRECIPITATION MODERATE SNOW
## 34 1
## MODERATE SNOWFALL MONTHLY PRECIPITATION
## 101 36
## Monthly Rainfall MONTHLY RAINFALL
## 2 11
## Monthly Snowfall MONTHLY SNOWFALL
## 1 1
## MONTHLY TEMPERATURE Mountain Snows
## 4 1
## MUD SLIDE MUD SLIDES
## 7 1
## MUD SLIDES URBAN FLOODING MUD/ROCK SLIDE
## 1 1
## Mudslide MUDSLIDE
## 8 9
## MUDSLIDE/LANDSLIDE Mudslides
## 1 5
## MUDSLIDES NEAR RECORD SNOW
## 4 1
## No Severe Weather NON SEVERE HAIL
## 1 7
## NON TSTM WIND NON-SEVERE WIND DAMAGE
## 2 1
## NON-TSTM WIND NONE
## 1 2
## NORMAL PRECIPITATION NORTHERN LIGHTS
## 3 1
## Other OTHER
## 4 48
## PATCHY DENSE FOG PATCHY ICE
## 3 1
## Prolong Cold PROLONG COLD
## 5 17
## PROLONG COLD/SNOW PROLONG WARMTH
## 1 4
## PROLONGED RAIN RAIN
## 4 16
## RAIN (HEAVY) RAIN AND WIND
## 1 1
## Rain Damage RAIN/SNOW
## 1 5
## RAIN/WIND RAINSTORM
## 1 1
## RAPIDLY RISING WATER RECORD COLD
## 1 1
## Record Cold RECORD COLD
## 3 64
## RECORD COLD AND HIGH WIND RECORD COLD/FROST
## 1 2
## RECORD COOL Record dry month
## 5 1
## RECORD DRYNESS Record Heat
## 2 1
## RECORD HEAT RECORD HEAT WAVE
## 81 1
## Record High RECORD HIGH
## 2 5
## RECORD HIGH TEMPERATURE RECORD HIGH TEMPERATURES
## 3 1
## RECORD LOW RECORD LOW RAINFALL
## 4 2
## Record May Snow RECORD PRECIPITATION
## 1 1
## RECORD RAINFALL RECORD SNOW
## 14 8
## RECORD SNOW/COLD RECORD SNOWFALL
## 1 6
## Record temperature RECORD TEMPERATURE
## 11 5
## Record Temperatures RECORD TEMPERATURES
## 2 3
## RECORD WARM RECORD WARM TEMPS.
## 1 1
## Record Warmth RECORD WARMTH
## 8 146
## Record Winter Snow RECORD/EXCESSIVE HEAT
## 3 3
## RECORD/EXCESSIVE RAINFALL RED FLAG CRITERIA
## 1 2
## RED FLAG FIRE WX REMNANTS OF FLOYD
## 2 2
## RIP CURRENT RIP CURRENTS
## 470 304
## RIP CURRENTS HEAVY SURF RIP CURRENTS/HEAVY SURF
## 1 2
## RIVER AND STREAM FLOOD RIVER FLOOD
## 2 173
## River Flooding RIVER FLOODING
## 5 24
## ROCK SLIDE ROGUE WAVE
## 2 1
## ROTATING WALL CLOUD ROUGH SEAS
## 5 3
## ROUGH SURF RURAL FLOOD
## 4 2
## Saharan Dust SAHARAN DUST
## 2 2
## Seasonal Snowfall SEICHE
## 1 21
## SEVERE COLD SEVERE THUNDERSTORM
## 1 13
## SEVERE THUNDERSTORM WINDS SEVERE THUNDERSTORMS
## 5 23
## SEVERE TURBULENCE SLEET
## 1 59
## SLEET & FREEZING RAIN SLEET STORM
## 1 12
## SLEET/FREEZING RAIN SLEET/ICE STORM
## 2 1
## SLEET/RAIN/SNOW SLEET/SNOW
## 1 2
## small hail Small Hail
## 5 1
## SMALL HAIL SMALL STREAM
## 47 1
## SMALL STREAM AND SMALL STREAM AND URBAN FLOOD
## 1 2
## SMALL STREAM AND URBAN FLOODIN SMALL STREAM FLOOD
## 1 7
## SMALL STREAM FLOODING SMALL STREAM URBAN FLOOD
## 4 1
## SMALL STREAM/URBAN FLOOD Sml Stream Fld
## 5 2
## SMOKE Snow
## 11 30
## SNOW Snow Accumulation
## 587 1
## SNOW ACCUMULATION SNOW ADVISORY
## 1 1
## SNOW AND COLD SNOW AND HEAVY SNOW
## 2 2
## Snow and Ice SNOW AND ICE
## 1 33
## SNOW AND ICE STORM Snow and sleet
## 1 1
## SNOW AND SLEET SNOW AND WIND
## 4 1
## SNOW DROUGHT SNOW FREEZING RAIN
## 7 11
## SNOW SHOWERS SNOW SLEET
## 6 1
## SNOW SQUALL Snow squalls
## 19 1
## Snow Squalls SNOW SQUALLS
## 4 17
## SNOW- HIGH WIND- WIND CHILL SNOW/ BITTER COLD
## 1 1
## SNOW/ ICE SNOW/BLOWING SNOW
## 1 7
## SNOW/COLD SNOW/FREEZING RAIN
## 2 6
## SNOW/HEAVY SNOW SNOW/HIGH WINDS
## 1 2
## SNOW/ICE SNOW/ICE STORM
## 7 17
## SNOW/RAIN SNOW/RAIN/SLEET
## 1 1
## SNOW/SLEET SNOW/SLEET/FREEZING RAIN
## 10 6
## SNOW/SLEET/RAIN SNOW\\COLD
## 1 1
## SNOWFALL RECORD SNOWMELT FLOODING
## 1 5
## SNOWSTORM SOUTHEAST
## 1 1
## STORM FORCE WINDS STORM SURGE
## 1 261
## STORM SURGE/TIDE STREAM FLOODING
## 148 1
## STREET FLOOD STREET FLOODING
## 3 3
## Strong Wind STRONG WIND
## 3 3566
## STRONG WIND GUST Strong winds
## 2 1
## Strong Winds STRONG WINDS
## 7 196
## Summary August 10 Summary August 11
## 2 2
## Summary August 17 Summary August 2-3
## 1 1
## Summary August 21 Summary August 28
## 1 1
## Summary August 4 Summary August 7
## 1 1
## Summary August 9 Summary Jan 17
## 1 1
## Summary July 23-24 Summary June 18-19
## 1 1
## Summary June 5-6 Summary June 6
## 1 1
## Summary of April 12 Summary of April 13
## 2 1
## Summary of April 21 Summary of April 27
## 2 1
## Summary of April 3rd Summary of August 1
## 1 1
## Summary of July 11 Summary of July 2
## 1 1
## Summary of July 22 Summary of July 26
## 1 1
## Summary of July 29 Summary of July 3
## 1 1
## Summary of June 10 Summary of June 11
## 1 1
## Summary of June 12 Summary of June 13
## 1 2
## Summary of June 15 Summary of June 16
## 1 1
## Summary of June 18 Summary of June 23
## 1 1
## Summary of June 24 Summary of June 3
## 1 2
## Summary of June 30 Summary of June 4
## 1 1
## Summary of June 6 Summary of March 14
## 1 1
## Summary of March 23 Summary of March 24
## 2 1
## SUMMARY OF MARCH 24-25 SUMMARY OF MARCH 27
## 1 1
## SUMMARY OF MARCH 29 Summary of May 10
## 1 1
## Summary of May 13 Summary of May 14
## 1 1
## Summary of May 22 Summary of May 22 am
## 1 1
## Summary of May 22 pm Summary of May 26 am
## 1 1
## Summary of May 26 pm Summary of May 31 am
## 1 1
## Summary of May 31 pm Summary of May 9-10
## 1 1
## Summary Sept. 25-26 Summary September 20
## 1 1
## Summary September 23 Summary September 3
## 2 1
## Summary September 4 Summary: Nov. 16
## 1 2
## Summary: Nov. 6-7 Summary: Oct. 20-21
## 1 1
## Summary: October 31 Summary: Sept. 18
## 1 1
## Temperature record THUDERSTORM WINDS
## 43 2
## THUNDEERSTORM WINDS THUNDERESTORM WINDS
## 2 1
## THUNDERSNOW Thundersnow shower
## 1 1
## THUNDERSTORM THUNDERSTORM WINDS
## 45 7
## THUNDERSTORM DAMAGE THUNDERSTORM DAMAGE TO
## 2 1
## THUNDERSTORM HAIL THUNDERSTORM W INDS
## 1 1
## Thunderstorm Wind THUNDERSTORM WIND
## 1 82563
## THUNDERSTORM WIND (G40) THUNDERSTORM WIND 50
## 1 2
## THUNDERSTORM WIND 52 THUNDERSTORM WIND 56
## 1 1
## THUNDERSTORM WIND 59 THUNDERSTORM WIND 59 MPH
## 1 1
## THUNDERSTORM WIND 59 MPH. THUNDERSTORM WIND 60 MPH
## 1 4
## THUNDERSTORM WIND 65 MPH THUNDERSTORM WIND 65MPH
## 1 1
## THUNDERSTORM WIND 69 THUNDERSTORM WIND 98 MPH
## 1 1
## THUNDERSTORM WIND G50 THUNDERSTORM WIND G51
## 4 1
## THUNDERSTORM WIND G52 THUNDERSTORM WIND G55
## 2 1
## THUNDERSTORM WIND G60 THUNDERSTORM WIND G61
## 2 1
## THUNDERSTORM WIND TREES THUNDERSTORM WIND.
