# http://stackoverflow.com/questions/21511801/text-clustering-with-levenshtein-distances
setwd("~/work/r/class/datasciencecoursera/notes/class5_repdata/assignment2")
# Levenshtein Distance
if (!file.exists("types.csv")){
download.file("https://raw.githubusercontent.com/kiichi/datasciencecoursera/master/notes/class5_repdata/assignment2/types.csv","types.csv",method="curl")
}
str<-read.csv("types.csv")$x
clnum<-20
d <- adist(str)
rownames(d) <- str
hc <- hclust(as.dist(d))
plot(hc,cex=0.2)
rect.hclust(hc,k=clnum)
df <- data.frame(str,grp=cutree(hc,k=clnum))
df
## str grp
## 1 WINTER STORM 1 WINTER STORM 1
## 2 TORNADO 2 TORNADO 1
## 3 TSTM WIND 3 TSTM WIND 1
## 4 HAIL 4 HAIL 1
## 5 HIGH WIND 5 HIGH WIND 1
## 6 HEAVY RAIN 6 HEAVY RAIN 1
## 7 FLASH FLOOD 7 FLASH FLOOD 2
## 8 FREEZING RAIN 8 FREEZING RAIN 3
## 9 EXTREME COLD 9 EXTREME COLD 1
## 10 EXCESSIVE HEAT 10 EXCESSIVE HEAT 1
## 11 LIGHTNING 11 LIGHTNING 1
## 12 FUNNEL CLOUD 12 FUNNEL CLOUD 1
## 13 EXTREME WINDCHILL 13 EXTREME WINDCHILL 4
## 14 BLIZZARD 14 BLIZZARD 1
## 15 URBAN/SML STREAM FLD 15 URBAN/SML STREAM FLD 5
## 16 FLOOD 16 FLOOD 1
## 17 TSTM WIND/HAIL 17 TSTM WIND/HAIL 6
## 18 WATERSPOUT 18 WATERSPOUT 1
## 19 RIP CURRENTS 19 RIP CURRENTS 1
## 20 HEAVY SNOW 20 HEAVY SNOW 1
## 21 OTHER 21 OTHER 1
## 22 RECORD DRY MONTH 22 RECORD DRY MONTH 7
## 23 TEMPERATURE RECORD 23 TEMPERATURE RECORD 2
## 24 WILD/FOREST FIRE 24 WILD/FOREST FIRE 1
## 25 MINOR FLOODING 25 MINOR FLOODING 2
## 26 ICE STORM 26 ICE STORM 1
## 27 STORM SURGE 27 STORM SURGE 1
## 28 ICE JAM FLOOD (MINOR 28 ICE JAM FLOOD (MINOR 8
## 29 DUST STORM 29 DUST STORM 1
## 30 STRONG WIND 30 STRONG WIND 6
## 31 DUST DEVIL 31 DUST DEVIL 1
## 32 DROUGHT 32 DROUGHT 1
## 33 DRY MICROBURST 33 DRY MICROBURST 1
## 34 FOG 34 FOG 1
## 35 ROUGH SURF 35 ROUGH SURF 1
## 36 WIND 36 WIND 1
## 37 THUNDERSTORMS 37 THUNDERSTORMS 9
## 38 HEAVY SURF 38 HEAVY SURF 1
## 39 WIND DAMAGE 39 WIND DAMAGE 1
## 40 MARINE ACCIDENT 40 MARINE ACCIDENT 3
## 41 SNOW 41 SNOW 1
## 42 AVALANCHE 42 AVALANCHE 1
## 43 FREEZE 43 FREEZE 1
## 44 TROPICAL STORM 44 TROPICAL STORM 1
## 45 SNOW SQUALLS 45 SNOW SQUALLS 10
## 46 COASTAL FLOODING 46 COASTAL FLOODING 2
## 47 WINDS 47 WINDS 1
## 48 COASTAL FLOOD 48 COASTAL FLOOD 2
## 49 COASTAL STORM 49 