Most harmful natural phenomena with respect to population health and economic consequences
Mykola Pavlov
July 28, 2014
Synopsys
In this analysis report we explore the NOAA Storm Database. Our goal is to describe types of events, which are most harmful with respect to population health and have the greatest economic consequences. From this data we found that accross the US most dangerous for humans are Tornadoes, Excessive heat, Thunderstorm winds, Floods and Lightnings. Also we found that the events with the greatest economical demage are Tornadoes, Flash floods, Thunderstorm winds, hails and floods.
Processing the Raw Data
From the NOAA Storm Database we obtained data, that was gathered by the National Weather Service across the United States.
Reading the Data
We read all the data from the CSV file. The file is standard CSV file with headers.
data <- read.csv("repdata-data-StormData.csv")After that we checked dimenstions and the beggining of the dataset.
dim(data)## [1] 902297 37head(data)## STATE__ BGN_DATE BGN_TIME TIME_ZONE COUNTY COUNTYNAME STATE
## 1 1 4/18/1950 0:00:00 0130 CST 97 MOBILE AL
## 2 1 4/18/1950 0:00:00 0145 CST 3 BALDWIN AL
## 3 1 2/20/1951 0:00:00 1600 CST 57 FAYETTE AL
## 4 1 6/8/1951 0:00:00 0900 CST 89 MADISON AL
## 5 1 11/15/1951 0:00:00 1500 CST 43 CULLMAN AL
## 6 1 11/15/1951 0:00:00 2000 CST 77 LAUDERDALE AL
## EVTYPE BGN_RANGE BGN_AZI BGN_LOCATI END_DATE END_TIME COUNTY_END
## 1 TORNADO 0 0
## 2 TORNADO 0 0
## 3 TORNADO 0 0
## 4 TORNADO 0 0
## 5 TORNADO 0 0
## 6 TORNADO 0 0
## COUNTYENDN END_RANGE END_AZI END_LOCATI LENGTH WIDTH F MAG FATALITIES
## 1 NA 0 14.0 100 3 0 0
## 2 NA 0 2.0 150 2 0 0
## 3 NA 0 0.1 123 2 0 0
## 4 NA 0 0.0 100 2 0 0
## 5 NA 0 0.0 150 2 0 0
## 6 NA 0 1.5 177 2 0 0
## INJURIES PROPDMG PROPDMGEXP CROPDMG CROPDMGEXP WFO STATEOFFIC ZONENAMES
## 1 15 25.0 K 0
## 2 0 2.5 K 0
## 3 2 25.0 K 0
## 4 2 2.5 K 0
## 5 2 2.5 K 0
## 6 6 2.5 K 0
## LATITUDE LONGITUDE LATITUDE_E LONGITUDE_ REMARKS REFNUM
## 1 3040 8812 3051 8806 1
## 2 3042 8755 0 0 2
## 3 3340 8742 0 0 3
## 4 3458 8626 0 0 4
## 5 3412 8642 0 0 5
## 6 3450 8748 0 0 6Subsetting and aggregating
We created a subset related to the events with impact on population health. Particularly fatal and injury cases were aggregated by the event type and summed up.
data.fatal <- aggregate(FATALITIES + INJURIES ~ EVTYPE, data, sum)
names(data.fatal) <- c("Event", "Fatalities.Injuries")Than we made a subset related to the event with property and crop demage. All demage estimates are presented in dollars. Since estimates are rounded to three significant digits, followed by an alphabetical character signifying the magnitude of the number, we converted them to the absolute values. Alphabetical characters used to signify magnitude include “K” or “k” for thousands, “M” or “m” for millions, and “B” for billions. In other cases we consider demage values as NA and imputed them with zeros.
cols <- c("EVTYPE", "CROPDMGEXP", "PROPDMGEXP", "CROPDMG", "PROPDMG")
valid <- c("B", "h", "H", "m", "M", "K", "k")
valid_prop_rows <- data$PROPDMGEXP %in% valid
valid_crop_rows <- data$CROPDMGEXP %in% valid
data.demage <- data[valid_prop_rows | valid_crop_rows, cols]
for (i in which(data.demage$CROPDMG > 0 | data.demage$PROPDMG > 0)) {
if (data.demage$PROPDMGEXP[i] == "B") {
data.demage$PROPDMG[i] <- data.demage$PROPDMG[i] * 1000000000
} else if (data.demage$PROPDMGEXP[i] == "h" | data.demage$PROPDMGEXP[i] == "H") {
data.demage$PROPDMG[i] <- data.demage$PROPDMG[i] * 100
} else if (data.demage$PROPDMGEXP[i] == "m" | data.demage$PROPDMGEXP[i] == "M") {
data.demage$PROPDMG[i] <- data.demage$PROPDMG[i] * 1000000
} else if (data.demage$PROPDMGEXP[i] == "K") {
data.demage$PROPDMG[i] <- data.demage$PROPDMG[i] * 1000
}
if (data.demage$CROPDMGEXP[i] == "B") {
data.demage$CROPDMG[i] <- data.demage$CROPDMG[i] * 1000000000
} else if (data.demage$CROPDMGEXP[i] == "h" | data.demage$CROPDMGEXP[i] == "H") {
data.demage$CROPDMG[i] <- data.demage$CROPDMG[i] * 100
} else if (data.demage$CROPDMGEXP[i] == "m" | data.demage$CROPDMGEXP[i] == "M") {
data.demage$CROPDMG[i] <- data.demage$CROPDMG[i] * 1000000
} else if (data.demage$CROPDMGEXP[i] == "K" | data.demage$CROPDMGEXP[i] == "k") {
data.demage$CROPDMG[i] <- data.demage$CROPDMG[i] * 1000
}
}After that property and crop damage were aggregated by the event type and summed up.
data.demage <- aggregate(PROPDMG + CROPDMG ~ EVTYPE, data, sum)
names(data.demage) <- c("Event", "Demage")Results
Most harmful events with respect to population health
In order to show most harmful events, we can make a bar plot of top 5 events which have most of fatal/injures cases. Here we sort rows by number of cases in descending order.
library(ggplot2)
idx <- order(data.fatal$Fatalities.Injuries, decreasing=T)
data.fatal <- data.fatal[idx,]
qplot(Event,
Fatalities.Injuries,
data=head(data.fatal, 5),
geom="bar",
stat="identity",
main="5 most harmful events in respect to population health",
xlab="Type of event",
ylab="Number of fatalities or injuries")
As we can see most harmful events are: Tornadoes, Excessive heat, Thunderstorm Winds, Floods and Lightnings. Full output of the table.
print(data.fatal)## Event Fatalities.Injuries
## 834 TORNADO 96979
## 130 EXCESSIVE HEAT 8428
## 856 TSTM WIND 7461
## 170 FLOOD 7259
## 464 LIGHTNING 6046
## 275 HEAT 3037
## 153 FLASH FLOOD 2755
## 427 ICE STORM 2064
## 760 THUNDERSTORM WIND 1621
## 972 WINTER STORM 1527
## 359 HIGH WIND 1385
## 244 HAIL 1376
## 411 HURRICANE/TYPHOON 1339
## 310 HEAVY SNOW 1148
## 957 WILDFIRE 986
## 786 THUNDERSTORM WINDS 972
## 30 BLIZZARD 906
## 188 FOG 796
## 585 RIP CURRENT 600
## 955 WILD/FOREST FIRE 557
## 586 RIP CURRENTS 501
## 278 HEAT WAVE 481
## 117 DUST STORM 462
## 978 WINTER WEATHER 431
## 848 TROPICAL STORM 398
## 19 AVALANCHE 394
## 140 EXTREME COLD 391
## 676 STRONG WIND 383
## 89 DENSE FOG 360
## 290 HEAVY RAIN 349
## 376 HIGH WINDS 337
## 350 HIGH SURF 253
## 142 EXTREME HEAT 251
## 222 GLAZE 223
## 877 TSUNAMI 162
## 954 WILD FIRES 153
## 141 EXTREME COLD/WIND CHILL 149
## 417 ICE 143
## 960 WIND 109
## 79 COLD/WIND CHILL 107
## 402 HURRICANE 107
## 919 URBAN/SML STREAM FLD 107
## 873 TSTM WIND/HAIL 100
## 980 WINTER WEATHER/MIX 100
## 342 HEAVY SURF/HIGH SURF 90
## 442 LANDSLIDE 90
## 66 COLD 83
## 984 WINTRY MIX 78
## 277 Heat Wave 70
## 979 WINTER WEATHER MIX 68
## 557 RECORD HEAT 52
## 670 STORM SURGE 51
## 851 TROPICAL STORM GORDON 51
## 339 HEAVY SURF 47
## 943 WATERSPOUT/TORNADO 45
## 115 DUST DEVIL 44
## 645 SNOW SQUALL 37
## 435 ICY ROADS 36
## 488 MARINE STRONG WIND 36
## 489 MARINE THUNDERSTORM WIND 36
## 656 SNOW/HIGH WINDS 36
## 629 SNOW 34
## 177 FLOOD/FLASH FLOOD 32
## 936 WATERSPOUT 32
## 101 DRY MICROBURST 31
## 201 FREEZING RAIN 30
## 888 UNSEASONABLY WARM AND DRY 29
## 501 MIXED PRECIP 28
## 680 STRONG WINDS 28
## 886 UNSEASONABLY WARM 28
## 164 FLASH FLOODING 27
## 821 THUNDERSTORMW 27
## 976 WINTER STORMS 27
## 29 BLACK ICE 25
## 842 TORNADOES, TSTM WIND, HAIL 25
## 134 EXCESSIVE RAINFALL 23
## 366 HIGH WIND AND SEAS 23
## 146 EXTREME WINDCHILL 22
## 279 HEAT WAVE DROUGHT 19
## 195 FREEZING DRIZZLE 17
## 490 MARINE TSTM WIND 17
## 580 RECORD/EXCESSIVE HEAT 17
## 671 STORM SURGE/TIDE 16
## 838 TORNADO F2 16
## 973 WINTER STORM HIGH WINDS 16
## 224 GLAZE/ICE STORM 15
## 44 BLOWING SNOW 14
## 72 COLD AND SNOW 14
## 161 FLASH FLOOD/FLOOD 14
## 348 HIGH SEAS 13
## 596 ROUGH SEAS 13
## 753 THUNDERSTORM 13
## 243 GUSTY WINDS 12
## 487 MARINE MISHAP 12
## 331 HEAVY SNOW/ICE 10
## 617 SMALL HAIL 10
## 754 THUNDERSTORM WINDS 10
## 395 HIGH WINDS/SNOW 9
## 185 FLOODING 8
## 349 High Surf 7
## 405 HURRICANE ERIN 7
## 480 LOW TEMPERATURE 7
## 526 NON-SEVERE WIND DAMAGE 7
## 517 Mudslide 6
## 544 RAIN/SNOW 6
## 54 COASTAL