## 1 1
## THUNDERSTORM WIND/ TREE THUNDERSTORM WIND/ TREES
## 1 4
## THUNDERSTORM WIND/AWNING THUNDERSTORM WIND/HAIL
## 1 1
## THUNDERSTORM WIND/LIGHTNING THUNDERSTORM WINDS
## 1 20843
## THUNDERSTORM WINDS LE CEN THUNDERSTORM WINDS 13
## 1 1
## THUNDERSTORM WINDS 2 THUNDERSTORM WINDS 50
## 1 1
## THUNDERSTORM WINDS 52 THUNDERSTORM WINDS 53
## 1 1
## THUNDERSTORM WINDS 60 THUNDERSTORM WINDS 61
## 1 1
## THUNDERSTORM WINDS 62 THUNDERSTORM WINDS 63 MPH
## 1 1
## THUNDERSTORM WINDS AND THUNDERSTORM WINDS FUNNEL CLOU
## 2 2
## THUNDERSTORM WINDS G THUNDERSTORM WINDS G60
## 2 1
## THUNDERSTORM WINDS HAIL THUNDERSTORM WINDS HEAVY RAIN
## 61 1
## THUNDERSTORM WINDS LIGHTNING THUNDERSTORM WINDS SMALL STREA
## 7 1
## THUNDERSTORM WINDS URBAN FLOOD THUNDERSTORM WINDS.
## 1 3
## THUNDERSTORM WINDS/ FLOOD THUNDERSTORM WINDS/ HAIL
## 2 1
## THUNDERSTORM WINDS/FLASH FLOOD THUNDERSTORM WINDS/FLOODING
## 1 1
## THUNDERSTORM WINDS/FUNNEL CLOU THUNDERSTORM WINDS/HAIL
## 1 24
## THUNDERSTORM WINDS/HEAVY RAIN THUNDERSTORM WINDS53
## 1 1
## THUNDERSTORM WINDSHAIL THUNDERSTORM WINDSS
## 1 51
## THUNDERSTORM WINS THUNDERSTORMS
## 1 4
## THUNDERSTORMS WIND THUNDERSTORMS WINDS
## 6 14
## THUNDERSTORMW THUNDERSTORMW 50
## 1 1
## THUNDERSTORMW WINDS THUNDERSTORMWINDS
## 3 1
## THUNDERSTROM WIND THUNDERSTROM WINDS
## 1 2
## THUNDERTORM WINDS THUNDERTSORM WIND
## 3 1
## THUNDESTORM WINDS THUNERSTORM WINDS
## 2 1
## TIDAL FLOOD Tidal Flooding
## 1 5
## TIDAL FLOODING TORNADO
## 20 60652
## TORNADO DEBRIS TORNADO F0
## 1 19
## TORNADO F1 TORNADO F2
## 4 3
## TORNADO F3 TORNADO/WATERSPOUT
## 2 1
## TORNADOES TORNADOES, TSTM WIND, HAIL
## 2 1
## TORNADOS TORNDAO
## 1 1
## TORRENTIAL RAIN Torrential Rainfall
## 1 1
## TROPICAL DEPRESSION TROPICAL STORM
## 60 690
## TROPICAL STORM ALBERTO TROPICAL STORM DEAN
## 1 2
## TROPICAL STORM GORDON TROPICAL STORM JERRY
## 1 3
## TSTM TSTM HEAVY RAIN
## 1 3
## Tstm Wind TSTM WIND
## 2 219944
## TSTM WIND (G45) TSTM WIND (41)
## 1 1
## TSTM WIND (G35) TSTM WIND (G40)
## 1 10
## TSTM WIND (G45) TSTM WIND 40
## 40 1
## TSTM WIND 45 TSTM WIND 50
## 1 1
## TSTM WIND 51 TSTM WIND 52
## 2 5
## TSTM WIND 55 TSTM WIND 65)
## 3 1
## TSTM WIND AND LIGHTNING TSTM WIND DAMAGE
## 1 1
## TSTM WIND G45 TSTM WIND G58
## 1 1
## TSTM WIND/HAIL TSTM WINDS
## 1028 6
## TSTM WND TSTMW
## 1 1
## TSUNAMI TUNDERSTORM WIND
## 20 1
## TYPHOON Unseasonable Cold
## 11 1
## UNSEASONABLY COLD UNSEASONABLY COOL
## 23 12
## UNSEASONABLY COOL & WET UNSEASONABLY DRY
## 2 56
## UNSEASONABLY HOT UNSEASONABLY WARM
## 10 126
## UNSEASONABLY WARM & WET UNSEASONABLY WARM AND DRY
## 1 13
## UNSEASONABLY WARM YEAR UNSEASONABLY WARM/WET
## 2 2
## UNSEASONABLY WET UNSEASONAL LOW TEMP
## 19 2
## UNSEASONAL RAIN UNUSUAL WARMTH
## 2 10
## UNUSUAL/RECORD WARMTH UNUSUALLY COLD
## 2 8
## UNUSUALLY LATE SNOW UNUSUALLY WARM
## 1 4
## URBAN AND SMALL URBAN AND SMALL STREAM
## 2 3
## URBAN AND SMALL STREAM FLOOD URBAN AND SMALL STREAM FLOODIN
## 3 6
## Urban flood Urban Flood
## 1 1
## URBAN FLOOD URBAN FLOOD LANDSLIDE
## 249 1
## Urban Flooding URBAN FLOODING
## 1 98
## URBAN FLOODS URBAN SMALL
## 3 1
## URBAN SMALL STREAM FLOOD URBAN/SMALL
## 2 2
## URBAN/SMALL FLOODING URBAN/SMALL STREAM
## 1 8
## URBAN/SMALL STREAM FLOOD URBAN/SMALL STREAM FLOOD
## 2 30
## URBAN/SMALL STREAM FLOODING URBAN/SMALL STRM FLDG
## 4 1
## URBAN/SML STREAM FLD URBAN/SML STREAM FLDG
## 3392 1
## URBAN/STREET FLOODING VERY DRY
## 3 2
## VERY WARM VOG
## 1 1
## Volcanic Ash VOLCANIC ASH
## 1 22
## Volcanic Ash Plume VOLCANIC ASHFALL
## 1 3
## VOLCANIC ERUPTION WAKE LOW WIND
## 2 2
## WALL CLOUD WALL CLOUD/FUNNEL CLOUD
## 5 1
## WARM DRY CONDITIONS WARM WEATHER
## 1 1
## WATER SPOUT WATERSPOUT
## 1 3797
## WATERSPOUT FUNNEL CLOUD WATERSPOUT TORNADO
## 1 1
## WATERSPOUT- WATERSPOUT-TORNADO
## 10 2
## WATERSPOUT/ WATERSPOUT/ TORNADO
## 1 2
## WATERSPOUT/TORNADO WATERSPOUTS
## 8 37
## WAYTERSPOUT wet micoburst
## 1 1
## WET MICROBURST Wet Month
## 6 4
## WET SNOW WET WEATHER
## 1 1
## Wet Year Whirlwind
## 4 2
## WHIRLWIND WILD FIRES
## 1 4
## WILD/FOREST FIRE WILD/FOREST FIRES
## 1457 1
## WILDFIRE WILDFIRES
## 2761 8
## Wind WIND
## 6 341
## WIND ADVISORY WIND AND WAVE
## 12 1
## WIND CHILL WIND CHILL/HIGH WIND
## 18 1
## Wind Damage WIND DAMAGE
## 4 27
## WIND GUSTS WIND STORM
## 3 1
## WIND/HAIL WINDS
## 1 36
## WINTER MIX WINTER STORM
## 3 11433
## WINTER STORM HIGH WINDS WINTER STORM/HIGH WIND
## 1 1
## WINTER STORM/HIGH WINDS WINTER STORMS
## 1 3
## Winter Weather WINTER WEATHER
## 19 7026
## WINTER WEATHER MIX WINTER WEATHER/MIX
## 6 1104
## WINTERY MIX Wintry mix
## 2 3
## Wintry Mix WINTRY MIX
## 1 90
## WND
## 1data <- data %>%
mutate(event_type = as.factor(EVTYPE))