COASTAL STORM 1
## 50 COASTALFLOOD 50 COASTALFLOOD 2
## 51 EROSION/CSTL FLOOD 51 EROSION/CSTL FLOOD 2
## 52 HEAVY RAIN AND WIND 52 HEAVY RAIN AND WIND 8
## 53 LIGHT SNOW/FLURRIES 53 LIGHT SNOW/FLURRIES 11
## 54 WET MONTH 54 WET MONTH 1
## 55 WET YEAR 55 WET YEAR 1
## 56 TIDAL FLOODING 56 TIDAL FLOODING 2
## 57 RIVER FLOODING 57 RIVER FLOODING 2
## 58 DAMAGING FREEZE 58 DAMAGING FREEZE 3
## 59 HURRICANE 59 HURRICANE 1
## 60 BEACH EROSION 60 BEACH EROSION 1
## 61 HOT AND DRY 61 HOT AND DRY 1
## 62 FLOOD/FLASH FLOOD 62 FLOOD/FLASH FLOOD 2
## 63 ICY ROADS 63 ICY ROADS 1
## 64 HIGH SURF 64 HIGH SURF 1
## 65 HEAVY RAIN/HIGH SURF 65 HEAVY RAIN/HIGH SURF 12
## 66 THUNDERSTORM WIND 66 THUNDERSTORM WIND 9
## 67 RAIN DAMAGE 67 RAIN DAMAGE 1
## 68 ICE JAM 68 ICE JAM 1
## 69 UNSEASONABLE COLD 69 UNSEASONABLE COLD 13
## 70 EARLY FROST 70 EARLY FROST 1
## 71 WINTRY MIX 71 WINTRY MIX 1
## 72 BLOWING SNOW 72 BLOWING SNOW 1
## 73 STREET FLOODING 73 STREET FLOODING 2
## 74 RECORD COLD 74 RECORD COLD 7
## 75 ICE FOG 75 ICE FOG 1
## 76 EXCESSIVE COLD 76 EXCESSIVE COLD 1
## 77 TORRENTIAL RAINFALL 77 TORRENTIAL RAINFALL 10
## 78 LANDSLUMP 78 LANDSLUMP 1
## 79 LATE-SEASON SNOWFALL 79 LATE-SEASON SNOWFALL 10
## 80 HURRICANE EDOUARD 80 HURRICANE EDOUARD 2
## 81 HEAVY RAIN/WIND 81 HEAVY RAIN/WIND 8
## 82 WINTER WEATHER 82 WINTER WEATHER 6
## 83 STRONG WINDS 83 STRONG WINDS 6
## 84 RECORD WARM TEMPS. 84 RECORD WARM TEMPS. 7
## 85 ICE/SNOW 85 ICE/SNOW 1
## 86 MUDSLIDE 86 MUDSLIDE 1
## 87 GLAZE 87 GLAZE 1
## 88 EXTENDED COLD 88 EXTENDED COLD 1
## 89 SNOW ACCUMULATION 89 SNOW ACCUMULATION 1
## 90 FREEZING FOG 90 FREEZING FOG 3
## 91 DRIFTING SNOW 91 DRIFTING SNOW 1
## 92 WHIRLWIND 92 WHIRLWIND 1
## 93 HEAVY SNOW SHOWER 93 HEAVY SNOW SHOWER 10
## 94 LATE SNOW 94 LATE SNOW 1
## 95 RECORD MAY SNOW 95 RECORD MAY SNOW 7
## 96 RECORD WINTER SNOW 96 RECORD WINTER SNOW 7
## 97 HEAVY PRECIPITATION 97 HEAVY PRECIPITATION 14
## 98 RECORD TEMPERATURE 98 RECORD TEMPERATURE 15
## 99 LIGHT SNOW 99 LIGHT SNOW 1
## 100 LATE SEASON SNOWFALL 100 LATE SEASON SNOWFALL 10
## 101 GUSTY WIND 101 GUSTY WIND 1
## 102 SMALL HAIL 102 SMALL HAIL 1
## 103 MIXED PRECIP 103 MIXED PRECIP 1
## 104 BLACK ICE 104 BLACK ICE 1
## 105 MUDSLIDES 105 MUDSLIDES 1
## 106 GRADIENT WIND 106 