Week4Assignment
SYNOPSIS
This assignment’s goal is to estimate the impact of differente weather events on US Health and Economy. In order to do this, we’ll be using a database collected by the U.S. National Oceanic and Atmospheric Administration’s (NOAA) from 1950 to 2011. The estimates of fatalities, injuries, property and crop damage are used to decide which types of events are most harmful to the population health and economy. This research conclusion is that excessive heat and tornado are most harmful to population health, while flood, drought, and hurricane/typhoon have the greatest economic consequences.
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Loading and preprocessing the data
library(ggplot2)
library(gridExtra)
stormCsvData <- read.csv("repdata-data-StormData.csv")View(stormCsvData)
check from which year data is consistant
stormCsvData$Year <- as.numeric(format(as.Date(stormCsvData$BGN_DATE, format="%m/%d/%Y"), "%Y"))
hist(stormCsvData$Year, breaks=60)
Consider data from 1995
newStormData <- stormCsvData[stormCsvData$Year > 1995,]
stormDataPerEventFatality <- aggregate(FATALITIES ~ EVTYPE, newStormData, sum)
stormDataPerEventInjuries <- aggregate(INJURIES ~ EVTYPE, newStormData, sum)
head(stormDataPerEventFatality)## EVTYPE FATALITIES
## 1 HIGH SURF ADVISORY 0
## 2 COASTAL FLOOD 0
## 3 FLASH FLOOD 0
## 4 LIGHTNING 0
## 5 TSTM WIND 0
## 6 TSTM WIND (G45) 0stormDataPerEventFatality <- stormDataPerEventFatality[stormDataPerEventFatality$FATALITIES > 100,]
FatalitiesPlot <- ggplot(tail(stormDataPerEventFatality, n=15), aes(x=EVTYPE, y=FATALITIES)) +
geom_bar(stat = "identity") +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
ggtitle("FATALITIES per Event")
stormDataPerEventInjuries <- stormDataPerEventInjuries[stormDataPerEventInjuries$INJURIES > 100,]
InjuriesPlot <- ggplot(tail(stormDataPerEventInjuries, n=15), aes(x=EVTYPE, y=INJURIES)) +
geom_bar(stat = "identity") +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
ggtitle("INJURIES per Event")
grid.arrange(FatalitiesPlot, InjuriesPlot)
Across the United States, which types of events have the greatest economic consequences?
newStormData$PROPDMGEXP<-tolower(newStormData$PROPDMGEXP)
unique(newStormData$PROPDMGEXP)## [1] "k" "" "m" "b" "0"newStormData$PROPDMGEXP[newStormData$PROPDMGEXP %in% c("+","0","-","?","")]<-0
newStormData$PROPDMGEXP[newStormData$PROPDMGEXP == "k"]<-1000
newStormData$PROPDMGEXP[newStormData$PROPDMGEXP == "h"]<-100
newStormData$PROPDMGEXP[newStormData$PROPDMGEXP == "m"]<-1000000
newStormData$PROPDMGEXP[newStormData$PROPDMGEXP == "b"]<-1000000000
newStormData$PROPDMGEXP[newStormData$PROPDMGEXP %in% c("1","2","3","4","5","6","7","8")]<-10newStormData$PROPDMG<-as.numeric(newStormData$PROPDMG)
newStormData$PROPDMGEXP<-as.numeric(newStormData$PROPDMGEXP)
newStormData$Totalmagnitudeprop<-newStormData$PROPDMG*newStormData$PROPDMGEXP
newStormData$Totalmagnitudeprop## [1] 380000 100000 3000 5000 2000 0
## [7] 400000 12000 8000 12000 0 75000
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## [98389] 20000 0 0 0 0 25000
## [98395] 0 5000 0 300 20000 25000
## [98401] 35000 0 0 55000 12000 0
## [98407] 3000 3000 2000 5000 3000 5000
## [98413] 20000 3000 0 0 3000 2000
## [98419] 6000 12000 950000 15000 200000 0
## [98425] 200000 85000 32000 14000 200000 0
## [98431] 2000 35000 40000 167000 175000 200000
## [98437] 88000 20000 30000 120000 2000 23000
## [98443] 2000 18000 100000 100 190000 14000
## [98449] 9000 22000 90000 10000 3000 4000
## [98455] 5000 15000 20000 0 2000 6000
## [98461] 3000 3000 0 30000 1500 4000
## [98467] 10000 20000 2000 200000 3000 0
## [98473] 0 2000 20000 1000 0 0
## [98479] 100000 4000 15000 3000 0 2000
## [98485] 2000 2000 0 0 0 0
## [98491] 3000 2000 3000 4000 2000 0
## [98497] 20000 25000 8000 3000 28000 30000
## [98503] 35000 12000 100000 10000 20000 2000
## [98509] 2000 3000 7000 0 20000 14000
## [98515] 2000 20000 25000 50000 80000 25000
## [98521] 0 45000 90000 0 10000 0
## [98527] 2000 1000 2000 2000 262000 3000
## [98533] 4000 0 50000 0 2000 6000
## [98539] 5000 0 50000 100000 4000 0
## [98545] 2000 1000 1500000 3000 1000 5000
## [98551] 0 10000 2000 10000 0 0
## [98557] 10000 8000 1900000 10000 5000 250000
## [98563] 200000 0 20000 0 200000 40000
## [98569] 550000 100000 20000 0 1500000 0
## [98575] 250000 0 30000 40000000 25000 22140000
## [98581] 17300000 5000 2000 0 15000 35000
## [98587] 1000 45000 0 0 0 20000
## [98593] 0 0 0 0 0 0
## [98599] 0 0 0 0 10000 0
## [98605] 0 0 0 0 0 12000
## [98611] 1000 1000 0 0 0 0
## [98617] 0 0 0 0 0 0
## [98623] 0 0 0 0 0 0
## [98629] 0 0 0 0 0 0
## [98635] 0 0 0 0 4740000 0
## [98641] 0 28500 0 0 0 0
## [98647] 0 3500000 0 0 0 25000
## [98653] 0 0 0 0 15000 20000
## [98659] 0 0 0 15000 0 0
## [98665] 0 0 0 0 0 0
## [98671] 0 0 0 0 0 0
## [98677] 0 0 0 0 0 0
## [98683] 0 0 50000 0 0 0
## [98689] 0 0 0 0 0 0
## [98695] 30000 0 0 0 5000 0
## [98701] 0 0 0 0 0 0
## [98707] 0 0 0 0 1720000 10360000
## [98713] 1040000 0 0 0 0 0
## [98719] 0 0 0 0 0 0
## [98725] 0 0 0 32000 0 0
## [98731] 21000 0 0 0 0 0
## [98737] 0 0 0 0 0 0
## [98743] 65000 0 0 0 0 0
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## [98761] 0 0 0 4000 0 0
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## [98785] 0 0 0 0 0 0
## [98791] 0 0 0 0 0 0
## [98797] 0 0 0 0 0 20000
## [98803] 0 0 0 0 0 0
## [98809] 0 0 0 0 0 0
## [98815] 0 0 0 0 0 10000
## [98821] 0 0 0 35000 0 0
## [98827] 0 0 0 2000 0 7000
## [98833] 0 4000 0 0 0 3000
## [98839] 15000 0 0 0 0 0
## [98845] 0 0 0 400000 0 0
## [98851] 0 0 0 0 0 0
## [98857] 0 0 0 0 0 0
## [98863] 0 0 0 0 0 0
## [98869] 0 0 0 0 0 0
## [98875] 0 0 4000 0 0 0
## [98881] 0 0 2000 0 0 0
## [98887] 0 0 0 0 0 0
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## [98899] 0 0 0 0 0 0