table(data$event_type)##
## ? ABNORMAL WARMTH
## 1 4
## ABNORMALLY DRY ABNORMALLY WET
## 2 1
## ACCUMULATED SNOWFALL AGRICULTURAL FREEZE
## 4 6
## APACHE COUNTY ASTRONOMICAL HIGH TIDE
## 1 103
## ASTRONOMICAL LOW TIDE AVALANCE
## 174 1
## AVALANCHE BEACH EROSIN
## 386 1
## Beach Erosion BEACH EROSION
## 1 3
## BEACH EROSION/COASTAL FLOOD BEACH FLOOD
## 1 2
## BELOW NORMAL PRECIPITATION BITTER WIND CHILL
## 2 1
## BITTER WIND CHILL TEMPERATURES Black Ice
## 3 3
## BLACK ICE BLIZZARD
## 14 2719
## BLIZZARD AND EXTREME WIND CHIL BLIZZARD AND HEAVY SNOW
## 2 1
## Blizzard Summary BLIZZARD WEATHER
## 1 1
## BLIZZARD/FREEZING RAIN BLIZZARD/HEAVY SNOW
## 1 2
## BLIZZARD/HIGH WIND BLIZZARD/WINTER STORM
## 1 1
## BLOW-OUT TIDE BLOW-OUT TIDES
## 1 1
## BLOWING DUST blowing snow
## 4 2
## Blowing Snow BLOWING SNOW
## 3 12
## BLOWING SNOW & EXTREME WIND CH BLOWING SNOW- EXTREME WIND CHI
## 2 1
## BLOWING SNOW/EXTREME WIND CHIL BREAKUP FLOODING
## 1 1
## BRUSH FIRE BRUSH FIRES
## 3 1
## COASTAL FLOODING/EROSION COASTAL EROSION
## 1 1
## Coastal Flood COASTAL FLOOD
## 6 651
## coastal flooding Coastal Flooding
## 2 38
## COASTAL FLOODING COASTAL FLOODING/EROSION
## 143 5
## Coastal Storm COASTAL STORM
## 2 8
## COASTAL SURGE COASTAL/TIDAL FLOOD
## 2 2
## COASTALFLOOD COASTALSTORM
## 1 1
## Cold COLD
## 10 72
## COLD AIR FUNNEL COLD AIR FUNNELS
## 4 2
## COLD AIR TORNADO Cold and Frost
## 1 6
## COLD AND FROST COLD AND SNOW
## 1 1
## COLD AND WET CONDITIONS Cold Temperature
## 1 2
## COLD TEMPERATURES COLD WAVE
## 4 3
## COLD WEATHER COLD WIND CHILL TEMPERATURES
## 4 6
## COLD/WIND CHILL COLD/WINDS
## 539 1
## COOL AND WET COOL SPELL
## 1 1
## CSTL FLOODING/EROSION DAM BREAK
## 2 4
## DAM FAILURE Damaging Freeze
## 1 2
## DAMAGING FREEZE DEEP HAIL
## 6 1
## DENSE FOG DENSE SMOKE
## 1293 10
## DOWNBURST DOWNBURST WINDS
## 2 2
## DRIEST MONTH Drifting Snow
## 1 1
## DROUGHT DROUGHT/EXCESSIVE HEAT
## 2488 13
## DROWNING DRY
## 1 9
## DRY CONDITIONS DRY HOT WEATHER
## 6 1
## DRY MICROBURST DRY MICROBURST 50
## 186 1
## DRY MICROBURST 53 DRY MICROBURST 58
## 1 2
## DRY MICROBURST 61 DRY MICROBURST 84
## 1 1
## DRY MICROBURST WINDS DRY MIRCOBURST WINDS
## 5 1
## DRY PATTERN DRY SPELL
## 1 4
## DRY WEATHER DRYNESS
## 4 1
## DUST DEVEL Dust Devil
## 1 8
## DUST DEVIL DUST DEVIL WATERSPOUT
## 141 1
## DUST STORM DUST STORM/HIGH WINDS
## 427 1
## DUSTSTORM EARLY FREEZE
## 1 1
## Early Frost EARLY FROST
## 1 1
## EARLY RAIN EARLY SNOW
## 1 3
## Early snowfall EARLY SNOWFALL
## 2 5
## Erosion/Cstl Flood EXCESSIVE
## 2 1
## Excessive Cold EXCESSIVE HEAT
## 2 1678
## EXCESSIVE HEAT/DROUGHT EXCESSIVE PRECIPITATION
## 1 1
## EXCESSIVE RAIN EXCESSIVE RAINFALL
## 5 4
## EXCESSIVE SNOW EXCESSIVE WETNESS
## 25 1
## EXCESSIVELY DRY Extended Cold
## 1 1
## Extreme Cold EXTREME COLD
## 2 655
## EXTREME COLD/WIND CHILL EXTREME HEAT
## 1002 22
## EXTREME WIND CHILL EXTREME WIND CHILL/BLOWING SNO
## 6 1
## EXTREME WIND CHILLS EXTREME WINDCHILL
## 1 204
## EXTREME WINDCHILL TEMPERATURES EXTREME/RECORD COLD
## 19 4
## EXTREMELY WET FALLING SNOW/ICE
## 1 2
## FIRST FROST FIRST SNOW
## 1 9
## FLASH FLOOD FLASH FLOOD - HEAVY RAIN
## 54278 2
## FLASH FLOOD FROM ICE JAMS FLASH FLOOD LANDSLIDES
## 5 1
## FLASH FLOOD WINDS FLASH FLOOD/
## 1 1
## FLASH FLOOD/ FLOOD FLASH FLOOD/ STREET
## 2 1
## FLASH FLOOD/FLOOD FLASH FLOOD/HEAVY RAIN
## 22 1
## FLASH FLOOD/LANDSLIDE FLASH FLOODING
## 1 682
## FLASH FLOODING/FLOOD FLASH FLOODING/THUNDERSTORM WI
## 8 1
## FLASH FLOODS FLASH FLOOODING
## 32 1
## Flood FLOOD
## 1 25326
## FLOOD & HEAVY RAIN FLOOD FLASH
## 2 3
## FLOOD FLOOD/FLASH FLOOD WATCH/
## 1 1
## FLOOD/FLASH Flood/Flash Flood
## 2 1
## FLOOD/FLASH FLOOD FLOOD/FLASH FLOODING
## 624 2
## FLOOD/FLASH/FLOOD FLOOD/FLASHFLOOD
## 1 1
## FLOOD/RAIN/WIND FLOOD/RAIN/WINDS
## 1 6
## FLOOD/RIVER FLOOD Flood/Strong Wind
## 1 1
## FLOODING FLOODING/HEAVY RAIN
## 120 1
## FLOODS FOG
## 3 538
## FOG AND COLD TEMPERATURES FOREST FIRES
## 1 1
## Freeze FREEZE
## 2 74
## Freezing drizzle Freezing Drizzle
## 1 3
## FREEZING DRIZZLE FREEZING DRIZZLE AND FREEZING
## 20 1
## Freezing Fog FREEZING FOG
## 1 45
## Freezing rain Freezing Rain
## 3 7
## FREEZING RAIN FREEZING RAIN AND SLEET
## 250 6
## FREEZING RAIN AND SNOW FREEZING RAIN SLEET AND
## 1 1
## FREEZING RAIN SLEET AND LIGHT FREEZING RAIN/SLEET
## 1 9
## FREEZING RAIN/SNOW Freezing Spray
## 4 1
## Frost FROST
## 4 53
## Frost/Freeze FROST/FREEZE
## 1 1342
## FROST\\FREEZE FUNNEL
## 1 46
## Funnel Cloud FUNNEL CLOUD
## 5 6839
## FUNNEL CLOUD. FUNNEL CLOUD/HAIL
## 1 1
## FUNNEL CLOUDS FUNNELS
## 87 1
## Glaze GLAZE
## 11 32
## GLAZE ICE GLAZE/ICE STORM
## 2 1
## gradient wind Gradient wind
## 2 4
## GRADIENT WIND GRADIENT WINDS
## 3 8
## GRASS FIRES GROUND BLIZZARD
## 1 2
## GUSTNADO GUSTNADO AND
## 6 1
## GUSTY LAKE WIND GUSTY THUNDERSTORM WIND
## 1 3
## GUSTY THUNDERSTORM WINDS Gusty Wind
## 5 1
## GUSTY WIND GUSTY WIND/HAIL
## 23 1
## GUSTY WIND/HVY RAIN Gusty wind/rain
## 1 1
## Gusty winds Gusty Winds
## 2 10
## GUSTY WINDS HAIL
## 53 288661
## HAIL 0.75 HAIL 0.88
## 18 1
## HAIL 075 HAIL 088
## 1 1
## HAIL 1.00 HAIL 1.75
## 6 4
## HAIL 1.75) HAIL 100
## 1 13
## HAIL 125 HAIL 150
## 1 2
## HAIL 175 HAIL 200
## 13 1
## HAIL 225 HAIL 275
## 1 3
## HAIL 450 HAIL 75
## 1 29
## HAIL 80 HAIL 88
## 2 1
## HAIL ALOFT HAIL DAMAGE
## 1 2
## HAIL FLOODING HAIL STORM
## 1 1
## Hail(0.75) HAIL/ICY ROADS
## 1 1
## HAIL/WIND HAIL/WINDS
## 3 2
## HAILSTORM HAILSTORMS
## 3 1
## HARD FREEZE HAZARDOUS SURF
## 7 1
## HEAT HEAT DROUGHT
## 767 1
## Heat Wave HEAT WAVE
## 1 74
## HEAT WAVE DROUGHT HEAT WAVES
## 1 2
## HEAT/DROUGHT Heatburst
## 1 1
## HEAVY LAKE SNOW HEAVY MIX
## 25 8
## HEAVY PRECIPATATION Heavy Precipitation
## 1 2
## HEAVY PRECIPITATION Heavy rain
## 1 3
## Heavy Rain HEAVY RAIN
## 16 11723
## HEAVY RAIN AND FLOOD Heavy Rain and Wind
## 1 4
## HEAVY RAIN EFFECTS HEAVY RAIN; URBAN FLOOD WINDS;
## 1 1
## HEAVY RAIN/FLOODING Heavy Rain/High Surf
## 2 1
## HEAVY RAIN/LIGHTNING HEAVY RAIN/MUDSLIDES/FLOOD
## 1 1
## HEAVY RAIN/SEVERE WEATHER HEAVY RAIN/SMALL STREAM URBAN
## 2 1
## HEAVY RAIN/SNOW HEAVY RAIN/URBAN FLOOD
## 1 1
## HEAVY RAIN/WIND HEAVY RAINFALL
## 4 3
## HEAVY RAINS HEAVY RAINS/FLOODING
## 26 9
## HEAVY SEAS HEAVY SHOWER
## 2 2
## HEAVY SHOWERS HEAVY SNOW
## 1 15708
## HEAVY SNOW FREEZING RAIN HEAVY SNOW & ICE
## 1 1
## HEAVY SNOW AND HEAVY SNOW AND HIGH WINDS
## 1 2
## HEAVY SNOW AND ICE HEAVY SNOW AND ICE STORM
## 2 2
## HEAVY SNOW AND STRONG WINDS HEAVY SNOW ANDBLOWING SNOW
## 1 1
## Heavy snow shower HEAVY SNOW SQUALLS
## 1 32
## HEAVY SNOW-SQUALLS HEAVY SNOW/BLIZZARD
## 15 3
## HEAVY SNOW/BLIZZARD/AVALANCHE HEAVY SNOW/BLOWING SNOW
## 1 1
## HEAVY SNOW/FREEZING RAIN HEAVY SNOW/HIGH
## 2 1
## HEAVY SNOW/HIGH WIND HEAVY SNOW/HIGH WINDS
## 1 1
## HEAVY SNOW/HIGH WINDS & FLOOD HEAVY SNOW/HIGH WINDS/FREEZING
## 1 1
## HEAVY SNOW/ICE HEAVY SNOW/ICE STORM
## 5 2
## HEAVY SNOW/SLEET HEAVY SNOW/SQUALLS
## 