GRADIENT WIND 8
## 107 SNOW AND ICE 107 SNOW AND ICE 1
## 108 COLD 108 COLD 1
## 109 FREEZING SPRAY 109 FREEZING SPRAY 3
## 110 DOWNBURST 110 DOWNBURST 1
## 111 HEATBURST 111 HEATBURST 1
## 112 METRO STORM, MAY 26 112 METRO STORM, MAY 26 15
## 113 MICROBURST 113 MICROBURST 1
## 114 WET MICOBURST 114 WET MICOBURST 1
## 115 HAIL/WIND 115 HAIL/WIND 1
## 116 HAIL(0.75) 116 HAIL(0.75) 1
## 117 URBAN FLOODING 117 URBAN FLOODING 1
## 118 NO SEVERE WEATHER 118 NO SEVERE WEATHER 6
## 119 URBAN FLOOD 119 URBAN FLOOD 1
## 120 RECORD TEMPERATURES 120 RECORD TEMPERATURES 15
## 121 LIGHT SNOWFALL 121 LIGHT SNOWFALL 10
## 122 FREEZING DRIZZLE 122 FREEZING DRIZZLE 3
## 123 GUSTY WIND/RAIN 123 GUSTY WIND/RAIN 6
## 124 GUSTY WIND/HVY RAIN 124 GUSTY WIND/HVY RAIN 6
## 125 EARLY SNOWFALL 125 EARLY SNOWFALL 10
## 126 MONTHLY SNOWFALL 126 MONTHLY SNOWFALL 10
## 127 RECORD HEAT 127 RECORD HEAT 7
## 128 SEASONAL SNOWFALL 128 SEASONAL SNOWFALL 10
## 129 MONTHLY RAINFALL 129 MONTHLY RAINFALL 10
## 130 COLD TEMPERATURE 130 COLD TEMPERATURE 15
## 131 SML STREAM FLD 131 SML STREAM FLD 5
## 132 HEAT WAVE 132 HEAT WAVE 1
## 133 MUDSLIDE/LANDSLIDE 133 MUDSLIDE/LANDSLIDE 3
## 134 SAHARAN DUST 134 SAHARAN DUST 1
## 135 VOLCANIC ASH 135 VOLCANIC ASH 3
## 136 VOLCANIC ASH PLUME 136 VOLCANIC ASH PLUME 3
## 137 THUNDERSNOW SHOWER 137 THUNDERSNOW SHOWER 10
## 138 NONE 138 NONE 1
## 139 COLD AND SNOW 139 COLD AND SNOW 1
## 140 DAM BREAK 140 DAM BREAK 1
## 141 RAIN 141 RAIN 1
## 142 RAIN/SNOW 142 RAIN/SNOW 1
## 143 TSTM WIND (G45) 143 TSTM WIND (G45) 6
## 144 RECORD WARMTH 144 RECORD WARMTH 7
## 145 UNSEASONABLY WARM 145 UNSEASONABLY WARM 13
## 146 SLEET/FREEZING RAIN 146 SLEET/FREEZING RAIN 8
## 147 BLOW-OUT TIDES 147 BLOW-OUT TIDES 1
## 148 UNSEASONABLY COLD 148 UNSEASONABLY COLD 13
## 149 UNSEASONABLY COOL 149 UNSEASONABLY COOL 13
## 150 TSTM HEAVY RAIN 150 TSTM HEAVY RAIN 8
## 151 UNSEASONABLY DRY 151 UNSEASONABLY DRY 13
## 152 GUSTY WINDS 152 GUSTY WINDS 1
## 153 TSTM WIND 40 153 TSTM WIND 40 6
## 154 TSTM WIND 45 154 TSTM WIND 45 6
## 155 HARD FREEZE 155 HARD FREEZE 1
## 156 TSTM WIND (41) 156 TSTM WIND (41) 6
## 157 HEAT 157 HEAT 1
## 158 RIVER FLOOD 158 RIVER FLOOD 1
## 159 TSTM WIND (G40) 159 TSTM WIND (G40) 6
## 160 RIP CURRENT 160 RIP CURRENT 1
## 