Health and Economic implications of storms in USA

Synopsis

The current data analysis intend to give many orders of government the
information required to prevent and react as fast as possible to different weather singularities that will occur in USA soil during the next years. This will the presented in the following way:

  1. We are analyzing data from January of 1950 to November of 2011
  2. The data was summaries for absolute total of each kind of event, so the
    results take the most destructive events of the last 50 years.
  3. The data was separated in health and economic events. Total fatalities and
    total injuries as one data. The economic events consider crop damages and
    property damages as one single data.
  4. As result we obtain the most harmful weather events for public health and
    the most harmful for economics. We also include the total USD losses and
    the total injuries and fatalities of the last 50 years.

Data processing

The data used in this analysis can be found in the NOAA Storm Database. In this
specific case, the date was delivered directly from the assignment page and can
be found here: Storm_Data.csv.bz2

The following libraries where used in the analysis: 1. dplyr
2. lubridate
3. ggplot2
4. gridExtra

#loading the required libraries
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(lubridate)
## 
## Attaching package: 'lubridate'
## The following object is masked from 'package:base':
## 
##     date
library(ggplot2)
library(gridExtra)
## 
## Attaching package: 'gridExtra'
## The following object is masked from 'package:dplyr':
## 
##     combine

We read the information directly from a bz2 compressed file and csv reader,
because the last row had comments we avoid it.

datos <- read.csv("storm_data.csv.bz2")

datos <- datos[1:nrow(datos)-1,]
datos$BGN_DATE = mdy_hms (as.character(datos$BGN_DATE))

For analyzing data of the economic repercussions we need to be careful with the
units of each reading, founding K, M AND B for thousand, million and billion usd
estimates for each event, so we need to multiply the variable with the value by
the value of the units.

After this, we created a single table with both information, crop damages and
property damages making a single variable that include both kind of damages and
summarize them by kind of event.

The last transformation include the percentage value of each event in the total
losses, also an cumulative percentage, to obtain the main issues to take care
of, because more than 250 different events are recorded in the data. We focus
only in the events that represent more than 0.1% value of damages.

equi.values <- data.frame("CODE" = c("K","M","B"), "MILL" = c(1e+3, 1e+6,1e+9))
prop <- select(datos, EVTYPE, PROPDMG, PROPDMGEXP)%>%
     merge(equi.values, by.x = "PROPDMGEXP", by.y = "CODE")%>%
     mutate("VALUE" = MILL * PROPDMG)%>%
     select(EVTYPE, VALUE)
crop <- select(datos, EVTYPE, CROPDMG, CROPDMGEXP)%>%
     merge(equi.values, by.x = "CROPDMGEXP", by.y = "CODE")%>%
     mutate("VALUE" = MILL * CROPDMG)%>%
     select(EVTYPE, VALUE)

full.e <<- rbind(prop, crop)%>%
     group_by(EVTYPE)%>%
     summarise("Group.Total" = sum(VALUE))%>%
     arrange(desc(Group.Total))%>%
     mutate(freq = Group.Total / sum(Group.Total),
            "ACUM" = cumsum(freq))

e.plot <- filter(full.e, freq > 0.001)

This allow us to present in a better way the information that makes really a
difference in planning. The data not show in tables and graphics is equal to
0.0130624 of the total economic losses. The complete table can be
found in the Appendix A.

The following plot show the cleaned data, focusing on the first 5 events that
represent more than 80% of the total economic losses. (fig 1)

Fig. 1

plot1 <- ggplot(data = e.plot, aes(x =  reorder(EVTYPE,ACUM), y = ACUM)) +
     geom_point(stat = 'identity', col = "magenta") + 
     labs(x = "Event", y = "% acumulative losses", size = 5) +
     theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 7),
           axis.title = element_text(size = 9, face = "bold"))

plot2 <- ggplot(data = e.plot, aes(x =  reorder(EVTYPE,ACUM), y = Group.Total/1e+9)) +
     geom_bar(stat = 'identity', col = "navy")  +
     labs(x = "Event", y = "Losses in Billion USD") +
     theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 7),
           axis.title = element_text(size = 9, face = "bold"))
grid.arrange(plot1, plot2, nrow=2, ncol = 1)

For health damage, were included the variables FATALITIES and INJURIES
in one variable to summarize it as one. The treatment was the same, as for
economics, making a summary of fatalities and injuries for each type of event.

full.h <- datos%>%
     mutate("Total" = FATALITIES + INJURIES)%>%
     select(EVTYPE, Total)%>%
     group_by(EVTYPE)%>%
     summarise("Group.Total" = sum(Total))%>%
     arrange(desc(Group.Total))%>%
     mutate(freq = Group.Total / sum(Group.Total),
            "ACUM" = cumsum(freq))

##plot
h.plot <- full.h%>%
     filter(freq > 0.001)

The events that are below 0.1% of contribution to the total health problems
where discarded, with a data lost of 0.0196245 . Which doesn’t’
make a difference in the final result. The complete table for injuries and
fatalities can be found on the Appendix B.

The following plot is the result of the contribution of each event to the total
fatalities and injuries during the last 50 years in the USA. (fig 2)

Fig 2.

plot1 <- ggplot(data = h.plot, aes(x =  reorder(EVTYPE,ACUM), y = ACUM)) +
     geom_point(stat = 'identity', col = "navy") + 
     labs(x= "Event", y = "Acumulative fatals and injures", size = 9) +
     theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 7),
           axis.title = element_text(size = 9, face = "bold"))

plot2 <- ggplot(data = h.plot, aes(x =  reorder(EVTYPE,ACUM), y = Group.Total/1e+6)) +
     geom_bar(stat = 'identity', col = "navy")  +
     labs(x = "Event", y = "Fatalities and Injuries (Million)") +
     theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 7),
           axis.title = element_text(size = 9, face = "bold"))
grid.arrange(plot1, plot2, nrow=2, ncol = 1)

Also in the figure, the graphic in the lower part show us the total amount of
people injured or dead during each type of weather event.

Results

The conclusions of the current analysis give us the information of the best way
we can plan our budget for disasters, the percentage allow us to make different
approaches for each event and maybe a way to assign budget for each kind of
event.

In the economic point of view, the most harmful events are:
1. FLOOD - 31.5550044%
2. HURRICANE/TYPHOON - 15.0960776%
3. TORNADO - 12.0369025%

Only this 3 event causes more than 58.6879845% of the economic losses,
with more than 279.5740046 billion USD in damages from lost
crops and property damages.

The 3 most harmful event for public health are listed here:
1. TORNADO - 62.2966089%
2. EXCESSIVE HEAT - 5.4139125%
3. TSTM WIND - 4.7927386%

Only this 3 event causes more than 72.50326% of the total injuries
and fatalities, with more than 112.868 thousand people harmed.