## [98905] 0 0 0 20000 0 4000
## [98911] 0 0 0 0 0 0
## [98917] 0 225000 0 500 1000000 0
## [98923] 0 0 0 0 0 0
## [98929] 16000 0 0 0 0 30000
## [98935] 0 0 0 0 0 0
## [98941] 0 0 0 12000 0 0
## [98947] 0 0 0 0 0 0
## [98953] 0 0 0 0 0 20000
## [98959] 5000 5000 0 0 0 0
## [98965] 2000000 100000 50000 50000 0 0
## [98971] 0 0 0 0 0 0
## [98977] 0 0 0 0 0 0
## [98983] 70000 0 0 25000 0 120000
## [98989] 0 35000 0 0 0 0
## [98995] 0 0 0 0 0 0
## [99001] 0 0 0 0 0 30000
## [99007] 0 10000 0 0 0 0
## [99013] 56000 10000 5000 5000 5000 15000
## [99019] 0 0 0 0 2500000 100000
## [99025] 0 5000 0 50000 50000 0
## [99031] 50000 0 0 0 0 5000
## [99037] 20000 0 0 0 15000 30000
## [99043] 500000 0 0 20000 20000 40000
## [99049] 0 30000 0 10000 30000 0
## [99055] 0 20000 0 0 0 0
## [99061] 0 0 10000 10000 10000 10000
## [99067] 10000 10000 10000 0 0 0
## [99073] 0 15000 0 0 0 0
## [99079] 0 0 500000 0 0 250000
## [99085] 250000 50000 0 0 20000 0
## [99091] 0 0 0 0 0 0
## [99097] 10000 10000 0 0 0 0
## [99103] 0 0 1700000000 0 100000 0
## [99109] 0 0 100000 100000 1000000 500000
## [99115] 500000 0 250000 0 250000 250000
## [99121] 800000 0 0 0 0 100000
## [99127] 50000 0 0 0 0 100000
## [99133] 100000 0 0 0 10000 50000
## [99139] 0 0 0 5000 10000 15000
## [99145] 5000 10000 3000 5000 10000 5000
## [99151] 5000 2000 5000 0 0 0
## [99157] 0 25000 10000 0 25000 0
## [99163] 0 0 15000 0 0 0
## [99169] 0 10000 25000 0 0 0
## [99175] 0 0 10000 0 0 0
## [99181] 0 0 0 0 10000 0
## [99187] 0 0 0 0 0 0
## [99193] 15000 0 5000 10000 0 85000
## [99199] 15000 3000 25000 3000 0 8000
## [99205] 0 0 30000 30000 15000 0
## [99211] 5000 5000 0 5000 18000 25000
## [99217] 25000 18000 0 30000 5000 0
## [99223] 0 0 5000 5000 5000 15000
## [99229] 0 0 0 0 0 0
## [99235] 20000 12000 0 0 0 10000
## [99241] 10000 5000 145000 85000 5000 25000
## [99247] 5000 12000 0 5000 5000 8000
## [99253] 5000 45000 85000 120000 5000 5000
## [99259] 5000 5000 800000 240000 0 0
## [99265] 0 18000 25000 0 15000 0
## [99271] 15000 8000 20000 15000 15000 5000
## [99277] 5000 5000 0 0 5000 0
## [99283] 5000 0 60000 60000 150000 35000
## [99289] 30000 0 25000 85000 12000 135000
## [99295] 15000 0 10000 10000 2000 65000
## [99301] 25000 5000 60000 15000 0 5000
## [99307] 10000 0 0 10000 0 0
## [99313] 70000 50000 5000 5000 5000 3000
## [99319] 60000 10000 3000 100000 5000 0
## [99325] 3000 15000 5000 0 0 0
## [99331] 0 0 0 0 5000 0
## [99337] 25000 8000 5000 3000 0 3000
## [99343] 5000 5000 0 0 0 25000
## [99349] 2000 100000 0 0 0 5000
## [99355] 10000 1000 40000 0 2000 10000
## [99361] 0 2000 0 0 0 3000
## [99367] 0 0 15000 0 5000 0
## [99373] 0 5000 0 0 0 4000
## [99379] 5000 1000 0 15000 8000 14000
## [99385] 1000 4000 0 3000 75000 0
## [99391] 0 0 0 0 0 0
## [99397] 5000 4000 0 0 0 0
## [99403] 15000 0 5000 0 5000 0
## [99409] 0 3000 0 0 3000 0
## [99415] 5000 5000 0 5000 0 0
## [99421] 30000 0 6000 0 0 3000
## [99427] 0 5000 0 15000 0 0
## [99433] 0 0 0 10000 5000 5000
## [99439] 1000 1000 0 0 0 0
## [99445] 5000 0 0 0 0 3000
## [99451] 0 0 5000 0 0 0
## [99457] 0 0 0 0 0 0
## [99463] 0 0 0 3000 0 0
## [99469] 0 0 0 750000 5000 1000
## [99475] 0 0 1000 5000 0 2000
## [99481] 0 0 0 15000 0 5000
## [99487] 0 10000 0 0 20000 0
## [99493] 0 0 0 1000 0 0
## [99499] 0 3000 0 0 0 0
## [99505] 7000 0 10000 0 0 0
## [99511] 10000 0 0 0 0 0
## [99517] 0 2000 15000 0 0 20000
## [99523] 0 0 0 5000 0 0
## [99529] 3000 2000 8000 0 3000 0
## [99535] 0 3000 10000 0 0 5000
## [99541] 0 4000 4000 5000 10000 5000
## [99547] 0 0 5000 3000 5000 0
## [99553] 15000 2000 5000 0 0 0
## [99559] 10000 150000 25000 0 0 5000
## [99565] 3000 25000 500000 8000 150000 3000
## [99571] 2000 40000 3000 2000 0 6000
## [99577] 40000 2000 20000 35000 5000 2000
## [99583] 3000 3000 4000 2000 1500000 20000
## [99589] 35000 8000 0 1500000 300000 75000
## [99595] 10000 0 10000 0 120000 3000
## [99601] 10000 0 10000 1000 0 0
## [99607] 5000 50000 3000 20000 2000 2000
## [99613] 5000 5000 3000 4000 4000 5000
## [99619] 75000 0 0 0 12000 50000
## [99625] 25000 10000 0 4000 150000 3000
## [99631] 0 10000 15000 0 0 5000
## [99637] 100000 5000 2000 8000 3000 0
## [99643] 5000 3000 4000 5000 4000 2000
## [99649] 1000 4000 0 2000 1000 8000
## [99655] 15000 75000 25000 0 0 0
## [99661] 0 5000 1000 4000 5000 3000
## [99667] 5000 0 3000 0 0 0
## [99673] 0 0 0 300000 8000 0
## [99679] 4000 0 5000 2000 3000 0
## [99685] 0 35000 0 0 500 15000
## [99691] 0 5000 0 0 5000 60000
## [99697] 0 0 2000 5000 20000 3000
## [99703] 0 10000 25000 10000 0 0
## [99709] 1000 2000 3000 0 0 0
## [99715] 8000 30000 100000 5000 0 0
## [99721] 6000 3000 5000 5000 0 0
## [99727] 3000 0 12000 15000 0 0
## [99733] 2000 2000 10000 0 5000 3000
## [99739] 0 0 5000 3000 0 0
## [99745] 0 5000 2000 40000 100000 10000
## [99751] 0 0 0 55000 0 0
## [99757] 0 0 0 0 0 3000
## [99763] 0 0 0 0 0 0
## [99769] 0 0 0 0 0 0
## [99775] 0 0 0 0 0 0
## [99781] 0 0 346000 0 0 0
## [99787] 20000 0 0 0 0 0
## [99793] 0 0 0 0 0 0
## [99799] 0 0 0 0 250000 0
## [99805] 0 0 0 0 750000 0
## [99811] 0 0 0 0 0 0
## [99817] 0 0 0 0 0 0
## [99823] 0 0 0 0 0 0
## [99829] 20000 0 0 0 0 0
## [99835] 0 5000 0 0 0 0
## [99841] 0 0 0 0 0 0
## [99847] 0 0 0 0 0 0
## [99853] 0 0 0 0 0 0
## [99859] 25000 25000 0 0 2000 0
## [99865] 0 0 0 0 0 0
## [99871] 0 0 0 0 5000 0
## [99877] 0 0 0 0 0 1000
## [99883] 0 0 0 0 0 0
## [99889] 0 0 2000 0 0 3000
## [99895] 0 0 0 0 0 0
## [99901] 0 0 0 0 0 0
## [99907] 0 0 0 0 0 0
## [99913] 25000 25000 0 0 0 0
## [99919] 0 15000 0 0 0 0
## [99925] 0 10000 10000 0 0 0
## [99931] 0 0 0 10000 0 0
## [99937] 0 0 0 0 5000 0
## [99943] 0 0 0 5000 1000 0
## [99949] 0 0 5000 300000 0 5000
## [99955] 0 0 0 0 0 0
## [99961] 0 0 0 0 0 0
## [99967] 0 0 0 0 0 0
## [99973] 0 0 0 0 0 0
## [99979] 0 0 0 0 0 0
## [99985] 0 0 0 0 0 0
## [99991] 0 0 0 0 0 0
## [99997] 0 0 0
## [ reached getOption("max.print") -- omitted 553531 entries ]PROPdata<-aggregate(Totalmagnitudeprop ~ EVTYPE, newStormData, sum)
PROPdata## EVTYPE Totalmagnitudeprop