1 2
## HEAVY SNOW/WIND HEAVY SNOW/WINTER STORM
## 1 1
## HEAVY SNOWPACK Heavy Surf
## 1 3
## HEAVY SURF Heavy surf and wind
## 84 1
## HEAVY SURF COASTAL FLOODING HEAVY SURF/HIGH SURF
## 1 228
## HEAVY SWELLS HEAVY WET SNOW
## 1 1
## HIGH HIGH SWELLS
## 1 1
## HIGH WINDS HIGH SEAS
## 1 8
## High Surf HIGH SURF
## 9 725
## HIGH SURF ADVISORIES HIGH SURF ADVISORY
## 1 5
## HIGH SWELLS HIGH TEMPERATURE RECORD
## 5 3
## HIGH TIDES HIGH WATER
## 2 6
## HIGH WAVES High Wind
## 3 2
## HIGH WIND HIGH WIND (G40)
## 20212 2
## HIGH WIND 48 HIGH WIND 63
## 1 1
## HIGH WIND 70 HIGH WIND AND HEAVY SNOW
## 1 1
## HIGH WIND AND HIGH TIDES HIGH WIND AND SEAS
## 2 1
## HIGH WIND DAMAGE HIGH WIND/ BLIZZARD
## 2 1
## HIGH WIND/BLIZZARD HIGH WIND/BLIZZARD/FREEZING RA
## 6 1
## HIGH WIND/HEAVY SNOW HIGH WIND/LOW WIND CHILL
## 3 1
## HIGH WIND/SEAS HIGH WIND/WIND CHILL
## 1 1
## HIGH WIND/WIND CHILL/BLIZZARD HIGH WINDS
## 1 1533
## HIGH WINDS 55 HIGH WINDS 57
## 1 1
## HIGH WINDS 58 HIGH WINDS 63
## 1 2
## HIGH WINDS 66 HIGH WINDS 67
## 2 1
## HIGH WINDS 73 HIGH WINDS 76
## 1 1
## HIGH WINDS 80 HIGH WINDS 82
## 2 1
## HIGH WINDS AND WIND CHILL HIGH WINDS DUST STORM
## 1 1
## HIGH WINDS HEAVY RAINS HIGH WINDS/
## 1 1
## HIGH WINDS/COASTAL FLOOD HIGH WINDS/COLD
## 1 5
## HIGH WINDS/FLOODING HIGH WINDS/HEAVY RAIN
## 1 1
## HIGH WINDS/SNOW HIGHWAY FLOODING
## 3 1
## Hot and Dry HOT PATTERN
## 2 1
## HOT SPELL HOT WEATHER
## 2 1
## HOT/DRY PATTERN HURRICANE
## 1 174
## Hurricane Edouard HURRICANE EMILY
## 2 1
## HURRICANE ERIN HURRICANE FELIX
## 7 2
## HURRICANE GORDON HURRICANE OPAL
## 1 9
## HURRICANE OPAL/HIGH WINDS HURRICANE-GENERATED SWELLS
## 1 3
## HURRICANE/TYPHOON HVY RAIN
## 88 2
## HYPERTHERMIA/EXPOSURE HYPOTHERMIA
## 1 1
## Hypothermia/Exposure HYPOTHERMIA/EXPOSURE
## 3 3
## ICE ICE AND SNOW
## 61 1
## ICE FLOES Ice Fog
## 2 2
## ICE JAM Ice jam flood (minor
## 4 1
## ICE JAM FLOODING ICE ON ROAD
## 5 1
## ICE PELLETS ICE ROADS
## 1 1
## ICE STORM ICE STORM AND SNOW
## 2006 1
## ICE STORM/FLASH FLOOD Ice/Snow
## 1 2
## ICE/SNOW ICE/STRONG WINDS
## 3 1
## Icestorm/Blizzard Icy Roads
## 1 4
## ICY ROADS LACK OF SNOW
## 28 1
## Lake Effect Snow LAKE EFFECT SNOW
## 2 21
## LAKE FLOOD LAKE-EFFECT SNOW
## 1 636
## LAKESHORE FLOOD LANDSLIDE
## 23 600
## LANDSLIDE/URBAN FLOOD LANDSLIDES
## 1 8
## Landslump LANDSLUMP
## 1 1
## LANDSPOUT LARGE WALL CLOUD
## 2 1
## LATE FREEZE LATE SEASON HAIL
## 1 1
## LATE SEASON SNOW Late Season Snowfall
## 1 2
## LATE SNOW Late-season Snowfall
## 2 1
## LIGHT FREEZING RAIN Light snow
## 23 1
## Light Snow LIGHT SNOW
## 21 154
## LIGHT SNOW AND SLEET Light Snow/Flurries
## 2 3
## LIGHT SNOW/FREEZING PRECIP Light Snowfall
## 1 1
## LIGHTING LIGHTNING
## 3 15755
## LIGHTNING WAUSEON LIGHTNING AND HEAVY RAIN
## 1 1
## LIGHTNING AND THUNDERSTORM WIN LIGHTNING AND WINDS
## 1 1
## LIGHTNING DAMAGE LIGHTNING FIRE
## 1 1
## LIGHTNING INJURY LIGHTNING THUNDERSTORM WINDS
## 1 1
## LIGHTNING THUNDERSTORM WINDSS LIGHTNING.
## 1 1
## LIGHTNING/HEAVY RAIN LIGNTNING
## 1 1
## LOCAL FLASH FLOOD LOCAL FLOOD
## 1 1
## LOCALLY HEAVY RAIN LOW TEMPERATURE
## 1 7
## LOW TEMPERATURE RECORD LOW WIND CHILL
## 1 1
## MAJOR FLOOD Marine Accident
## 3 1
## MARINE HAIL MARINE HIGH WIND
## 442 135
## MARINE MISHAP MARINE STRONG WIND
## 2 48
## MARINE THUNDERSTORM WIND MARINE TSTM WIND
## 5812 6175
## Metro Storm, May 26 Microburst
## 1 4
## MICROBURST MICROBURST WINDS
## 5 5
## Mild and Dry Pattern MILD PATTERN
## 1 1
## MILD/DRY PATTERN MINOR FLOOD
## 1 1
## Minor Flooding MINOR FLOODING
## 1 3
## MIXED PRECIP Mixed Precipitation
## 10 3
## MIXED PRECIPITATION MODERATE SNOW
## 34 1
## MODERATE SNOWFALL MONTHLY PRECIPITATION
## 101 36
## Monthly Rainfall MONTHLY RAINFALL
## 2 11
## Monthly Snowfall MONTHLY SNOWFALL
## 1 1
## MONTHLY TEMPERATURE Mountain Snows
## 4 1
## MUD SLIDE MUD SLIDES
## 7 1
## MUD SLIDES URBAN FLOODING MUD/ROCK SLIDE
## 1 1
## Mudslide MUDSLIDE
## 8 9
## MUDSLIDE/LANDSLIDE Mudslides
## 1 5
## MUDSLIDES NEAR RECORD SNOW
## 4 1
## No Severe Weather NON SEVERE HAIL
## 1 7
## NON TSTM WIND NON-SEVERE WIND DAMAGE
## 2 1
## NON-TSTM WIND NONE
## 1 2
## NORMAL PRECIPITATION NORTHERN LIGHTS
## 3 1
## Other OTHER
## 4 48
## PATCHY DENSE FOG PATCHY ICE
## 3 1
## Prolong Cold PROLONG COLD
## 5 17
## PROLONG COLD/SNOW PROLONG WARMTH
## 1 4
## PROLONGED RAIN RAIN
## 4 16
## RAIN (HEAVY) RAIN AND WIND
## 1 1
## Rain Damage RAIN/SNOW
## 1 5
## RAIN/WIND RAINSTORM
## 1 1
## RAPIDLY RISING WATER RECORD COLD
## 1 1
## Record Cold RECORD COLD
## 3 64
## RECORD COLD AND HIGH WIND RECORD COLD/FROST
## 1 2
## RECORD COOL Record dry month
## 5 1
## RECORD DRYNESS Record Heat
## 2 1
## RECORD HEAT RECORD HEAT WAVE
## 81 1
## Record High RECORD HIGH
## 2 5
## RECORD HIGH TEMPERATURE RECORD HIGH TEMPERATURES
## 3 1
## RECORD LOW RECORD LOW RAINFALL
## 4 2
## Record May Snow RECORD PRECIPITATION
## 1 1
## RECORD RAINFALL RECORD SNOW
## 14 8
## RECORD SNOW/COLD RECORD SNOWFALL
## 1 6
## Record temperature RECORD TEMPERATURE
## 11 5
## Record Temperatures RECORD TEMPERATURES
## 2 3
## RECORD WARM RECORD WARM TEMPS.
## 1 1
## Record Warmth RECORD WARMTH
## 8 146
## Record Winter Snow RECORD/EXCESSIVE HEAT
## 3 3
## RECORD/EXCESSIVE RAINFALL RED FLAG CRITERIA
## 1 2
## RED FLAG FIRE WX REMNANTS OF FLOYD
## 2 2
## RIP CURRENT RIP CURRENTS
## 470 304
## RIP CURRENTS HEAVY SURF RIP CURRENTS/HEAVY SURF
## 1 2
## RIVER AND STREAM FLOOD RIVER FLOOD
## 2 173
## River Flooding RIVER FLOODING
## 5 24
## ROCK SLIDE ROGUE WAVE
## 2 1
## ROTATING WALL CLOUD ROUGH SEAS
## 5 3
## ROUGH SURF RURAL FLOOD
## 4 2
## Saharan Dust SAHARAN DUST
## 2 2
## Seasonal Snowfall SEICHE
## 1 21
## SEVERE COLD SEVERE THUNDERSTORM
## 1 13
## SEVERE THUNDERSTORM WINDS SEVERE THUNDERSTORMS
## 5 23
## SEVERE TURBULENCE SLEET
## 1 59
## SLEET & FREEZING RAIN SLEET STORM
## 1 12
## SLEET/FREEZING RAIN SLEET/ICE STORM
## 2 1
## SLEET/RAIN/SNOW SLEET/SNOW
## 1 2
## small hail Small Hail
## 5 1
## SMALL HAIL SMALL STREAM
## 47 1
## SMALL STREAM AND SMALL STREAM AND URBAN FLOOD
## 1 2
## SMALL STREAM AND URBAN FLOODIN SMALL STREAM FLOOD
## 1 7
## SMALL STREAM FLOODING SMALL STREAM URBAN FLOOD
## 4 1
## SMALL STREAM/URBAN FLOOD Sml Stream Fld
## 5 2
## SMOKE Snow
## 11 30
## SNOW Snow Accumulation
## 587 1
## SNOW ACCUMULATION SNOW ADVISORY
## 1 1
## SNOW AND COLD SNOW AND HEAVY SNOW
## 2 2
## Snow and Ice SNOW AND ICE
## 1 33
## SNOW AND ICE STORM Snow and sleet
## 1 1
## SNOW AND SLEET SNOW AND WIND
## 4 1
## SNOW DROUGHT SNOW FREEZING RAIN
## 7 11
## SNOW SHOWERS SNOW SLEET
## 6 1
## SNOW SQUALL Snow squalls
## 19 1
## Snow Squalls SNOW SQUALLS
## 4 17
## SNOW- HIGH WIND- WIND CHILL SNOW/ BITTER COLD
## 1 1
## SNOW/ ICE SNOW/BLOWING SNOW
## 1 7
## SNOW/COLD SNOW/FREEZING RAIN
## 2 6
## SNOW/HEAVY SNOW SNOW/HIGH WINDS
## 1 2
## SNOW/ICE SNOW/ICE STORM
## 7 17
## SNOW/RAIN SNOW/RAIN/SLEET
## 1 1
## SNOW/SLEET SNOW/SLEET/FREEZING RAIN
## 10 6
## SNOW/SLEET/RAIN