FLOOD 5
## 58 COASTAL FLOODING/EROSION 5
## 77 COLD WEATHER 5
## 165 FLASH FLOODING/FLOOD 5
## 280 HEAT WAVES 5
## 588 RIP CURRENTS/HEAVY SURF 5
## 597 ROUGH SURF 5
## 636 SNOW AND ICE 5
## 879 TYPHOON 5
## 60 COASTAL STORM 4
## 95 DROUGHT 4
## 210 FROST 4
## 305 HEAVY RAINS 4
## 373 HIGH WIND/SEAS 4
## 392 HIGH WINDS/COLD 4
## 415 Hypothermia/Exposure 4
## 532 OTHER 4
## 590 RIVER FLOOD 4
## 816 THUNDERSTORM WINDSS 4
## 846 Torrential Rainfall 4
## 65 Cold 3
## 76 COLD WAVE 3
## 216 FUNNEL CLOUD 3
## 307 HEAVY SEAS 3
## 340 Heavy surf and wind 3
## 356 HIGH WATER 3
## 416 HYPOTHERMIA/EXPOSURE 3
## 458 LIGHT SNOW 3
## 484 Marine Accident 3
## 861 TSTM WIND (G45) 3
## 42 blowing snow 2
## 49 BRUSH FIRE 2
## 56 Coastal Flooding 2
## 74 Cold Temperature 2
## 96 DROUGHT/EXCESSIVE HEAT 2
## 135 EXCESSIVE SNOW 2
## 139 Extreme Cold 2
## 150 FALLING SNOW/ICE 2
## 167 FLASH FLOODS 2
## 189 FOG AND COLD TEMPERATURES 2
## 237 GUSTY WIND 2
## 241 Gusty winds 2
## 314 HEAVY SNOW AND HIGH WINDS 2
## 319 Heavy snow shower 2
## 403 Hurricane Edouard 2
## 408 HURRICANE OPAL 2
## 409 HURRICANE OPAL/HIGH WINDS 2
## 410 HURRICANE-GENERATED SWELLS 2
## 429 ICE STORM/FLASH FLOOD 2
## 444 LANDSLIDES 2
## 486 MARINE HIGH WIND 2
## 592 RIVER FLOODING 2
## 594 ROGUE WAVE 2
## 608 SLEET 2
## 628 Snow 2
## 751 THUNDERSNOW 2
## 839 TORNADO F3 2
## 881 UNSEASONABLY COLD 2
## 934 WARM WEATHER 2
## 970 WINDS 2
## 18 AVALANCE 1
## 57 COASTAL FLOODING 1
## 59 Coastal Storm 1
## 64 COASTALSTORM 1
## 80 COLD/WINDS 1
## 97 DROWNING 1
## 108 DRY MIRCOBURST WINDS 1
## 114 Dust Devil 1
## 138 Extended Cold 1
## 171 FLOOD & HEAVY RAIN 1
## 183 FLOOD/RIVER FLOOD 1
## 192 FREEZE 1
## 207 FREEZING RAIN/SNOW 1
## 208 Freezing Spray 1
## 242 Gusty Winds 1
## 274 HAZARDOUS SURF 1
## 323 HEAVY SNOW/BLIZZARD/AVALANCHE 1
## 338 Heavy Surf 1
## 345 HIGH 1
## 353 HIGH SWELLS 1
## 357 HIGH WAVES 1
## 361 HIGH WIND 48 1
## 371 HIGH WIND/HEAVY SNOW 1
## 404 HURRICANE EMILY 1
## 406 HURRICANE FELIX 1
## 413 HYPERTHERMIA/EXPOSURE 1
## 414 HYPOTHERMIA 1
## 424 ICE ON ROAD 1
## 426 ICE ROADS 1
## 467 LIGHTNING AND THUNDERSTORM WIN 1
## 471 LIGHTNING INJURY 1
## 474 LIGHTNING. 1
## 500 MINOR FLOODING 1
## 520 Mudslides 1
## 525 NON TSTM WIND 1
## 545 RAIN/WIND 1
## 547 RAPIDLY RISING WATER 1
## 550 RECORD COLD 1
## 591 River Flooding 1
## 647 Snow Squalls 1
## 650 SNOW/ BITTER COLD 1
## 679 Strong Winds 1
## 761 THUNDERSTORM WIND (G40) 1
## 775 THUNDERSTORM WIND G52 1
## 788 THUNDERSTORM WINDS 13 1
## 812 THUNDERSTORM WINDS/HAIL 1
## 820 THUNDERSTORMS WINDS 1
## 827 THUNDERTORM WINDS 1
## 833 TIDAL FLOODING 1
## 859 TSTM WIND (G35) 1
## 860 TSTM WIND (G40) 1
## 902 URBAN AND SMALL STREAM FLOODIN 1
## 938 WATERSPOUT TORNADO 1
## 952 Whirlwind 1
## 968 WIND STORM 1
## 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 ? 0
## 10 ABNORMAL WARMTH 0
## 11 ABNORMALLY DRY 0
## 12 ABNORMALLY WET 0
## 13 ACCUMULATED SNOWFALL 0
## 14 AGRICULTURAL FREEZE 0
## 15 APACHE COUNTY 0
## 16 ASTRONOMICAL HIGH TIDE 0
## 17 ASTRONOMICAL LOW TIDE 0
## 20 BEACH EROSIN 0
## 21 Beach Erosion 0
## 22 BEACH EROSION 0
## 23 BEACH EROSION/COASTAL FLOOD 0
## 24 BEACH FLOOD 0
## 25 BELOW NORMAL PRECIPITATION 0
## 26 BITTER WIND CHILL 0
## 27 BITTER WIND CHILL TEMPERATURES 0
## 28 Black Ice 0
## 31 BLIZZARD AND EXTREME WIND CHIL 0
## 32 BLIZZARD AND HEAVY SNOW 0
## 33 Blizzard Summary 0
## 34 BLIZZARD WEATHER 0
## 35 BLIZZARD/FREEZING RAIN 0
## 36 BLIZZARD/HEAVY SNOW 0
## 37 BLIZZARD/HIGH WIND 0
## 38 BLIZZARD/WINTER STORM 0
## 39 BLOW-OUT TIDE 0
## 40 BLOW-OUT TIDES 0
## 41 BLOWING DUST 0
## 43 Blowing Snow 0
## 45 BLOWING SNOW & EXTREME WIND CH 0
## 46 BLOWING SNOW- EXTREME WIND CHI 0
## 47 BLOWING SNOW/EXTREME WIND CHIL 0
## 48 BREAKUP FLOODING 0
## 50 BRUSH FIRES 0
## 51 COASTAL FLOODING/EROSION 0
## 52 COASTAL EROSION 0
## 53 Coastal Flood 0
## 55 coastal flooding 0
## 61 COASTAL SURGE 0
## 62 COASTAL/TIDAL FLOOD 0
## 63 COASTALFLOOD 0
## 67 COLD AIR FUNNEL 0
## 68 COLD AIR FUNNELS 0
## 69 COLD AIR TORNADO 0
## 70 Cold and Frost 0
## 71 COLD AND FROST 0
## 73 COLD AND WET CONDITIONS 0
## 75 COLD TEMPERATURES 0
## 78 COLD WIND CHILL TEMPERATURES 0
## 81 COOL AND WET 0
## 82 COOL SPELL 0
## 83 CSTL FLOODING/EROSION 0
## 84 DAM BREAK 0
## 85 DAM FAILURE 0
## 86 Damaging Freeze 0
## 87 DAMAGING FREEZE 0
## 88 DEEP HAIL 0
## 90 DENSE SMOKE 0
## 91 DOWNBURST 0
## 92 DOWNBURST WINDS 0
## 93 DRIEST MONTH 0
## 94 Drifting Snow 0
## 98 DRY 0
## 99 DRY CONDITIONS 0
## 100 DRY HOT WEATHER 0
## 102 DRY MICROBURST 50 0
## 103 DRY MICROBURST 53 0
## 104 DRY MICROBURST 58 0
## 105 DRY MICROBURST 61 0
## 106 DRY MICROBURST 84 0
## 107 DRY MICROBURST WINDS 0
## 109 DRY PATTERN 0
## 110 DRY SPELL 0
## 111 DRY WEATHER 0
## 112 DRYNESS 0
## 113 DUST DEVEL 0
## 116 DUST DEVIL WATERSPOUT 0
## 118 DUST STORM/HIGH WINDS 0
## 119 DUSTSTORM 0
## 120 EARLY FREEZE 0
## 121 Early Frost 0
## 122 EARLY FROST 0
## 123 EARLY RAIN 0
## 124 EARLY SNOW 0
## 125 Early snowfall 0
## 126 EARLY SNOWFALL 0
## 127 Erosion/Cstl Flood 0
## 128 EXCESSIVE 0
## 129 Excessive Cold 0
## 131 EXCESSIVE HEAT/DROUGHT 0
## 132 EXCESSIVE PRECIPITATION 0
## 133 EXCESSIVE RAIN 0
## 136 EXCESSIVE WETNESS 0
## 137 EXCESSIVELY DRY 0
## 143 EXTREME WIND CHILL 0
## 144 EXTREME WIND CHILL/BLOWING SNO 0
## 145 EXTREME WIND CHILLS 0
## 147 EXTREME WINDCHILL TEMPERATURES 0
## 148 EXTREME/RECORD COLD 0
## 149 EXTREMELY WET 0
## 151 FIRST FROST 0
## 152 FIRST SNOW 0
## 154 FLASH FLOOD - HEAVY RAIN 0
## 155 FLASH FLOOD FROM ICE JAMS 0
## 156 FLASH FLOOD LANDSLIDES 0
## 157 FLASH FLOOD WINDS 0
## 158 FLASH FLOOD/ 0
## 159 FLASH FLOOD/ FLOOD 0
## 160 FLASH FLOOD/ STREET 0
## 162 FLASH FLOOD/HEAVY RAIN 0
## 163 FLASH FLOOD/LANDSLIDE 0
## 166 FLASH FLOODING/THUNDERSTORM WI 0
## 168 FLASH FLOOODING 0
## 169 Flood 0
## 172 FLOOD FLASH 0
## 173 FLOOD FLOOD/FLASH 0
## 174 FLOOD WATCH/ 0
## 175 FLOOD/FLASH 0
## 176 Flood/Flash Flood 0
## 178 FLOOD/FLASH FLOODING 0
## 179 FLOOD/FLASH/FLOOD 0
## 180 FLOOD/FLASHFLOOD 0
## 181 FLOOD/RAIN/WIND 0
## 182 FLOOD/RAIN/WINDS 0
## 184 Flood/Strong Wind 0
## 186 FLOODING/HEAVY RAIN 0
## 187 FLOODS 0
## 190 FOREST FIRES 0
## 191 Freeze 0
## 193 Freezing drizzle 0
## 194 Freezing Drizzle 0
## 196 FREEZING DRIZZLE AND FREEZING 0
## 197 Freezing Fog 0
## 198 FREEZING FOG 0
## 199 Freezing rain 0
## 200 Freezing Rain 0
## 202 FREEZING RAIN AND SLEET 0
## 203 FREEZING RAIN AND SNOW 0
## 204 FREEZING RAIN SLEET AND 0
## 205 FREEZING RAIN SLEET AND LIGHT 0
## 206 FREEZING RAIN/SLEET 0
## 209 Frost 0
## 211 Frost/Freeze 0
## 212 FROST/FREEZE 0
## 213 FROST\\FREEZE 0
## 214 FUNNEL 0
## 215 Funnel Cloud 0
## 217 FUNNEL CLOUD. 