## 1 HIGH SURF ADVISORY 200000
## 2 COASTAL FLOOD 0
## 3 FLASH FLOOD 50000
## 4 LIGHTNING 0
## 5 TSTM WIND 8100000
## 6 TSTM WIND (G45) 8000
## 7 WATERSPOUT 0
## 8 WIND 0
## 9 ABNORMAL WARMTH 0
## 10 ABNORMALLY DRY 0
## 11 ABNORMALLY WET 0
## 12 ACCUMULATED SNOWFALL 0
## 13 AGRICULTURAL FREEZE 0
## 14 ASTRONOMICAL HIGH TIDE 9425000
## 15 ASTRONOMICAL LOW TIDE 320000
## 16 AVALANCHE 3711800
## 17 Beach Erosion 100000
## 18 BEACH EROSION 0
## 19 BITTER WIND CHILL 0
## 20 BITTER WIND CHILL TEMPERATURES 0
## 21 Black Ice 0
## 22 BLACK ICE 0
## 23 BLIZZARD 525658950
## 24 Blizzard Summary 0
## 25 BLOW-OUT TIDE 0
## 26 BLOW-OUT TIDES 0
## 27 BLOWING DUST 20000
## 28 blowing snow 15000
## 29 Blowing Snow 0
## 30 BRUSH FIRE 0
## 31 COASTAL FLOODING/EROSION 15000000
## 32 COASTAL EROSION 766000
## 33 Coastal Flood 21905000
## 34 COASTAL FLOOD 229495560
## 35 coastal flooding 0
## 36 Coastal Flooding 6325000
## 37 COASTAL FLOODING 97484000
## 38 COASTAL FLOODING/EROSION 20030000
## 39 Coastal Storm 50000
## 40 COASTAL STORM 0
## 41 COASTALFLOOD 0
## 42 COASTALSTORM 0
## 43 Cold 54000
## 44 COLD 500000
## 45 Cold and Frost 0
## 46 COLD AND FROST 0
## 47 COLD AND SNOW 0
## 48 Cold Temperature 0
## 49 COLD TEMPERATURES 0
## 50 COLD WEATHER 0
## 51 COLD WIND CHILL TEMPERATURES 0
## 52 COLD/WIND CHILL 1990000
## 53 COOL SPELL 0
## 54 CSTL FLOODING/EROSION 0
## 55 DAM BREAK 1002000
## 56 Damaging Freeze 0
## 57 DAMAGING FREEZE 8000000
## 58 DENSE FOG 7319000
## 59 DENSE SMOKE 100000
## 60 DOWNBURST 2000
## 61 DRIEST MONTH 0
## 62 Drifting Snow 0
## 63 DROUGHT 1046101000
## 64 DROWNING 0
## 65 DRY 0
## 66 DRY CONDITIONS 0
## 67 DRY MICROBURST 1732600
## 68 DRY SPELL 0
## 69 DRY WEATHER 0
## 70 DRYNESS 0
## 71 DUST DEVEL 0
## 72 Dust Devil 18300
## 73 DUST DEVIL 645330
## 74 DUST STORM 5474000
## 75 Early Frost 0
## 76 EARLY RAIN 0
## 77 Early snowfall 0
## 78 EARLY SNOWFALL 0
## 79 Erosion/Cstl Flood 16200000
## 80 Excessive Cold 0
## 81 EXCESSIVE HEAT 7723700
## 82 EXCESSIVE HEAT/DROUGHT 0
## 83 EXCESSIVE RAIN 0
## 84 EXCESSIVE RAINFALL 0
## 85 EXCESSIVE SNOW 1935000
## 86 EXCESSIVELY DRY 0
## 87 Extended Cold 100000
## 88 Extreme Cold 0
## 89 EXTREME COLD 19760400
## 90 EXTREME COLD/WIND CHILL 8648000
## 91 EXTREME WIND CHILL 0
## 92 EXTREME WINDCHILL 755000
## 93 EXTREME WINDCHILL TEMPERATURES 0
## 94 EXTREMELY WET 0
## 95 FALLING SNOW/ICE 0
## 96 FIRST FROST 0
## 97 FIRST SNOW 0
## 98 FLASH FLOOD 15222203910
## 99 FLASH FLOOD/FLOOD 5000
## 100 FLASH FLOODING 0
## 101 Flood 0
## 102 FLOOD 143944833550
## 103 Flood/Flash Flood 0
## 104 FLOOD/FLASH/FLOOD 10000
## 105 Flood/Strong Wind 0
## 106 FOG 13145500
## 107 Freeze 0
## 108 FREEZE 200000
## 109 Freezing drizzle 15000
## 110 Freezing Drizzle 55000
## 111 FREEZING DRIZZLE 35000
## 112 Freezing Fog 0
## 113 FREEZING FOG 2182000
## 114 Freezing rain 0
## 115 Freezing Rain 35000
## 116 FREEZING RAIN 591000
## 117 FREEZING RAIN/SLEET 0
## 118 Freezing Spray 0
## 119 Frost 0
## 120 FROST 15000
## 121 Frost/Freeze 1000000
## 122 FROST/FREEZE 9480000
## 123 Funnel Cloud 0
## 124 FUNNEL CLOUD 134100
## 125 FUNNEL CLOUDS 0
## 126 Glaze 90000
## 127 GLAZE 60000
## 128 gradient wind 17000
## 129 Gradient wind 14000
## 130 GRADIENT WIND 6000
## 131 GUSTY LAKE WIND 0
## 132 GUSTY THUNDERSTORM WIND 0
## 133 GUSTY THUNDERSTORM WINDS 0
## 134 Gusty Wind 0
## 135 GUSTY WIND 360000
## 136 GUSTY WIND/HAIL 20000
## 137 GUSTY WIND/HVY RAIN 2000
## 138 Gusty wind/rain 2000
## 139 Gusty winds 0
## 140 Gusty Winds 938000
## 141 GUSTY WINDS 338000
## 142 HAIL 14595143420
## 143 Hail(0.75) 0
## 144 HAIL/WIND 0
## 145 HARD FREEZE 0
## 146 HAZARDOUS SURF 0
## 147 HEAT 1520000
## 148 Heat Wave 0
## 149 HEAT WAVE 0
## 150 Heatburst 0
## 151 Heavy Precipitation 0
## 152 Heavy rain 0
## 153 Heavy Rain 0
## 154 HEAVY RAIN 584864440
## 155 Heavy Rain and Wind 0
## 156 HEAVY RAIN EFFECTS 0
## 157 Heavy Rain/High Surf 13500000
## 158 HEAVY RAIN/WIND 0
## 159 HEAVY RAINFALL 0
## 160 HEAVY SEAS 0
## 161 HEAVY SNOW 634417540
## 162 Heavy snow shower 10000
## 163 HEAVY SNOW SQUALLS 0
## 164 Heavy Surf 50000
## 165 HEAVY SURF 1340000
## 166 Heavy surf and wind 0
## 167 HEAVY SURF/HIGH SURF 9870000
## 168 HIGH SWELLS 0
## 169 HIGH SEAS 15000
## 170 High Surf 380000
## 171 HIGH SURF 83524500
## 172 HIGH SURF ADVISORIES 0
## 173 HIGH SURF ADVISORY 0
## 174 HIGH SWELLS 5000
## 175 HIGH WATER 0
## 176 High Wind 0
## 177 HIGH WIND 5247860360
## 178 HIGH WIND (G40) 18000
## 179 HIGH WINDS 500000
## 180 Hot and Dry 0
## 181 HOT SPELL 0
## 182 HOT WEATHER 0
## 183 HURRICANE 11812819010
## 184 Hurricane Edouard 0
## 185 HURRICANE/TYPHOON 69305840000
## 186 HYPERTHERMIA/EXPOSURE 0
## 187 Hypothermia/Exposure 0
## 188 HYPOTHERMIA/EXPOSURE 0
## 189 ICE 0
## 190 Ice Fog 0
## 191 ICE JAM 0
## 192 Ice jam flood (minor 1000
## 193 ICE ON ROAD 0
## 194 ICE PELLETS 0
## 195 ICE ROADS 12000
## 196 ICE STORM 3642248810
## 197 Ice/Snow 0
## 198 ICE/SNOW 0
## 199 Icestorm/Blizzard 0
## 200 Icy Roads 0
## 201 ICY ROADS 331200
## 202 LAKE-EFFECT SNOW 40115000
## 203 Lake Effect Snow 50000
## 204 LAKE EFFECT SNOW 17000
## 205 LAKESHORE FLOOD 7540000
## 206 LANDSLIDE 324578000
## 207 LANDSLIDES 5000
## 208 Landslump 570000
## 209 LANDSLUMP 0
## 210 