SNOW\\COLD
## 1 1
## SNOWFALL RECORD SNOWMELT FLOODING
## 1 5
## SNOWSTORM SOUTHEAST
## 1 1
## STORM FORCE WINDS STORM SURGE
## 1 261
## STORM SURGE/TIDE STREAM FLOODING
## 148 1
## STREET FLOOD STREET FLOODING
## 3 3
## Strong Wind STRONG WIND
## 3 3566
## STRONG WIND GUST Strong winds
## 2 1
## Strong Winds STRONG WINDS
## 7 196
## Summary August 10 Summary August 11
## 2 2
## Summary August 17 Summary August 2-3
## 1 1
## Summary August 21 Summary August 28
## 1 1
## Summary August 4 Summary August 7
## 1 1
## Summary August 9 Summary Jan 17
## 1 1
## Summary July 23-24 Summary June 18-19
## 1 1
## Summary June 5-6 Summary June 6
## 1 1
## Summary of April 12 Summary of April 13
## 2 1
## Summary of April 21 Summary of April 27
## 2 1
## Summary of April 3rd Summary of August 1
## 1 1
## Summary of July 11 Summary of July 2
## 1 1
## Summary of July 22 Summary of July 26
## 1 1
## Summary of July 29 Summary of July 3
## 1 1
## Summary of June 10 Summary of June 11
## 1 1
## Summary of June 12 Summary of June 13
## 1 2
## Summary of June 15 Summary of June 16
## 1 1
## Summary of June 18 Summary of June 23
## 1 1
## Summary of June 24 Summary of June 3
## 1 2
## Summary of June 30 Summary of June 4
## 1 1
## Summary of June 6 Summary of March 14
## 1 1
## Summary of March 23 Summary of March 24
## 2 1
## SUMMARY OF MARCH 24-25 SUMMARY OF MARCH 27
## 1 1
## SUMMARY OF MARCH 29 Summary of May 10
## 1 1
## Summary of May 13 Summary of May 14
## 1 1
## Summary of May 22 Summary of May 22 am
## 1 1
## Summary of May 22 pm Summary of May 26 am
## 1 1
## Summary of May 26 pm Summary of May 31 am
## 1 1
## Summary of May 31 pm Summary of May 9-10
## 1 1
## Summary Sept. 25-26 Summary September 20
## 1 1
## Summary September 23 Summary September 3
## 2 1
## Summary September 4 Summary: Nov. 16
## 1 2
## Summary: Nov. 6-7 Summary: Oct. 20-21
## 1 1
## Summary: October 31 Summary: Sept. 18
## 1 1
## Temperature record THUDERSTORM WINDS
## 43 2
## THUNDEERSTORM WINDS THUNDERESTORM WINDS
## 2 1
## THUNDERSNOW Thundersnow shower
## 1 1
## THUNDERSTORM THUNDERSTORM WINDS
## 45 7
## THUNDERSTORM DAMAGE THUNDERSTORM DAMAGE TO
## 2 1
## THUNDERSTORM HAIL THUNDERSTORM W INDS
## 1 1
## Thunderstorm Wind THUNDERSTORM WIND
## 1 82563
## THUNDERSTORM WIND (G40) THUNDERSTORM WIND 50
## 1 2
## THUNDERSTORM WIND 52 THUNDERSTORM WIND 56
## 1 1
## THUNDERSTORM WIND 59 THUNDERSTORM WIND 59 MPH
## 1 1
## THUNDERSTORM WIND 59 MPH. THUNDERSTORM WIND 60 MPH
## 1 4
## THUNDERSTORM WIND 65 MPH THUNDERSTORM WIND 65MPH
## 1 1
## THUNDERSTORM WIND 69 THUNDERSTORM WIND 98 MPH
## 1 1
## THUNDERSTORM WIND G50 THUNDERSTORM WIND G51
## 4 1
## THUNDERSTORM WIND G52 THUNDERSTORM WIND G55
## 2 1
## THUNDERSTORM WIND G60 THUNDERSTORM WIND G61
## 2 1
## THUNDERSTORM WIND TREES THUNDERSTORM WIND.
## 1 1
## THUNDERSTORM WIND/ TREE THUNDERSTORM WIND/ TREES
## 1 4
## THUNDERSTORM WIND/AWNING THUNDERSTORM WIND/HAIL
## 1 1
## THUNDERSTORM WIND/LIGHTNING THUNDERSTORM WINDS
## 1 20843
## THUNDERSTORM WINDS LE CEN THUNDERSTORM WINDS 13
## 1 1
## THUNDERSTORM WINDS 2 THUNDERSTORM WINDS 50
## 1 1
## THUNDERSTORM WINDS 52 THUNDERSTORM WINDS 53
## 1 1
## THUNDERSTORM WINDS 60 THUNDERSTORM WINDS 61
## 1 1
## THUNDERSTORM WINDS 62 THUNDERSTORM WINDS 63 MPH
## 1 1
## THUNDERSTORM WINDS AND THUNDERSTORM WINDS FUNNEL CLOU
## 2 2
## THUNDERSTORM WINDS G THUNDERSTORM WINDS G60
## 2 1
## THUNDERSTORM WINDS HAIL THUNDERSTORM WINDS HEAVY RAIN
## 61 1
## THUNDERSTORM WINDS LIGHTNING THUNDERSTORM WINDS SMALL STREA
## 7 1
## THUNDERSTORM WINDS URBAN FLOOD THUNDERSTORM WINDS.
## 1 3
## THUNDERSTORM WINDS/ FLOOD THUNDERSTORM WINDS/ HAIL
## 2 1
## THUNDERSTORM WINDS/FLASH FLOOD THUNDERSTORM WINDS/FLOODING
## 1 1
## THUNDERSTORM WINDS/FUNNEL CLOU THUNDERSTORM WINDS/HAIL
## 1 24
## THUNDERSTORM WINDS/HEAVY RAIN THUNDERSTORM WINDS53
## 1 1
## THUNDERSTORM WINDSHAIL THUNDERSTORM WINDSS
## 1 51
## THUNDERSTORM WINS THUNDERSTORMS
## 1 4
## THUNDERSTORMS WIND THUNDERSTORMS WINDS
## 6 14
## THUNDERSTORMW THUNDERSTORMW 50
## 1 1
## THUNDERSTORMW WINDS THUNDERSTORMWINDS
## 3 1
## THUNDERSTROM WIND THUNDERSTROM WINDS
## 1 2
## THUNDERTORM WINDS THUNDERTSORM WIND
## 3 1
## THUNDESTORM WINDS THUNERSTORM WINDS
## 2 1
## TIDAL FLOOD Tidal Flooding
## 1 5
## TIDAL FLOODING TORNADO
## 20 60652
## TORNADO DEBRIS TORNADO F0
## 1 19
## TORNADO F1 TORNADO F2
## 4 3
## TORNADO F3 TORNADO/WATERSPOUT
## 2 1
## TORNADOES TORNADOES, TSTM WIND, HAIL
## 2 1
## TORNADOS TORNDAO
## 1 1
## TORRENTIAL RAIN Torrential Rainfall
## 1 1
## TROPICAL DEPRESSION TROPICAL STORM
## 60 690
## TROPICAL STORM ALBERTO TROPICAL STORM DEAN
## 1 2
## TROPICAL STORM GORDON TROPICAL STORM JERRY
## 1 3
## TSTM TSTM HEAVY RAIN
## 1 3
## Tstm Wind TSTM WIND
## 2 219944
## TSTM WIND (G45) TSTM WIND (41)
## 1 1
## TSTM WIND (G35) TSTM WIND (G40)
## 1 10
## TSTM WIND (G45) TSTM WIND 40
## 40 1
## TSTM WIND 45 TSTM WIND 50
## 1 1
## TSTM WIND 51 TSTM WIND 52
## 2 5
## TSTM WIND 55 TSTM WIND 65)
## 3 1
## TSTM WIND AND LIGHTNING TSTM WIND DAMAGE
## 1 1
## TSTM WIND G45 TSTM WIND G58
## 1 1
## TSTM WIND/HAIL TSTM WINDS
## 1028 6
## TSTM WND TSTMW
## 1 1
## TSUNAMI TUNDERSTORM WIND
## 20 1
## TYPHOON Unseasonable Cold
## 11 1
## UNSEASONABLY COLD UNSEASONABLY COOL
## 23 12
## UNSEASONABLY COOL & WET UNSEASONABLY DRY
## 2 56
## UNSEASONABLY HOT UNSEASONABLY WARM
## 10 126
## UNSEASONABLY WARM & WET UNSEASONABLY WARM AND DRY
## 1 13
## UNSEASONABLY WARM YEAR UNSEASONABLY WARM/WET
## 2 2
## UNSEASONABLY WET UNSEASONAL LOW TEMP
## 19 2
## UNSEASONAL RAIN UNUSUAL WARMTH
## 2 10
## UNUSUAL/RECORD WARMTH UNUSUALLY COLD
## 2 8
## UNUSUALLY LATE SNOW UNUSUALLY WARM
## 1 4
## URBAN AND SMALL URBAN AND SMALL STREAM
## 2 3
## URBAN AND SMALL STREAM FLOOD URBAN AND SMALL STREAM FLOODIN
## 3 6
## Urban flood Urban Flood
## 1 1
## URBAN FLOOD URBAN FLOOD LANDSLIDE
## 249 1
## Urban Flooding URBAN FLOODING
## 1 98
## URBAN FLOODS URBAN SMALL
## 3 1
## URBAN SMALL STREAM FLOOD URBAN/SMALL
## 2 2
## URBAN/SMALL FLOODING URBAN/SMALL STREAM
## 1 8
## URBAN/SMALL STREAM FLOOD URBAN/SMALL STREAM FLOOD
## 2 30
## URBAN/SMALL STREAM FLOODING URBAN/SMALL STRM FLDG
## 4 1
## URBAN/SML STREAM FLD URBAN/SML STREAM FLDG
## 3392 1
## URBAN/STREET FLOODING VERY DRY
## 3 2
## VERY WARM VOG
## 1 1
## Volcanic Ash VOLCANIC ASH
## 1 22
## Volcanic Ash Plume VOLCANIC ASHFALL
## 1 3
## VOLCANIC ERUPTION WAKE LOW WIND
## 2 2
## WALL CLOUD WALL CLOUD/FUNNEL CLOUD
## 5 1
## WARM DRY CONDITIONS WARM WEATHER
## 1 1
## WATER SPOUT WATERSPOUT
## 1 3797
## WATERSPOUT FUNNEL CLOUD WATERSPOUT TORNADO
## 1 1
## WATERSPOUT- WATERSPOUT-TORNADO
## 10 2
## WATERSPOUT/ WATERSPOUT/ TORNADO
## 1 2
## WATERSPOUT/TORNADO WATERSPOUTS
## 8 37
## WAYTERSPOUT wet micoburst
## 1 1
## WET MICROBURST Wet Month
## 6 4
## WET SNOW WET WEATHER
## 1 1
## Wet Year Whirlwind
## 4 2
## WHIRLWIND WILD FIRES
## 1 4
## WILD/FOREST FIRE WILD/FOREST FIRES
## 1457 1
## WILDFIRE WILDFIRES
## 2761 8
## Wind WIND
## 6 341
## WIND ADVISORY WIND AND WAVE
## 12 1
## WIND CHILL WIND CHILL/HIGH WIND
## 18 1
## Wind Damage WIND DAMAGE
## 4 27
## WIND GUSTS WIND STORM
## 3 1
## WIND/HAIL WINDS
## 1 36
## WINTER MIX WINTER STORM
## 3 11433
## WINTER STORM HIGH WINDS WINTER STORM/HIGH WIND
## 1 1
## WINTER STORM/HIGH WINDS WINTER STORMS
## 1 3
## Winter Weather WINTER WEATHER
## 19 7026
## WINTER WEATHER MIX WINTER WEATHER/MIX
## 6 1104
## WINTERY MIX Wintry mix
## 2 3
## Wintry Mix WINTRY MIX
## 1 90
## WND
## 1summary(data$FATALITIES)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.0168 0.0000 583.0000# there is a min of 0 and a max of 5832 fatalities
summary(data$INJURIES)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.1557 0.0000 1700.0000# there is a min of 0 and max of 1700 injuries