161 TSTM WND 161 TSTM WND 1
## 162 DENSE FOG 162 DENSE FOG 1
## 163 MUD SLIDE 163 MUD SLIDE 1
## 164 FROST 164 FROST 1
## 165 FROST/FREEZE 165 FROST/FREEZE 1
## 166 RAIN (HEAVY) 166 RAIN (HEAVY) 1
## 167 PROLONG COLD 167 PROLONG COLD 1
## 168 COLD AND FROST 168 COLD AND FROST 1
## 169 AGRICULTURAL FREEZE 169 AGRICULTURAL FREEZE 7
## 170 URBAN/SML STREAM FLDG 170 URBAN/SML STREAM FLDG 5
## 171 SNOW SQUALL 171 SNOW SQUALL 10
## 172 HEAVY SNOW SQUALLS 172 HEAVY SNOW SQUALLS 10
## 173 SNOW/ICE 173 SNOW/ICE 1
## 174 LAKE EFFECT SNOW 174 LAKE EFFECT SNOW 10
## 175 STRONG WIND GUST 175 STRONG WIND GUST 6
## 176 LATE FREEZE 176 LATE FREEZE 1
## 177 RECORD SNOWFALL 177 RECORD SNOWFALL 7
## 178 BLOW-OUT TIDE 178 BLOW-OUT TIDE 1
## 179 THUNDERSTORM 179 THUNDERSTORM 9
## 180 HYPOTHERMIA/EXPOSURE 180 HYPOTHERMIA/EXPOSURE 12
## 181 MIXED PRECIPITATION 181 MIXED PRECIPITATION 14
## 182 RECORD HIGH 182 RECORD HIGH 7
## 183 COASTALSTORM 183 COASTALSTORM 1
## 184 SNOW AND SLEET 184 SNOW AND SLEET 1
## 185 FUNNEL CLOUDS 185 FUNNEL CLOUDS 1
## 186 WATERSPOUTS 186 WATERSPOUTS 1
## 187 ICE 187 ICE 1
## 188 ICESTORM/BLIZZARD 188 ICESTORM/BLIZZARD 1
## 189 FLOOD/STRONG WIND 189 FLOOD/STRONG WIND 2
## 190 TSTM WIND AND LIGHTNING 190 TSTM WIND AND LIGHTNING 16
## 191 SEVERE THUNDERSTORMS 191 SEVERE THUNDERSTORMS 9
## 192 EXCESSIVE RAIN 192 EXCESSIVE RAIN 1
## 193 MOUNTAIN SNOWS 193 MOUNTAIN SNOWS 10
## 194 URBAN/SMALL STRM FLDG 194 URBAN/SMALL STRM FLDG 5
## 195 WET MICROBURST 195 WET MICROBURST 1
## 196 HEAVY SURF AND WIND 196 HEAVY SURF AND WIND 8
## 197 MILD AND DRY PATTERN 197 MILD AND DRY PATTERN 16
## 198 TYPHOON 198 TYPHOON 1
## 199 LANDSLIDES 199 LANDSLIDES 1
## 200 HIGH SWELLS 200 HIGH SWELLS 1
## 201 HIGH SWELLS 201 HIGH SWELLS 1
## 202 HIGH WINDS 202 HIGH WINDS 1
## 203 DRY SPELL 203 DRY SPELL 1
## 204 UNSEASONAL RAIN 204 UNSEASONAL RAIN 13
## 205 EARLY RAIN 205 EARLY RAIN 1
## 206 PROLONGED RAIN 206 PROLONGED RAIN 1
## 207 WINTERY MIX 207 WINTERY MIX 1
## 208 COASTAL FLOODING/EROSION 208 COASTAL FLOODING/EROSION 17
## 209 UNSEASONABLY WET 209 UNSEASONABLY WET 13
## 210 HOT SPELL 210 HOT SPELL 1
## 211 UNSEASONABLY HOT 211 UNSEASONABLY HOT 13
## 212 UNSEASONABLY WARM AND DRY 212 UNSEASONABLY WARM AND DRY 13
## 213 TSTM WIND (G45) 213 