LANDSPOUT 7000
## 211 Late-season Snowfall 0
## 212 LATE FREEZE 0
## 213 LATE SEASON HAIL 0
## 214 LATE SEASON SNOW 180000
## 215 Late Season Snowfall 0
## 216 LATE SNOW 0
## 217 LIGHT FREEZING RAIN 451000
## 218 Light snow 5000
## 219 Light Snow 590000
## 220 LIGHT SNOW 1918000
## 221 Light Snow/Flurries 0
## 222 LIGHT SNOW/FREEZING PRECIP 0
## 223 Light Snowfall 85000
## 224 LIGHTNING 743077080
## 225 LOCALLY HEAVY RAIN 0
## 226 Marine Accident 50000
## 227 MARINE HAIL 4000
## 228 MARINE HIGH WIND 1297010
## 229 MARINE STRONG WIND 418330
## 230 MARINE THUNDERSTORM WIND 436400
## 231 MARINE TSTM WIND 5421000
## 232 Metro Storm, May 26 0
## 233 Microburst 20000
## 234 Mild and Dry Pattern 0
## 235 Minor Flooding 0
## 236 MIXED PRECIP 0
## 237 Mixed Precipitation 235000
## 238 MIXED PRECIPITATION 555000
## 239 MODERATE SNOW 0
## 240 MODERATE SNOWFALL 0
## 241 MONTHLY PRECIPITATION 0
## 242 Monthly Rainfall 0
## 243 MONTHLY RAINFALL 0
## 244 Monthly Snowfall 0
## 245 MONTHLY SNOWFALL 0
## 246 MONTHLY TEMPERATURE 0
## 247 Mountain Snows 0
## 248 MUD SLIDE 100100
## 249 Mudslide 0
## 250 MUDSLIDE 1225000
## 251 MUDSLIDE/LANDSLIDE 0
## 252 Mudslides 0
## 253 MUDSLIDES 0
## 254 No Severe Weather 0
## 255 NON-SEVERE WIND DAMAGE 5000
## 256 NON-TSTM WIND 40000
## 257 NON SEVERE HAIL 0
## 258 NON TSTM WIND 0
## 259 NONE 0
## 260 NORTHERN LIGHTS 0
## 261 Other 50000
## 262 OTHER 5500
## 263 PATCHY DENSE FOG 0
## 264 PATCHY ICE 0
## 265 Prolong Cold 0
## 266 PROLONG COLD 0
## 267 PROLONG WARMTH 0
## 268 PROLONGED RAIN 0
## 269 RAIN 300000
## 270 RAIN (HEAVY) 0
## 271 Rain Damage 0
## 272 RAIN/SNOW 0
## 273 RECORD COLD 0
## 274 Record Cold 0
## 275 RECORD COLD 0
## 276 RECORD COOL 0
## 277 Record dry month 0
## 278 RECORD DRYNESS 0
## 279 Record Heat 0
## 280 RECORD HEAT 0
## 281 Record High 0
## 282 RECORD LOW RAINFALL 0
## 283 Record May Snow 0
## 284 RECORD PRECIPITATION 0
## 285 RECORD RAINFALL 0
## 286 RECORD SNOW 0
## 287 RECORD SNOWFALL 0
## 288 Record temperature 0
## 289 RECORD TEMPERATURE 0
## 290 Record Temperatures 0
## 291 RECORD TEMPERATURES 0
## 292 RECORD WARM 0
## 293 RECORD WARM TEMPS. 0
## 294 Record Warmth 0
## 295 RECORD WARMTH 0
## 296 Record Winter Snow 0
## 297 RED FLAG CRITERIA 0
## 298 RED FLAG FIRE WX 0
## 299 REMNANTS OF FLOYD 0
## 300 RIP CURRENT 1000
## 301 RIP CURRENTS 162000
## 302 RIVER FLOOD 20282000
## 303 River Flooding 106155000
## 304 RIVER FLOODING 0
## 305 ROCK SLIDE 150000
## 306 ROGUE WAVE 0
## 307 ROUGH SEAS 0
## 308 ROUGH SURF 10000
## 309 Saharan Dust 0
## 310 SAHARAN DUST 0
## 311 Seasonal Snowfall 0
## 312 SEICHE 980000
## 313 SEVERE THUNDERSTORM 0
## 314 SEVERE THUNDERSTORMS 0
## 315 SLEET 0
## 316 SLEET STORM 0
## 317 SLEET/FREEZING RAIN 0
## 318 small hail 0
## 319 Small Hail 0
## 320 SMALL HAIL 70000
## 321 Sml Stream Fld 0
## 322 SMOKE 0
## 323 Snow 65000
## 324 SNOW 2489000
## 325 Snow Accumulation 0
## 326 SNOW ADVISORY 0
## 327 Snow and Ice 0
## 328 SNOW AND ICE 0
## 329 Snow and sleet 0
## 330 SNOW AND SLEET 0
## 331 SNOW DROUGHT 0
## 332 SNOW SHOWERS 0
## 333 SNOW SQUALL 30000
## 334 Snow squalls 0
## 335 Snow Squalls 55000
## 336 SNOW SQUALLS 15000
## 337 SNOW/BLOWING SNOW 0
## 338 SNOW/FREEZING RAIN 0
## 339 SNOW/ICE 0
## 340 SNOW/SLEET 0
## 341 SNOWMELT FLOODING 0
## 342 STORM SURGE 43193536000
## 343 STORM SURGE/TIDE 4641188000
## 344 STREET FLOODING 0
## 345 Strong Wind 18000
## 346 STRONG WIND 174741450
## 347 STRONG WIND GUST 0
## 348 Strong winds 0
## 349 Strong Winds 100000
## 350 STRONG WINDS 2134790
## 351 Summary August 10 0
## 352 Summary August 11 0
## 353 Summary August 17 0
## 354 Summary August 2-3 0
## 355 Summary August 21 0
## 356 Summary August 28 0
## 357 Summary August 4 0
## 358 Summary August 7 0
## 359 Summary August 9 0
## 360 Summary Jan 17 0
## 361 Summary July 23-24 0
## 362 Summary June 18-19 0
## 363 Summary June 5-6 0
## 364 Summary June 6 0
## 365 Summary of April 12 0
## 366 Summary of April 13 0
## 367 Summary of April 21 0
## 368 Summary of April 27 0
## 369 Summary of April 3rd 0
## 370 Summary of August 1 0
## 371 Summary of July 11 0
## 372 Summary of July 2 0
## 373 Summary of July 22 0
## 374 Summary of July 26 0
## 375 Summary of July 29 0
## 376 Summary of July 3 0
## 377 Summary of June 10 0
## 378 Summary of June 11 0
## 379 Summary of June 12 0
## 380 Summary of June 13 0
## 381 Summary of June 15 0
## 382 Summary of June 16 0
## 383 Summary of June 18 0
## 384 Summary of June 23 0
## 385 Summary of June 24 0
## 386 Summary of June 3 0
## 387 Summary of June 30 0
## 388 Summary of June 4 0
## 389 Summary of June 6 0
## 390 Summary of March 14 0
## 391 Summary of March 23 0
## 392 Summary of March 24 0
## 393 SUMMARY OF MARCH 24-25 0
## 394 SUMMARY OF MARCH 27 0
## 395 SUMMARY OF MARCH 29 0
## 396 Summary of May 10 0
## 397 Summary of May 13 0
## 398 Summary of May 14 0
## 399 Summary of May 22 0
## 400 Summary of May 22 am 0
## 401 Summary of May 22 pm 0
## 402 Summary of May 26 am 0
## 403 Summary of May 26 pm 0
## 404 Summary of May 31 am 0
## 405 Summary of May 31 pm 0
## 406 Summary of May 9-10 0
## 407 Summary Sept. 25-26 0
## 408 Summary September 20 0
## 409 Summary September 23 0
## 410 Summary September 3 0
## 411 Summary September 4 0
## 412 Summary: Nov. 16 0
## 413 Summary: Nov. 6-7 0
## 414 Summary: Oct. 20-21 0
## 415 Summary: October 31 0
## 416 Summary: Sept. 18 0
## 417 Temperature record 0
## 418 Thundersnow shower 0
## 419 THUNDERSTORM 0
## 420 Thunderstorm Wind 0
## 421 THUNDERSTORM WIND 3382654440
## 422 THUNDERSTORM WIND (G40) 0
## 423 THUNDERSTORMS 0
## 424 Tidal Flooding 10000
## 425 TIDAL FLOODING 3000
## 426 TORNADO 24616945710
## 427 TORNADO