Apendix A

Complete table for economic damage

library('knitr')
kable(full.e, format = "markdown")
EVTYPE Group.Total freq ACUM
FLOOD 150319678250 0.3155500 0.3155500
HURRICANE/TYPHOON 71913712800 0.1509608 0.4665108
TORNADO 57340613590 0.1203690 0.5868798
STORM SURGE 43323541000 0.0909445 0.6778243
HAIL 18752904170 0.0393660 0.7171903
FLASH FLOOD 17562128610 0.0368663 0.7540566
DROUGHT 15018672000 0.0315271 0.7855837
HURRICANE 14610229010 0.0306697 0.8162534
RIVER FLOOD 10148404500 0.0213035 0.8375568
ICE STORM 8967041310 0.0188236 0.8563804
TROPICAL STORM 8382236550 0.0175959 0.8739763
WINTER STORM 6715441250 0.0140970 0.8880733
HIGH WIND 5908617560 0.0124033 0.9004767
WILDFIRE 5060586800 0.0106231 0.9110998
TSTM WIND 5038935790 0.0105777 0.9216775
STORM SURGE/TIDE 4642038000 0.0097445 0.9314221
THUNDERSTORM WIND 3897964190 0.0081826 0.9396046
HURRICANE OPAL 3161846000 0.0066373 0.9462420
WILD/FOREST FIRE 3108626330 0.0065256 0.9527676
HEAVY RAIN/SEVERE WEATHER 2500000000 0.0052480 0.9580155
THUNDERSTORM WINDS 1924103550 0.0040391 0.9620546
TORNADOES, TSTM WIND, HAIL 1602500000 0.0033640 0.9654186
HEAVY RAIN 1427647890 0.0029969 0.9684155
EXTREME COLD 1360710400 0.0028564 0.9712719
SEVERE THUNDERSTORM 1205560000 0.0025307 0.9738026
FROST/FREEZE 1103566000 0.0023166 0.9761192
HEAVY SNOW 1067242240 0.0022403 0.9783595
LIGHTNING 940751370 0.0019748 0.9803343
BLIZZARD 771273950 0.0016191 0.9819534
HIGH WINDS 649044250 0.0013625 0.9833159
WILD FIRES 624100000 0.0013101 0.9846260
TYPHOON 601055000 0.0012617 0.9858877
EXCESSIVE HEAT 500155700 0.0010499 0.9869376
FREEZE 446430000 0.0009371 0.9878748
HEAT 403258500 0.0008465 0.9887213
HURRICANE ERIN 394110000 0.0008273 0.9895486
LANDSLIDE 344613000 0.0007234 0.9902720
FLASH FLOODING 322869650 0.0006778 0.9909498
FLASH FLOOD/FLOOD 273005000 0.0005731 0.9915229
DAMAGING FREEZE 270100000 0.0005670 0.9920899
FLOOD/FLASH FLOOD 269073000 0.0005648 0.9926547
HAILSTORM 241000000 0.0005059 0.9931606
STRONG WIND 240194950 0.0005042 0.9936648
COASTAL FLOOD 237665560 0.0004989 0.9941637
TSUNAMI 144082000 0.0003025 0.9944662
EXCESSIVE WETNESS 142000000 0.0002981 0.9947643
River Flooding 134175000 0.0002817 0.9950459
COASTAL FLOODING 126696500 0.0002660 0.9953119
HIGH WINDS/COLD 117500000 0.0002467 0.9955585
FLOODING 117110500 0.0002458 0.9958044
FLOOD/RAIN/WINDS 112800000 0.0002368 0.9960412
HURRICANE OPAL/HIGH WINDS 110000000 0.0002309 0.9962721
TSTM WIND/HAIL 109031750 0.0002289 0.9965010
MAJOR FLOOD 105000000 0.0002204 0.9967214
WILDFIRES 101000000 0.0002120 0.9969334
HIGH SURF 89575000 0.0001880 0.9971214
HEAVY RAINS 72785050 0.0001528 0.9972742
URBAN/SML STREAM FLD 66797750 0.0001402 0.9974144
FROST 66015000 0.0001386 0.9975530
COLD AND WET CONDITIONS 66000000 0.0001385 0.9976916
WINTER STORM HIGH WINDS 65000000 0.0001364 0.9978280
RECORD COLD 56000000 0.0001176 0.9979456
WATERSPOUT/TORNADO 51110000 0.0001073 0.9980528
HURRICANE EMILY 50000000 0.0001050 0.9981578
Early Frost 42000000 0.0000882 0.9982460
LAKE-EFFECT SNOW 40115000 0.0000842 0.9983302
WINTER WEATHER 35866000 0.0000753 0.9984055
Damaging Freeze 34130000 0.0000716 0.9984771
SEVERE THUNDERSTORM WINDS 29175000 0.0000612 0.9985384
AGRICULTURAL FREEZE 28820000 0.0000605 0.9985989
UNSEASONABLY COLD 25042500 0.0000526 0.9986514
Coastal Flood 21905000 0.0000460 0.9986974
SMALL HAIL 20863000 0.0000438 0.9987412
TROPICAL STORM JERRY 20600000 0.0000432 0.9987845
COASTAL FLOODING/EROSION 20030000 0.0000420 0.9988265
Extreme Cold 20000000 0.0000420 0.9988685
URBAN FLOOD 19211500 0.0000403 0.9989088
SEVERE THUNDERSTORMS 19000000 0.0000399 0.9989487
EXTREME WINDCHILL 17755000 0.0000373 0.9989860
Erosion/Cstl Flood 16200000 0.0000340 0.9990200
HEAT WAVE 16010050 0.0000336 0.9990536
COASTAL FLOODING/EROSION 15000000 0.0000315 0.9990851
Heavy Rain/High Surf 15000000 0.0000315 0.9991166
SNOW 14772550 0.0000310 0.9991476
FOG 13155500 0.0000276 0.9991752
HARD FREEZE 13100000 0.0000275 0.9992027
ICE 12655000 0.0000266 0.9992292
ICE JAM FLOODING 10516000 0.0000221 0.9992513
Freeze 10500000 0.0000220 0.9992734
RIVER FLOODING 10144000 0.0000213 0.9992947
FLOOD & HEAVY RAIN 10000000 0.0000210 0.9993157
UNSEASONAL RAIN 10000000 0.0000210 0.9993366
HEAVY SURF/HIGH SURF 9870000 0.0000207 0.9993574
DENSE FOG 9674000 0.0000203 0.9993777
ASTRONOMICAL HIGH TIDE 9425000 0.0000198 0.9993975
WATERSPOUT 9353700 0.0000196 0.9994171
WIND 8984500 0.0000189 0.9994360
FLASH FLOODS 8728500 0.0000183 0.9994543
EXTREME COLD/WIND CHILL 8698000 0.0000183 0.9994725
DUST STORM 8649000 0.0000182 0.9994907
FREEZING RAIN 8111500 0.0000170 0.9995077
TSTM WIND 8100000 0.0000170 0.9995247
LAKESHORE FLOOD 7540000 0.0000158 0.9995405
HIGH WINDS HEAVY RAINS 7510000 0.0000158 0.9995563
STRONG WINDS 7314790 0.0000154 0.9995717
DRY MICROBURST 6747600 0.0000142 0.9995858
WINTER WEATHER/MIX 6372000 0.0000134 0.9995992
Coastal Flooding 6325000 0.0000133 0.9996125
RAIN 6050050 0.0000127 0.9996252
FLOODS 6050000 0.0000127 0.9996379
URBAN FLOODING 5972100 0.0000125 0.9996504
FOREST FIRES 5500000 0.0000115 0.9996620
MARINE TSTM WIND 5421000 0.0000114 0.9996733
HEAVY RAINS/FLOODING 5213000 0.0000109 0.9996843
EXTREME HEAT 5115000 0.0000107 0.9996950
Unseasonable Cold 5100000 0.0000107 0.9997057
SNOWMELT FLOODING 5050000 0.0000106 0.9997163
COOL AND WET 5000000 0.0000105 0.9997268
HEAVY RAIN/LIGHTNING 5000000 0.0000105 0.9997373
HEAVY SNOW/BLIZZARD/AVALANCHE 5000000 0.0000105 0.9997478
HEAVY SNOW/FREEZING RAIN 5000000 0.0000105 0.9997583
HEAVY SNOWPACK 5000000 0.0000105 0.9997688
HIGH WINDS/COASTAL FLOOD 5000000 0.0000105 0.9997793
ICE AND SNOW 5000000 0.0000105 0.9997898
LIGHTNING FIRE 5000000 0.0000105 0.9998003
TROPICAL STORM ALBERTO 5000000 0.0000105 0.9998108
AVALANCHE 3721800 0.0000078 0.9998186
ICE/STRONG WINDS 3500000 0.0000073 0.9998260
COLD/WIND CHILL 2590000 0.0000054 0.9998314
TORNADO F1 2370000 0.0000050 0.9998364
FREEZING FOG 2182000 0.0000046 0.9998410
EXCESSIVE SNOW 1935000 0.0000041 0.9998450
FLASH FLOODING/FLOOD 1925000 0.0000040 0.9998491
THUNDERSTORM 1920550 0.0000040 0.9998531
LIGHT SNOW 1918000 0.0000040 0.9998571
THUNDERSTORM WINDSS 1895150 0.0000040 0.9998611