0
## 218 FUNNEL CLOUD/HAIL 0
## 219 FUNNEL CLOUDS 0
## 220 FUNNELS 0
## 221 Glaze 0
## 223 GLAZE ICE 0
## 225 gradient wind 0
## 226 Gradient wind 0
## 227 GRADIENT WIND 0
## 228 GRADIENT WINDS 0
## 229 GRASS FIRES 0
## 230 GROUND BLIZZARD 0
## 231 GUSTNADO 0
## 232 GUSTNADO AND 0
## 233 GUSTY LAKE WIND 0
## 234 GUSTY THUNDERSTORM WIND 0
## 235 GUSTY THUNDERSTORM WINDS 0
## 236 Gusty Wind 0
## 238 GUSTY WIND/HAIL 0
## 239 GUSTY WIND/HVY RAIN 0
## 240 Gusty wind/rain 0
## 245 HAIL 0.75 0
## 246 HAIL 0.88 0
## 247 HAIL 075 0
## 248 HAIL 088 0
## 249 HAIL 1.00 0
## 250 HAIL 1.75 0
## 251 HAIL 1.75) 0
## 252 HAIL 100 0
## 253 HAIL 125 0
## 254 HAIL 150 0
## 255 HAIL 175 0
## 256 HAIL 200 0
## 257 HAIL 225 0
## 258 HAIL 275 0
## 259 HAIL 450 0
## 260 HAIL 75 0
## 261 HAIL 80 0
## 262 HAIL 88 0
## 263 HAIL ALOFT 0
## 264 HAIL DAMAGE 0
## 265 HAIL FLOODING 0
## 266 HAIL STORM 0
## 267 Hail(0.75) 0
## 268 HAIL/ICY ROADS 0
## 269 HAIL/WIND 0
## 270 HAIL/WINDS 0
## 271 HAILSTORM 0
## 272 HAILSTORMS 0
## 273 HARD FREEZE 0
## 276 HEAT DROUGHT 0
## 281 HEAT/DROUGHT 0
## 282 Heatburst 0
## 283 HEAVY LAKE SNOW 0
## 284 HEAVY MIX 0
## 285 HEAVY PRECIPATATION 0
## 286 Heavy Precipitation 0
## 287 HEAVY PRECIPITATION 0
## 288 Heavy rain 0
## 289 Heavy Rain 0
## 291 HEAVY RAIN AND FLOOD 0
## 292 Heavy Rain and Wind 0
## 293 HEAVY RAIN EFFECTS 0
## 294 HEAVY RAIN; URBAN FLOOD WINDS; 0
## 295 HEAVY RAIN/FLOODING 0
## 296 Heavy Rain/High Surf 0
## 297 HEAVY RAIN/LIGHTNING 0
## 298 HEAVY RAIN/MUDSLIDES/FLOOD 0
## 299 HEAVY RAIN/SEVERE WEATHER 0
## 300 HEAVY RAIN/SMALL STREAM URBAN 0
## 301 HEAVY RAIN/SNOW 0
## 302 HEAVY RAIN/URBAN FLOOD 0
## 303 HEAVY RAIN/WIND 0
## 304 HEAVY RAINFALL 0
## 306 HEAVY RAINS/FLOODING 0
## 308 HEAVY SHOWER 0
## 309 HEAVY SHOWERS 0
## 311 HEAVY SNOW FREEZING RAIN 0
## 312 HEAVY SNOW & ICE 0
## 313 HEAVY SNOW AND 0
## 315 HEAVY SNOW AND ICE 0
## 316 HEAVY SNOW AND ICE STORM 0
## 317 HEAVY SNOW AND STRONG WINDS 0
## 318 HEAVY SNOW ANDBLOWING SNOW 0
## 320 HEAVY SNOW SQUALLS 0
## 321 HEAVY SNOW-SQUALLS 0
## 322 HEAVY SNOW/BLIZZARD 0
## 324 HEAVY SNOW/BLOWING SNOW 0
## 325 HEAVY SNOW/FREEZING RAIN 0
## 326 HEAVY SNOW/HIGH 0
## 327 HEAVY SNOW/HIGH WIND 0
## 328 HEAVY SNOW/HIGH WINDS 0
## 329 HEAVY SNOW/HIGH WINDS & FLOOD 0
## 330 HEAVY SNOW/HIGH WINDS/FREEZING 0
## 332 HEAVY SNOW/ICE STORM 0
## 333 HEAVY SNOW/SLEET 0
## 334 HEAVY SNOW/SQUALLS 0
## 335 HEAVY SNOW/WIND 0
## 336 HEAVY SNOW/WINTER STORM 0
## 337 HEAVY SNOWPACK 0
## 341 HEAVY SURF COASTAL FLOODING 0
## 343 HEAVY SWELLS 0
## 344 HEAVY WET SNOW 0
## 346 HIGH SWELLS 0
## 347 HIGH WINDS 0
## 351 HIGH SURF ADVISORIES 0
## 352 HIGH SURF ADVISORY 0
## 354 HIGH TEMPERATURE RECORD 0
## 355 HIGH TIDES 0
## 358 High Wind 0
## 360 HIGH WIND (G40) 0
## 362 HIGH WIND 63 0
## 363 HIGH WIND 70 0
## 364 HIGH WIND AND HEAVY SNOW 0
## 365 HIGH WIND AND HIGH TIDES 0
## 367 HIGH WIND DAMAGE 0
## 368 HIGH WIND/ BLIZZARD 0
## 369 HIGH WIND/BLIZZARD 0
## 370 HIGH WIND/BLIZZARD/FREEZING RA 0
## 372 HIGH WIND/LOW WIND CHILL 0
## 374 HIGH WIND/WIND CHILL 0
## 375 HIGH WIND/WIND CHILL/BLIZZARD 0
## 377 HIGH WINDS 55 0
## 378 HIGH WINDS 57 0
## 379 HIGH WINDS 58 0
## 380 HIGH WINDS 63 0
## 381 HIGH WINDS 66 0
## 382 HIGH WINDS 67 0
## 383 HIGH WINDS 73 0
## 384 HIGH WINDS 76 0
## 385 HIGH WINDS 80 0
## 386 HIGH WINDS 82 0
## 387 HIGH WINDS AND WIND CHILL 0
## 388 HIGH WINDS DUST STORM 0
## 389 HIGH WINDS HEAVY RAINS 0
## 390 HIGH WINDS/ 0
## 391 HIGH WINDS/COASTAL FLOOD 0
## 393 HIGH WINDS/FLOODING 0
## 394 HIGH WINDS/HEAVY RAIN 0
## 396 HIGHWAY FLOODING 0
## 397 Hot and Dry 0
## 398 HOT PATTERN 0
## 399 HOT SPELL 0
## 400 HOT WEATHER 0
## 401 HOT/DRY PATTERN 0
## 407 HURRICANE GORDON 0
## 412 HVY RAIN 0
## 418 ICE AND SNOW 0
## 419 ICE FLOES 0
## 420 Ice Fog 0
## 421 ICE JAM 0
## 422 Ice jam flood (minor 0
## 423 ICE JAM FLOODING 0
## 425 ICE PELLETS 0
## 428 ICE STORM AND SNOW 0
## 430 Ice/Snow 0
## 431 ICE/SNOW 0
## 432 ICE/STRONG WINDS 0
## 433 Icestorm/Blizzard 0
## 434 Icy Roads 0
## 436 LACK OF SNOW 0
## 437 Lake Effect Snow 0
## 438 LAKE EFFECT SNOW 0
## 439 LAKE FLOOD 0
## 440 LAKE-EFFECT SNOW 0
## 441 LAKESHORE FLOOD 0
## 443 LANDSLIDE/URBAN FLOOD 0
## 445 Landslump 0
## 446 LANDSLUMP 0
## 447 LANDSPOUT 0
## 448 LARGE WALL CLOUD 0
## 449 LATE FREEZE 0
## 450 LATE SEASON HAIL 0
## 451 LATE SEASON SNOW 0
## 452 Late Season Snowfall 0
## 453 LATE SNOW 0
## 454 Late-season Snowfall 0
## 455 LIGHT FREEZING RAIN 0
## 456 Light snow 0
## 457 Light Snow 0
## 459 LIGHT SNOW AND SLEET 0
## 460 Light Snow/Flurries 0
## 461 LIGHT SNOW/FREEZING PRECIP 0
## 462 Light Snowfall 0
## 463 LIGHTING 0
## 465 LIGHTNING WAUSEON 0
## 466 LIGHTNING AND HEAVY RAIN 0
## 468 LIGHTNING AND WINDS 0
## 469 LIGHTNING DAMAGE 0
## 470 LIGHTNING FIRE 0
## 472 LIGHTNING THUNDERSTORM WINDS 0
## 473 LIGHTNING THUNDERSTORM WINDSS 0
## 475 LIGHTNING/HEAVY RAIN 0
## 476 LIGNTNING 0
## 477 LOCAL FLASH FLOOD 0
## 478 LOCAL FLOOD 0
## 479 LOCALLY HEAVY RAIN 0
## 481 LOW TEMPERATURE RECORD 0
## 482 LOW WIND CHILL 0
## 483 MAJOR FLOOD 0
## 485 MARINE HAIL 0
## 491 Metro Storm, May 26 0
## 492 Microburst 0
## 493 MICROBURST 0
## 494 MICROBURST WINDS 0
## 495 Mild and Dry Pattern 0
## 496 MILD PATTERN 0
## 497 MILD/DRY PATTERN 0
## 498 MINOR FLOOD 0
## 499 Minor Flooding 0
## 502 Mixed Precipitation 0
## 503 MIXED PRECIPITATION 0
## 504 MODERATE SNOW 0
## 505 MODERATE SNOWFALL 0
## 506 MONTHLY PRECIPITATION 0
## 507 Monthly Rainfall 0
## 508 MONTHLY RAINFALL 0
## 509 Monthly Snowfall 0
## 510 MONTHLY SNOWFALL 0
## 511 MONTHLY TEMPERATURE 0
## 512 Mountain Snows 0
## 513 MUD SLIDE 0
## 514 MUD SLIDES 0
## 515 MUD SLIDES URBAN FLOODING 0
## 516 MUD/ROCK SLIDE 0
## 518 MUDSLIDE 0
## 519 MUDSLIDE/LANDSLIDE 0
## 521 MUDSLIDES 0
## 522 NEAR RECORD SNOW 0
## 523 No Severe Weather 0
## 524 NON SEVERE HAIL 0
## 527 NON-TSTM WIND 0
## 528 NONE 0
## 529 NORMAL PRECIPITATION 0
## 530 NORTHERN LIGHTS 0
## 531 Other 0
## 533 PATCHY DENSE FOG 0
## 534 PATCHY ICE 0
## 535 Prolong Cold 0
## 536 PROLONG COLD 0
## 537 PROLONG COLD/SNOW 0
## 538 PROLONG WARMTH 0
## 539 PROLONGED RAIN 0
## 540 RAIN 0
## 541 RAIN (HEAVY) 0
## 542 RAIN AND WIND 0
## 543 Rain Damage 0
## 546 RAINSTORM 0
## 548 RECORD COLD 0
## 549 Record Cold 0
## 551 RECORD COLD AND HIGH WIND 0
## 552 RECORD COLD/FROST 0
## 553 RECORD COOL 0
## 554 Record dry month 0
## 555 RECORD DRYNESS 0
## 556 Record Heat 0
## 558 RECORD HEAT WAVE 0
## 559 Record High 0
## 560 RECORD HIGH 0
## 561 RECORD HIGH TEMPERATURE 0
## 562 RECORD HIGH TEMPERATURES 0
## 563 RECORD LOW 0
## 564 RECORD LOW RAINFALL 0
## 565 Record May Snow 0
## 566 RECORD PRECIPITATION 0
## 567 RECORD RAINFALL 0
## 568 RECORD SNOW 0
## 569 RECORD SNOW/COLD 0
## 570 RECORD SNOWFALL 0
## 571 Record temperature 0
## 572 RECORD TEMPERATURE 0
## 573 Record Temperatures 0
## 574 RECORD TEMPERATURES 0
## 575 RECORD WARM 0
## 576 RECORD WARM TEMPS. 0
## 577 Record Warmth 0
## 578 RECORD WARMTH 0
## 579 Record Winter Snow 0
## 581 RECORD/EXCESSIVE RAINFALL 0
## 582 RED FLAG CRITERIA 0
## 583 RED FLAG FIRE WX 0
## 584 REMNANTS OF FLOYD 0
## 587 RIP CURRENTS HEAVY SURF 0
## 589 RIVER AND STREAM FLOOD 0
## 593 ROCK SLIDE 0
## 595 ROTATING WALL CLOUD 0
## 598 RURAL FLOOD 0
## 599 Saharan Dust 0
## 600 SAHARAN DUST 0
## 601 Seasonal Snowfall 0
## 602 SEICHE 0
## 603 SEVERE COLD 0
## 604 SEVERE THUNDERSTORM 0
## 605 SEVERE THUNDERSTORM WINDS 0
## 606 SEVERE THUNDERSTORMS 0
## 607 SEVERE TURBULENCE 0
## 609 SLEET & FREEZING RAIN 0
## 610 SLEET STORM 0
## 611 SLEET/FREEZING RAIN 0
## 612 SLEET/ICE STORM 0
## 613 SLEET/RAIN/SNOW 0
## 614 SLEET/SNOW 0
## 615 small hail 0
## 616 Small Hail 0
## 618 SMALL STREAM 0
## 619 SMALL STREAM AND 0
## 620 SMALL STREAM AND URBAN FLOOD 0
## 621 SMALL STREAM AND URBAN FLOODIN 0
## 622 SMALL STREAM FLOOD 0
## 623 SMALL STREAM FLOODING 0
## 624 SMALL STREAM URBAN FLOOD 0
## 625 SMALL STREAM/URBAN FLOOD 0
## 626 Sml Stream Fld 0
## 627 SMOKE 0
## 630 Snow Accumulation 0
## 631 SNOW ACCUMULATION 0
## 632 SNOW ADVISORY 0
## 633 SNOW AND COLD 0
## 634 SNOW AND HEAVY SNOW 0
## 635 Snow and Ice 0
## 637 SNOW AND ICE STORM 0
## 638 Snow and sleet 0
## 639 SNOW AND SLEET 0
## 640 SNOW AND WIND 0
## 641 SNOW DROUGHT 0
## 642 SNOW FREEZING RAIN 0
## 643 SNOW SHOWERS 0
## 644 SNOW SLEET 0
## 646 Snow squalls 0
## 648 SNOW SQUALLS 0
## 649 SNOW- HIGH WIND- WIND CHILL 0
## 651 SNOW/ ICE 0
## 652 SNOW/BLOWING SNOW 0
## 653 SNOW/COLD 0
## 654 SNOW/FREEZING RAIN 0
## 655 SNOW/HEAVY SNOW 0
## 657 SNOW/ICE 0
## 658 SNOW/ICE STORM 0
## 659 SNOW/RAIN 0
## 660 SNOW/RAIN/SLEET 0
## 661 SNOW/SLEET 0
## 662 SNOW/SLEET/FREEZING RAIN 0
## 663 SNOW/SLEET/RAIN 0
## 664 SNOW\\COLD 0
## 665 SNOWFALL RECORD 0
## 666 SNOWMELT FLOODING 0
## 667 SNOWSTORM 0
## 668 SOUTHEAST 0
## 669 STORM FORCE WINDS 0
## 672 STREAM FLOODING 0
## 673 STREET FLOOD 0
## 674 STREET FLOODING 0
## 675 Strong