DEBRIS 0
## 428 Torrential Rainfall 0
## 429 TROPICAL DEPRESSION 1737000
## 430 TROPICAL STORM 7642475550
## 431 TSTM 0
## 432 TSTM HEAVY RAIN 0
## 433 Tstm Wind 30000
## 434 TSTM WIND 4478026440
## 435 TSTM WIND (G45) 5000
## 436 TSTM WIND (41) 8000
## 437 TSTM WIND (G35) 30000
## 438 TSTM WIND (G40) 45000
## 439 TSTM WIND (G45) 221500
## 440 TSTM WIND 40 1000
## 441 TSTM WIND 45 10000
## 442 TSTM WIND AND LIGHTNING 80000
## 443 TSTM WIND G45 1000
## 444 TSTM WIND/HAIL 44335500
## 445 TSTM WINDS 0
## 446 TSTM WND 0
## 447 TSUNAMI 144062000
## 448 TYPHOON 600230000
## 449 Unseasonable Cold 0
## 450 UNSEASONABLY COLD 0
## 451 UNSEASONABLY COOL 0
## 452 UNSEASONABLY COOL & WET 0
## 453 UNSEASONABLY DRY 0
## 454 UNSEASONABLY HOT 0
## 455 UNSEASONABLY WARM 0
## 456 UNSEASONABLY WARM & WET 0
## 457 UNSEASONABLY WARM AND DRY 0
## 458 UNSEASONABLY WARM YEAR 0
## 459 UNSEASONABLY WARM/WET 0
## 460 UNSEASONABLY WET 0
## 461 UNSEASONAL LOW TEMP 0
## 462 UNSEASONAL RAIN 0
## 463 UNUSUAL WARMTH 0
## 464 UNUSUAL/RECORD WARMTH 0
## 465 UNUSUALLY COLD 0
## 466 UNUSUALLY LATE SNOW 0
## 467 UNUSUALLY WARM 0
## 468 Urban flood 0
## 469 Urban Flood 0
## 470 URBAN FLOOD 0
## 471 Urban Flooding 0
## 472 URBAN/SMALL STRM FLDG 0
## 473 URBAN/SML STREAM FLD 58309650
## 474 URBAN/SML STREAM FLDG 0
## 475 URBAN/STREET FLOODING 0
## 476 VERY DRY 0
## 477 VERY WARM 0
## 478 VOG 0
## 479 Volcanic Ash 0
## 480 VOLCANIC ASH 500000
## 481 Volcanic Ash Plume 0
## 482 VOLCANIC ASHFALL 0
## 483 VOLCANIC ERUPTION 0
## 484 WAKE LOW WIND 0
## 485 WALL CLOUD 0
## 486 WARM WEATHER 0
## 487 WATERSPOUT 5730200
## 488 WATERSPOUTS 0
## 489 wet micoburst 0
## 490 WET MICROBURST 35000
## 491 Wet Month 0
## 492 Wet Year 0
## 493 Whirlwind 5000
## 494 WHIRLWIND 7000
## 495 WILD/FOREST FIRE 3001782500
## 496 WILDFIRE 4758667000
## 497 Wind 10000
## 498 WIND 2279500
## 499 WIND ADVISORY 0
## 500 WIND AND WAVE 1000000
## 501 WIND CHILL 0
## 502 Wind Damage 10000
## 503 WIND DAMAGE 0
## 504 WIND GUSTS 0
## 505 WINDS 0
## 506 WINTER MIX 0
## 507 WINTER STORM 1532743250
## 508 Winter Weather 0
## 509 WINTER WEATHER 20866000
## 510 WINTER WEATHER MIX 60000
## 511 WINTER WEATHER/MIX 6372000
## 512 WINTERY MIX 0
## 513 Wintry mix 0
## 514 Wintry Mix 2500
## 515 WINTRY MIX 10000
## 516 WND 0library(dplyr)##
## Attaching package: 'dplyr'## The following object is masked from 'package:gridExtra':
##
## combine## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionPROPdata<-arrange(PROPdata, PROPdata[,2])
PROPdata<-tail(PROPdata,n=15)
head(PROPdata)## EVTYPE Totalmagnitudeprop
## 502 WILD/FOREST FIRE 3001782500
## 503 THUNDERSTORM WIND 3382654440
## 504 ICE STORM 3642248810
## 505 TSTM WIND 4478026440
## 506 STORM SURGE/TIDE 4641188000
## 507 WILDFIRE 4758667000library(ggplot2)
ggplot(PROPdata, aes(x=EVTYPE, y=Totalmagnitudeprop))+
geom_bar(stat = "Identity")+
theme(axis.text.x = element_text(angle = 45, hjust = 1))+
ggtitle("Magnitude of property loss per Event")
newStormData$CROPDMGEXP<-tolower(newStormData$CROPDMGEXP)
unique(newStormData$CROPDMGEXP)## [1] "k" "" "m" "b"newStormData$CROPDMGEXP[newStormData$CROPDMGEXP %in% c("+","0","-","?","")]<-0
newStormData$CROPDMGEXP[newStormData$CROPDMGEXP == "k"]<-1000
newStormData$CROPDMGEXP[newStormData$CROPDMGEXP == "h"]<-100
newStormData$CROPDMGEXP[newStormData$CROPDMGEXP == "m"]<-1000000
newStormData$CROPDMGEXP[newStormData$CROPDMGEXP == "b"]<-1000000000
newStormData$CROPDMGEXP[newStormData$CROPDMGEXP %in% c("1","2","3","4","5","6","7","8")]<-10newStormData$CROPDMG<-as.numeric(newStormData$CROPDMG)
newStormData$CROPDMGEXP<-as.numeric(newStormData$CROPDMGEXP)
newStormData$Totalmagnitudecrop<-newStormData$CROPDMG*newStormData$CROPDMGEXP
newStormData$Totalmagnitudecrop## [1] 38000 0 0 0 0 0
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## [99337] 0 0 0 0 0 0
## [99343] 0 0 0 0 0 0
## [99349] 0 0 0 0 0 0
## [99355] 0 0 0 0 0 0
## [99361] 0 0 0 0 0 0
## [99367] 0 0 0 0 0 0
## [99373] 0 0 0 0 0 0
## [99379] 0 0 0 0 0 0
## [99385] 0 0 0 0 0 0
## [99391] 0 0 0 0 0 0
## [99397] 0 0 0 0 0 0
## [99403] 0 0 0 0 0 0
## [99409] 0 0 0 0 0 0
## [99415] 0 0 0 0 0 0
## [99421] 0 0 0 0 0 0
## [99427] 0 0 0 0 0 0
## [99433] 0 0 0 0 0 0
## [99439] 0 0 0 0 0 0
## [99445] 0 0 0 0 0 0
## [99451] 0 0 0 0 0 0
## [99457] 0 0 0 0 0 0
## [99463] 0 0 0 0 0 0
## [99469] 0 0 0 0 0 0
## [99475] 0 0 0 0 0 0
## [99481] 0 0 0 0 0 0
## [99487] 0 0 0 0 0 0
## [99493] 0 0 0 0 0 0
## [99499] 0 0 0 0 0 0
## [99505] 0 0 0 0 0 0
## [99511] 0 0 0 0 0 0
## [99517] 0 0 0 0 0 0
## [99523] 0 0 0 0 0 0
## [99529] 0 0 0 0 0 0
## [99535] 0 0 0 0 0 0
## [99541] 0 0 0 0 0 0
## [99547] 0 0 0 0 0 0
## [99553] 0 0 0 0 0 0
## [99559] 0 0 0 0 0 0
## [99565] 0 0 0 0 0 0
## [99571] 0 0 0 0 0 0
## [99577] 0 0 0 0 0 0
## [99583] 0 0 0 0 0 0
## [99589] 0 0 0 0 0 0
## [99595] 0 0 0 0 0 0
## [99601] 0 0 0 0 0 0
## [99607] 0 0 0 0 0 0
## [99613] 0 0 0 0 0 0
## [99619] 0 0 0 0 0 0
## [99625] 0 0 0 0 0 0
## [99631] 0 0 0 0 0 0
## [99637] 0 0 0 0 0 0
## [99643] 0 0 0 0 0 0
## [99649] 0 0 0 0 0 0
## [99655] 0 0 0 0 0 0
## [99661] 0 0 0 0 0 0
## [99667] 0 0 0 0 0 0
## [99673] 0 0 0 0 0 0
## [99679] 0 0 0 0 0 0
## [99685] 0 0 0 0 0 0
## [99691] 0 0 0 0 0 0
## [99697] 0 0 0 0 0 0
## [99703] 0 0 0 0 0 0
## [99709] 0 0 0 0 0 0
## [99715] 0 0 0 0 0 0
## [99721] 0 0 0 0 0 0
## [99727] 0 0 0 0 0 0
## [99733] 0 0 0 0 0 0
## [99739] 0 0 0 0 0 0
## [99745] 0 0 0 0 0 0
## [99751] 0 0 0 0 0 0
## [99757] 0 0 0 0 0 0
## [99763] 0 0 0 0 0 0
## [99769] 0 0 0 0 0 0
## [99775] 0 0 0 0 0 0
## [99781] 0 0 0 0 0 0
## [99787] 0 0 0 0 0 0
## [99793] 0 0 0 0 0 0
## [99799] 0 0 0 0 0 0
## [99805] 0 0 0 0 0 0
## [99811] 0 0 0 0 0 0
## [99817] 0 0 0 0 