TROPICAL DEPRESSION 1737000 0.0000036 0.9998647
HEAVY SNOW AND STRONG WINDS 1700000 0.0000036 0.9998683
TORNADO F2 1600000 0.0000034 0.9998717
HEAVY SNOW/HIGH WINDS & FLOOD 1520000 0.0000032 0.9998749
HEAVY SURF 1390000 0.0000029 0.9998778
SNOW/SLEET 1350000 0.0000028 0.9998806
HEAVY MIX 1305000 0.0000027 0.9998833
SNOW FREEZING RAIN 1305000 0.0000027 0.9998861
MARINE HIGH WIND 1297010 0.0000027 0.9998888
MUDSLIDE 1275000 0.0000027 0.9998915
RIVER AND STREAM FLOOD 1200000 0.0000025 0.9998940
SNOW/FREEZING RAIN 1200000 0.0000025 0.9998965
WINDS 1151000 0.0000024 0.9998989
Frost/Freeze 1100000 0.0000023 0.9999012
HIGH WIND DAMAGE 1100000 0.0000023 0.9999036
OTHER 1039900 0.0000022 0.9999057
DAM BREAK 1002000 0.0000021 0.9999078
FLOOD/FLASH 1000000 0.0000021 0.9999099
HURRICANE FELIX 1000000 0.0000021 0.9999120
RECORD SNOW 1000000 0.0000021 0.9999141
SNOW/COLD 1000000 0.0000021 0.9999162
TROPICAL STORM GORDON 1000000 0.0000021 0.9999183
WIND AND WAVE 1000000 0.0000021 0.9999204
WINTER STORMS 1000000 0.0000021 0.9999225
SEICHE 980000 0.0000021 0.9999246
Gusty Winds 938000 0.0000020 0.9999266
GLAZE 910000 0.0000019 0.9999285
COASTAL EROSION 766000 0.0000016 0.9999301
THUNDERSTORM WINDS HAIL 730000 0.0000015 0.9999316
TORNADO F3 725000 0.0000015 0.9999331
DUST DEVIL 700330 0.0000015 0.9999346
HEAVY SNOW SQUALLS 685000 0.0000014 0.9999360
SNOW SQUALL 680000 0.0000014 0.9999375
SNOW SQUALLS 680000 0.0000014 0.9999389
HEAVY SNOW/ICE 655000 0.0000014 0.9999403
THUNDERTORM WINDS 606000 0.0000013 0.9999415
MUD SLIDE 600100 0.0000013 0.9999428
HEAVY RAIN AND FLOOD 600000 0.0000013 0.9999441
Light Snow 590000 0.0000012 0.9999453
Landslump 570000 0.0000012 0.9999465
MIXED PRECIPITATION 555000 0.0000012 0.9999477
HAIL/WINDS 550050 0.0000012 0.9999488
DUST STORM/HIGH WINDS 550000 0.0000012 0.9999500
GUSTY WINDS 543000 0.0000011 0.9999511
THUNDERSTORMS WINDS 514050 0.0000011 0.9999522
HIGH WATER 505000 0.0000011 0.9999533
BLIZZARD/WINTER STORM 500000 0.0000010 0.9999543
COASTAL SURGE 500000 0.0000010 0.9999554
COLD 500000 0.0000010 0.9999564
FLASH FLOOD/ 500000 0.0000010 0.9999575
FLASH FLOODING/THUNDERSTORM WI 500000 0.0000010 0.9999585
FLOOD/RIVER FLOOD 500000 0.0000010 0.9999596
FROST 500000 0.0000010 0.9999606
HEAVY LAKE SNOW 500000 0.0000010 0.9999616
HEAVY PRECIPITATION 500000 0.0000010 0.9999627
HEAVY RAIN/SNOW 500000 0.0000010 0.9999637
HEAVY SNOW/WINTER STORM 500000 0.0000010 0.9999648
HIGH WIND/SEAS 500000 0.0000010 0.9999658
HURRICANE GORDON 500000 0.0000010 0.9999669
SLEET/ICE STORM 500000 0.0000010 0.9999679
SNOW AND ICE STORM 500000 0.0000010 0.9999690
SNOW/HEAVY SNOW 500000 0.0000010 0.9999700
VOLCANIC ASH 500000 0.0000010 0.9999711
MARINE THUNDERSTORM WIND 486400 0.0000010 0.9999721
LIGHT FREEZING RAIN 451000 0.0000009 0.9999731
MICROBURST WINDS 450000 0.0000009 0.9999740
TROPICAL STORM DEAN 450000 0.0000009 0.9999750
MARINE STRONG WIND 418330 0.0000009 0.9999758
THUNDERSTORM WINDS/HAIL 395000 0.0000008 0.9999767
High Surf 380000 0.0000008 0.9999775
GUSTY WIND 370000 0.0000008 0.9999782
ICY ROADS 341200 0.0000007 0.9999790
ASTRONOMICAL LOW TIDE 320000 0.0000007 0.9999796
GLAZE ICE 305300 0.0000006 0.9999803
WIND STORM 300000 0.0000006 0.9999809
FLASH FLOOD FROM ICE JAMS 250000 0.0000005 0.9999814
HEAT WAVE DROUGHT 250000 0.0000005 0.9999819
Mixed Precipitation 235000 0.0000005 0.9999824
HAIL 275 225000 0.0000005 0.9999829
TSTM WIND (G45) 221500 0.0000005 0.9999834
WATERSPOUT- 210500 0.0000004 0.9999838
HIGH SURF ADVISORY 200000 0.0000004 0.9999842
HAIL 450 200000 0.0000004 0.9999847
STORM FORCE WINDS 200000 0.0000004 0.9999851
THUNDERSTORM WINDS LIGHTNING 195500 0.0000004 0.9999855
FUNNEL CLOUD 194600 0.0000004 0.9999859
LATE SEASON SNOW 180000 0.0000004 0.9999863
RIP CURRENTS 162000 0.0000003 0.9999866
HAIL DAMAGE 150000 0.0000003 0.9999869
HIGH WINDS/SNOW 150000 0.0000003 0.9999872
ROCK SLIDE 150000 0.0000003 0.9999876
WIND DAMAGE 127000 0.0000003 0.9999878
THUNDERSTORMW 125000 0.0000003 0.9999881
HAIL 175 120000 0.0000003 0.9999883
LANDSLIDES 105000 0.0000002 0.9999886
GUSTNADO 103600 0.0000002 0.9999888
Beach Erosion 100000 0.0000002 0.9999890
DENSE SMOKE 100000 0.0000002 0.9999892
Extended Cold 100000 0.0000002 0.9999894
GROUND BLIZZARD 100000 0.0000002 0.9999896
HEAVY SNOW/SQUALLS 100000 0.0000002 0.9999898
ICE FLOES 100000 0.0000002 0.9999900
SNOW AND HEAVY SNOW 100000 0.0000002 0.9999902
SNOW/HIGH WINDS 100000 0.0000002 0.9999905
SNOW/ICE STORM 100000 0.0000002 0.9999907
SNOW/SLEET/FREEZING RAIN 100000 0.0000002 0.9999909
Strong Winds 100000 0.0000002 0.9999911
TSTM WIND G58 100000 0.0000002 0.9999913
Glaze 90000 0.0000002 0.9999915
HEAVY SNOW-SQUALLS 88000 0.0000002 0.9999917
Light Snowfall 85000 0.0000002 0.9999918
TORNADO F0 83400 0.0000002 0.9999920
TSTM WIND AND LIGHTNING 80000 0.0000002 0.9999922
FREEZING DRIZZLE 75000 0.0000002 0.9999923
FREEZING RAIN/SNOW 75000 0.0000002 0.9999925
HURRICANE-GENERATED SWELLS 75000 0.0000002 0.9999927
TUNDERSTORM WIND 75000 0.0000002 0.9999928
THUNDERSTORM WIND 60 MPH 70000 0.0000001 0.9999930
Snow 65000 0.0000001 0.9999931
MICROBURST 60000 0.0000001 0.9999932
WINTER WEATHER MIX 60000 0.0000001 0.9999934
TSTM WINDS 59000 0.0000001 0.9999935
BRUSH FIRE 55000 0.0000001 0.9999936
Freezing Drizzle 55000 0.0000001 0.9999937
Snow Squalls 55000 0.0000001 0.9999938
THUDERSTORM WINDS 55000 0.0000001 0.9999939
THUNDERSTORM HAIL 55000 0.0000001 0.9999941
Cold 54000 0.0000001 0.9999942
URBAN/SMALL STREAM FLOOD 51050 0.0000001 0.9999943
FLASH FLOOD 50000 0.0000001 0.9999944
Coastal Storm 50000 0.0000001 0.9999945
EXTREME WIND CHILL 50000 0.0000001 0.9999946
FLASH FLOOD LANDSLIDES 50000 0.0000001 0.9999947
FREEZING RAIN/SLEET 50000 0.0000001 0.9999948
HAIL 150 50000 0.0000001 0.9999949
HEAVY SNOW/BLIZZARD 50000 0.0000001 0.9999950
HEAVY SNOW/WIND 50000 0.0000001 0.9999951
Heavy Surf 50000 0.0000001 0.9999952
HEAVY SURF COASTAL FLOODING 50000 0.0000001 0.9999953
HIGH WIND AND SEAS 50000 0.0000001 0.9999954
HIGH WIND/BLIZZARD 50000 0.0000001 0.9999955
HIGH WIND/HEAVY SNOW 50000 0.0000001 0.9999956
HIGH WINDS/ 50000 0.0000001 0.9999957
Lake Effect Snow 50000 0.0000001 0.9999959