summary(data$PROPDMG)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 0.00 0.00 12.06 0.50 5000.00table(data$PROPDMGEXP) # with K as thousands, M for millions and B for billions##
## - ? + 0 1 2 3 4 5 6 7
## 1 8 5 216 25 13 4 4 28 4 5
## 8 B h H K m M
## 1 40 1 6 424665 7 11330# we need to combine this
data <- data %>%
mutate(costs = paste(PROPDMG, PROPDMGEXP, sep = "_"))
table(data$costs)##
## 0_? 0_0 0_1 0_2 0_3 0_5 0_6 0_7
## 8 7 25 12 3 10 1 3
## 0_8 0_K 0_M 0_NA 0.01_K 0.01_M 0.02_K 0.02_M
## 1 197184 11 465858 850 81 46 34
## 0.03_K 0.03_M 0.04_K 0.04_M 0.05_K 0.05_M 0.06_K 0.06_M
## 1599 11 2 2 557 31 21 4
## 0.07_K 0.07_M 0.08_M 0.1_0 0.1_4 0.1_5 0.1_B 0.1_K
## 3 1 2 1 1 1 1 1426
## 0.1_M 0.11_K 0.12_K 0.13_M 0.15_K 0.15_M 0.16_K 0.16_M
## 83 27 7 1 43 3 1 2
## 0.17_K 0.17_M 0.18_M 0.2_5 0.2_K 0.2_M 0.21_K 0.22_K
## 1 2 1 2 531 35 2 1
## 0.23_M 0.25_K 0.25_M 0.26_M 0.3_K 0.3_M 0.33_M 0.34_M
## 1 1968 10 1 262 22 4 2
## 0.35_K 0.36_M 0.4_K 0.4_M 0.41_NA 0.45_K 0.45_M 0.5_0
## 7 1 100 10 1 2 1 2
## 0.5_K 0.5_m 0.5_M 0.51_K 0.55_K 0.6_K 0.6_M 0.63_M
## 6707 2 79 2 2 95 6 3
## 0.65_K 0.65_M 0.66_K 0.7_0 0.7_5 0.7_K 0.7_M 0.74_M
## 2 3 1 1 1 100 5 1
## 0.75_K 0.75_M 0.76_K 0.76_M 0.78_K 0.8_K 0.8_M 0.81_K
## 465 6 10 1 1 132 4 1
## 0.84_M 0.85_K 0.86_K 0.86_M 0.87_M 0.9_K 0.9_M 0.95_K
## 1 14 1 1 1 357 3 1
## 0.99_K 0.99_M 1_0 1_5 1_B 1_K 1_m 1_M
## 1 1 7 2 6 17544 1 1505
## 1_NA 1.01_K 1.01_M 1.02_M 1.03_M 1.04_B 1.04_M 1.05_K
## 4 1 3 5 2 1 5 1
## 1.05_M 1.06_K 1.06_M 1.07_M 1.08_M 1.1_K 1.1_M 1.11_M
## 10 1 3 3 1 8 80 4
## 1.13_M 1.14_M 1.15_K 1.15_M 1.16_M 1.17_M 1.18_M 1.19_M
## 6 2 2 14 2 2 1 1
## 1.2_B 1.2_K 1.2_M 1.21_M 1.23_M 1.24_M 1.25_K 1.25_M
## 1 45 139 1 2 5 73 51
## 1.26_M 1.27_M 1.28_M 1.29_M 1.3_B 1.3_K 1.3_M 1.32_K
## 3 2 4 2 1 12 62 1
## 1.32_M 1.33_K 1.33_M 1.34_K 1.34_M 1.35_K 1.35_M 1.36_M
## 3 1 3 1 2 1 5 2
## 1.37_M 1.38_M 1.4_K 1.4_M 1.41_M 1.43_M 1.44_M 1.45_M
## 3 1 11 53 2 2 1 2
## 1.46_M 1.47_M 1.48_M 1.49_M 1.5_0 1.5_B 1.5_K 1.5_M
## 2 2 2 2 3 4 1435 434
## 1.51_K 1.51_M 1.53_M 1.54_M 1.55_K 1.55_M 1.56_M 1.57_M
## 2 1 2 3 1 2 1 3
## 1.58_M 1.59_M 1.6_B 1.6_K 1.6_M 1.61_M 1.62_K 1.62_M
## 5 2 1 14 46 3 1 1
## 1.63_M 1.65_K 1.65_M 1.66_M 1.68_M 1.69_M 1.7_5 1.7_B
## 1 1 5 1 3 2 1 1
## 1.7_K 1.7_M 1.71_M 1.72_M 1.73_M 1.74_M 1.75_K 1.75_M
## 5 39 1 2 1 1 9 18
## 1.76_M 1.77_M 1.78_M 1.79_M 1.8_B 1.8_K 1.8_M 1.81_M
## 1 2 2 2 1 48 51 2
## 1.82_M 1.83_M 1.84_M 1.85_K 1.85_M 1.86_M 1.87_M 1.88_M
## 1 2 1 1 4 1 1 2
## 1.89_M 1.9_K 1.9_M 1.91_M 1.92_M 1.95_M 1.96_M 1.97_M
## 1 3 31 1 1 8 1 1
## 1.99_M 10_0 10_4 10_5 10_B 10_K 10_m 10_M
## 8 20 1 1 1 21706 1 280
## 10_NA 10.05_M 10.1_M 10.15_M 10.2_M 10.25_K 10.3_K 10.3_M
## 8 1 1 1 7 1 1 2
## 10.36_M 10.4_M 10.43_M 10.44_M 10.5_K 10.5_M 10.6_M 10.69_M
## 1 2 1 1 10 2 1 1
## 10.7_M 10.72_M 10.75_M 10.8_M 10.88_M 10.9_M 100_K 100_M
## 1 1 1 2 1 1 6219 50
## 100.02_K 100.03_K 100.5_K 1000_K 101_K 101_M 102_K 102_M
## 1 1 1 10 4 1 5 1
## 102.22_M 103_K 104_K 104_M 105_K 105_M 106_K 106_M
## 1 6 3 2 36 2 3 1
## 106.72_K 107_K 108_K 108_M 108.63_M 109_K 109_M 11_K
## 1 4 9 2 1 1 1 182
## 11_M 11.02_K 11.02_M 11.1_M 11.15_M 11.16_M 11.18_M 11.2_M
## 33 1 1 6 1 1 1 2
## 11.26_B 11.3_M 11.4_M 11.5_K 11.5_M 11.6_K 11.6_M 11.62_M
## 1 1 1 3 8 1 1 2
## 11.65_M 11.7_K 11.7_M 11.79_M 11.83_M 11.85_M 11.9_M 110_K
## 1 1 3 1 1 1 1 133
## 110_M 111_K 112_K 112.5_K 113_K 113_M 114_K 114_M
## 2 3 6 1 1 2 7 1
## 115_B 115_K 115_M 116_K 117_K 118_K 119_K 12_0
## 1 35 4 5 2 4 1 2
## 12_2 12_5 12_K 12_M 12.05_M 12.06_K 12.17_M 12.2_M
## 1 3 1344 42 1 1 1 2
## 12.29_M 12.3_M 12.4_M 12.5_K 12.5_M 12.6_M 12.7_M 12.71_M
## 1 2 1 33 12 4 2 1
## 12.8_K 12.8_M 12.9_K 12.9_M 120_K 120_M 121_K 121.7_K
## 1 3 2 2 267 7 2 1
## 122_K 122_M 123_K 123_M 124_K 124.9_M 125_K 125_M
## 3 1 3 1 2 1 441 5
## 126_K 127_K 127.2_M 128_K 128_M 128.7_M 129_K 13_5
## 3 5 1 5 1 1 2 1
## 13_K 13_M 13.13_M 13.15_M 13.2_K 13.2_M 13.25_K 13.3_M
## 153 11 1 1 1 1 1 3
## 13.36_M 13.4_M 13.47_M 13.5_K 13.5_M 13.53_M 13.54_M 13.67_K
## 1 2 1 5 3 1 1 1
## 13.71_M 13.8_M 13.9_M 13.95_M 130_K 130_M 130.02_K 132_K
## 1 1 1 1 93 2 1 6
## 133_K 134_K 134.8_M 135_K 135_M 136_K 137_K 137_M
## 2 1 1 42 1 2 1 1
## 137.9_K 138_K 138.6_K 139_K 14_5 14_7 14_K 14_M
## 1 5 1 2 1 1 155 19
## 14.1_K 14.1_M 14.2_M 14.25_M 14.26_M 14.28_M 14.3_M 14.4_K
## 1 1 3 2 1 1 1 1
## 14.4_M 14.5_M 14.6_K 14.7_M 14.8_K 14.96_M 14.98_M 140_K
## 3 3 1 1 1 1 1 62
## 140_M 140.25_M 141_K 142_K 143_K 144_K 145_K 146_K
## 3 1 2 1 2 1 22 2
## 146.5_K 146.5_M 147_K 147_M 148_K 148.25_K 149_K 149.58_M
## 1 1 5 1 1 1 2 1
## 149.85_K 15_- 15_+ 15_0 15_6 15_K 15_M 15.2_K
## 1 1 1 6 1 8617 109 2
## 15.2_M 15.25_K 15.3_M 15.5_K 15.5_M 15.6_K 15.66_M 15.75_K
## 2 1 2 5 4 2 1 1
## 15.75_M 150_0 150_K 150_M 150.2_K 151_K 151.1_M 151.4_K
## 1 1 2041 15 1 1 1 1
## 152_K 153_K 153.55_K 154_K 155_K 156.5_K 157_K 158_K
## 3 3 1 3 15 1 3 2
## 1584_K 159_K 159.5_M 16_K 16_M 16.05_K 16.1_M 16.15_M
## 1 1 1 152 13 1 2 1
## 16.2_K 16.2_M 16.25_K 16.5_K 16.5_M 16.6_M 16.64_M 16.7_K
## 1 1 1 3 3 2 1 1
## 16.7_M 16.74_M 16.8_M 16.87_M 16.9_M 16.93_B 16.96_M 160_K
## 1 1 1 1 2 1 1 69
## 160_M 160.8_K 161_K 161_M 161.11_M 161.2_M 162_K 163_K
## 4 1 2 2 1 1 3 2
## 163.5_K 164_K 164.8_M 165_K 165_M 166_K 166_M 166.5_M
## 1 1 1 20 1 4 1 1
## 166.67_K 167_K 167.5_K 168_K 17_K 17_M 17.03_M 17.14_M
## 3 4 1 1 135 12 2 1
## 17.2_M 17.3_M 17.5_K 17.5_M 17.6_M 17.7_M 17.75_M 17.8_M
## 1 2 9 3 2 2 2 1
## 17.9_M 17.92_M 170_K 170_M 171_K 172_K 173_K 174.16_M
## 2 1 44 3 2 3 4 1
## 174.4_K 175_K 175_M 176_K 177_K 177.5_K 178_K 178.4_K
## 1 180 3 3 2 1 1 1
## 179_K 179.4_M 179.5_K 179.61_K 18_K 18_M 18.05_M 18.2_M
## 2 1 1 7 387 14 1 2
## 18.3_M 18.4_M 18.5_K 18.5_M 18.54_M 18.6_M 18.8_M 18.97_M
## 2 2 2 1 1 1 1 1
## 180_K 180_M 181_K 182_K 183_K 183.5_K 184_K 185_K
## 69 2 1 1 1 1 3 10
## 186_K 187_K 189_K 19_K 19_M 19.2_M 19.3_M 19.4_K
## 3 2 2 40 7 1 1 1
## 19.5_K 19.5_M 19.64_M 19.7_M 19.77_K 19.79_M 19.9_M 19.94_K
## 2 3 1 1 1 1 1 8
## 190_K 190_M 191_K 192_K 193_K 195_K 196_K 198.5_K
## 30 2 1 7 3 16 1 1
## 2_+ 2_0 2_B 2_h 2_H 2_K 2_m 2_M
## 1 6 1 1 1 