TSTM WIND (G45) 6
## 214 HIGH WIND (G40) 214 HIGH WIND (G40) 6
## 215 TSTM WIND (G35) 215 TSTM WIND (G35) 6
## 216 DRY WEATHER 216 DRY WEATHER 1
## 217 TSTM WINDS 217 TSTM WINDS 1
## 218 FREEZING RAIN/SLEET 218 FREEZING RAIN/SLEET 3
## 219 ABNORMAL WARMTH 219 ABNORMAL WARMTH 1
## 220 UNUSUAL WARMTH 220 UNUSUAL WARMTH 13
## 221 WAKE LOW WIND 221 WAKE LOW WIND 8
## 222 COLD TEMPERATURES 222 COLD TEMPERATURES 15
## 223 COLD WIND CHILL TEMPERATURES 223 COLD WIND CHILL TEMPERATURES 18
## 224 MODERATE SNOW 224 MODERATE SNOW 10
## 225 MODERATE SNOWFALL 225 MODERATE SNOWFALL 10
## 226 URBAN/STREET FLOODING 226 URBAN/STREET FLOODING 2
## 227 COASTAL EROSION 227 COASTAL EROSION 2
## 228 UNUSUAL/RECORD WARMTH 228 UNUSUAL/RECORD WARMTH 13
## 229 BITTER WIND CHILL 229 BITTER WIND CHILL 4
## 230 BITTER WIND CHILL TEMPERATURES 230 BITTER WIND CHILL TEMPERATURES 18
## 231 SEICHE 231 SEICHE 1
## 232 TSTM 232 TSTM 1
## 233 COASTAL FLOODING/EROSION 233 COASTAL FLOODING/EROSION 17
## 234 SNOW DROUGHT 234 SNOW DROUGHT 1
## 235 UNSEASONABLY WARM YEAR 235 UNSEASONABLY WARM YEAR 13
## 236 HYPERTHERMIA/EXPOSURE 236 HYPERTHERMIA/EXPOSURE 12
## 237 SNOW/SLEET 237 SNOW/SLEET 1
## 238 ROCK SLIDE 238 ROCK SLIDE 1
## 239 ICE PELLETS 239 ICE PELLETS 1
## 240 PATCHY DENSE FOG 240 PATCHY DENSE FOG 3
## 241 RECORD COOL 241 RECORD COOL 7
## 242 RECORD WARM 242 RECORD WARM 7
## 243 HOT WEATHER 243 HOT WEATHER 1
## 244 TROPICAL DEPRESSION 244 TROPICAL DEPRESSION 3
## 245 VOLCANIC ERUPTION 245 VOLCANIC ERUPTION 3
## 246 COOL SPELL 246 COOL SPELL 1
## 247 WIND ADVISORY 247 WIND ADVISORY 19
## 248 GUSTY WIND/HAIL 248 GUSTY WIND/HAIL 6
## 249 RED FLAG FIRE WX 249 RED FLAG FIRE WX 7
## 250 FIRST FROST 250 FIRST FROST 1
## 251 EXCESSIVELY DRY 251 EXCESSIVELY DRY 1
## 252 HEAVY SEAS 252 HEAVY SEAS 1
## 253 FLASH FLOOD/FLOOD 253 FLASH FLOOD/FLOOD 2
## 254 LIGHT SNOW/FREEZING PRECIP 254 LIGHT SNOW/FREEZING PRECIP 11
## 255 VOG 255 VOG 1
## 256 EXCESSIVE RAINFALL 256 EXCESSIVE RAINFALL 10
## 257 FLASH FLOODING 257 FLASH FLOODING 2
## 258 MONTHLY PRECIPITATION 258 MONTHLY PRECIPITATION 14
## 259 MONTHLY TEMPERATURE 259 MONTHLY TEMPERATURE 15
## 260 RECORD DRYNESS 260 RECORD DRYNESS 7
## 261 EXTREME WINDCHILL TEMPERATURES 261 EXTREME WINDCHILL TEMPERATURES 18
## 