Marine Accident 50000 0.0000001 0.9999960
MUD SLIDES 50000 0.0000001 0.9999961
MUDSLIDES 50000 0.0000001 0.9999962
Other 50000 0.0000001 0.9999963
RAINSTORM 50000 0.0000001 0.9999964
SEVERE TURBULENCE 50000 0.0000001 0.9999965
SNOW/ BITTER COLD 50000 0.0000001 0.9999966
SNOW/BLOWING SNOW 50000 0.0000001 0.9999967
THUNDERSNOW 50000 0.0000001 0.9999968
THUNDERSTORM WINDS 13 50000 0.0000001 0.9999969
THUNDERSTORM WINDS/ FLOOD 50000 0.0000001 0.9999970
THUNDERSTORM WINDS53 50000 0.0000001 0.9999971
TSTMW 50000 0.0000001 0.9999972
TSTM WIND (G40) 45000 0.0000001 0.9999973
NON-TSTM WIND 40000 0.0000001 0.9999974
THUNDERSTORM WINDSHAIL 40000 0.0000001 0.9999975
WATERSPOUT TORNADO 40000 0.0000001 0.9999976
Freezing Rain 35000 0.0000001 0.9999976
WET MICROBURST 35000 0.0000001 0.9999977
WILD/FOREST FIRES 32000 0.0000001 0.9999978
LAKE FLOOD 30000 0.0000001 0.9999978
LIGHTNING WAUSEON 30000 0.0000001 0.9999979
SNOW/ICE 30000 0.0000001 0.9999980
Tstm Wind 30000 0.0000001 0.9999980
TSTM WIND (G35) 30000 0.0000001 0.9999981
TSTM WIND 55 30000 0.0000001 0.9999982
LIGHTNING AND HEAVY RAIN 28000 0.0000001 0.9999982
THUNDERSTORM WINDS 25000 0.0000001 0.9999983
THUNDERSTORM WIND 98 MPH 25000 0.0000001 0.9999983
THUNDERSTORM WINDS 63 MPH 25000 0.0000001 0.9999984
THUNDERSTORMS WIND 20500 0.0000000 0.9999984
BLOWING DUST 20000 0.0000000 0.9999985
GUSTY WIND/HAIL 20000 0.0000000 0.9999985
Microburst 20000 0.0000000 0.9999985
THUNDERSTORM WIND/ TREES 20000 0.0000000 0.9999986
TSTM WIND 65) 20000 0.0000000 0.9999986
Dust Devil 18300 0.0000000 0.9999987
HIGH WIND (G40) 18000 0.0000000 0.9999987
Strong Wind 18000 0.0000000 0.9999987
gradient wind 17000 0.0000000 0.9999988
LAKE EFFECT SNOW 17000 0.0000000 0.9999988
HIGH SEAS 15500 0.0000000 0.9999988
blowing snow 15000 0.0000000 0.9999989
Freezing drizzle 15000 0.0000000 0.9999989
HAIL 100 15000 0.0000000 0.9999989
HEAVY SWELLS 15000 0.0000000 0.9999990
WATERSPOUT-TORNADO 15000 0.0000000 0.9999990
Gradient wind 14000 0.0000000 0.9999990
FLASH FLOOD - HEAVY RAIN 12000 0.0000000 0.9999991
ICE ROADS 12000 0.0000000 0.9999991
FLOOD/FLASH/FLOOD 10000 0.0000000 0.9999991
GRASS FIRES 10000 0.0000000 0.9999991
HAIL 075 10000 0.0000000 0.9999991
HAIL 125 10000 0.0000000 0.9999992
HAIL 200 10000 0.0000000 0.9999992
Heavy snow shower 10000 0.0000000 0.9999992
HIGH WIND 48 10000 0.0000000 0.9999992
LIGHTNING THUNDERSTORM WINDS 10000 0.0000000 0.9999992
ROUGH SURF 10000 0.0000000 0.9999993
THUNDERSTORM WIND G60 10000 0.0000000 0.9999993
THUNDERSTORM WINDS G60 10000 0.0000000 0.9999993
THUNDERSTORMS 10000 0.0000000 0.9999993
Tidal Flooding 10000 0.0000000 0.9999994
TSTM WIND 45 10000 0.0000000 0.9999994
UNSEASONABLY WARM 10000 0.0000000 0.9999994
Wind 10000 0.0000000 0.9999994
Wind Damage 10000 0.0000000 0.9999994
WINTRY MIX 10000 0.0000000 0.9999995
TSTM WIND (G45) 8000 0.0000000 0.9999995
TSTM WIND (41) 8000 0.0000000 0.9999995
LANDSPOUT 7000 0.0000000 0.9999995
WHIRLWIND 7000 0.0000000 0.9999995
GRADIENT WIND 6000 0.0000000 0.9999995
DROUGHT/EXCESSIVE HEAT 5780 0.0000000 0.9999995
? 5000 0.0000000 0.9999996
APACHE COUNTY 5000 0.0000000 0.9999996
FLOOD FLASH 5000 0.0000000 0.9999996
FLOOD/FLASHFLOOD 5000 0.0000000 0.9999996
HEAVY RAIN/SMALL STREAM URBAN 5000 0.0000000 0.9999996
HIGH SWELLS 5000 0.0000000 0.9999996
HIGH WINDS/HEAVY RAIN 5000 0.0000000 0.9999996
ICE JAM 5000 0.0000000 0.9999996
Light snow 5000 0.0000000 0.9999996
LIGHTING 5000 0.0000000 0.9999996
LIGHTNING/HEAVY RAIN 5000 0.0000000 0.9999997
LIGNTNING 5000 0.0000000 0.9999997
MINOR FLOODING 5000 0.0000000 0.9999997
MUD SLIDES URBAN FLOODING 5000 0.0000000 0.9999997
NON-SEVERE WIND DAMAGE 5000 0.0000000 0.9999997
SMALL STREAM FLOOD 5000 0.0000000 0.9999997
SNOW ACCUMULATION 5000 0.0000000 0.9999997
SNOW/ ICE 5000 0.0000000 0.9999997
THUNDEERSTORM WINDS 5000 0.0000000 0.9999997
THUNDERSTORM WIND G55 5000 0.0000000 0.9999998
THUNDERSTORM WIND/LIGHTNING 5000 0.0000000 0.9999998
THUNDERSTORM WINDS AND 5000 0.0000000 0.9999998
THUNDERSTORM WINDS. 5000 0.0000000 0.9999998
THUNDERSTORM WINDS/FLOODING 5000 0.0000000 0.9999998
THUNDERSTORM WINDS/FUNNEL CLOU 5000 0.0000000 0.9999998
THUNDERSTROM WIND 5000 0.0000000 0.9999998
TSTM WIND (G45) 5000 0.0000000 0.9999998
TSTM WIND DAMAGE 5000 0.0000000 0.9999998
URBAN AND SMALL 5000 0.0000000 0.9999998
URBAN/SMALL STREAM 5000 0.0000000 0.9999999
Whirlwind 5000 0.0000000 0.9999999
MARINE HAIL 4000 0.0000000 0.9999999
THUNDERSTORM WIND 65 MPH 4000 0.0000000 0.9999999
THUNDERSTORM WIND 65MPH 4000 0.0000000 0.9999999
THUNDERSTORM WIND TREES 4000 0.0000000 0.9999999
HIGH WINDS 3000 0.0000000 0.9999999
HVY RAIN 3000 0.0000000 0.9999999
THUNDERSTORM WIND. 3000 0.0000000 0.9999999
TIDAL FLOODING 3000 0.0000000 0.9999999
Wintry Mix 2500 0.0000000 0.9999999
DOWNBURST 2000 0.0000000 0.9999999
FLASH FLOOD/ STREET 2000 0.0000000 0.9999999
GUSTY WIND/HVY RAIN 2000 0.0000000 0.9999999
Gusty wind/rain 2000 0.0000000 0.9999999
THUNDERSTORM DAMAGE TO 2000 0.0000000 1.0000000
THUNDERSTORM WIND/AWNING 2000 0.0000000 1.0000000
URBAN FLOODS 1500 0.0000000 1.0000000
RURAL FLOOD 1200 0.0000000 1.0000000
FLASH FLOOD/LANDSLIDE 1000 0.0000000 1.0000000
HAIL 0.75 1000 0.0000000 1.0000000
HAIL 75 1000 0.0000000 1.0000000
Ice jam flood (minor 1000 0.0000000 1.0000000
RIP CURRENT 1000 0.0000000 1.0000000
THUNDERESTORM WINDS 1000 0.0000000 1.0000000
THUNDERSTORM WIND/ TREE 1000 0.0000000 1.0000000
THUNDERSTORM WINS 1000 0.0000000 1.0000000
THUNERSTORM WINDS 1000 0.0000000 1.0000000
TORNADOES 1000 0.0000000 1.0000000
TSTM WIND 40 1000 0.0000000 1.0000000
TSTM WIND G45 1000 0.0000000 1.0000000
WATERSPOUT/ TORNADO 1000 0.0000000 1.0000000
HAIL/WIND 600 0.0000000 1.0000000
DUST DEVIL WATERSPOUT 500 0.0000000 1.0000000
HEAVY SHOWER 500 0.0000000 1.0000000
RECORD RAINFALL 500 0.0000000 1.0000000
THUNDERSTORM WIND/HAIL 500 0.0000000 1.0000000
THUNDERSTORMWINDS 500 0.0000000 1.0000000
TORNDAO 500 0.0000000 1.0000000
WIND/HAIL 500 0.0000000 1.0000000
COLD AIR TORNADO 100 0.0000000 1.0000000
SNOW AND ICE 50 0.0000000 1.0000000
URBAN SMALL 50 0.0000000 1.0000000
RECORD WARMTH 0 0.0000000 1.0000000
SLEET 0 0.0000000 1.0000000
VOLCANIC ASHFALL 0 0.0000000 1.0000000