0 0
## [99823] 0 0 0 0 0 0
## [99829] 0 0 0 0 0 0
## [99835] 0 0 0 0 0 0
## [99841] 0 0 0 0 0 0
## [99847] 0 0 0 0 0 0
## [99853] 0 0 0 0 0 0
## [99859] 0 0 0 0 0 0
## [99865] 0 0 0 0 0 0
## [99871] 0 0 0 0 0 0
## [99877] 0 0 0 0 0 0
## [99883] 0 0 0 0 0 0
## [99889] 0 0 0 0 0 0
## [99895] 0 0 0 0 0 0
## [99901] 0 0 0 0 0 0
## [99907] 0 0 0 0 0 0
## [99913] 0 0 0 0 0 0
## [99919] 0 10000 0 0 0 0
## [99925] 0 0 0 0 0 0
## [99931] 0 0 0 0 0 0
## [99937] 0 0 0 0 0 0
## [99943] 0 0 0 0 0 0
## [99949] 0 0 0 0 0 0
## [99955] 0 0 0 0 0 0
## [99961] 0 0 0 0 0 0
## [99967] 0 0 0 0 0 0
## [99973] 0 0 0 0 0 0
## [99979] 0 0 0 0 0 0
## [99985] 0 0 0 0 0 0
## [99991] 0 0 0 0 0 0
## [99997] 0 0 0
## [ reached getOption("max.print") -- omitted 553531 entries ]CROPdata<-aggregate(Totalmagnitudecrop ~ EVTYPE, newStormData, sum)
CROPdata## EVTYPE Totalmagnitudecrop
## 1 HIGH SURF ADVISORY 0
## 2 COASTAL FLOOD 0
## 3 FLASH FLOOD 0
## 4 LIGHTNING 0
## 5 TSTM WIND 0
## 6 TSTM WIND (G45) 0
## 7 WATERSPOUT 0
## 8 WIND 0
## 9 ABNORMAL WARMTH 0
## 10 ABNORMALLY DRY 0
## 11 ABNORMALLY WET 0
## 12 ACCUMULATED SNOWFALL 0
## 13 AGRICULTURAL FREEZE 28820000
## 14 ASTRONOMICAL HIGH TIDE 0
## 15 ASTRONOMICAL LOW TIDE 0
## 16 AVALANCHE 0
## 17 Beach Erosion 0
## 18 BEACH EROSION 0
## 19 BITTER WIND CHILL 0
## 20 BITTER WIND CHILL TEMPERATURES 0
## 21 Black Ice 0
## 22 BLACK ICE 0
## 23 BLIZZARD 7060000
## 24 Blizzard Summary 0
## 25 BLOW-OUT TIDE 0
## 26 BLOW-OUT TIDES 0
## 27 BLOWING DUST 0
## 28 blowing snow 0
## 29 Blowing Snow 0
## 30 BRUSH FIRE 0
## 31 COASTAL FLOODING/EROSION 0
## 32 COASTAL EROSION 0
## 33 Coastal Flood 0
## 34 COASTAL FLOOD 0
## 35 coastal flooding 0
## 36 Coastal Flooding 0
## 37 COASTAL FLOODING 0
## 38 COASTAL FLOODING/EROSION 0
## 39 Coastal Storm 0
## 40 COASTAL STORM 0
## 41 COASTALFLOOD 0
## 42 COASTALSTORM 0
## 43 Cold 0
## 44 COLD 0
## 45 Cold and Frost 0
## 46 COLD AND FROST 0
## 47 COLD AND SNOW 0
## 48 Cold Temperature 0
## 49 COLD TEMPERATURES 0
## 50 COLD WEATHER 0
## 51 COLD WIND CHILL TEMPERATURES 0
## 52 COLD/WIND CHILL 600000
## 53 COOL SPELL 0
## 54 CSTL FLOODING/EROSION 0
## 55 DAM BREAK 0
## 56 Damaging Freeze 34130000
## 57 DAMAGING FREEZE 0
## 58 DENSE FOG 0
## 59 DENSE SMOKE 0
## 60 DOWNBURST 0
## 61 DRIEST MONTH 0
## 62 Drifting Snow 0
## 63 DROUGHT 13367566000
## 64 DROWNING 0
## 65 DRY 0
## 66 DRY CONDITIONS 0
## 67 DRY MICROBURST 15000
## 68 DRY SPELL 0
## 69 DRY WEATHER 0
## 70 DRYNESS 0
## 71 DUST DEVEL 0
## 72 Dust Devil 0
## 73 DUST DEVIL 0
## 74 DUST STORM 3100000
## 75 Early Frost 42000000
## 76 EARLY RAIN 0
## 77 Early snowfall 0
## 78 EARLY SNOWFALL 0
## 79 Erosion/Cstl Flood 0
## 80 Excessive Cold 0
## 81 EXCESSIVE HEAT 492402000
## 82 EXCESSIVE HEAT/DROUGHT 0
## 83 EXCESSIVE RAIN 0
## 84 EXCESSIVE RAINFALL 0
## 85 EXCESSIVE SNOW 0
## 86 EXCESSIVELY DRY 0
## 87 Extended Cold 0
## 88 Extreme Cold 20000000
## 89 EXTREME COLD 1288973000
## 90 EXTREME COLD/WIND CHILL 50000
## 91 EXTREME WIND CHILL 0
## 92 EXTREME WINDCHILL 17000000
## 93 EXTREME WINDCHILL TEMPERATURES 0
## 94 EXTREMELY WET 0
## 95 FALLING SNOW/ICE 0
## 96 FIRST FROST 0
## 97 FIRST SNOW 0
## 98 FLASH FLOOD 1334901700
## 99 FLASH FLOOD/FLOOD 0
## 100 FLASH FLOODING 0
## 101 Flood 0
## 102 FLOOD 4974778400
## 103 Flood/Flash Flood 0
## 104 FLOOD/FLASH/FLOOD 0
## 105 Flood/Strong Wind 0
## 106 FOG 0
## 107 Freeze 10500000
## 108 FREEZE 146225000
## 109 Freezing drizzle 0
## 110 Freezing Drizzle 0
## 111 FREEZING DRIZZLE 0
## 112 Freezing Fog 0
## 113 FREEZING FOG 0
## 114 Freezing rain 0
## 115 Freezing Rain 0
## 116 FREEZING RAIN 0
## 117 FREEZING RAIN/SLEET 0
## 118 Freezing Spray 0
## 119 Frost 0
## 120 FROST 0
## 121 Frost/Freeze 100000
## 122 FROST/FREEZE 1094086000
## 123 Funnel Cloud 0
## 124 FUNNEL CLOUD 0
## 125 FUNNEL CLOUDS 0
## 126 Glaze 0
## 127 GLAZE 0
## 128 gradient wind 0
## 129 Gradient wind 0
## 130 GRADIENT WIND 0
## 131 GUSTY LAKE WIND 0
## 132 GUSTY THUNDERSTORM WIND 0
## 133 GUSTY THUNDERSTORM WINDS 0
## 134 Gusty Wind 0
## 135 GUSTY WIND 10000
## 136 GUSTY WIND/HAIL 0
## 137 GUSTY WIND/HVY RAIN 0
## 138 Gusty wind/rain 0
## 139 Gusty winds 0
## 140 Gusty Winds 0
## 141 GUSTY WINDS 200000
## 142 HAIL 2476029450
## 143 Hail(0.75) 0
## 144 HAIL/WIND 0
## 145 HARD FREEZE 12900000
## 146 HAZARDOUS SURF 0
## 147 HEAT 176500
## 148 Heat Wave 0
## 149 HEAT WAVE 0
## 150 Heatburst 0
## 151 Heavy Precipitation 0
## 152 Heavy rain 0
## 153 Heavy Rain 0
## 154 HEAVY RAIN 728169800
## 155 Heavy Rain and Wind 0
## 156 HEAVY RAIN EFFECTS 0
## 157 Heavy Rain/High Surf 1500000
## 158 HEAVY RAIN/WIND 0
## 159 HEAVY RAINFALL 0
## 160 HEAVY SEAS 0
## 161 HEAVY SNOW 71122100
## 162 Heavy snow shower 0
## 163 HEAVY SNOW SQUALLS 0
## 164 Heavy Surf 0
## 165 HEAVY SURF 0
## 166 Heavy surf and wind 0
## 167 HEAVY SURF/HIGH SURF 0
## 168 HIGH SWELLS 0
## 169 HIGH SEAS 0
## 170 High Surf 0
## 171 HIGH SURF 0
## 172 HIGH SURF ADVISORIES 0
## 173 HIGH SURF ADVISORY 0
## 174 HIGH SWELLS 0
## 175 HIGH WATER 0
## 176 High Wind 0
## 177 HIGH WIND 633561300
## 178 HIGH WIND (G40) 0
## 179 HIGH WINDS 0
## 180 Hot and Dry 0
## 181 HOT SPELL 0
## 182 HOT WEATHER 0
## 183 HURRICANE 2741410000
## 184 Hurricane Edouard 0
## 185 HURRICANE/TYPHOON 2607872800
## 186 HYPERTHERMIA/EXPOSURE 0
## 187 Hypothermia/Exposure 0
## 188 HYPOTHERMIA/EXPOSURE 0
## 189 ICE 0
## 190 Ice Fog 0
## 191 ICE JAM 0
## 192 Ice jam flood (minor 0
## 193 ICE ON ROAD 0
## 194 ICE PELLETS 0
## 195 ICE ROADS 0
## 196 ICE STORM 15660000
## 197 Ice/Snow 0
## 198 ICE/SNOW 0
## 199 Icestorm/Blizzard 0
## 200 Icy Roads 0
## 201 ICY ROADS 0
## 202 LAKE-EFFECT SNOW 0
## 203 Lake Effect Snow 0
## 204 LAKE EFFECT SNOW 0
## 