Wind 0
## 677 STRONG WIND GUST 0
## 678 Strong winds 0
## 681 Summary August 10 0
## 682 Summary August 11 0
## 683 Summary August 17 0
## 684 Summary August 2-3 0
## 685 Summary August 21 0
## 686 Summary August 28 0
## 687 Summary August 4 0
## 688 Summary August 7 0
## 689 Summary August 9 0
## 690 Summary Jan 17 0
## 691 Summary July 23-24 0
## 692 Summary June 18-19 0
## 693 Summary June 5-6 0
## 694 Summary June 6 0
## 695 Summary of April 12 0
## 696 Summary of April 13 0
## 697 Summary of April 21 0
## 698 Summary of April 27 0
## 699 Summary of April 3rd 0
## 700 Summary of August 1 0
## 701 Summary of July 11 0
## 702 Summary of July 2 0
## 703 Summary of July 22 0
## 704 Summary of July 26 0
## 705 Summary of July 29 0
## 706 Summary of July 3 0
## 707 Summary of June 10 0
## 708 Summary of June 11 0
## 709 Summary of June 12 0
## 710 Summary of June 13 0
## 711 Summary of June 15 0
## 712 Summary of June 16 0
## 713 Summary of June 18 0
## 714 Summary of June 23 0
## 715 Summary of June 24 0
## 716 Summary of June 3 0
## 717 Summary of June 30 0
## 718 Summary of June 4 0
## 719 Summary of June 6 0
## 720 Summary of March 14 0
## 721 Summary of March 23 0
## 722 Summary of March 24 0
## 723 SUMMARY OF MARCH 24-25 0
## 724 SUMMARY OF MARCH 27 0
## 725 SUMMARY OF MARCH 29 0
## 726 Summary of May 10 0
## 727 Summary of May 13 0
## 728 Summary of May 14 0
## 729 Summary of May 22 0
## 730 Summary of May 22 am 0
## 731 Summary of May 22 pm 0
## 732 Summary of May 26 am 0
## 733 Summary of May 26 pm 0
## 734 Summary of May 31 am 0
## 735 Summary of May 31 pm 0
## 736 Summary of May 9-10 0
## 737 Summary Sept. 25-26 0
## 738 Summary September 20 0
## 739 Summary September 23 0
## 740 Summary September 3 0
## 741 Summary September 4 0
## 742 Summary: Nov. 16 0
## 743 Summary: Nov. 6-7 0
## 744 Summary: Oct. 20-21 0
## 745 Summary: October 31 0
## 746 Summary: Sept. 18 0
## 747 Temperature record 0
## 748 THUDERSTORM WINDS 0
## 749 THUNDEERSTORM WINDS 0
## 750 THUNDERESTORM WINDS 0
## 752 Thundersnow shower 0
## 755 THUNDERSTORM DAMAGE 0
## 756 THUNDERSTORM DAMAGE TO 0
## 757 THUNDERSTORM HAIL 0
## 758 THUNDERSTORM W INDS 0
## 759 Thunderstorm Wind 0
## 762 THUNDERSTORM WIND 50 0
## 763 THUNDERSTORM WIND 52 0
## 764 THUNDERSTORM WIND 56 0
## 765 THUNDERSTORM WIND 59 0
## 766 THUNDERSTORM WIND 59 MPH 0
## 767 THUNDERSTORM WIND 59 MPH. 0
## 768 THUNDERSTORM WIND 60 MPH 0
## 769 THUNDERSTORM WIND 65 MPH 0
## 770 THUNDERSTORM WIND 65MPH 0
## 771 THUNDERSTORM WIND 69 0
## 772 THUNDERSTORM WIND 98 MPH 0
## 773 THUNDERSTORM WIND G50 0
## 774 THUNDERSTORM WIND G51 0
## 776 THUNDERSTORM WIND G55 0
## 777 THUNDERSTORM WIND G60 0
## 778 THUNDERSTORM WIND G61 0
## 779 THUNDERSTORM WIND TREES 0
## 780 THUNDERSTORM WIND. 0
## 781 THUNDERSTORM WIND/ TREE 0
## 782 THUNDERSTORM WIND/ TREES 0
## 783 THUNDERSTORM WIND/AWNING 0
## 784 THUNDERSTORM WIND/HAIL 0
## 785 THUNDERSTORM WIND/LIGHTNING 0
## 787 THUNDERSTORM WINDS LE CEN 0
## 789 THUNDERSTORM WINDS 2 0
## 790 THUNDERSTORM WINDS 50 0
## 791 THUNDERSTORM WINDS 52 0
## 792 THUNDERSTORM WINDS 53 0
## 793 THUNDERSTORM WINDS 60 0
## 794 THUNDERSTORM WINDS 61 0
## 795 THUNDERSTORM WINDS 62 0
## 796 THUNDERSTORM WINDS 63 MPH 0
## 797 THUNDERSTORM WINDS AND 0
## 798 THUNDERSTORM WINDS FUNNEL CLOU 0
## 799 THUNDERSTORM WINDS G 0
## 800 THUNDERSTORM WINDS G60 0
## 801 THUNDERSTORM WINDS HAIL 0
## 802 THUNDERSTORM WINDS HEAVY RAIN 0
## 803 THUNDERSTORM WINDS LIGHTNING 0
## 804 THUNDERSTORM WINDS SMALL STREA 0
## 805 THUNDERSTORM WINDS URBAN FLOOD 0
## 806 THUNDERSTORM WINDS. 0
## 807 THUNDERSTORM WINDS/ FLOOD 0
## 808 THUNDERSTORM WINDS/ HAIL 0
## 809 THUNDERSTORM WINDS/FLASH FLOOD 0
## 810 THUNDERSTORM WINDS/FLOODING 0
## 811 THUNDERSTORM WINDS/FUNNEL CLOU 0
## 813 THUNDERSTORM WINDS/HEAVY RAIN 0
## 814 THUNDERSTORM WINDS53 0
## 815 THUNDERSTORM WINDSHAIL 0
## 817 THUNDERSTORM WINS 0
## 818 THUNDERSTORMS 0
## 819 THUNDERSTORMS WIND 0
## 822 THUNDERSTORMW 50 0
## 823 THUNDERSTORMW WINDS 0
## 824 THUNDERSTORMWINDS 0
## 825 THUNDERSTROM WIND 0
## 826 THUNDERSTROM WINDS 0
## 828 THUNDERTSORM WIND 0
## 829 THUNDESTORM WINDS 0
## 830 THUNERSTORM WINDS 0
## 831 TIDAL FLOOD 0
## 832 Tidal Flooding 0
## 835 TORNADO DEBRIS 0
## 836 TORNADO F0 0
## 837 TORNADO F1 0
## 840 TORNADO/WATERSPOUT 0
## 841 TORNADOES 0
## 843 TORNADOS 0
## 844 TORNDAO 0
## 845 TORRENTIAL RAIN 0
## 847 TROPICAL DEPRESSION 0
## 849 TROPICAL STORM ALBERTO 0
## 850 TROPICAL STORM DEAN 0
## 852 TROPICAL STORM JERRY 0
## 853 TSTM 0
## 854 TSTM HEAVY RAIN 0
## 855 Tstm Wind 0
## 857 TSTM WIND (G45) 0
## 858 TSTM WIND (41) 0
## 862 TSTM WIND 40 0
## 863 TSTM WIND 45 0
## 864 TSTM WIND 50 0
## 865 TSTM WIND 51 0
## 866 TSTM WIND 52 0
## 867 TSTM WIND 55 0
## 868 TSTM WIND 65) 0
## 869 TSTM WIND AND LIGHTNING 0
## 870 TSTM WIND DAMAGE 0
## 871 TSTM WIND G45 0
## 872 TSTM WIND G58 0
## 874 TSTM WINDS 0
## 875 TSTM WND 0
## 876 TSTMW 0
## 878 TUNDERSTORM WIND 0
## 880 Unseasonable Cold 0
## 882 UNSEASONABLY COOL 0
## 883 UNSEASONABLY COOL & WET 0
## 884 UNSEASONABLY DRY 0
## 885 UNSEASONABLY HOT 0
## 887 UNSEASONABLY WARM & WET 0
## 889 UNSEASONABLY WARM YEAR 0
## 890 UNSEASONABLY WARM/WET 0
## 891 UNSEASONABLY WET 0
## 892 UNSEASONAL LOW TEMP 0
## 893 UNSEASONAL RAIN 0
## 894 UNUSUAL WARMTH 0
## 895 UNUSUAL/RECORD WARMTH 0
## 896 UNUSUALLY COLD 0
## 897 UNUSUALLY LATE SNOW 0
## 898 UNUSUALLY WARM 0
## 899 URBAN AND SMALL 0
## 900 URBAN AND SMALL STREAM 0
## 901 URBAN AND SMALL STREAM FLOOD 0
## 903 Urban flood 0
## 904 Urban Flood 0
## 905 URBAN FLOOD 0
## 906 URBAN FLOOD LANDSLIDE 0
## 907 Urban Flooding 0
## 908 URBAN FLOODING 0
## 909 URBAN FLOODS 0
## 910 URBAN SMALL 0
## 911 URBAN SMALL STREAM FLOOD 0
## 912 URBAN/SMALL 0
## 913 URBAN/SMALL FLOODING 0
## 914 URBAN/SMALL STREAM 0
## 915 URBAN/SMALL STREAM FLOOD 0
## 916 URBAN/SMALL STREAM FLOOD 0
## 917 URBAN/SMALL STREAM FLOODING 0
## 918 URBAN/SMALL STRM FLDG 0
## 920 URBAN/SML STREAM FLDG 0
## 921 URBAN/STREET FLOODING 0
## 922 VERY DRY 0
## 923 VERY WARM 0
## 924 VOG 0
## 925 Volcanic Ash 0
## 926 VOLCANIC ASH 0
## 927 Volcanic Ash Plume 0
## 928 VOLCANIC ASHFALL 0
## 929 VOLCANIC ERUPTION 0
## 930 WAKE LOW WIND 0
## 931 WALL CLOUD 0
## 932 WALL CLOUD/FUNNEL CLOUD 0
## 933 WARM DRY CONDITIONS 0
## 935 WATER SPOUT 0
## 937 WATERSPOUT FUNNEL CLOUD 0
## 939 WATERSPOUT- 0
## 940 WATERSPOUT-TORNADO 0
## 941 WATERSPOUT/ 0
## 942 WATERSPOUT/ TORNADO 0
## 944 WATERSPOUTS 0
## 945 WAYTERSPOUT 0
## 946 wet micoburst 0
## 947 WET MICROBURST 0
## 948 Wet Month 0
## 949 WET SNOW 0
## 950 WET WEATHER 0
## 951 Wet Year 0
## 953 WHIRLWIND 0
## 956 WILD/FOREST FIRES 0
## 958 WILDFIRES 0
## 959 Wind 0
## 961 WIND ADVISORY 0
## 962 WIND AND WAVE 0
## 963 WIND CHILL 0
## 964 WIND CHILL/HIGH WIND 0
## 965 Wind Damage 0
## 966 WIND DAMAGE 0
## 967 WIND GUSTS 0
## 969 WIND/HAIL 0
## 971 WINTER MIX 0
## 974 WINTER STORM/HIGH WIND 0
## 975 WINTER STORM/HIGH WINDS 0
## 977 Winter Weather 0
## 981 WINTERY MIX 0
## 982 Wintry mix 0
## 983 Wintry Mix 0
## 985 WND 0Events with the greatest economic consequences
To show events with the greates economic consequences, we can make a bar plot of top 5 events which have most significant property and crop demage. Here we sort rows by amount in dollars in descending order.
library(ggplot2)
idx <- order(data.demage$Demage, decreasing=T)
data.demage <- data.demage[idx,]
qplot(Event,
Demage,
data=head(data.demage, 5),
geom="bar",
stat="identity",
main="5 most harmful events with the greatest economic consequences",
xlab="Type of event",
ylab="Demage in dollars")
Our analysis shows us that the following events have greates economical impact: Tornadoes, Flash floods, Thunderstorm Winds, Hails and Floods. Full output of the table.