Apendix B

Complete table for health

library('knitr')
kable(full.h, format = "markdown")
EVTYPE Group.Total freq ACUM
TORNADO 96979 0.6229661 0.6229661
EXCESSIVE HEAT 8428 0.0541391 0.6771052
TSTM WIND 7461 0.0479274 0.7250326
FLOOD 7259 0.0466298 0.7716624
LIGHTNING 6046 0.0388378 0.8105002
HEAT 3037 0.0195088 0.8300091
FLASH FLOOD 2755 0.0176974 0.8477064
ICE STORM 2064 0.0132586 0.8609650
THUNDERSTORM WIND 1621 0.0104129 0.8713778
WINTER STORM 1527 0.0098090 0.8811868
HIGH WIND 1385 0.0088969 0.8900837
HAIL 1376 0.0088390 0.8989227
HURRICANE/TYPHOON 1339 0.0086014 0.9075241
HEAVY SNOW 1148 0.0073744 0.9148985
WILDFIRE 986 0.0063338 0.9212323
THUNDERSTORM WINDS 972 0.0062439 0.9274762
BLIZZARD 906 0.0058199 0.9332961
FOG 796 0.0051133 0.9384094
RIP CURRENT 600 0.0038542 0.9422636
WILD/FOREST FIRE 557 0.0035780 0.9458416
RIP CURRENTS 501 0.0032183 0.9490599
HEAT WAVE 481 0.0030898 0.9521497
DUST STORM 462 0.0029678 0.9551175
WINTER WEATHER 431 0.0027686 0.9578861
TROPICAL STORM 398 0.0025566 0.9604427
AVALANCHE 394 0.0025309 0.9629737
EXTREME COLD 391 0.0025117 0.9654853
STRONG WIND 383 0.0024603 0.9679456
DENSE FOG 360 0.0023125 0.9702582
HEAVY RAIN 349 0.0022419 0.9725000
HIGH WINDS 337 0.0021648 0.9746648
HIGH SURF 253 0.0016252 0.9762900
EXTREME HEAT 251 0.0016124 0.9779024
GLAZE 223 0.0014325 0.9793349
TSUNAMI 162 0.0010406 0.9803755
WILD FIRES 153 0.0009828 0.9813584
EXTREME COLD/WIND CHILL 149 0.0009571 0.9823155
ICE 143 0.0009186 0.9832341
WIND 109 0.0007002 0.9839343
COLD/WIND CHILL 107 0.0006873 0.9846216
HURRICANE 107 0.0006873 0.9853089
URBAN/SML STREAM FLD 107 0.0006873 0.9859963
TSTM WIND/HAIL 100 0.0006424 0.9866387
WINTER WEATHER/MIX 100 0.0006424 0.9872810
HEAVY SURF/HIGH SURF 90 0.0005781 0.9878592
LANDSLIDE 90 0.0005781 0.9884373
COLD 83 0.0005332 0.9889705
WINTRY MIX 78 0.0005011 0.9894715
Heat Wave 70 0.0004497 0.9899212
WINTER WEATHER MIX 68 0.0004368 0.9903580
RECORD HEAT 52 0.0003340 0.9906920
STORM SURGE 51 0.0003276 0.9910196
TROPICAL STORM GORDON 51 0.0003276 0.9913472
HEAVY SURF 47 0.0003019 0.9916492
WATERSPOUT/TORNADO 45 0.0002891 0.9919382
DUST DEVIL 44 0.0002826 0.9922209
SNOW SQUALL 37 0.0002377 0.9924586
ICY ROADS 36 0.0002313 0.9926898
MARINE STRONG WIND 36 0.0002313 0.9929211
MARINE THUNDERSTORM WIND 36 0.0002313 0.9931523
SNOW/HIGH WINDS 36 0.0002313 0.9933836
SNOW 34 0.0002184 0.9936020
FLOOD/FLASH FLOOD 32 0.0002056 0.9938075
WATERSPOUT 32 0.0002056 0.9940131
DRY MICROBURST 31 0.0001991 0.9942122
FREEZING RAIN 30 0.0001927 0.9944049
UNSEASONABLY WARM AND DRY 29 0.0001863 0.9945912
MIXED PRECIP 28 0.0001799 0.9947711
STRONG WINDS 28 0.0001799 0.9949510
UNSEASONABLY WARM 28 0.0001799 0.9951308
FLASH FLOODING 27 0.0001734 0.9953043
THUNDERSTORMW 27 0.0001734 0.9954777
WINTER STORMS 27 0.0001734 0.9956511
BLACK ICE 25 0.0001606 0.9958117
TORNADOES, TSTM WIND, HAIL 25 0.0001606 0.9959723
EXCESSIVE RAINFALL 23 0.0001477 0.9961201
HIGH WIND AND SEAS 23 0.0001477 0.9962678
EXTREME WINDCHILL 22 0.0001413 0.9964091
HEAT WAVE DROUGHT 19 0.0001221 0.9965312
FREEZING DRIZZLE 17 0.0001092 0.9966404
MARINE TSTM WIND 17 0.0001092 0.9967496
RECORD/EXCESSIVE HEAT 17 0.0001092 0.9968588
STORM SURGE/TIDE 16 0.0001028 0.9969616
TORNADO F2 16 0.0001028 0.9970644
WINTER STORM HIGH WINDS 16 0.0001028 0.9971671
GLAZE/ICE STORM 15 0.0000964 0.9972635
BLOWING SNOW 14 0.0000899 0.9973534
COLD AND SNOW 14 0.0000899 0.9974434
FLASH FLOOD/FLOOD 14 0.0000899 0.9975333
HIGH SEAS 13 0.0000835 0.9976168
ROUGH SEAS 13 0.0000835 0.9977003
THUNDERSTORM 13 0.0000835 0.9977838
GUSTY WINDS 12 0.0000771 0.9978609
MARINE MISHAP 12 0.0000771 0.9979380
HEAVY SNOW/ICE 10 0.0000642 0.9980022
SMALL HAIL 10 0.0000642 0.9980665
THUNDERSTORM WINDS 10 0.0000642 0.9981307
HIGH WINDS/SNOW 9 0.0000578 0.9981885
FLOODING 8 0.0000514 0.9982399
High Surf 7 0.0000450 0.9982849
HURRICANE ERIN 7 0.0000450 0.9983298
LOW TEMPERATURE 7 0.0000450 0.9983748
NON-SEVERE WIND DAMAGE 7 0.0000450 0.9984198
Mudslide 6 0.0000385 0.9984583
RAIN/SNOW 6 0.0000385 0.9984968
COASTAL FLOOD 5 0.0000321 0.9985290
COASTAL FLOODING/EROSION 5 0.0000321 0.9985611
COLD WEATHER 5 0.0000321 0.9985932
FLASH FLOODING/FLOOD 5 0.0000321 0.9986253
HEAT WAVES 5 0.0000321 0.9986574
RIP CURRENTS/HEAVY SURF 5 0.0000321 0.9986896
ROUGH SURF 5 0.0000321 0.9987217
SNOW AND ICE 5 0.0000321 0.9987538
TYPHOON 5 0.0000321 0.9987859
COASTAL STORM 4 0.0000257 0.9988116
DROUGHT 4 0.0000257 0.9988373
FROST 4 0.0000257 0.9988630
HEAVY RAINS 4 0.0000257 0.9988887
HIGH WIND/SEAS 4 0.0000257 0.9989144
HIGH WINDS/COLD 4 0.0000257 0.9989401
Hypothermia/Exposure 4 0.0000257 0.9989658
OTHER 4 0.0000257 0.9989915
RIVER FLOOD 4 0.0000257 0.9990172
THUNDERSTORM WINDSS 4 0.0000257 0.9990429
Torrential Rainfall 4 0.0000257 0.9990686
Cold 3 0.0000193 0.9990878
COLD WAVE 3 0.0000193 0.9991071
FUNNEL CLOUD 3 0.0000193 0.9991264
HEAVY SEAS 3 0.0000193 0.9991456