17186 1 668
## 2_NA 2.01_M 2.03_M 2.05_K 2.05_M 2.07_M 2.09_B 2.1_B
## 7 2 4 1 3 1 1 1
## 2.1_K 2.1_M 2.15_M 2.16_M 2.19_M 2.2_4 2.2_K 2.2_M
## 6 27 2 2 2 2 3 31
## 2.22_M 2.25_K 2.25_M 2.26_M 2.27_M 2.28_M 2.3_K 2.3_M
## 1 15 16 1 2 1 3 11
## 2.32_M 2.33_M 2.35_M 2.36_M 2.38_M 2.4_K 2.4_M 2.41_M
## 2 2 1 1 2 8 24 1
## 2.45_M 2.46_M 2.47_K 2.47_M 2.48_M 2.5_B 2.5_K 2.5_M
## 2 1 1 1 2 2 5807 2411
## 2.52_M 2.53_M 2.54_M 2.55_M 2.57_M 2.58_M 2.6_K 2.6_M
## 1 1 1 4 2 3 2 18
## 2.63_M 2.65_M 2.66_M 2.67_M 2.69_M 2.7_K 2.7_M 2.72_K
## 2 2 1 1 1 22 24 1
## 2.73_M 2.75_K 2.75_M 2.77_M 2.78_M 2.8_B 2.8_K 2.8_M
## 2 3 4 1 2 1 3 22
## 2.81_M 2.82_M 2.83_K 2.9_K 2.9_M 2.95_M 2.98_M 20_+
## 1 1 1 2 14 4 1 2
## 20_0 20_3 20_K 20_m 20_M 20_NA 20.02_K 20.02_M
## 15 1 9145 1 139 4 1 1
## 20.1_M 20.2_M 20.4_K 20.4_M 20.5_K 20.5_M 20.6_M 20.8_M
## 1 1 1 1 3 2 1 1
## 20.9_K 200_K 200_M 201_K 202_K 203_K 204_K 205_K
## 1 2182 13 2 3 3 3 7
## 206_K 207_K 208_K 209_K 21_K 21_M 21.1_M 21.2_M
## 3 3 2 1 51 7 1 1
## 21.3_M 21.5_K 21.5_M 21.6_M 21.7_K 21.7_M 21.75_M 21.88_M
## 3 6 1 1 1 1 1 1
## 210_K 210_M 211_K 212_K 213_K 214_K 215_K 216_K
## 39 1 1 2 2 1 12 1
## 217_M 218_K 219_K 22_K 22_M 22.14_M 22.18_M 22.2_M
## 1 3 2 148 8 1 1 1
## 22.4_M 22.5_K 22.6_M 22.7_M 22.75_K 22.75_M 22.85_K 22.88_K
## 1 5 1 1 1 1 1 1
## 220_K 220_M 222_K 224_K 225_K 226_K 227_K 227.6_M
## 34 1 1 2 76 1 5 2
## 229_K 229.9_K 23_K 23_M 23.2_M 23.23_M 23.5_K 23.5_M
## 1 1 75 7 1 2 1 2
## 23.55_M 23.58_M 23.7_K 23.7_M 230_K 230_M 231_K 232_K
## 1 1 1 1 33 3 2 1
## 233_K 234_K 235_K 237_K 24_6 24_K 24_M 24.1_M
## 1 1 7 5 1 62 9 1
## 24.21_M 24.5_K 24.5_M 24.7_K 24.76_M 240_K 241_K 242_K
## 1 2 1 1 1 36 1 1
## 242.8_K 243_K 245_K 246_K 246.1_K 249_K 25_0 25_K
## 1 2 5 1 1 3 14 17104
## 25_M 25.13_M 25.5_K 25.5_M 25.52_M 25.65_M 25.9_K 250_K
## 578 1 2 2 1 1 1 8429
## 250_M 250.03_K 252_K 253_K 253.38_M 255_K 255_M 257_K
## 47 1 1 1 1 7 1 1
## 257.4_K 257.95_K 258_K 259_K 26_6 26_K 26_M 26.2_M
## 1 2 3 1 1 38 5 1
## 26.3_M 26.43_M 26.5_M 26.6_M 26.64_M 26.87_M 260_K 261_K
## 1 1 3 1 1 1 21 1
## 262_K 262_M 262.5_K 264_K 265_K 266_K 267_K 268_K
## 2 1 1 2 7 1 2 4
## 268_M 269_K 27_K 27_M 27.1_K 27.5_K 27.5_M 270_K
## 1 1 63 7 1 1 1 9
## 270.75_K 271_K 272_K 274_K 275_K 276_K 277_K 278_K
## 1 2 1 1 67 1 2 2
## 278.6_M 279_K 28_K 28_M 28.2_M 28.4_M 28.5_K 28.5_M
## 1 2 71 6 1 2 3 2
## 28.55_M 28.68_M 28.9_M 280_K 280.1_K 282_K 283_K 284_K
## 1 1 1 22 1 1 2 2
## 285_K 286_K 287.18_M 288_K 29_K 29_M 29.5_K 29.7_M
## 3 1 1 1 21 2 1 1
## 29.96_K 290_K 291_K 294_K 295_K 296.7_K 297_K 297.08_K
## 1 14 3 1 4 1 1 1
## 297.3_K 299.88_K 3_0 3_5 3_B 3_H 3_K 3_M
## 1 1 3 1 2 1 10364 358
## 3_NA 3.02_M 3.03_M 3.04_M 3.05_M 3.1_K 3.1_M 3.11_M
## 16 2 1 3 5 3 8 1
## 3.13_M 3.15_M 3.17_M 3.18_M 3.2_K 3.2_M 3.24_M 3.25_K
## 2 3 1 1 3 21 1 10
## 3.25_M 3.27_M 3.28_M 3.29_M 3.3_K 3.3_M 3.31_M 3.33_K
## 5 1 1 1 8 16 1 1
## 3.34_K 3.37_M 3.4_K 3.4_M 3.43_M 3.45_M 3.46_M 3.47_M
## 1 1 3 7 2 2 1 1
## 3.48_M 3.5_K 3.5_M 3.52_M 3.53_M 3.54_M 3.55_M 3.56_M
## 1 214 88 1 2 2 4 1
## 3.57_M 3.6_K 3.6_M 3.64_M 3.65_M 3.68_M 3.7_K 3.7_M
## 1 11 12 3 1 1 1 7
## 3.71_M 3.72_M 3.74_M 3.75_K 3.75_M 3.78_M 3.8_K 3.8_M
## 2 2 1 3 2 1 5 9
## 3.81_M 3.83_M 3.85_K 3.9_K 3.9_M 3.91_M 3.92_M 3.94_M
## 1 1 1 3 10 1 2 1
## 3.95_M 3.96_M 3.99_M 30_0 30_5 30_K 30_M 30.06_M
## 1 1 1 13 1 4380 49 1
## 30.3_M 30.5_K 30.7_M 300_K 300_M 3000_K 303_K 304_M
## 1 1 1 1102 4 3 1 1
## 305_K 308_K 309_K 309_M 31_K 31_M 31.3_B 31.5_K
## 5 1 2 1 19 4 1 2
## 31.5_M 31.52_M 31.6_K 31.7_K 31.9_K 31.95_M 310_K 311_K
## 2 1 1 1 1 2 12 1
## 312_K 314_K 315_K 32_K 32_M 32.2_M 32.22_M 32.5_K
## 3 1 6 38 5 1 1 4
## 32.5_M 320_K 320_M 3200_K 321_K 322.2_K 323_M 324_K
## 2 22 1 1 1 1 1 4
## 325_K 327_K 328_K 33_K 33_M 33.5_M 330_K 330_M
## 51 1 2 32 2 1 19 1
## 331_M 333_K 335_K 337_K 338_K 34_K 34_M 34.31_M
## 1 1 3 1 1 22 4 1
## 34.63_M 34.89_M 340_K 342_K 343_K 345_K 346_K 347_K
## 1 1 11 1 2 6 2 2
## 348_K 348.1_K 349_K 35_0 35_K 35_M 35_NA 35.5_K
## 2 1 1 2 1242 18 1 1
## 35.55_M 35.9_M 350_K 350_M 3500_K 351.5_K 352_K 353_K
## 1 1 301 1 1 1 1 1
## 354_K 355_K 357_K 358_M 359_K 36_K 36_M 36.2_M
## 1 3 1 1 2 24 4 1
## 36.25_K 360_K 360_M 362_K 363_K 365_K 366.5_K 367_M
## 1 13 1 1 1 3 1 1
## 368_M 37_0 37_K 37_M 37.4_M 37.5_K 37.5_M 370_K
## 1 1 20 2 1 11 1 9
## 370.4_K 371_K 373_K 374_K 375_K 377_K 378_K 379.9_M
## 1 1 1 2 26 1 1 1
## 38_K 38_M 38.5_K 38.5_M 380_K 381_K 382_K 382.5_K
## 36 2 2 1 19 1 2 2
## 385_K 388.5_K 39_K 39.5_M 39.6_K 39.8_K 390_K 397.5_K
## 5 1 8 1 1 2 1 1
## 4_0 4_B 4_K 4_M 4_NA 4.02_M 4.05_M 4.06_M
## 1 3 3202 205 9 2 1 2
## 4.1_K 4.1_M 4.12_M 4.15_K 4.15_M 4.17_M 4.2_K 4.2_M
## 1 8 2 1 3 1 7 10
## 4.22_M 4.25_K 4.25_M 4.26_M 4.27_M 4.29_M 4.3_K 4.3_M
## 1 2 3 1 1 1 6 4
## 4.36_M 4.37_M 4.38_M 4.4_K 4.4_M 4.43_M 4.44_M 4.45_M
## 4 1 1 2 11 1 10 1
## 4.5_K 4.5_M 4.51_M 4.52_M 4.57_M 4.59_M 4.6_M 4.64_M
## 179 50 1 1 1 1 3 1
## 4.65_M 4.7_M 4.71_M 4.74_M 4.75_K 4.8_K 4.8_M 4.83_B
## 1 6 1 1 1 1 5 1
## 4.84_M 4.85_M 4.86_M 4.9_m 4.9_M 4.93_M 4.94_M 4.96_K
## 1 1 1 1 7 2 1 2
## 40_0 40_K 40_M 40.2_K 40.3_K 40.5_K 400_K 400_M
## 5 2379 28 1 1 1 555 2
## 402_K 402.3_K 405_K 41_K 41_M 41.5_K 41.6_M 41.7_K
## 1 1 2 10 1 1 1 1
## 41.7_M 410_K 410.62_M 411_K 411.14_K 413.5_K 415_K 418_K
## 1 4 1 1 1 1 2 1
## 42_K 42_M 42.16_M 42.31_M 42.4_K 420_K 423_K 425_K
## 27 3 1 1 2 11 1 16
## 426_K 429_K 43_0 43_K 43_M 43.5_M 43.6_K 430_K
## 1 1 1 12 1 1 1 3
## 431_K 431.72_K 432_M 433.7_K 434_K 435_K 435.6_M 437_K
## 1 1 1 1 1 5 1 5
## 438_K 44_K 44_M 44.5_K 44.52_M 44.6_M 44.7_M 44.72_M
## 1 18 1 2 1 1 1 1
## 440_K 4410_K 442_K 444.59_K 445_K 45_0 45_K 45_M
## 8 1 1 1 1 3 483 9
## 45.07_M 45.5_M 45.7_M 45.8_K 450_K 450_M 451_K 453_K
## 1 2 2 1 122 4 1 1
## 455_K 458_K 459_K 46_K 46_M 46.5_M 46.8_K 460_K
## 1 1 1 15 4 1 1 5
## 460.56_K 461_K 462_K 462.16_K 463_K 465_K 467_K 47_0
## 1 1 1 3 1 4 2 1
## 47_K 47_M 47.3_K 47.5_K 47.5_M 470_K 472_K 475_K
## 14 1 1 1 1 4 1 6
## 476_K 478_K 479_K 48_K 48_M 48.02_M 480_K 4800_K
## 2 1 2 18 5 1 12 1
## 481_K 482_K 485_K 488_K 49_K 49_M 49.34_M 49.5_K
## 10 2 4 2 9 1 1 1
## 49.9_M 49.94_K 49.98_K 490_K 493_K 499.92_K 499.96_K 5_0
## 1 1 1 4 1 1 1 12
## 5_B 5_H 5_K 5_M 5_NA 5.05_M 5.08_M 5.09_M
## 2 4 31731 895 11 3 1 1
## 5.1_K 5.1_M 5.13_M 5.15_B 5.16_M 5.2_5 5.2_K 5.2_M
## 3 7 1 1 1 1 2 5
## 5.24_M 5.25_M 5.27_M 5.3_K 5.3_M 5.38_M 5.4_K 5.4_M
## 1 2 1 1 7 1 5 5
## 5.42_B 5.42_M 5.47_M 5.5_K 5.5_M 5.51_M 5.52_M 5.55_M
## 1 1 1 34 21 1 1 13
## 5.58_M 5.6_M 5.63_M 5.64_M 5.7_K 5.7_M 5.74_M 5.75_K
## 1 6 1 1 3 8 1 1
## 5.75_M 5.76_M 5.8_K 5.8_M 5.85_M 5.88_B 5.9_K 5.9_M
## 2 1 3 7 1 1 6 2
## 5.91_M 5.94_M 5.99_M 50_0 50_K 50_M 50.02_K 50.1_K
## 1 1 2 63 13565 165 1 1
## 500_K 500_M 500.01_K 500.4_K 5000_K 501_K 502_K 502.7_K
## 3919 10 2 1 4 1 3 1
## 505_K 506_M 508_K 51_K 51_M 51.5_K 510_K 510_M
## 1 1 1 9 1 1 11 1
## 510.07_K 515_K 518_K 52_K 52_M 52.5_K 520_K 524_K