print(data.demage)## Event Demage
## 834 TORNADO 3.312e+06
## 153 FLASH FLOOD 1.599e+06
## 856 TSTM WIND 1.445e+06
## 244 HAIL 1.268e+06
## 170 FLOOD 1.068e+06
## 760 THUNDERSTORM WIND 9.436e+05
## 464 LIGHTNING 6.069e+05
## 786 THUNDERSTORM WINDS 4.650e+05
## 359 HIGH WIND 3.420e+05
## 972 WINTER STORM 1.347e+05
## 310 HEAVY SNOW 1.244e+05
## 957 WILDFIRE 8.882e+04
## 427 ICE STORM 6.769e+04
## 676 STRONG WIND 6.461e+04
## 290 HEAVY RAIN 6.196e+04
## 376 HIGH WINDS 5.738e+04
## 848 TROPICAL STORM 5.432e+04
## 955 WILD/FOREST FIRE 4.353e+04
## 95 DROUGHT 3.800e+04
## 164 FLASH FLOODING 3.362e+04
## 919 URBAN/SML STREAM FLD 2.885e+04
## 30 BLIZZARD 2.549e+04
## 402 HURRICANE 2.085e+04
## 177 FLOOD/FLASH FLOOD 2.058e+04
## 670 STORM SURGE 1.940e+04
## 442 LANDSLIDE 1.900e+04
## 590 RIVER FLOOD 1.735e+04
## 905 URBAN FLOOD 1.422e+04
## 440 LAKE-EFFECT SNOW 1.414e+04
## 140 EXTREME COLD 1.378e+04
## 873 TSTM WIND/HAIL 1.273e+04
## 54 COASTAL FLOOD 1.261e+04
## 978 WINTER WEATHER 1.199e+04
## 411 HURRICANE/TYPHOON 1.064e+04
## 936 WATERSPOUT 9.354e+03
## 188 FOG 8.850e+03
## 185 FLOODING 8.825e+03
## 89 DENSE FOG 8.225e+03
## 212 FROST/FREEZE 8.003e+03
## 417 ICE 7.660e+03
## 671 STORM SURGE/TIDE 7.627e+03
## 117 DUST STORM 6.651e+03
## 908 URBAN FLOODING 5.972e+03
## 980 WINTER WEATHER/MIX 4.874e+03
## 57 COASTAL FLOODING 3.670e+03
## 350 HIGH SURF 3.042e+03
## 629 SNOW 3.014e+03
## 960 WIND 2.951e+03
## 201 FREEZING RAIN 2.917e+03
## 305 HEAVY RAINS 2.855e+03
## 141 EXTREME COLD/WIND CHILL 2.704e+03
## 392 HIGH WINDS/COLD 2.615e+03
## 79 COLD/WIND CHILL 2.590e+03
## 490 MARINE TSTM WIND 2.424e+03
## 161 FLASH FLOOD/FLOOD 2.382e+03
## 879 TYPHOON 2.254e+03
## 130 EXCESSIVE HEAT 1.954e+03
## 816 THUNDERSTORM WINDSS 1.945e+03
## 135 EXCESSIVE SNOW 1.935e+03
## 165 FLASH FLOODING/FLOOD 1.925e+03
## 458 LIGHT SNOW 1.918e+03
## 617 SMALL HAIL 1.802e+03
## 101 DRY MICROBURST 1.753e+03
## 167 FLASH FLOODS 1.636e+03
## 19 AVALANCHE 1.624e+03
## 278 HEAT WAVE 1.525e+03
## 591 River Flooding 1.478e+03
## 339 HEAVY SURF 1.390e+03
## 342 HEAVY SURF/HIGH SURF 1.378e+03
## 306 HEAVY RAINS/FLOODING 1.217e+03
## 589 RIVER AND STREAM FLOOD 1.200e+03
## 943 WATERSPOUT/TORNADO 1.160e+03
## 192 FREEZE 1.126e+03
## 680 STRONG WINDS 1.121e+03
## 958 WILDFIRES 1.100e+03
## 210 FROST 1.080e+03
## 540 RAIN 1.055e+03
## 187 FLOODS 1.055e+03
## 532 OTHER 1.040e+03
## 406 HURRICANE FELIX 1.000e+03
## 568 RECORD SNOW 1.000e+03
## 653 SNOW/COLD 1.000e+03
## 851 TROPICAL STORM GORDON 1.000e+03
## 976 WINTER STORMS 1.000e+03
## 602 SEICHE 9.800e+02
## 275 HEAT 9.612e+02
## 408 HURRICANE OPAL 9.401e+02
## 242 Gusty Winds 9.380e+02
## 16 ASTRONOMICAL HIGH TIDE 9.335e+02
## 53 Coastal Flood 9.260e+02
## 877 TSUNAMI 9.253e+02
## 753 THUNDERSTORM 9.215e+02
## 837 TORNADO F1 8.715e+02
## 56 Coastal Flooding 8.605e+02
## 146 EXTREME WINDCHILL 7.720e+02
## 52 COASTAL EROSION 7.660e+02
## 801 THUNDERSTORM WINDS HAIL 7.540e+02
## 847 TROPICAL DEPRESSION 7.380e+02
## 839 TORNADO F3 7.250e+02
## 954 WILD FIRES 7.240e+02
## 284 HEAVY MIX 7.056e+02
## 115 DUST DEVIL 7.003e+02
## 320 HEAVY SNOW SQUALLS 6.950e+02
## 645 SNOW SQUALL 6.800e+02
## 331 HEAVY SNOW/ICE 6.550e+02
## 852 TROPICAL STORM JERRY 6.200e+02
## 827 THUNDERTORM WINDS 6.060e+02
## 838 TORNADO F2 6.010e+02
## 513 MUD SLIDE 6.001e+02
## 291 HEAVY RAIN AND FLOOD 6.000e+02
## 457 Light Snow 5.900e+02
## 445 Landslump 5.700e+02
## 550 RECORD COLD 5.555e+02
## 503 MIXED PRECIPITATION 5.550e+02
## 270 HAIL/WINDS 5.500e+02
## 118 DUST STORM/HIGH WINDS 5.500e+02
## 243 GUSTY WINDS 5.430e+02
## 423 ICE JAM FLOODING 5.260e+02
## 606 SEVERE THUNDERSTORMS 5.185e+02
## 820 THUNDERSTORMS WINDS 5.140e+02
## 190 FOREST FIRES 5.050e+02
## 356 HIGH WATER 5.050e+02
## 405 HURRICANE ERIN 5.040e+02
## 38 BLIZZARD/WINTER STORM 5.000e+02
## 61 COASTAL SURGE 5.000e+02
## 66 COLD 5.000e+02
## 158 FLASH FLOOD/ 5.000e+02
## 166 FLASH FLOODING/THUNDERSTORM WI 5.000e+02
## 183 FLOOD/RIVER FLOOD 5.000e+02
## 213 FROST\\FREEZE 5.000e+02
## 283 HEAVY LAKE SNOW 5.000e+02
## 287 HEAVY PRECIPITATION 5.000e+02
## 301 HEAVY RAIN/SNOW 5.000e+02
## 336 HEAVY SNOW/WINTER STORM 5.000e+02
## 373 HIGH WIND/SEAS 5.000e+02
## 407 HURRICANE GORDON 5.000e+02
## 612 SLEET/ICE STORM 5.000e+02
## 637 SNOW AND ICE STORM 5.000e+02
## 655 SNOW/HEAVY SNOW 5.000e+02
## 926 VOLCANIC ASH 5.000e+02
## 489 MARINE THUNDERSTORM WIND 4.864e+02
## 455 LIGHT FREEZING RAIN 4.510e+02
## 494 MICROBURST WINDS 4.500e+02
## 850 TROPICAL STORM DEAN 4.500e+02
## 488 MARINE STRONG WIND 4.183e+02
## 812 THUNDERSTORM WINDS/HAIL 3.950e+02
## 349 High Surf 3.800e+02
## 87 DAMAGING FREEZE 3.700e+02
## 237 GUSTY WIND 3.700e+02
## 604 SEVERE THUNDERSTORM 3.664e+02
## 435 ICY ROADS 3.412e+02
## 17 ASTRONOMICAL LOW TIDE 3.200e+02
## 222 GLAZE 3.106e+02
## 642 SNOW FREEZING RAIN 3.060e+02
## 968 WIND STORM 3.000e+02
## 486 MARINE HIGH WIND 2.980e+02
## 518 MUDSLIDE 2.760e+02
## 155 FLASH FLOOD FROM ICE JAMS 2.500e+02
## 279 HEAT WAVE DROUGHT 2.500e+02
## 271 HAILSTORM 2.410e+02
## 502 Mixed Precipitation 2.350e+02
## 861 TSTM WIND (G45) 2.215e+02
## 939 WATERSPOUT- 2.105e+02
## 605 SEVERE THUNDERSTORM WINDS 2.040e+02
## 1 HIGH SURF ADVISORY 2.000e+02
## 669 STORM FORCE WINDS 2.000e+02
## 803 THUNDERSTORM WINDS LIGHTNING 1.955e+02
## 216 FUNNEL CLOUD 1.946e+02
## 198 FREEZING FOG 1.840e+02
## 648 SNOW SQUALLS 1.805e+02
## 451 LATE SEASON SNOW 1.800e+02
## 586 RIP CURRENTS 1.620e+02
## 592 RIVER FLOODING 1.540e+02
## 970 WINDS 1.520e+02
## 264 HAIL DAMAGE 1.500e+02
## 355 HIGH TIDES 1.500e+02
## 395 HIGH WINDS/SNOW 1.500e+02
## 593 ROCK SLIDE 1.500e+02
## 136 EXCESSIVE WETNESS 1.420e+02
## 966 WIND DAMAGE 1.320e+02
## 258 HAIL 275 1.251e+02
## 821 THUNDERSTORMW 1.250e+02
## 182 FLOOD/RAIN/WINDS 1.128e+02
## 5 TSTM WIND 1.080e+02
## 444 LANDSLIDES 1.050e+02
## 483 MAJOR FLOOD 1.050e+02
## 231 GUSTNADO 1.036e+02
## 211 Frost/Freeze 1.010e+02
## 21 Beach Erosion 1.000e+02
## 90 DENSE SMOKE 1.000e+02
## 138 Extended Cold 1.000e+02
## 230 GROUND BLIZZARD 1.000e+02
## 334 HEAVY SNOW/SQUALLS 1.000e+02
## 419 ICE FLOES 1.000e+02
## 634 SNOW AND HEAVY SNOW 1.000e+02
## 656 SNOW/HIGH WINDS 1.000e+02
## 658 SNOW/ICE STORM 1.000e+02
## 662 SNOW/SLEET/FREEZING RAIN 1.000e+02
## 679 Strong Winds 1.000e+02
## 221 Glaze 9.000e+01
## 321 HEAVY SNOW-SQUALLS 8.800e+01
## 462 Light Snowfall 8.500e+01
## 836 TORNADO F0 8.340e+01
## 869 TSTM WIND AND LIGHTNING 8.000e+01
## 195 FREEZING DRIZZLE 7.500e+01
## 410 HURRICANE-GENERATED SWELLS 7.500e+01
## 878 TUNDERSTORM WIND 7.500e+01
## 768 THUNDERSTORM WIND 60 MPH 7.000e+01
## 881 UNSEASONABLY COLD 6.750e+01
## 73 COLD AND WET CONDITIONS 6.600e+01
## 628 Snow 6.500e+01
## 973 WINTER STORM HIGH WINDS 6.500e+01
## 86 Damaging Freeze 6.410e+01
## 493 MICROBURST 6.000e+01
## 979 WINTER WEATHER MIX 6.000e+01
## 874 TSTM WINDS 5.900e+01
## 49 BRUSH FIRE 5.500e+01
## 194 Freezing Drizzle 5.500e+01
## 647 Snow Squalls 5.500e+01
## 666 SNOWMELT FLOODING 5.500e+01
## 748 THUDERSTORM WINDS 5.500e+01
## 757 THUNDERSTORM HAIL 5.500e+01
## 65 Cold 5.400e+01
## 661 SNOW/SLEET 5.130e+01
## 916 URBAN/SMALL STREAM FLOOD 5.105e+01
## 3 FLASH FLOOD 5.000e+01
## 59 Coastal Storm 5.000e+01
## 143 EXTREME WIND CHILL 5.000e+01
## 156 FLASH FLOOD LANDSLIDES 5.000e+01
## 206 FREEZING RAIN/SLEET 5.000e+01
## 254 HAIL 150 5.000e+01
## 322 HEAVY SNOW/BLIZZARD 5.000e+01
## 335 HEAVY SNOW/WIND 5.000e+01
## 338 Heavy Surf 5.000e+01
## 341 HEAVY SURF COASTAL FLOODING 5.000e+01
## 366 HIGH WIND AND SEAS 5.000e+01
## 369 HIGH WIND/BLIZZARD 5.000e+01
## 371 HIGH WIND/HEAVY SNOW 5.000e+01
## 390 HIGH WINDS/ 5.000e+01
## 404 HURRICANE EMILY 5.000e+01
## 437 Lake Effect Snow 5.000e+01
## 484 Marine Accident 5.000e+01
## 514 MUD SLIDES 5.000e+01
## 521 MUDSLIDES 5.000e+01
## 531 Other 5.000e+01
## 546 RAINSTORM 5.000e+01
## 607 SEVERE TURBULENCE 5.000e+01
## 650 SNOW/ BITTER COLD 5.000e+01
## 652 SNOW/BLOWING SNOW 5.000e+01
## 751 THUNDERSNOW 5.000e+01
## 788 THUNDERSTORM WINDS 13 5.000e+01
## 807 THUNDERSTORM WINDS/ FLOOD 5.000e+01
## 814 THUNDERSTORM WINDS53 5.000e+01
## 876 TSTMW 5.000e+01
## 441 LAKESHORE FLOOD 4.750e+01
## 860 TSTM WIND (G40) 4.500e+01
## 121 Early Frost 4.200e+01
## 527 NON-TSTM WIND 4.000e+01
## 815 THUNDERSTORM