205 LAKESHORE FLOOD 0
## 206 LANDSLIDE 20017000
## 207 LANDSLIDES 0
## 208 Landslump 0
## 209 LANDSLUMP 0
## 210 LANDSPOUT 0
## 211 Late-season Snowfall 0
## 212 LATE FREEZE 0
## 213 LATE SEASON HAIL 0
## 214 LATE SEASON SNOW 0
## 215 Late Season Snowfall 0
## 216 LATE SNOW 0
## 217 LIGHT FREEZING RAIN 0
## 218 Light snow 0
## 219 Light Snow 0
## 220 LIGHT SNOW 0
## 221 Light Snow/Flurries 0
## 222 LIGHT SNOW/FREEZING PRECIP 0
## 223 Light Snowfall 0
## 224 LIGHTNING 6898440
## 225 LOCALLY HEAVY RAIN 0
## 226 Marine Accident 0
## 227 MARINE HAIL 0
## 228 MARINE HIGH WIND 0
## 229 MARINE STRONG WIND 0
## 230 MARINE THUNDERSTORM WIND 50000
## 231 MARINE TSTM WIND 0
## 232 Metro Storm, May 26 0
## 233 Microburst 0
## 234 Mild and Dry Pattern 0
## 235 Minor Flooding 0
## 236 MIXED PRECIP 0
## 237 Mixed Precipitation 0
## 238 MIXED PRECIPITATION 0
## 239 MODERATE SNOW 0
## 240 MODERATE SNOWFALL 0
## 241 MONTHLY PRECIPITATION 0
## 242 Monthly Rainfall 0
## 243 MONTHLY RAINFALL 0
## 244 Monthly Snowfall 0
## 245 MONTHLY SNOWFALL 0
## 246 MONTHLY TEMPERATURE 0
## 247 Mountain Snows 0
## 248 MUD SLIDE 0
## 249 Mudslide 0
## 250 MUDSLIDE 0
## 251 MUDSLIDE/LANDSLIDE 0
## 252 Mudslides 0
## 253 MUDSLIDES 0
## 254 No Severe Weather 0
## 255 NON-SEVERE WIND DAMAGE 0
## 256 NON-TSTM WIND 0
## 257 NON SEVERE HAIL 0
## 258 NON TSTM WIND 0
## 259 NONE 0
## 260 NORTHERN LIGHTS 0
## 261 Other 0
## 262 OTHER 1034400
## 263 PATCHY DENSE FOG 0
## 264 PATCHY ICE 0
## 265 Prolong Cold 0
## 266 PROLONG COLD 0
## 267 PROLONG WARMTH 0
## 268 PROLONGED RAIN 0
## 269 RAIN 250000
## 270 RAIN (HEAVY) 0
## 271 Rain Damage 0
## 272 RAIN/SNOW 0
## 273 RECORD COLD 0
## 274 Record Cold 0
## 275 RECORD COLD 0
## 276 RECORD COOL 0
## 277 Record dry month 0
## 278 RECORD DRYNESS 0
## 279 Record Heat 0
## 280 RECORD HEAT 0
## 281 Record High 0
## 282 RECORD LOW RAINFALL 0
## 283 Record May Snow 0
## 284 RECORD PRECIPITATION 0
## 285 RECORD RAINFALL 0
## 286 RECORD SNOW 0
## 287 RECORD SNOWFALL 0
## 288 Record temperature 0
## 289 RECORD TEMPERATURE 0
## 290 Record Temperatures 0
## 291 RECORD TEMPERATURES 0
## 292 RECORD WARM 0
## 293 RECORD WARM TEMPS. 0
## 294 Record Warmth 0
## 295 RECORD WARMTH 0
## 296 Record Winter Snow 0
## 297 RED FLAG CRITERIA 0
## 298 RED FLAG FIRE WX 0
## 299 REMNANTS OF FLOYD 0
## 300 RIP CURRENT 0
## 301 RIP CURRENTS 0
## 302 RIVER FLOOD 1875000
## 303 River Flooding 28020000
## 304 RIVER FLOODING 0
## 305 ROCK SLIDE 0
## 306 ROGUE WAVE 0
## 307 ROUGH SEAS 0
## 308 ROUGH SURF 0
## 309 Saharan Dust 0
## 310 SAHARAN DUST 0
## 311 Seasonal Snowfall 0
## 312 SEICHE 0
## 313 SEVERE THUNDERSTORM 0
## 314 SEVERE THUNDERSTORMS 0
## 315 SLEET 0
## 316 SLEET STORM 0
## 317 SLEET/FREEZING RAIN 0
## 318 small hail 0
## 319 Small Hail 0
## 320 SMALL HAIL 20793000
## 321 Sml Stream Fld 0
## 322 SMOKE 0
## 323 Snow 0
## 324 SNOW 0
## 325 Snow Accumulation 0
## 326 SNOW ADVISORY 0
## 327 Snow and Ice 0
## 328 SNOW AND ICE 0
## 329 Snow and sleet 0
## 330 SNOW AND SLEET 0
## 331 SNOW DROUGHT 0
## 332 SNOW SHOWERS 0
## 333 SNOW SQUALL 0
## 334 Snow squalls 0
## 335 Snow Squalls 0
## 336 SNOW SQUALLS 0
## 337 SNOW/BLOWING SNOW 0
## 338 SNOW/FREEZING RAIN 0
## 339 SNOW/ICE 0
## 340 SNOW/SLEET 0
## 341 SNOWMELT FLOODING 0
## 342 STORM SURGE 5000
## 343 STORM SURGE/TIDE 850000
## 344 STREET FLOODING 0
## 345 Strong Wind 0
## 346 STRONG WIND 64953500
## 347 STRONG WIND GUST 0
## 348 Strong winds 0
## 349 Strong Winds 0
## 350 STRONG WINDS 0
## 351 Summary August 10 0
## 352 Summary August 11 0
## 353 Summary August 17 0
## 354 Summary August 2-3 0
## 355 Summary August 21 0
## 356 Summary August 28 0
## 357 Summary August 4 0
## 358 Summary August 7 0
## 359 Summary August 9 0
## 360 Summary Jan 17 0
## 361 Summary July 23-24 0
## 362 Summary June 18-19 0
## 363 Summary June 5-6 0
## 364 Summary June 6 0
## 365 Summary of April 12 0
## 366 Summary of April 13 0
## 367 Summary of April 21 0
## 368 Summary of April 27 0
## 369 Summary of April 3rd 0
## 370 Summary of August 1 0
## 371 Summary of July 11 0
## 372 Summary of July 2 0
## 373 Summary of July 22 0
## 374 Summary of July 26 0
## 375 Summary of July 29 0
## 376 Summary of July 3 0
## 377 Summary of June 10 0
## 378 Summary of June 11 0
## 379 Summary of June 12 0
## 380 Summary of June 13 0
## 381 Summary of June 15 0
## 382 Summary of June 16 0
## 383 Summary of June 18 0
## 384 Summary of June 23 0
## 385 Summary of June 24 0
## 386 Summary of June 3 0
## 387 Summary of June 30 0
## 388 Summary of June 4 0
## 389 Summary of June 6 0
## 390 Summary of March 14 0
## 391 Summary of March 23 0
## 392 Summary of March 24 0
## 393 SUMMARY OF MARCH 24-25 0
## 394 SUMMARY OF MARCH 27 0
## 395 SUMMARY OF MARCH 29 0
## 396 Summary of May 10 0
## 397 Summary of May 13 0
## 398 Summary of May 14 0
## 399 Summary of May 22 0
## 400 Summary of May 22 am 0
## 401 Summary of May 22 pm 0
## 402 Summary of May 26 am 0
## 403 Summary of May 26 pm 0
## 404 Summary of May 31 am 0
## 405 Summary of May 31 pm 0
## 406 Summary of May 9-10 0
## 407 Summary Sept. 25-26 0
## 408 Summary September 20 0
## 409 Summary September 23 0
## 410 Summary September 3 0
## 411 Summary September 4 0
## 412 Summary: Nov. 16 0
## 413 Summary: Nov. 6-7 0
## 414 Summary: Oct. 20-21 0
## 415 Summary: October 31 0
## 416 Summary: Sept. 18 0
## 417 Temperature record 0
## 418 Thundersnow shower 0
## 419 THUNDERSTORM 0
## 420 Thunderstorm Wind 0
## 421 THUNDERSTORM WIND 398331000
## 422 THUNDERSTORM WIND (G40) 0
## 423 THUNDERSTORMS 0
## 424 Tidal Flooding 0
## 425 TIDAL FLOODING 0
## 426 TORNADO 283425010
## 427 TORNADO DEBRIS 0
## 428 Torrential Rainfall 0
## 429 TROPICAL