## 1 4 1 6 6 1 4 1
## 525_K 525.6_K 529_K 53_K 53_M 53.8_M 53.9_K 530_K
## 15 1 1 13 3 1 1 6
## 530.47_M 531.1_K 534_K 535_K 536_K 54_K 54_M 54.1_K
## 1 1 1 2 1 9 1 1
## 54.9_M 540_K 542_K 545_K 547_K 547_M 548_K 55_0
## 1 7 1 1 2 1 1 1
## 55_K 55_M 55.08_M 55.1_M 55.22_M 55.5_K 55.6_K 55.9_M
## 231 1 1 1 1 1 1 1
## 550_K 552_K 553_K 554_K 555_K 556_K 557_K 557.5_K
## 56 2 1 1 1 1 1 1
## 558_K 56_K 56.5_M 56.54_K 560_K 561_K 565_K 569_K
## 1 12 1 1 7 1 2 1
## 57_K 57_M 57.12_K 570_K 570.45_K 571_K 572_K 575_K
## 8 1 1 26 1 1 1 8
## 576_K 577_K 58_K 58_M 580_K 581_K 583_K 585_K
## 1 1 15 2 5 1 1 2
## 586_K 59_K 590_K 592_K 594_K 595_K 598_K 6_K
## 1 4 4 1 1 2 1 1579
## 6_M 6_NA 6.05_M 6.06_M 6.07_M 6.1_M 6.14_M 6.2_M
## 101 6 1 1 1 3 1 7
## 6.25_K 6.25_M 6.3_K 6.3_M 6.32_M 6.34_M 6.4_5 6.4_K
## 6 3 3 3 1 1 1 3
## 6.4_M 6.45_M 6.5_K 6.5_M 6.51_K 6.53_M 6.55_M 6.57_M
## 5 4 18 20 1 1 1 1
## 6.6_M 6.61_M 6.63_M 6.67_M 6.68_M 6.7_K 6.7_M 6.74_M
## 6 1 1 1 1 5 3 1
## 6.75_M 6.8_M 6.82_M 6.88_M 6.9_M 60_+ 60_0 60_K
## 2 3 1 1 2 1 2 1036
## 60_M 60.5_M 60.8_M 600_K 600_M 602_M 603_K 604_K
## 18 1 1 262 1 1 1 2
## 605_K 606_K 61_K 61_M 61.98_M 610_K 612_K 613_K
## 2 1 9 1 1 4 1 1
## 615_K 617_K 619_K 619_M 62_K 62_M 62.6_M 62.99_M
## 1 1 1 1 10 5 1 1
## 620_K 621_M 623_K 625_K 63_K 63.7_M 630_K 632_K
## 4 1 1 11 16 1 3 2
## 635_K 639_K 64_K 64_M 640_K 640_M 642_K 643_K
## 1 1 14 1 6 1 1 1
## 643.9_K 645_K 645.15_M 65_K 65_M 65.5_K 650_K 654_K
## 1 3 1 203 5 1 54 1
## 655_K 66_K 66_M 66.5_K 66.9_M 660_K 661_K 662_K
## 1 9 3 1 1 1 1 1
## 665_K 667_K 67_0 67_K 67_M 670_K 675_K 676_K
## 3 1 1 8 1 5 6 2
## 68_7 68_K 68_M 68.6_M 680_K 684_K 685_K 686_K
## 1 16 1 1 4 1 1 1
## 688_K 69_K 69_M 69.7_K 690_K 691_K 693.4_K 696.4_M
## 1 1 1 1 1 1 1 1
## 7_0 7_K 7_M 7_NA 7.05_M 7.06_M 7.1_M 7.15_M
## 1 1343 76 3 2 1 2 1
## 7.2_K 7.2_M 7.29_M 7.3_K 7.3_M 7.35_B 7.44_M 7.45_M
## 3 9 1 1 3 1 1 2
## 7.5_K 7.5_M 7.51_M 7.55_M 7.6_K 7.6_M 7.64_K 7.64_M
## 265 19 1 2 4 3 1 1
## 7.7_K 7.7_M 7.72_M 7.75_K 7.77_M 7.8_K 7.8_M 7.9_M
## 2 4 1 2 1 2 1 4
## 7.93_M 70_0 70_K 70_M 70.9_K 700_K 700_M 701_K
## 1 6 556 13 1 190 2 1
## 702_M 706_K 71_K 71_M 71.5_K 710_K 713_K 715_K
## 1 1 6 1 1 2 1 1
## 716_K 72_K 72_M 72.7_M 720_K 724_K 725_K 727_K
## 1 9 1 1 4 1 1 12
## 73_K 730_K 733.4_K 738_K 74_K 74.25_M 740_K 745_K
## 8 1 1 1 5 1 2 1
## 746_K 748_K 75_0 75_K 75_M 75_NA 75.3_K 750_K
## 1 1 9 2419 13 1 1 437
## 750_M 752_K 755_K 758_K 758.25_K 76_K 76.3_K 76.5_K
## 3 1 2 1 1 5 1 1
## 76.6_M 760_K 762_K 766_K 767_K 77_K 77.8_K 77.97_M
## 1 3 1 1 1 7 1 1
## 770_K 775_K 777_K 777.8_K 78_K 78_M 78.2_K 78.7_M
## 3 7 1 1 7 1 1 1
## 78.74_M 780_K 785_K 787_K 79_K 79.2_K 79.98_K 792.15_M
## 1 4 2 1 4 1 1 1
## 8_K 8_M 8_NA 8.07_M 8.09_M 8.1_M 8.2_K 8.2_M
## 2877 88 2 1 1 2 1 4
## 8.25_K 8.3_K 8.3_M 8.32_M 8.37_M 8.4_K 8.4_M 8.43_M
## 2 2 2 1 1 1 2 1
## 8.45_M 8.48_M 8.5_K 8.5_M 8.57_M 8.6_M 8.65_M 8.7_K
## 1 1 26 13 1 2 1 1
## 8.7_M 8.75_M 8.8_M 8.81_M 8.85_M 8.87_M 8.9_K 8.9_M
## 3 1 5 1 1 1 1 1
## 8.97_M 80_0 80_K 80_M 800_K 806.77_K 81_K 81_M
## 1 6 748 7 206 1 8 1
## 81.15_M 810_K 813_K 815_K 82_K 82_M 82.5_K 820_K
## 1 5 1 2 8 1 1 1
## 823_K 824_K 825_K 83_K 83.8_K 830_K 84_K 840_K
## 1 1 8 9 1 1 5 1
## 845_K 85_K 85_M 850_K 855_K 859_K 86_K 86.6_K
## 1 125 7 35 1 1 3 1
## 865_K 868_K 868.5_K 87_K 87.8_M 870_K 875_K 876_K
## 1 1 1 4 1 2 5 1
## 88_5 88_K 88.15_K 88.5_K 88.75_K 880_K 887_K 888_K
## 1 9 1 1 1 3 1 2
## 89_K 89.5_K 890_K 892_K 897_K 9_K 9_M 9_NA
## 4 1 2 1 1 316 29 3
## 9.06_M 9.17_M 9.2_M 9.25_M 9.3_M 9.31_M 9.4_K 9.4_M
## 1 1 4 1 2 1 1 3
## 9.5_K 9.5_M 9.51_M 9.6_M 9.7_K 9.72_M 9.75_K 9.75_M
## 5 10 1 4 1 1 1 1
## 9.76_M 9.77_M 9.8_M 9.9_K 9.9_M 90_K 90_M 90.43_M
## 1 1 8 2 3 229 7 1
## 900_K 900_M 901.6_K 91_K 91_M 910_K 914_K 915_K
## 89 1 1 4 1 2 1 4
## 917_K 92_K 920_K 925_K 929_M 93_K 93_M 930_K
## 1 6 4 3 1 3 1 2
## 932_K 934.3_K 935_K 936_K 94_K 94.5_K 940_K 945_K
## 4 1 2 1 6 1 2 1
## 95_K 950_K 952.5_K 954_K 955_K 957_K 96_K 96_M
## 62 14 1 2 1 1 3 1
## 96.6_M 96.8_K 960_K 964_K 968_K 97_K 97_M 97.2_K
## 1 1 5 1 1 5 1 1
## 970_K 971_K 973_K 975_K 979_K 98_K 98.26_K 988_K
## 3 1 2 6 1 7 1 1
## 989_K 99_K 99_M 99.39_M 99.97_K 990_K 995_K 996_K
## 1 9 2 1 1 1 1 1# we will need to so some more processingResults
Across the United States, which types of events (as indicated in the EVTYPE variable) are most harmful with respect to population health?
Tornado’s are the most harmful weather events with the most amount of death and wounded, followed by excessive heath. Tornado’s also have the biggest economic impact.
# Summing fatalities and injuries by event type
health_impact <- data %>%
group_by(EVTYPE) %>%
summarize(
total_fatalities = sum(FATALITIES, na.rm = TRUE),
total_injuries = sum(INJURIES, na.rm = TRUE),
total_harmed = total_fatalities + total_injuries
) %>%
arrange(desc(total_harmed))## `summarise()` ungrouping output (override with `.groups` argument)# Show the top 5 event types most harmful to population health
head(health_impact, 5)## # A tibble: 5 x 4
## EVTYPE total_fatalities total_injuries total_harmed
## <chr> <dbl> <dbl> <dbl>
## 1 TORNADO 5633 91346 96979
## 2 EXCESSIVE HEAT 1903 6525 8428
## 3 TSTM WIND 504 6957 7461
## 4 FLOOD 470 6789 7259
## 5 LIGHTNING 816 5230 6046# Top 10 meest schadelijke event types
top_health <- head(health_impact, 5)
# lets visualse this
ggplot(top_health, aes(x = reorder(EVTYPE, total_harmed), y = total_harmed)) +
geom_col(fill = "firebrick") +
coord_flip() +
labs(
title = "Top 5 most harmful weather events to the population",
x = "type of weather events",
y = "number of casualties (death + wounded)"
) +
theme_minimal()
# Function to convert exponent to multiplier
exp_to_num <- function(exp) {
exp <- toupper(as.character(exp))
ifelse(exp == "K", 1e3,
ifelse(exp == "M", 1e6,
ifelse(exp == "B", 1e9,
ifelse(exp %in% c("", "0"), 1,
0))))
}
# Calculate actual property and crop damage
data <- data %>%
mutate(
prop_dmg = PROPDMG * exp_to_num(PROPDMGEXP),
crop_dmg = CROPDMG * exp_to_num(CROPDMGEXP),
total_economic_damage = prop_dmg + crop_dmg
)
# Summing economic damage by event type
economic_impact <- data %>%
group_by(EVTYPE) %>%
summarize(
total_damage = sum(total_economic_damage, na.rm = TRUE)
) %>%
arrange(desc(total_damage))## `summarise()` ungrouping output (override with `.groups` argument)# Show the top 5 event types with greatest economic consequences
head(economic_impact, 5)## # A tibble: 5 x 2
## EVTYPE total_damage
## <chr> <dbl>
## 1 TORNADO 175000
## 2 THUNDERSTORM WINDS 52500
## 3 HIGH WIND AND SEAS 50000
## 4 HAIL 5000
## 5 ? 0# Top 10 event types with biggest economic impact
top_economic <- head(economic_impact, 5)
ggplot(top_economic, aes(x = reorder(EVTYPE, total_damage), y = total_damage)) +
geom_col(fill = "steelblue") +
coord_flip() +
labs(
title = "Top 5 weather events with most economic impact",
x = "Weather events",
y = "Total damage ( $)"
) +
theme_minimal()