WINDSHAIL 4.000e+01
## 938 WATERSPOUT TORNADO 4.000e+01
## 200 Freezing Rain 3.500e+01
## 947 WET MICROBURST 3.500e+01
## 956 WILD/FOREST FIRES 3.200e+01
## 439 LAKE FLOOD 3.000e+01
## 465 LIGHTNING WAUSEON 3.000e+01
## 657 SNOW/ICE 3.000e+01
## 855 Tstm Wind 3.000e+01
## 859 TSTM WIND (G35) 3.000e+01
## 867 TSTM WIND 55 3.000e+01
## 14 AGRICULTURAL FREEZE 2.882e+01
## 466 LIGHTNING AND HEAVY RAIN 2.800e+01
## 754 THUNDERSTORM WINDS 2.500e+01
## 772 THUNDERSTORM WIND 98 MPH 2.500e+01
## 796 THUNDERSTORM WINDS 63 MPH 2.500e+01
## 329 HEAVY SNOW/HIGH WINDS & FLOOD 2.150e+01
## 819 THUNDERSTORMS WIND 2.050e+01
## 255 HAIL 175 2.010e+01
## 58 COASTAL FLOODING/EROSION 2.003e+01
## 41 BLOWING DUST 2.000e+01
## 48 BREAKUP FLOODING 2.000e+01
## 139 Extreme Cold 2.000e+01
## 238 GUSTY WIND/HAIL 2.000e+01
## 492 Microburst 2.000e+01
## 782 THUNDERSTORM WIND/ TREES 2.000e+01
## 868 TSTM WIND 65) 2.000e+01
## 114 Dust Devil 1.830e+01
## 360 HIGH WIND (G40) 1.800e+01
## 675 Strong Wind 1.800e+01
## 389 HIGH WINDS HEAVY RAINS 1.750e+01
## 225 gradient wind 1.700e+01
## 438 LAKE EFFECT SNOW 1.700e+01
## 127 Erosion/Cstl Flood 1.620e+01
## 348 HIGH SEAS 1.550e+01
## 42 blowing snow 1.500e+01
## 51 COASTAL FLOODING/EROSION 1.500e+01
## 193 Freezing drizzle 1.500e+01
## 252 HAIL 100 1.500e+01
## 296 Heavy Rain/High Surf 1.500e+01
## 343 HEAVY SWELLS 1.500e+01
## 940 WATERSPOUT-TORNADO 1.500e+01
## 226 Gradient wind 1.400e+01
## 273 HARD FREEZE 1.310e+01
## 154 FLASH FLOOD - HEAVY RAIN 1.200e+01
## 426 ICE ROADS 1.200e+01
## 191 Freeze 1.050e+01
## 142 EXTREME HEAT 1.011e+01
## 409 HURRICANE OPAL/HIGH WINDS 1.010e+01
## 171 FLOOD & HEAVY RAIN 1.000e+01
## 179 FLOOD/FLASH/FLOOD 1.000e+01
## 229 GRASS FIRES 1.000e+01
## 247 HAIL 075 1.000e+01
## 253 HAIL 125 1.000e+01
## 256 HAIL 200 1.000e+01
## 319 Heavy snow shower 1.000e+01
## 361 HIGH WIND 48 1.000e+01
## 472 LIGHTNING THUNDERSTORM WINDS 1.000e+01
## 597 ROUGH SURF 1.000e+01
## 777 THUNDERSTORM WIND G60 1.000e+01
## 800 THUNDERSTORM WINDS G60 1.000e+01
## 818 THUNDERSTORMS 1.000e+01
## 832 Tidal Flooding 1.000e+01
## 863 TSTM WIND 45 1.000e+01
## 886 UNSEASONABLY WARM 1.000e+01
## 893 UNSEASONAL RAIN 1.000e+01
## 959 Wind 1.000e+01
## 965 Wind Damage 1.000e+01
## 984 WINTRY MIX 1.000e+01
## 6 TSTM WIND (G45) 8.000e+00
## 858 TSTM WIND (41) 8.000e+00
## 447 LANDSPOUT 7.000e+00
## 953 WHIRLWIND 7.000e+00
## 227 GRADIENT WIND 6.000e+00
## 96 DROUGHT/EXCESSIVE HEAT 5.780e+00
## 223 GLAZE ICE 5.600e+00
## 880 Unseasonable Cold 5.100e+00
## 207 FREEZING RAIN/SNOW 5.070e+00
## 9 ? 5.000e+00
## 15 APACHE COUNTY 5.000e+00
## 81 COOL AND WET 5.000e+00
## 172 FLOOD FLASH 5.000e+00
## 180 FLOOD/FLASHFLOOD 5.000e+00
## 297 HEAVY RAIN/LIGHTNING 5.000e+00
## 300 HEAVY RAIN/SMALL STREAM URBAN 5.000e+00
## 323 HEAVY SNOW/BLIZZARD/AVALANCHE 5.000e+00
## 325 HEAVY SNOW/FREEZING RAIN 5.000e+00
## 337 HEAVY SNOWPACK 5.000e+00
## 353 HIGH SWELLS 5.000e+00
## 391 HIGH WINDS/COASTAL FLOOD 5.000e+00
## 394 HIGH WINDS/HEAVY RAIN 5.000e+00
## 418 ICE AND SNOW 5.000e+00
## 421 ICE JAM 5.000e+00
## 456 Light snow 5.000e+00
## 463 LIGHTING 5.000e+00
## 470 LIGHTNING FIRE 5.000e+00
## 475 LIGHTNING/HEAVY RAIN 5.000e+00
## 476 LIGNTNING 5.000e+00
## 500 MINOR FLOODING 5.000e+00
## 515 MUD SLIDES URBAN FLOODING 5.000e+00
## 526 NON-SEVERE WIND DAMAGE 5.000e+00
## 622 SMALL STREAM FLOOD 5.000e+00
## 631 SNOW ACCUMULATION 5.000e+00
## 651 SNOW/ ICE 5.000e+00
## 749 THUNDEERSTORM WINDS 5.000e+00
## 776 THUNDERSTORM WIND G55 5.000e+00
## 785 THUNDERSTORM WIND/LIGHTNING 5.000e+00
## 797 THUNDERSTORM WINDS AND 5.000e+00
## 806 THUNDERSTORM WINDS. 5.000e+00
## 810 THUNDERSTORM WINDS/FLOODING 5.000e+00
## 811 THUNDERSTORM WINDS/FUNNEL CLOU 5.000e+00
## 825 THUNDERSTROM WIND 5.000e+00
## 849 TROPICAL STORM ALBERTO 5.000e+00
## 857 TSTM WIND (G45) 5.000e+00
## 870 TSTM WIND DAMAGE 5.000e+00
## 899 URBAN AND SMALL 5.000e+00
## 914 URBAN/SMALL STREAM 5.000e+00
## 952 Whirlwind 5.000e+00
## 842 TORNADOES, TSTM WIND, HAIL 4.100e+00
## 485 MARINE HAIL 4.000e+00
## 769 THUNDERSTORM WIND 65 MPH 4.000e+00
## 770 THUNDERSTORM WIND 65MPH 4.000e+00
## 779 THUNDERSTORM WIND TREES 4.000e+00
## 432 ICE/STRONG WINDS 3.500e+00
## 84 DAM BREAK 3.000e+00
## 347 HIGH WINDS 3.000e+00
## 412 HVY RAIN 3.000e+00
## 780 THUNDERSTORM WIND. 3.000e+00
## 833 TIDAL FLOODING 3.000e+00
## 299 HEAVY RAIN/SEVERE WEATHER 2.500e+00
## 983 Wintry Mix 2.500e+00
## 91 DOWNBURST 2.000e+00
## 160 FLASH FLOOD/ STREET 2.000e+00
## 186 FLOODING/HEAVY RAIN 2.000e+00
## 239 GUSTY WIND/HVY RAIN 2.000e+00
## 240 Gusty wind/rain 2.000e+00
## 756 THUNDERSTORM DAMAGE TO 2.000e+00
## 773 THUNDERSTORM WIND G50 2.000e+00
## 783 THUNDERSTORM WIND/AWNING 2.000e+00
## 317 HEAVY SNOW AND STRONG WINDS 1.700e+00
## 909 URBAN FLOODS 1.500e+00
## 598 RURAL FLOOD 1.200e+00
## 654 SNOW/FREEZING RAIN 1.200e+00
## 367 HIGH WIND DAMAGE 1.100e+00
## 163 FLASH FLOOD/LANDSLIDE 1.000e+00
## 175 FLOOD/FLASH 1.000e+00
## 245 HAIL 0.75 1.000e+00
## 260 HAIL 75 1.000e+00
## 422 Ice jam flood (minor 1.000e+00
## 585 RIP CURRENT 1.000e+00
## 750 THUNDERESTORM WINDS 1.000e+00
## 781 THUNDERSTORM WIND/ TREE 1.000e+00
## 817 THUNDERSTORM WINS 1.000e+00
## 830 THUNERSTORM WINDS 1.000e+00
## 841 TORNADOES 1.000e+00
## 862 TSTM WIND 40 1.000e+00
## 871 TSTM WIND G45 1.000e+00
## 942 WATERSPOUT/ TORNADO 1.000e+00
## 962 WIND AND WAVE 1.000e+00
## 269 HAIL/WIND 6.000e-01
## 116 DUST DEVIL WATERSPOUT 5.000e-01
## 308 HEAVY SHOWER 5.000e-01
## 567 RECORD RAINFALL 5.000e-01
## 784 THUNDERSTORM WIND/HAIL 5.000e-01
## 824 THUNDERSTORMWINDS 5.000e-01
## 844 TORNDAO 5.000e-01
## 969 WIND/HAIL 5.000e-01
## 157 FLASH FLOOD WINDS 4.100e-01
## 259 HAIL 450 2.000e-01
## 69 COLD AIR TORNADO 1.000e-01
## 872 TSTM WIND G58 1.000e-01
## 636 SNOW AND ICE 5.000e-02
## 910 URBAN SMALL 5.000e-02
## 2 COASTAL FLOOD 0.000e+00
## 4 LIGHTNING 0.000e+00
## 7 WATERSPOUT 0.000e+00
## 8 WIND 0.000e+00
## 10 ABNORMAL WARMTH 0.000e+00
## 11 ABNORMALLY DRY 0.000e+00
## 12 ABNORMALLY WET 0.000e+00
## 13 ACCUMULATED SNOWFALL 0.000e+00
## 18 AVALANCE 0.000e+00
## 20 BEACH EROSIN 0.000e+00
## 22 BEACH EROSION 0.000e+00
## 23 BEACH EROSION/COASTAL FLOOD 0.000e+00
## 24 BEACH FLOOD 0.000e+00
## 25 BELOW NORMAL PRECIPITATION 0.000e+00
## 26 BITTER WIND CHILL 0.000e+00
## 27 BITTER WIND CHILL TEMPERATURES 0.000e+00
## 28 Black Ice 0.000e+00
## 29 BLACK ICE 0.000e+00
## 31 BLIZZARD AND EXTREME WIND CHIL 0.000e+00
## 32 BLIZZARD AND HEAVY SNOW 0.000e+00
## 33 Blizzard Summary 0.000e+00
## 34 BLIZZARD WEATHER 0.000e+00
## 35 BLIZZARD/FREEZING RAIN 0.000e+00
## 36 BLIZZARD/HEAVY SNOW 0.000e+00
## 37 BLIZZARD/HIGH WIND 0.000e+00
## 39 BLOW-OUT TIDE 0.000e+00
## 40 BLOW-OUT TIDES 0.000e+00
## 43 Blowing Snow 0.000e+00
## 44 BLOWING SNOW 0.000e+00
## 45 BLOWING SNOW & EXTREME WIND CH 0.000e+00
## 46 BLOWING SNOW- EXTREME WIND CHI 0.000e+00
## 47 BLOWING SNOW/EXTREME WIND CHIL 0.000e+00
## 50 BRUSH FIRES 0.000e+00
## 55 coastal flooding 0.000e+00
## 60 COASTAL STORM 0.000e+00
## 62 COASTAL/TIDAL FLOOD 0.000e+00
## 63 COASTALFLOOD 0.000e+00
## 64 COASTALSTORM 0.000e+00
## 67 COLD AIR FUNNEL 0.000e+00
## 68 COLD AIR FUNNELS 0.000e+00
## 70 Cold and Frost 0.000e+00
## 71 COLD AND FROST 0.000e+00
## 72 COLD AND SNOW 0.000e+00
## 74 Cold Temperature 0.000e+00
## 75 COLD TEMPERATURES 0.000e+00
## 76 COLD WAVE 0.000e+00
## 77 COLD WEATHER 0.000e+00
## 78 COLD WIND CHILL TEMPERATURES 0.000e+00
## 80 COLD/WINDS 0.000e+00
## 82 COOL SPELL 0.000e+00
## 83 CSTL FLOODING/EROSION 0.000e+00
## 85 DAM FAILURE 0.000e+00
## 88 DEEP HAIL 0.000e+00
## 92 DOWNBURST WINDS 0.000e+00
## 93 DRIEST MONTH 0.000e+00
## 94 Drifting Snow 0.000e+00
## 97 DROWNING 0.000e+00
## 98 DRY 0.000e+00
## 99 DRY CONDITIONS 0.000e+00
## 100 DRY HOT WEATHER 0.000e+00
## 102 DRY MICROBURST 50 0.000e+00
## 103 DRY MICROBURST 53 0.000e+00
## 104 DRY MICROBURST 58 0.000e+00
## 105 DRY MICROBURST 61 0.000e+00
## 106 DRY MICROBURST 84 0.000e+00
## 107 DRY MICROBURST WINDS 0.000e+00
## 108 DRY MIRCOBURST WINDS 0.000e+00
## 109 DRY PATTERN 0.000e+00
## 110 DRY SPELL 0.000e+00
## 111 DRY WEATHER 0.000e+00
## 112 DRYNESS 0.000e+00
## 113 DUST DEVEL 0.000e+00
## 119 DUSTSTORM 0.000e+00
## 120 EARLY FREEZE 0.000e+00
## 122 EARLY FROST 0.000e+00
## 123 