262 EXTREME WIND CHILL 262 EXTREME WIND CHILL 4
## 263 DRY CONDITIONS 263 DRY CONDITIONS 1
## 264 HEAVY RAINFALL 264 HEAVY RAINFALL 10
## 265 REMNANTS OF FLOYD 265 REMNANTS OF FLOYD 2
## 266 LANDSPOUT 266 LANDSPOUT 1
## 267 DRIEST MONTH 267 DRIEST MONTH 1
## 268 RECORD COLD 268 RECORD COLD 7
## 269 LATE SEASON HAIL 269 LATE SEASON HAIL 10
## 270 EXCESSIVE SNOW 270 EXCESSIVE SNOW 1
## 271 WINTER MIX 271 WINTER MIX 1
## 272 DRYNESS 272 DRYNESS 1
## 273 FLOOD/FLASH/FLOOD 273 FLOOD/FLASH/FLOOD 2
## 274 WIND AND WAVE 274 WIND AND WAVE 1
## 275 SEVERE THUNDERSTORM 275 SEVERE THUNDERSTORM 9
## 276 LIGHT FREEZING RAIN 276 LIGHT FREEZING RAIN 8
## 277 DRY 277 DRY 1
## 278 RECORD RAINFALL 278 RECORD RAINFALL 7
## 279 RECORD PRECIPITATION 279 RECORD PRECIPITATION 14
## 280 ICE ROADS 280 ICE ROADS 1
## 281 HIGH SEAS 281 HIGH SEAS 1
## 282 SLEET 282 SLEET 1
## 283 ROUGH SEAS 283 ROUGH SEAS 1
## 284 UNSEASONABLY WARM/WET 284 UNSEASONABLY WARM/WET 13
## 285 UNSEASONABLY COOL & WET 285 UNSEASONABLY COOL & WET 13
## 286 UNUSUALLY WARM 286 UNUSUALLY WARM 13
## 287 TSTM WIND G45 287 TSTM WIND G45 6
## 288 NON SEVERE HAIL 288 NON SEVERE HAIL 6
## 289 RECORD SNOW 289 RECORD SNOW 7
## 290 SNOW/FREEZING RAIN 290 SNOW/FREEZING RAIN 8
## 291 SNOW/BLOWING SNOW 291 SNOW/BLOWING SNOW 1
## 292 NON-SEVERE WIND DAMAGE 292 NON-SEVERE WIND DAMAGE 6
## 293 UNUSUALLY COLD 293 UNUSUALLY COLD 13
## 294 WARM WEATHER 294 WARM WEATHER 1
## 295 THUNDERSTORM WIND (G40) 295 THUNDERSTORM WIND (G40) 9
## 296 LANDSLIDE 296 LANDSLIDE 1
## 297 WALL CLOUD 297 WALL CLOUD 1
## 298 HIGH WATER 298 HIGH WATER 1
## 299 UNSEASONABLY WARM & WET 299 UNSEASONABLY WARM & WET 13
## 300 LOCALLY HEAVY RAIN 300 LOCALLY HEAVY RAIN 8
## 301 WIND GUSTS 301 WIND GUSTS 6
## 302 UNSEASONAL LOW TEMP 302 UNSEASONAL LOW TEMP 13
## 303 HIGH SURF ADVISORY 303 HIGH SURF ADVISORY 19
## 304 LATE SEASON SNOW 304 LATE SEASON SNOW 10
## 305 GUSTY LAKE WIND 305 GUSTY LAKE WIND 8
## 306 ABNORMALLY DRY 306 ABNORMALLY DRY 1
## 307 WINTER WEATHER MIX 307 WINTER WEATHER MIX 6
## 308 RED FLAG CRITERIA 308 RED FLAG CRITERIA 7
## 309 WND 309 WND 1
## 310 CSTL FLOODING/EROSION 310 CSTL FLOODING/EROSION 17
## 311 SMOKE 311 SMOKE 1
## 312 SNOW ADVISORY 312 SNOW ADVISORY 19
## 313 EXTREMELY WET 313 EXTREMELY