Heavy surf and wind 3 0.0000193 0.9991649
HIGH WATER 3 0.0000193 0.9991842
HYPOTHERMIA/EXPOSURE 3 0.0000193 0.9992035
LIGHT SNOW 3 0.0000193 0.9992227
Marine Accident 3 0.0000193 0.9992420
TSTM WIND (G45) 3 0.0000193 0.9992613
blowing snow 2 0.0000128 0.9992741
BRUSH FIRE 2 0.0000128 0.9992870
Coastal Flooding 2 0.0000128 0.9992998
Cold Temperature 2 0.0000128 0.9993127
DROUGHT/EXCESSIVE HEAT 2 0.0000128 0.9993255
EXCESSIVE SNOW 2 0.0000128 0.9993384
Extreme Cold 2 0.0000128 0.9993512
FALLING SNOW/ICE 2 0.0000128 0.9993641
FLASH FLOODS 2 0.0000128 0.9993769
FOG AND COLD TEMPERATURES 2 0.0000128 0.9993897
GUSTY WIND 2 0.0000128 0.9994026
Gusty winds 2 0.0000128 0.9994154
HEAVY SNOW AND HIGH WINDS 2 0.0000128 0.9994283
Heavy snow shower 2 0.0000128 0.9994411
HURRICANE-GENERATED SWELLS 2 0.0000128 0.9994540
Hurricane Edouard 2 0.0000128 0.9994668
HURRICANE OPAL 2 0.0000128 0.9994797
HURRICANE OPAL/HIGH WINDS 2 0.0000128 0.9994925
ICE STORM/FLASH FLOOD 2 0.0000128 0.9995054
LANDSLIDES 2 0.0000128 0.9995182
MARINE HIGH WIND 2 0.0000128 0.9995311
RIVER FLOODING 2 0.0000128 0.9995439
ROGUE WAVE 2 0.0000128 0.9995568
SLEET 2 0.0000128 0.9995696
Snow 2 0.0000128 0.9995825
THUNDERSNOW 2 0.0000128 0.9995953
TORNADO F3 2 0.0000128 0.9996082
UNSEASONABLY COLD 2 0.0000128 0.9996210
WARM WEATHER 2 0.0000128 0.9996338
WINDS 2 0.0000128 0.9996467
AVALANCE 1 0.0000064 0.9996531
COASTAL FLOODING 1 0.0000064 0.9996595
Coastal Storm 1 0.0000064 0.9996660
COASTALSTORM 1 0.0000064 0.9996724
COLD/WINDS 1 0.0000064 0.9996788
DROWNING 1 0.0000064 0.9996852
DRY MIRCOBURST WINDS 1 0.0000064 0.9996917
Dust Devil 1 0.0000064 0.9996981
Extended Cold 1 0.0000064 0.9997045
FLOOD & HEAVY RAIN 1 0.0000064 0.9997109
FLOOD/RIVER FLOOD 1 0.0000064 0.9997174
FREEZE 1 0.0000064 0.9997238
FREEZING RAIN/SNOW 1 0.0000064 0.9997302
Freezing Spray 1 0.0000064 0.9997366
Gusty Winds 1 0.0000064 0.9997431
HAZARDOUS SURF 1 0.0000064 0.9997495
HEAVY SNOW/BLIZZARD/AVALANCHE 1 0.0000064 0.9997559
Heavy Surf 1 0.0000064 0.9997623
HIGH 1 0.0000064 0.9997687
HIGH SWELLS 1 0.0000064 0.9997752
HIGH WAVES 1 0.0000064 0.9997816
HIGH WIND 48 1 0.0000064 0.9997880
HIGH WIND/HEAVY SNOW 1 0.0000064 0.9997944
HURRICANE EMILY 1 0.0000064 0.9998009
HURRICANE FELIX 1 0.0000064 0.9998073
HYPERTHERMIA/EXPOSURE 1 0.0000064 0.9998137
HYPOTHERMIA 1 0.0000064 0.9998201
ICE ON ROAD 1 0.0000064 0.9998266
ICE ROADS 1 0.0000064 0.9998330
LIGHTNING AND THUNDERSTORM WIN 1 0.0000064 0.9998394
LIGHTNING INJURY 1 0.0000064 0.9998458
LIGHTNING. 1 0.0000064 0.9998523
MINOR FLOODING 1 0.0000064 0.9998587
Mudslides 1 0.0000064 0.9998651
NON TSTM WIND 1 0.0000064 0.9998715
RAIN/WIND 1 0.0000064 0.9998779
RAPIDLY RISING WATER 1 0.0000064 0.9998844
RECORD COLD 1 0.0000064 0.9998908
River Flooding 1 0.0000064 0.9998972
Snow Squalls 1 0.0000064 0.9999036
SNOW/ BITTER COLD 1 0.0000064 0.9999101
Strong Winds 1 0.0000064 0.9999165
THUNDERSTORM WIND (G40) 1 0.0000064 0.9999229
THUNDERSTORM WIND G52 1 0.0000064 0.9999293
THUNDERSTORM WINDS 13 1 0.0000064 0.9999358
THUNDERSTORM WINDS/HAIL 1 0.0000064 0.9999422
THUNDERSTORMS WINDS 1 0.0000064 0.9999486
THUNDERTORM WINDS 1 0.0000064 0.9999550
TIDAL FLOODING 1 0.0000064 0.9999615
TSTM WIND (G35) 1 0.0000064 0.9999679
TSTM WIND (G40) 1 0.0000064 0.9999743
URBAN AND SMALL STREAM FLOODIN 1 0.0000064 0.9999807
WATERSPOUT TORNADO 1 0.0000064 0.9999872
Whirlwind 1 0.0000064 0.9999936
WIND STORM 1 0.0000064 1.0000000
HIGH SURF ADVISORY 0 0.0000000 1.0000000
COASTAL FLOOD 0 0.0000000 1.0000000
FLASH FLOOD 0 0.0000000 1.0000000
LIGHTNING 0 0.0000000 1.0000000
TSTM WIND 0 0.0000000 1.0000000
TSTM WIND (G45) 0 0.0000000 1.0000000
WATERSPOUT 0 0.0000000 1.0000000
WIND 0 0.0000000 1.0000000
? 0 0.0000000 1.0000000
ABNORMAL WARMTH 0 0.0000000 1.0000000
ABNORMALLY DRY 0 0.0000000 1.0000000
ABNORMALLY WET 0 0.0000000 1.0000000
ACCUMULATED SNOWFALL 0 0.0000000 1.0000000
AGRICULTURAL FREEZE 0 0.0000000 1.0000000
APACHE COUNTY 0 0.0000000 1.0000000
ASTRONOMICAL HIGH TIDE 0 0.0000000 1.0000000
ASTRONOMICAL LOW TIDE 0 0.0000000 1.0000000
BEACH EROSIN 0 0.0000000 1.0000000
Beach Erosion 0 0.0000000 1.0000000
BEACH EROSION 0 0.0000000 1.0000000
BEACH EROSION/COASTAL FLOOD 0 0.0000000 1.0000000
BEACH FLOOD 0 0.0000000 1.0000000
BELOW NORMAL PRECIPITATION 0 0.0000000 1.0000000
BITTER WIND CHILL 0 0.0000000 1.0000000
BITTER WIND CHILL TEMPERATURES 0 0.0000000 1.0000000
Black Ice 0 0.0000000 1.0000000
BLIZZARD AND EXTREME WIND CHIL 0 0.0000000 1.0000000
BLIZZARD AND HEAVY SNOW 0 0.0000000 1.0000000
Blizzard Summary 0 0.0000000 1.0000000
BLIZZARD WEATHER 0 0.0000000 1.0000000
BLIZZARD/FREEZING RAIN 0 0.0000000 1.0000000
BLIZZARD/HEAVY SNOW 0 0.0000000 1.0000000
BLIZZARD/HIGH WIND 0 0.0000000 1.0000000
BLIZZARD/WINTER STORM 0 0.0000000 1.0000000
BLOW-OUT TIDE 0 0.0000000 1.0000000
BLOW-OUT TIDES 0 0.0000000 1.0000000
BLOWING DUST 0 0.0000000 1.0000000