EARLY RAIN 0.000e+00
## 124 EARLY SNOW 0.000e+00
## 125 Early snowfall 0.000e+00
## 126 EARLY SNOWFALL 0.000e+00
## 128 EXCESSIVE 0.000e+00
## 129 Excessive Cold 0.000e+00
## 131 EXCESSIVE HEAT/DROUGHT 0.000e+00
## 132 EXCESSIVE PRECIPITATION 0.000e+00
## 133 EXCESSIVE RAIN 0.000e+00
## 134 EXCESSIVE RAINFALL 0.000e+00
## 137 EXCESSIVELY DRY 0.000e+00
## 144 EXTREME WIND CHILL/BLOWING SNO 0.000e+00
## 145 EXTREME WIND CHILLS 0.000e+00
## 147 EXTREME WINDCHILL TEMPERATURES 0.000e+00
## 148 EXTREME/RECORD COLD 0.000e+00
## 149 EXTREMELY WET 0.000e+00
## 150 FALLING SNOW/ICE 0.000e+00
## 151 FIRST FROST 0.000e+00
## 152 FIRST SNOW 0.000e+00
## 159 FLASH FLOOD/ FLOOD 0.000e+00
## 162 FLASH FLOOD/HEAVY RAIN 0.000e+00
## 168 FLASH FLOOODING 0.000e+00
## 169 Flood 0.000e+00
## 173 FLOOD FLOOD/FLASH 0.000e+00
## 174 FLOOD WATCH/ 0.000e+00
## 176 Flood/Flash Flood 0.000e+00
## 178 FLOOD/FLASH FLOODING 0.000e+00
## 181 FLOOD/RAIN/WIND 0.000e+00
## 184 Flood/Strong Wind 0.000e+00
## 189 FOG AND COLD TEMPERATURES 0.000e+00
## 196 FREEZING DRIZZLE AND FREEZING 0.000e+00
## 197 Freezing Fog 0.000e+00
## 199 Freezing rain 0.000e+00
## 202 FREEZING RAIN AND SLEET 0.000e+00
## 203 FREEZING RAIN AND SNOW 0.000e+00
## 204 FREEZING RAIN SLEET AND 0.000e+00
## 205 FREEZING RAIN SLEET AND LIGHT 0.000e+00
## 208 Freezing Spray 0.000e+00
## 209 Frost 0.000e+00
## 214 FUNNEL 0.000e+00
## 215 Funnel Cloud 0.000e+00
## 217 FUNNEL CLOUD. 0.000e+00
## 218 FUNNEL CLOUD/HAIL 0.000e+00
## 219 FUNNEL CLOUDS 0.000e+00
## 220 FUNNELS 0.000e+00
## 224 GLAZE/ICE STORM 0.000e+00
## 228 GRADIENT WINDS 0.000e+00
## 232 GUSTNADO AND 0.000e+00
## 233 GUSTY LAKE WIND 0.000e+00
## 234 GUSTY THUNDERSTORM WIND 0.000e+00
## 235 GUSTY THUNDERSTORM WINDS 0.000e+00
## 236 Gusty Wind 0.000e+00
## 241 Gusty winds 0.000e+00
## 246 HAIL 0.88 0.000e+00
## 248 HAIL 088 0.000e+00
## 249 HAIL 1.00 0.000e+00
## 250 HAIL 1.75 0.000e+00
## 251 HAIL 1.75) 0.000e+00
## 257 HAIL 225 0.000e+00
## 261 HAIL 80 0.000e+00
## 262 HAIL 88 0.000e+00
## 263 HAIL ALOFT 0.000e+00
## 265 HAIL FLOODING 0.000e+00
## 266 HAIL STORM 0.000e+00
## 267 Hail(0.75) 0.000e+00
## 268 HAIL/ICY ROADS 0.000e+00
## 272 HAILSTORMS 0.000e+00
## 274 HAZARDOUS SURF 0.000e+00
## 276 HEAT DROUGHT 0.000e+00
## 277 Heat Wave 0.000e+00
## 280 HEAT WAVES 0.000e+00
## 281 HEAT/DROUGHT 0.000e+00
## 282 Heatburst 0.000e+00
## 285 HEAVY PRECIPATATION 0.000e+00
## 286 Heavy Precipitation 0.000e+00
## 288 Heavy rain 0.000e+00
## 289 Heavy Rain 0.000e+00
## 292 Heavy Rain and Wind 0.000e+00
## 293 HEAVY RAIN EFFECTS 0.000e+00
## 294 HEAVY RAIN; URBAN FLOOD WINDS; 0.000e+00
## 295 HEAVY RAIN/FLOODING 0.000e+00
## 298 HEAVY RAIN/MUDSLIDES/FLOOD 0.000e+00
## 302 HEAVY RAIN/URBAN FLOOD 0.000e+00
## 303 HEAVY RAIN/WIND 0.000e+00
## 304 HEAVY RAINFALL 0.000e+00
## 307 HEAVY SEAS 0.000e+00
## 309 HEAVY SHOWERS 0.000e+00
## 311 HEAVY SNOW FREEZING RAIN 0.000e+00
## 312 HEAVY SNOW & ICE 0.000e+00
## 313 HEAVY SNOW AND 0.000e+00
## 314 HEAVY SNOW AND HIGH WINDS 0.000e+00
## 315 HEAVY SNOW AND ICE 0.000e+00
## 316 HEAVY SNOW AND ICE STORM 0.000e+00
## 318 HEAVY SNOW ANDBLOWING SNOW 0.000e+00
## 324 HEAVY SNOW/BLOWING SNOW 0.000e+00
## 326 HEAVY SNOW/HIGH 0.000e+00
## 327 HEAVY SNOW/HIGH WIND 0.000e+00
## 328 HEAVY SNOW/HIGH WINDS 0.000e+00
## 330 HEAVY SNOW/HIGH WINDS/FREEZING 0.000e+00
## 332 HEAVY SNOW/ICE STORM 0.000e+00
## 333 HEAVY SNOW/SLEET 0.000e+00
## 340 Heavy surf and wind 0.000e+00
## 344 HEAVY WET SNOW 0.000e+00
## 345 HIGH 0.000e+00
## 346 HIGH SWELLS 0.000e+00
## 351 HIGH SURF ADVISORIES 0.000e+00
## 352 HIGH SURF ADVISORY 0.000e+00
## 354 HIGH TEMPERATURE RECORD 0.000e+00
## 357 HIGH WAVES 0.000e+00
## 358 High Wind 0.000e+00
## 362 HIGH WIND 63 0.000e+00
## 363 HIGH WIND 70 0.000e+00
## 364 HIGH WIND AND HEAVY SNOW 0.000e+00
## 365 HIGH WIND AND HIGH TIDES 0.000e+00
## 368 HIGH WIND/ BLIZZARD 0.000e+00
## 370 HIGH WIND/BLIZZARD/FREEZING RA 0.000e+00
## 372 HIGH WIND/LOW WIND CHILL 0.000e+00
## 374 HIGH WIND/WIND CHILL 0.000e+00
## 375 HIGH WIND/WIND CHILL/BLIZZARD 0.000e+00
## 377 HIGH WINDS 55 0.000e+00
## 378 HIGH WINDS 57 0.000e+00
## 379 HIGH WINDS 58 0.000e+00
## 380 HIGH WINDS 63 0.000e+00
## 381 HIGH WINDS 66 0.000e+00
## 382 HIGH WINDS 67 0.000e+00
## 383 HIGH WINDS 73 0.000e+00
## 384 HIGH WINDS 76 0.000e+00
## 385 HIGH WINDS 80 0.000e+00
## 386 HIGH WINDS 82 0.000e+00
## 387 HIGH WINDS AND WIND CHILL 0.000e+00
## 388 HIGH WINDS DUST STORM 0.000e+00
## 393 HIGH WINDS/FLOODING 0.000e+00
## 396 HIGHWAY FLOODING 0.000e+00
## 397 Hot and Dry 0.000e+00
## 398 HOT PATTERN 0.000e+00
## 399 HOT SPELL 0.000e+00
## 400 HOT WEATHER 0.000e+00
## 401 HOT/DRY PATTERN 0.000e+00
## 403 Hurricane Edouard 0.000e+00
## 413 HYPERTHERMIA/EXPOSURE 0.000e+00
## 414 HYPOTHERMIA 0.000e+00
## 415 Hypothermia/Exposure 0.000e+00
## 416 HYPOTHERMIA/EXPOSURE 0.000e+00
## 420 Ice Fog 0.000e+00
## 424 ICE ON ROAD 0.000e+00
## 425 ICE PELLETS 0.000e+00
## 428 ICE STORM AND SNOW 0.000e+00
## 429 ICE STORM/FLASH FLOOD 0.000e+00
## 430 Ice/Snow 0.000e+00
## 431 ICE/SNOW 0.000e+00
## 433 Icestorm/Blizzard 0.000e+00
## 434 Icy Roads 0.000e+00
## 436 LACK OF SNOW 0.000e+00
## 443 LANDSLIDE/URBAN FLOOD 0.000e+00
## 446 LANDSLUMP 0.000e+00
## 448 LARGE WALL CLOUD 0.000e+00
## 449 LATE FREEZE 0.000e+00
## 450 LATE SEASON HAIL 0.000e+00
## 452 Late Season Snowfall 0.000e+00
## 453 LATE SNOW 0.000e+00
## 454 Late-season Snowfall 0.000e+00
## 459 LIGHT SNOW AND SLEET 0.000e+00
## 460 Light Snow/Flurries 0.000e+00
## 461 LIGHT SNOW/FREEZING PRECIP 0.000e+00
## 467 LIGHTNING AND THUNDERSTORM WIN 0.000e+00
## 468 LIGHTNING AND WINDS 0.000e+00
## 469 LIGHTNING DAMAGE 0.000e+00
## 471 LIGHTNING INJURY 0.000e+00
## 473 LIGHTNING THUNDERSTORM WINDSS 0.000e+00
## 474 LIGHTNING. 0.000e+00
## 477 LOCAL FLASH FLOOD 0.000e+00
## 478 LOCAL FLOOD 0.000e+00
## 479 LOCALLY HEAVY RAIN 0.000e+00
## 480 LOW TEMPERATURE 0.000e+00
## 481 LOW TEMPERATURE RECORD 0.000e+00
## 482 LOW WIND CHILL 0.000e+00
## 487 MARINE MISHAP 0.000e+00
## 491 Metro Storm, May 26 0.000e+00
## 495 Mild and Dry Pattern 0.000e+00
## 496 MILD PATTERN 0.000e+00
## 497 MILD/DRY PATTERN 0.000e+00
## 498 MINOR FLOOD 0.000e+00
## 499 Minor Flooding 0.000e+00
## 501 MIXED PRECIP 0.000e+00
## 504 MODERATE SNOW 0.000e+00
## 505 MODERATE SNOWFALL 0.000e+00
## 506 MONTHLY PRECIPITATION 0.000e+00
## 507 Monthly Rainfall 0.000e+00
## 508 MONTHLY RAINFALL 0.000e+00
## 509 Monthly Snowfall 0.000e+00
## 510 MONTHLY SNOWFALL 0.000e+00
## 511 MONTHLY TEMPERATURE 0.000e+00
## 512 Mountain Snows 0.000e+00
## 516 MUD/ROCK SLIDE 0.000e+00
## 517 Mudslide 0.000e+00
## 519 MUDSLIDE/LANDSLIDE 0.000e+00
## 520 Mudslides 0.000e+00
## 522 NEAR RECORD SNOW 0.000e+00
## 523 No Severe Weather 0.000e+00
## 524 NON SEVERE HAIL 0.000e+00
## 525 NON TSTM WIND 0.000e+00
## 528 NONE 0.000e+00
## 529 NORMAL PRECIPITATION 0.000e+00
## 530 NORTHERN LIGHTS 0.000e+00
## 533 PATCHY DENSE FOG 0.000e+00
## 534 PATCHY ICE 0.000e+00
## 535 Prolong Cold 0.000e+00
## 536 PROLONG COLD 0.000e+00
## 537 PROLONG COLD/SNOW 0.000e+00
## 538 PROLONG WARMTH 0.000e+00
## 539 PROLONGED RAIN 0.000e+00
## 541 RAIN (HEAVY) 0.000e+00
## 542 RAIN AND WIND 0.000e+00
## 543 Rain Damage 0.000e+00
## 544 RAIN/SNOW 0.000e+00
## 545 RAIN/WIND 0.000e+00
## 547 RAPIDLY RISING WATER 0.000e+00
## 548 RECORD COLD 0.000e+00
## 549 Record Cold 0.000e+00
## 551 RECORD COLD AND HIGH WIND 0.000e+00
## 552 RECORD COLD/FROST 0.000e+00
## 553 RECORD COOL 0.000e+00
## 554 Record dry month 0.000e+00
## 555 RECORD DRYNESS 0.000e+00
## 556 Record Heat 0.000e+00
## 557 RECORD HEAT 0.000e+00
## 558 RECORD HEAT WAVE 0.000e+00
## 559 Record High 0.000e+00
## 560 RECORD HIGH 0.000e+00
## 561 RECORD HIGH TEMPERATURE 0.000e+00
## 562 RECORD HIGH TEMPERATURES 0.000e+00
## 563 RECORD LOW 0.000e+00
## 564 RECORD LOW RAINFALL 0.000e+00
## 565 Record May Snow 0.000e+00
## 566 RECORD PRECIPITATION 0.000e+00
## 569 RECORD SNOW/COLD 0.000e+00
## 570 RECORD SNOWFALL 0.000e+00
## 571 Record temperature 0.000e+00
## 572 RECORD TEMPERATURE 0.000e+00
## 573 Record Temperatures 0.000e+00
## 574 RECORD TEMPERATURES 0.000e+00
## 575 RECORD WARM 0.000e+00
## 576 RECORD WARM TEMPS. 