WET 1
## 314 UNUSUALLY LATE SNOW 314 UNUSUALLY LATE SNOW 13
## 315 VERY DRY 315 VERY DRY 1
## 316 RECORD LOW RAINFALL 316 RECORD LOW RAINFALL 7
## 317 ROGUE WAVE 317 ROGUE WAVE 1
## 318 SNOWMELT FLOODING 318 SNOWMELT FLOODING 2
## 319 PROLONG WARMTH 319 PROLONG WARMTH 1
## 320 ACCUMULATED SNOWFALL 320 ACCUMULATED SNOWFALL 10
## 321 FALLING SNOW/ICE 321 FALLING SNOW/ICE 3
## 322 DUST DEVEL 322 DUST DEVEL 1
## 323 NON-TSTM WIND 323 NON-TSTM WIND 8
## 324 NON TSTM WIND 324 NON TSTM WIND 8
## 325 BRUSH FIRE 325 BRUSH FIRE 1
## 326 GUSTY THUNDERSTORM WINDS 326 GUSTY THUNDERSTORM WINDS 9
## 327 PATCHY ICE 327 PATCHY ICE 1
## 328 SNOW SHOWERS 328 SNOW SHOWERS 1
## 329 HEAVY RAIN EFFECTS 329 HEAVY RAIN EFFECTS 2
## 330 BLOWING DUST 330 BLOWING DUST 6
## 331 EXCESSIVE HEAT/DROUGHT 331 EXCESSIVE HEAT/DROUGHT 20
## 332 NORTHERN LIGHTS 332 NORTHERN LIGHTS 1
## 333 MARINE TSTM WIND 333 MARINE TSTM WIND 8
## 334 WIND CHILL 334 WIND CHILL 4
## 335 HAZARDOUS SURF 335 HAZARDOUS SURF 12
## 336 WILDFIRE 336 WILDFIRE 1
## 337 WINTER WEATHER/MIX 337 WINTER WEATHER/MIX 6
## 338 ASTRONOMICAL HIGH TIDE 338 ASTRONOMICAL HIGH TIDE 4
## 339 COLD WEATHER 339 COLD WEATHER 1
## 340 VERY WARM 340 VERY WARM 1
## 341 ABNORMALLY WET 341 ABNORMALLY WET 1
## 342 TORNADO DEBRIS 342 TORNADO DEBRIS 1
## 343 EXTREME COLD/WIND CHILL 343 EXTREME COLD/WIND CHILL 4
## 344 ICE ON ROAD 344 ICE ON ROAD 1
## 345 FIRST SNOW 345 FIRST SNOW 1
## 346 DROWNING 346 DROWNING 1
## 347 GUSTY THUNDERSTORM WIND 347 GUSTY THUNDERSTORM WIND 9
## 348 MARINE HAIL 348 MARINE HAIL 3
## 349 HIGH SURF ADVISORIES 349 HIGH SURF ADVISORIES 19
## 350 HURRICANE/TYPHOON 350 HURRICANE/TYPHOON 2
## 351 HEAVY SURF/HIGH SURF 351 HEAVY SURF/HIGH SURF 12
## 352 SLEET STORM 352 SLEET STORM 1
## 353 STORM SURGE/TIDE 353 STORM SURGE/TIDE 1
## 354 COLD/WIND CHILL 354 COLD/WIND CHILL 4
## 355 LAKE-EFFECT SNOW 355 LAKE-EFFECT SNOW 10
## 356 MARINE HIGH WIND 356 MARINE HIGH WIND 8
## 357 TSUNAMI 357 TSUNAMI 1
## 358 DENSE SMOKE 358 DENSE SMOKE 1
## 359 LAKESHORE FLOOD 359 LAKESHORE FLOOD 2
## 360 MARINE THUNDERSTORM WIND 360 MARINE THUNDERSTORM WIND 9
## 361 MARINE STRONG WIND 361 MARINE STRONG WIND 8
## 362 ASTRONOMICAL LOW TIDE 362 ASTRONOMICAL LOW TIDE 4
## 363 VOLCANIC ASHFALL 363 VOLCANIC ASHFALL 3