Blowing Snow 0 0.0000000 1.0000000
BLOWING SNOW- EXTREME WIND CHI 0 0.0000000 1.0000000
BLOWING SNOW & EXTREME WIND CH 0 0.0000000 1.0000000
BLOWING SNOW/EXTREME WIND CHIL 0 0.0000000 1.0000000
BREAKUP FLOODING 0 0.0000000 1.0000000
BRUSH FIRES 0 0.0000000 1.0000000
COASTAL FLOODING/EROSION 0 0.0000000 1.0000000
COASTAL EROSION 0 0.0000000 1.0000000
Coastal Flood 0 0.0000000 1.0000000
coastal flooding 0 0.0000000 1.0000000
COASTAL SURGE 0 0.0000000 1.0000000
COASTAL/TIDAL FLOOD 0 0.0000000 1.0000000
COASTALFLOOD 0 0.0000000 1.0000000
COLD AIR FUNNEL 0 0.0000000 1.0000000
COLD AIR FUNNELS 0 0.0000000 1.0000000
COLD AIR TORNADO 0 0.0000000 1.0000000
Cold and Frost 0 0.0000000 1.0000000
COLD AND FROST 0 0.0000000 1.0000000
COLD AND WET CONDITIONS 0 0.0000000 1.0000000
COLD TEMPERATURES 0 0.0000000 1.0000000
COLD WIND CHILL TEMPERATURES 0 0.0000000 1.0000000
COOL AND WET 0 0.0000000 1.0000000
COOL SPELL 0 0.0000000 1.0000000
CSTL FLOODING/EROSION 0 0.0000000 1.0000000
DAM BREAK 0 0.0000000 1.0000000
DAM FAILURE 0 0.0000000 1.0000000
Damaging Freeze 0 0.0000000 1.0000000
DAMAGING FREEZE 0 0.0000000 1.0000000
DEEP HAIL 0 0.0000000 1.0000000
DENSE SMOKE 0 0.0000000 1.0000000
DOWNBURST 0 0.0000000 1.0000000
DOWNBURST WINDS 0 0.0000000 1.0000000
DRIEST MONTH 0 0.0000000 1.0000000
Drifting Snow 0 0.0000000 1.0000000
DRY 0 0.0000000 1.0000000
DRY CONDITIONS 0 0.0000000 1.0000000
DRY HOT WEATHER 0 0.0000000 1.0000000
DRY MICROBURST 50 0 0.0000000 1.0000000
DRY MICROBURST 53 0 0.0000000 1.0000000
DRY MICROBURST 58 0 0.0000000 1.0000000
DRY MICROBURST 61 0 0.0000000 1.0000000
DRY MICROBURST 84 0 0.0000000 1.0000000
DRY MICROBURST WINDS 0 0.0000000 1.0000000
DRY PATTERN 0 0.0000000 1.0000000
DRY SPELL 0 0.0000000 1.0000000
DRY WEATHER 0 0.0000000 1.0000000
DRYNESS 0 0.0000000 1.0000000
DUST DEVEL 0 0.0000000 1.0000000
DUST DEVIL WATERSPOUT 0 0.0000000 1.0000000
DUST STORM/HIGH WINDS 0 0.0000000 1.0000000
DUSTSTORM 0 0.0000000 1.0000000
EARLY FREEZE 0 0.0000000 1.0000000
Early Frost 0 0.0000000 1.0000000
EARLY FROST 0 0.0000000 1.0000000
EARLY RAIN 0 0.0000000 1.0000000
EARLY SNOW 0 0.0000000 1.0000000
Early snowfall 0 0.0000000 1.0000000
EARLY SNOWFALL 0 0.0000000 1.0000000
Erosion/Cstl Flood 0 0.0000000 1.0000000
EXCESSIVE 0 0.0000000 1.0000000
Excessive Cold 0 0.0000000 1.0000000
EXCESSIVE HEAT/DROUGHT 0 0.0000000 1.0000000
EXCESSIVE PRECIPITATION 0 0.0000000 1.0000000
EXCESSIVE RAIN 0 0.0000000 1.0000000
EXCESSIVE WETNESS 0 0.0000000 1.0000000
EXCESSIVELY DRY 0 0.0000000 1.0000000
EXTREME WIND CHILL 0 0.0000000 1.0000000
EXTREME WIND CHILL/BLOWING SNO 0 0.0000000 1.0000000
EXTREME WIND CHILLS 0 0.0000000 1.0000000
EXTREME WINDCHILL TEMPERATURES 0 0.0000000 1.0000000
EXTREME/RECORD COLD 0 0.0000000 1.0000000
EXTREMELY WET 0 0.0000000 1.0000000
FIRST FROST 0 0.0000000 1.0000000
FIRST SNOW 0 0.0000000 1.0000000
FLASH FLOOD - HEAVY RAIN 0 0.0000000 1.0000000
FLASH FLOOD FROM ICE JAMS 0 0.0000000 1.0000000
FLASH FLOOD LANDSLIDES 0 0.0000000 1.0000000
FLASH FLOOD WINDS 0 0.0000000 1.0000000
FLASH FLOOD/ 0 0.0000000 1.0000000
FLASH FLOOD/ FLOOD 0 0.0000000 1.0000000
FLASH FLOOD/ STREET 0 0.0000000 1.0000000
FLASH FLOOD/HEAVY RAIN 0 0.0000000 1.0000000
FLASH FLOOD/LANDSLIDE 0 0.0000000 1.0000000
FLASH FLOODING/THUNDERSTORM WI 0 0.0000000 1.0000000
FLASH FLOOODING 0 0.0000000 1.0000000
Flood 0 0.0000000 1.0000000
FLOOD FLASH 0 0.0000000 1.0000000
FLOOD FLOOD/FLASH 0 0.0000000 1.0000000
FLOOD WATCH/ 0 0.0000000 1.0000000
FLOOD/FLASH 0 0.0000000 1.0000000
Flood/Flash Flood 0 0.0000000 1.0000000
FLOOD/FLASH FLOODING 0 0.0000000 1.0000000
FLOOD/FLASH/FLOOD 0 0.0000000 1.0000000
FLOOD/FLASHFLOOD 0 0.0000000 1.0000000
FLOOD/RAIN/WIND 0 0.0000000 1.0000000
FLOOD/RAIN/WINDS 0 0.0000000 1.0000000
Flood/Strong Wind 0 0.0000000 1.0000000
FLOODING/HEAVY RAIN 0 0.0000000 1.0000000
FLOODS 0 0.0000000 1.0000000
FOREST FIRES 0 0.0000000 1.0000000
Freeze 0 0.0000000 1.0000000
Freezing drizzle 0 0.0000000 1.0000000
Freezing Drizzle 0 0.0000000 1.0000000
FREEZING DRIZZLE AND FREEZING 0 0.0000000 1.0000000
Freezing Fog 0 0.0000000 1.0000000
FREEZING FOG 0 0.0000000 1.0000000
Freezing rain 0 0.0000000 1.0000000
Freezing Rain 0 0.0000000 1.0000000
FREEZING RAIN AND SLEET 0 0.0000000 1.0000000
FREEZING RAIN AND SNOW 0 0.0000000 1.0000000
FREEZING RAIN SLEET AND 0 0.0000000 1.0000000
FREEZING RAIN SLEET AND LIGHT 0 0.0000000 1.0000000
FREEZING RAIN/SLEET 0 0.0000000 1.0000000
Frost 0 0.0000000 1.0000000
Frost/Freeze 0 0.0000000 1.0000000
FROST/FREEZE 0 0.0000000 1.0000000
FROST 0 0.0000000 1.0000000
FUNNEL 0 0.0000000 1.0000000
Funnel Cloud 0 0.0000000 1.0000000
FUNNEL CLOUD. 0 0.0000000 1.0000000
FUNNEL CLOUD/HAIL 0 0.0000000 1.0000000
FUNNEL CLOUDS 0 0.0000000 1.0000000
FUNNELS 0 0.0000000 1.0000000
Glaze 0 0.0000000 1.0000000
GLAZE ICE 0 0.0000000 1.0000000
gradient wind 0 0.0000000 1.0000000
Gradient wind 0 0.0000000 1.0000000