DEPRESSION 0
## 430 TROPICAL STORM 677711000
## 431 TSTM 0
## 432 TSTM HEAVY RAIN 0
## 433 Tstm Wind 0
## 434 TSTM WIND 553915350
## 435 TSTM WIND (G45) 0
## 436 TSTM WIND (41) 0
## 437 TSTM WIND (G35) 0
## 438 TSTM WIND (G40) 0
## 439 TSTM WIND (G45) 0
## 440 TSTM WIND 40 0
## 441 TSTM WIND 45 0
## 442 TSTM WIND AND LIGHTNING 0
## 443 TSTM WIND G45 0
## 444 TSTM WIND/HAIL 64696250
## 445 TSTM WINDS 0
## 446 TSTM WND 0
## 447 TSUNAMI 20000
## 448 TYPHOON 825000
## 449 Unseasonable Cold 5100000
## 450 UNSEASONABLY COLD 25042500
## 451 UNSEASONABLY COOL 0
## 452 UNSEASONABLY COOL & WET 0
## 453 UNSEASONABLY DRY 0
## 454 UNSEASONABLY HOT 0
## 455 UNSEASONABLY WARM 10000
## 456 UNSEASONABLY WARM & WET 0
## 457 UNSEASONABLY WARM AND DRY 0
## 458 UNSEASONABLY WARM YEAR 0
## 459 UNSEASONABLY WARM/WET 0
## 460 UNSEASONABLY WET 0
## 461 UNSEASONAL LOW TEMP 0
## 462 UNSEASONAL RAIN 10000000
## 463 UNUSUAL WARMTH 0
## 464 UNUSUAL/RECORD WARMTH 0
## 465 UNUSUALLY COLD 0
## 466 UNUSUALLY LATE SNOW 0
## 467 UNUSUALLY WARM 0
## 468 Urban flood 0
## 469 Urban Flood 0
## 470 URBAN FLOOD 0
## 471 Urban Flooding 0
## 472 URBAN/SMALL STRM FLDG 0
## 473 URBAN/SML STREAM FLD 8488100
## 474 URBAN/SML STREAM FLDG 0
## 475 URBAN/STREET FLOODING 0
## 476 VERY DRY 0
## 477 VERY WARM 0
## 478 VOG 0
## 479 Volcanic Ash 0
## 480 VOLCANIC ASH 0
## 481 Volcanic Ash Plume 0
## 482 VOLCANIC ASHFALL 0
## 483 VOLCANIC ERUPTION 0
## 484 WAKE LOW WIND 0
## 485 WALL CLOUD 0
## 486 WARM WEATHER 0
## 487 WATERSPOUT 0
## 488 WATERSPOUTS 0
## 489 wet micoburst 0
## 490 WET MICROBURST 0
## 491 Wet Month 0
## 492 Wet Year 0
## 493 Whirlwind 0
## 494 WHIRLWIND 0
## 495 WILD/FOREST FIRE 106782330
## 496 WILDFIRE 295472800
## 497 Wind 0
## 498 WIND 300000
## 499 WIND ADVISORY 0
## 500 WIND AND WAVE 0
## 501 WIND CHILL 0
## 502 Wind Damage 0
## 503 WIND DAMAGE 0
## 504 WIND GUSTS 0
## 505 WINDS 0
## 506 WINTER MIX 0
## 507 WINTER STORM 11944000
## 508 Winter Weather 0
## 509 WINTER WEATHER 15000000
## 510 WINTER WEATHER MIX 0
## 511 WINTER WEATHER/MIX 0
## 512 WINTERY MIX 0
## 513 Wintry mix 0
## 514 Wintry Mix 0
## 515 WINTRY MIX 0
## 516 WND 0library(dplyr)
CROPdata<-arrange(CROPdata, CROPdata[,2])
CROPdata<-tail(CROPdata,n=15)
head(CROPdata)## EVTYPE Totalmagnitudecrop
## 502 WILDFIRE 295472800
## 503 THUNDERSTORM WIND 398331000
## 504 EXCESSIVE HEAT 492402000
## 505 TSTM WIND 553915350
## 506 HIGH WIND 633561300
## 507 TROPICAL STORM 677711000library(ggplot2)
ggplot(CROPdata, aes(x=EVTYPE, y=Totalmagnitudecrop))+
geom_bar(stat = "Identity")+
theme(axis.text.x = element_text(angle = 45, hjust = 1))+
ggtitle("Magnitude of crop loss per Event")
library(gridExtra)
PROPdataplot<-ggplot(PROPdata, aes(x=EVTYPE, y=Totalmagnitudeprop))+
geom_bar(stat = "Identity")+
theme(axis.text.x = element_text(angle = 45, hjust = 1))+
ggtitle("Magnitude of property loss per Event")
CROPdataplot<-ggplot(CROPdata, aes(x=EVTYPE, y=Totalmagnitudecrop))+
geom_bar(stat = "Identity")+
theme(axis.text.x = element_text(angle = 45, hjust = 1))+
ggtitle("Magnitude of crop loss per Event")
grid.arrange(PROPdataplot,CROPdataplot)
##RESULTS
stormDataPerEventInjuries## EVTYPE INJURIES
## 16 AVALANCHE 156
## 23 BLIZZARD 385
## 58 DENSE FOG 143
## 74 DUST STORM 376
## 81 EXCESSIVE HEAT 6391
## 98 FLASH FLOOD 1674
## 102 FLOOD 6758
## 106 FOG 712
## 127 GLAZE 212
## 142 HAIL 713
## 147 HEAT 1222
## 154 HEAVY RAIN 230
## 161 HEAVY SNOW 698
## 171 HIGH SURF 146
## 177 HIGH WIND 1083
## 185 HURRICANE/TYPHOON 1275
## 196 ICE STORM 318
## 224 LIGHTNING 4141
## 300 RIP CURRENT 209
## 301 RIP CURRENTS 294
## 346 STRONG WIND 278
## 421 THUNDERSTORM WIND 1400
## 426 TORNADO 20667
## 430 TROPICAL STORM 338
## 434 TSTM WIND 3629
## 447 TSUNAMI 129
## 495 WILD/FOREST FIRE 545
## 496 WILDFIRE 911
## 507 WINTER STORM 1292
## 509 WINTER WEATHER 343stormDataPerEventFatality## EVTYPE FATALITIES
## 16 AVALANCHE 223
## 81 EXCESSIVE HEAT 1797
## 89 EXTREME COLD 113
## 90 EXTREME COLD/WIND CHILL 125
## 98 FLASH FLOOD 887
## 102 FLOOD 414
## 147 HEAT 237
## 161 HEAVY SNOW 107
## 177 HIGH WIND 235
## 224 LIGHTNING 651
## 300 RIP CURRENT 340
## 301 RIP CURRENTS 202
## 346 STRONG WIND 103
## 421 THUNDERSTORM WIND 130
## 426 TORNADO 1511
## 434 TSTM WIND 241
## 507 WINTER STORM 191grid.arrange(FatalitiesPlot, InjuriesPlot)
PROPdata## EVTYPE Totalmagnitudeprop
## 502 WILD/FOREST FIRE 3001782500
## 503 THUNDERSTORM WIND 3382654440
## 504 ICE STORM 3642248810
## 505 TSTM WIND 4478026440
## 506 STORM SURGE/TIDE 4641188000
## 507 WILDFIRE 4758667000
## 508 HIGH WIND 5247860360
## 509 TROPICAL STORM 7642475550
## 510 HURRICANE 11812819010
## 511 HAIL 14595143420
## 512 FLASH FLOOD 15222203910
## 513 TORNADO 24616945710
## 514 STORM SURGE 43193536000
## 515 HURRICANE/TYPHOON 69305840000
## 516 FLOOD 143944833550CROPdata## EVTYPE Totalmagnitudecrop
## 502 WILDFIRE 295472800
## 503 THUNDERSTORM WIND 398331000
## 504 EXCESSIVE HEAT 492402000
## 505 TSTM WIND 553915350
## 506 HIGH WIND 633561300
## 507 TROPICAL STORM 677711000
## 508 HEAVY RAIN 728169800
## 509 FROST/FREEZE 1094086000
## 510 EXTREME COLD 1288973000
## 511 FLASH FLOOD 1334901700
## 512 HAIL 2476029450
## 513 HURRICANE/TYPHOON 2607872800
## 514 HURRICANE 2741410000
## 515 FLOOD 4974778400
## 516 DROUGHT 13367566000grid.arrange(PROPdataplot,CROPdataplot) ##CONCLUSION As per the data recovered from U.S. NOAA storm database on the damages caused to public health, property & crop by various weather events, it was found that TORNADO accounts for maximum INJURIES and EXCESSIVE Heat accounts for maximum FATALITIES. The maximum damage to PROPERTY is caused by FLOODS while DROUGHT has caused the maximum damage to CROP.