0.000e+00
## 577 Record Warmth 0.000e+00
## 578 RECORD WARMTH 0.000e+00
## 579 Record Winter Snow 0.000e+00
## 580 RECORD/EXCESSIVE HEAT 0.000e+00
## 581 RECORD/EXCESSIVE RAINFALL 0.000e+00
## 582 RED FLAG CRITERIA 0.000e+00
## 583 RED FLAG FIRE WX 0.000e+00
## 584 REMNANTS OF FLOYD 0.000e+00
## 587 RIP CURRENTS HEAVY SURF 0.000e+00
## 588 RIP CURRENTS/HEAVY SURF 0.000e+00
## 594 ROGUE WAVE 0.000e+00
## 595 ROTATING WALL CLOUD 0.000e+00
## 596 ROUGH SEAS 0.000e+00
## 599 Saharan Dust 0.000e+00
## 600 SAHARAN DUST 0.000e+00
## 601 Seasonal Snowfall 0.000e+00
## 603 SEVERE COLD 0.000e+00
## 608 SLEET 0.000e+00
## 609 SLEET & FREEZING RAIN 0.000e+00
## 610 SLEET STORM 0.000e+00
## 611 SLEET/FREEZING RAIN 0.000e+00
## 613 SLEET/RAIN/SNOW 0.000e+00
## 614 SLEET/SNOW 0.000e+00
## 615 small hail 0.000e+00
## 616 Small Hail 0.000e+00
## 618 SMALL STREAM 0.000e+00
## 619 SMALL STREAM AND 0.000e+00
## 620 SMALL STREAM AND URBAN FLOOD 0.000e+00
## 621 SMALL STREAM AND URBAN FLOODIN 0.000e+00
## 623 SMALL STREAM FLOODING 0.000e+00
## 624 SMALL STREAM URBAN FLOOD 0.000e+00
## 625 SMALL STREAM/URBAN FLOOD 0.000e+00
## 626 Sml Stream Fld 0.000e+00
## 627 SMOKE 0.000e+00
## 630 Snow Accumulation 0.000e+00
## 632 SNOW ADVISORY 0.000e+00
## 633 SNOW AND COLD 0.000e+00
## 635 Snow and Ice 0.000e+00
## 638 Snow and sleet 0.000e+00
## 639 SNOW AND SLEET 0.000e+00
## 640 SNOW AND WIND 0.000e+00
## 641 SNOW DROUGHT 0.000e+00
## 643 SNOW SHOWERS 0.000e+00
## 644 SNOW SLEET 0.000e+00
## 646 Snow squalls 0.000e+00
## 649 SNOW- HIGH WIND- WIND CHILL 0.000e+00
## 659 SNOW/RAIN 0.000e+00
## 660 SNOW/RAIN/SLEET 0.000e+00
## 663 SNOW/SLEET/RAIN 0.000e+00
## 664 SNOW\\COLD 0.000e+00
## 665 SNOWFALL RECORD 0.000e+00
## 667 SNOWSTORM 0.000e+00
## 668 SOUTHEAST 0.000e+00
## 672 STREAM FLOODING 0.000e+00
## 673 STREET FLOOD 0.000e+00
## 674 STREET FLOODING 0.000e+00
## 677 STRONG WIND GUST 0.000e+00
## 678 Strong winds 0.000e+00
## 681 Summary August 10 0.000e+00
## 682 Summary August 11 0.000e+00
## 683 Summary August 17 0.000e+00
## 684 Summary August 2-3 0.000e+00
## 685 Summary August 21 0.000e+00
## 686 Summary August 28 0.000e+00
## 687 Summary August 4 0.000e+00
## 688 Summary August 7 0.000e+00
## 689 Summary August 9 0.000e+00
## 690 Summary Jan 17 0.000e+00
## 691 Summary July 23-24 0.000e+00
## 692 Summary June 18-19 0.000e+00
## 693 Summary June 5-6 0.000e+00
## 694 Summary June 6 0.000e+00
## 695 Summary of April 12 0.000e+00
## 696 Summary of April 13 0.000e+00
## 697 Summary of April 21 0.000e+00
## 698 Summary of April 27 0.000e+00
## 699 Summary of April 3rd 0.000e+00
## 700 Summary of August 1 0.000e+00
## 701 Summary of July 11 0.000e+00
## 702 Summary of July 2 0.000e+00
## 703 Summary of July 22 0.000e+00
## 704 Summary of July 26 0.000e+00
## 705 Summary of July 29 0.000e+00
## 706 Summary of July 3 0.000e+00
## 707 Summary of June 10 0.000e+00
## 708 Summary of June 11 0.000e+00
## 709 Summary of June 12 0.000e+00
## 710 Summary of June 13 0.000e+00
## 711 Summary of June 15 0.000e+00
## 712 Summary of June 16 0.000e+00
## 713 Summary of June 18 0.000e+00
## 714 Summary of June 23 0.000e+00
## 715 Summary of June 24 0.000e+00
## 716 Summary of June 3 0.000e+00
## 717 Summary of June 30 0.000e+00
## 718 Summary of June 4 0.000e+00
## 719 Summary of June 6 0.000e+00
## 720 Summary of March 14 0.000e+00
## 721 Summary of March 23 0.000e+00
## 722 Summary of March 24 0.000e+00
## 723 SUMMARY OF MARCH 24-25 0.000e+00
## 724 SUMMARY OF MARCH 27 0.000e+00
## 725 SUMMARY OF MARCH 29 0.000e+00
## 726 Summary of May 10 0.000e+00
## 727 Summary of May 13 0.000e+00
## 728 Summary of May 14 0.000e+00
## 729 Summary of May 22 0.000e+00
## 730 Summary of May 22 am 0.000e+00
## 731 Summary of May 22 pm 0.000e+00
## 732 Summary of May 26 am 0.000e+00
## 733 Summary of May 26 pm 0.000e+00
## 734 Summary of May 31 am 0.000e+00
## 735 Summary of May 31 pm 0.000e+00
## 736 Summary of May 9-10 0.000e+00
## 737 Summary Sept. 25-26 0.000e+00
## 738 Summary September 20 0.000e+00
## 739 Summary September 23 0.000e+00
## 740 Summary September 3 0.000e+00
## 741 Summary September 4 0.000e+00
## 742 Summary: Nov. 16 0.000e+00
## 743 Summary: Nov. 6-7 0.000e+00
## 744 Summary: Oct. 20-21 0.000e+00
## 745 Summary: October 31 0.000e+00
## 746 Summary: Sept. 18 0.000e+00
## 747 Temperature record 0.000e+00
## 752 Thundersnow shower 0.000e+00
## 755 THUNDERSTORM DAMAGE 0.000e+00
## 758 THUNDERSTORM W INDS 0.000e+00
## 759 Thunderstorm Wind 0.000e+00
## 761 THUNDERSTORM WIND (G40) 0.000e+00
## 762 THUNDERSTORM WIND 50 0.000e+00
## 763 THUNDERSTORM WIND 52 0.000e+00
## 764 THUNDERSTORM WIND 56 0.000e+00
## 765 THUNDERSTORM WIND 59 0.000e+00
## 766 THUNDERSTORM WIND 59 MPH 0.000e+00
## 767 THUNDERSTORM WIND 59 MPH. 0.000e+00
## 771 THUNDERSTORM WIND 69 0.000e+00
## 774 THUNDERSTORM WIND G51 0.000e+00
## 775 THUNDERSTORM WIND G52 0.000e+00
## 778 THUNDERSTORM WIND G61 0.000e+00
## 787 THUNDERSTORM WINDS LE CEN 0.000e+00
## 789 THUNDERSTORM WINDS 2 0.000e+00
## 790 THUNDERSTORM WINDS 50 0.000e+00
## 791 THUNDERSTORM WINDS 52 0.000e+00
## 792 THUNDERSTORM WINDS 53 0.000e+00
## 793 THUNDERSTORM WINDS 60 0.000e+00
## 794 THUNDERSTORM WINDS 61 0.000e+00
## 795 THUNDERSTORM WINDS 62 0.000e+00
## 798 THUNDERSTORM WINDS FUNNEL CLOU 0.000e+00
## 799 THUNDERSTORM WINDS G 0.000e+00
## 802 THUNDERSTORM WINDS HEAVY RAIN 0.000e+00
## 804 THUNDERSTORM WINDS SMALL STREA 0.000e+00
## 805 THUNDERSTORM WINDS URBAN FLOOD 0.000e+00
## 808 THUNDERSTORM WINDS/ HAIL 0.000e+00
## 809 THUNDERSTORM WINDS/FLASH FLOOD 0.000e+00
## 813 THUNDERSTORM WINDS/HEAVY RAIN 0.000e+00
## 822 THUNDERSTORMW 50 0.000e+00
## 823 THUNDERSTORMW WINDS 0.000e+00
## 826 THUNDERSTROM WINDS 0.000e+00
## 828 THUNDERTSORM WIND 0.000e+00
## 829 THUNDESTORM WINDS 0.000e+00
## 831 TIDAL FLOOD 0.000e+00
## 835 TORNADO DEBRIS 0.000e+00
## 840 TORNADO/WATERSPOUT 0.000e+00
## 843 TORNADOS 0.000e+00
## 845 TORRENTIAL RAIN 0.000e+00
## 846 Torrential Rainfall 0.000e+00
## 853 TSTM 0.000e+00
## 854 TSTM HEAVY RAIN 0.000e+00
## 864 TSTM WIND 50 0.000e+00
## 865 TSTM WIND 51 0.000e+00
## 866 TSTM WIND 52 0.000e+00
## 875 TSTM WND 0.000e+00
## 882 UNSEASONABLY COOL 0.000e+00
## 883 UNSEASONABLY COOL & WET 0.000e+00
## 884 UNSEASONABLY DRY 0.000e+00
## 885 UNSEASONABLY HOT 0.000e+00
## 887 UNSEASONABLY WARM & WET 0.000e+00
## 888 UNSEASONABLY WARM AND DRY 0.000e+00
## 889 UNSEASONABLY WARM YEAR 0.000e+00
## 890 UNSEASONABLY WARM/WET 0.000e+00
## 891 UNSEASONABLY WET 0.000e+00
## 892 UNSEASONAL LOW TEMP 0.000e+00
## 894 UNUSUAL WARMTH 0.000e+00
## 895 UNUSUAL/RECORD WARMTH 0.000e+00
## 896 UNUSUALLY COLD 0.000e+00
## 897 UNUSUALLY LATE SNOW 0.000e+00
## 898 UNUSUALLY WARM 0.000e+00
## 900 URBAN AND SMALL STREAM 0.000e+00
## 901 URBAN AND SMALL STREAM FLOOD 0.000e+00
## 902 URBAN AND SMALL STREAM FLOODIN 0.000e+00
## 903 Urban flood 0.000e+00
## 904 Urban Flood 0.000e+00
## 906 URBAN FLOOD LANDSLIDE 0.000e+00
## 907 Urban Flooding 0.000e+00
## 911 URBAN SMALL STREAM FLOOD 0.000e+00
## 912 URBAN/SMALL 0.000e+00
## 913 URBAN/SMALL FLOODING 0.000e+00
## 915 URBAN/SMALL STREAM FLOOD 0.000e+00
## 917 URBAN/SMALL STREAM FLOODING 0.000e+00
## 918 URBAN/SMALL STRM FLDG 0.000e+00
## 920 URBAN/SML STREAM FLDG 0.000e+00
## 921 URBAN/STREET FLOODING 0.000e+00
## 922 VERY DRY 0.000e+00
## 923 VERY WARM 0.000e+00
## 924 VOG 0.000e+00
## 925 Volcanic Ash 0.000e+00
## 927 Volcanic Ash Plume 0.000e+00
## 928 VOLCANIC ASHFALL 0.000e+00
## 929 VOLCANIC ERUPTION 0.000e+00
## 930 WAKE LOW WIND 0.000e+00
## 931 WALL CLOUD 0.000e+00
## 932 WALL CLOUD/FUNNEL CLOUD 0.000e+00
## 933 WARM DRY CONDITIONS 0.000e+00
## 934 WARM WEATHER 0.000e+00
## 935 WATER SPOUT 0.000e+00
## 937 WATERSPOUT FUNNEL CLOUD 0.000e+00
## 941 WATERSPOUT/ 0.000e+00
## 944 WATERSPOUTS 0.000e+00
## 945 WAYTERSPOUT 0.000e+00
## 946 wet micoburst 0.000e+00
## 948 Wet Month 0.000e+00
## 949 WET SNOW 0.000e+00
## 950 WET WEATHER 0.000e+00
## 951 Wet Year 0.000e+00
## 961 WIND ADVISORY 0.000e+00
## 963 WIND CHILL 0.000e+00
## 964 WIND CHILL/HIGH WIND 0.000e+00
## 967 WIND GUSTS 0.000e+00
## 971 WINTER MIX 0.000e+00
## 974 WINTER STORM/HIGH WIND 0.000e+00
## 975 WINTER STORM/HIGH WINDS 0.000e+00
## 977 Winter Weather 0.000e+00
## 981 WINTERY MIX 0.000e+00
## 982 Wintry mix 0.000e+00
## 985 WND 0.000e+00