GRADIENT WIND 0 0.0000000 1.0000000
GRADIENT WINDS 0 0.0000000 1.0000000
GRASS FIRES 0 0.0000000 1.0000000
GROUND BLIZZARD 0 0.0000000 1.0000000
GUSTNADO 0 0.0000000 1.0000000
GUSTNADO AND 0 0.0000000 1.0000000
GUSTY LAKE WIND 0 0.0000000 1.0000000
GUSTY THUNDERSTORM WIND 0 0.0000000 1.0000000
GUSTY THUNDERSTORM WINDS 0 0.0000000 1.0000000
Gusty Wind 0 0.0000000 1.0000000
GUSTY WIND/HAIL 0 0.0000000 1.0000000
GUSTY WIND/HVY RAIN 0 0.0000000 1.0000000
Gusty wind/rain 0 0.0000000 1.0000000
HAIL 0.75 0 0.0000000 1.0000000
HAIL 0.88 0 0.0000000 1.0000000
HAIL 075 0 0.0000000 1.0000000
HAIL 088 0 0.0000000 1.0000000
HAIL 1.00 0 0.0000000 1.0000000
HAIL 1.75 0 0.0000000 1.0000000
HAIL 1.75) 0 0.0000000 1.0000000
HAIL 100 0 0.0000000 1.0000000
HAIL 125 0 0.0000000 1.0000000
HAIL 150 0 0.0000000 1.0000000
HAIL 175 0 0.0000000 1.0000000
HAIL 200 0 0.0000000 1.0000000
HAIL 225 0 0.0000000 1.0000000
HAIL 275 0 0.0000000 1.0000000
HAIL 450 0 0.0000000 1.0000000
HAIL 75 0 0.0000000 1.0000000
HAIL 80 0 0.0000000 1.0000000
HAIL 88 0 0.0000000 1.0000000
HAIL ALOFT 0 0.0000000 1.0000000
HAIL DAMAGE 0 0.0000000 1.0000000
HAIL FLOODING 0 0.0000000 1.0000000
HAIL STORM 0 0.0000000 1.0000000
Hail(0.75) 0 0.0000000 1.0000000
HAIL/ICY ROADS 0 0.0000000 1.0000000
HAIL/WIND 0 0.0000000 1.0000000
HAIL/WINDS 0 0.0000000 1.0000000
HAILSTORM 0 0.0000000 1.0000000
HAILSTORMS 0 0.0000000 1.0000000
HARD FREEZE 0 0.0000000 1.0000000
HEAT DROUGHT 0 0.0000000 1.0000000
HEAT/DROUGHT 0 0.0000000 1.0000000
Heatburst 0 0.0000000 1.0000000
HEAVY LAKE SNOW 0 0.0000000 1.0000000
HEAVY MIX 0 0.0000000 1.0000000
HEAVY PRECIPATATION 0 0.0000000 1.0000000
Heavy Precipitation 0 0.0000000 1.0000000
HEAVY PRECIPITATION 0 0.0000000 1.0000000
Heavy rain 0 0.0000000 1.0000000
Heavy Rain 0 0.0000000 1.0000000
HEAVY RAIN AND FLOOD 0 0.0000000 1.0000000
Heavy Rain and Wind 0 0.0000000 1.0000000
HEAVY RAIN EFFECTS 0 0.0000000 1.0000000
HEAVY RAIN/FLOODING 0 0.0000000 1.0000000
Heavy Rain/High Surf 0 0.0000000 1.0000000
HEAVY RAIN/LIGHTNING 0 0.0000000 1.0000000
HEAVY RAIN/MUDSLIDES/FLOOD 0 0.0000000 1.0000000
HEAVY RAIN/SEVERE WEATHER 0 0.0000000 1.0000000
HEAVY RAIN/SMALL STREAM URBAN 0 0.0000000 1.0000000
HEAVY RAIN/SNOW 0 0.0000000 1.0000000
HEAVY RAIN/URBAN FLOOD 0 0.0000000 1.0000000
HEAVY RAIN/WIND 0 0.0000000 1.0000000
HEAVY RAIN; URBAN FLOOD WINDS; 0 0.0000000 1.0000000
HEAVY RAINFALL 0 0.0000000 1.0000000
HEAVY RAINS/FLOODING 0 0.0000000 1.0000000
HEAVY SHOWER 0 0.0000000 1.0000000
HEAVY SHOWERS 0 0.0000000 1.0000000
HEAVY SNOW-SQUALLS 0 0.0000000 1.0000000
HEAVY SNOW FREEZING RAIN 0 0.0000000 1.0000000
HEAVY SNOW & ICE 0 0.0000000 1.0000000
HEAVY SNOW AND 0 0.0000000 1.0000000
HEAVY SNOW AND ICE 0 0.0000000 1.0000000
HEAVY SNOW AND ICE STORM 0 0.0000000 1.0000000
HEAVY SNOW AND STRONG WINDS 0 0.0000000 1.0000000
HEAVY SNOW ANDBLOWING SNOW 0 0.0000000 1.0000000
HEAVY SNOW SQUALLS 0 0.0000000 1.0000000
HEAVY SNOW/BLIZZARD 0 0.0000000 1.0000000
HEAVY SNOW/BLOWING SNOW 0 0.0000000 1.0000000
HEAVY SNOW/FREEZING RAIN 0 0.0000000 1.0000000
HEAVY SNOW/HIGH 0 0.0000000 1.0000000
HEAVY SNOW/HIGH WIND 0 0.0000000 1.0000000
HEAVY SNOW/HIGH WINDS 0 0.0000000 1.0000000
HEAVY SNOW/HIGH WINDS & FLOOD 0 0.0000000 1.0000000
HEAVY SNOW/HIGH WINDS/FREEZING 0 0.0000000 1.0000000
HEAVY SNOW/ICE STORM 0 0.0000000 1.0000000
HEAVY SNOW/SLEET 0 0.0000000 1.0000000
HEAVY SNOW/SQUALLS 0 0.0000000 1.0000000
HEAVY SNOW/WIND 0 0.0000000 1.0000000
HEAVY SNOW/WINTER STORM 0 0.0000000 1.0000000
HEAVY SNOWPACK 0 0.0000000 1.0000000
HEAVY SURF COASTAL FLOODING 0 0.0000000 1.0000000
HEAVY SWELLS 0 0.0000000 1.0000000
HEAVY WET SNOW 0 0.0000000 1.0000000
HIGH SWELLS 0 0.0000000 1.0000000
HIGH WINDS 0 0.0000000 1.0000000
HIGH SURF ADVISORIES 0 0.0000000 1.0000000
HIGH SURF ADVISORY 0 0.0000000 1.0000000
HIGH TEMPERATURE RECORD 0 0.0000000 1.0000000
HIGH TIDES 0 0.0000000 1.0000000
High Wind 0 0.0000000 1.0000000
HIGH WIND (G40) 0 0.0000000 1.0000000
HIGH WIND 63 0 0.0000000 1.0000000
HIGH WIND 70 0 0.0000000 1.0000000
HIGH WIND AND HEAVY SNOW 0 0.0000000 1.0000000
HIGH WIND AND HIGH TIDES 0 0.0000000 1.0000000
HIGH WIND DAMAGE 0 0.0000000 1.0000000
HIGH WIND/ BLIZZARD 0 0.0000000 1.0000000
HIGH WIND/BLIZZARD 0 0.0000000 1.0000000
HIGH WIND/BLIZZARD/FREEZING RA 0 0.0000000 1.0000000
HIGH WIND/LOW WIND CHILL 0 0.0000000 1.0000000
HIGH WIND/WIND CHILL 0 0.0000000 1.0000000
HIGH WIND/WIND CHILL/BLIZZARD 0 0.0000000 1.0000000
HIGH WINDS 55 0 0.0000000 1.0000000
HIGH WINDS 57 0 0.0000000 1.0000000
HIGH WINDS 58 0 0.0000000 1.0000000
HIGH WINDS 63 0 0.0000000 1.0000000
HIGH WINDS 66 0 0.0000000 1.0000000
HIGH WINDS 67 0 0.0000000 1.0000000
HIGH WINDS 73 0 0.0000000 1.0000000
HIGH WINDS 76 0 0.0000000 1.0000000
HIGH WINDS 80 0 0.0000000 1.0000000
HIGH WINDS 82 0 0.0000000 1.0000000
HIGH WINDS AND WIND CHILL 0 0.0000000 1.0000000
HIGH WINDS DUST STORM 0 0.0000000 1.0000000
HIGH WINDS HEAVY RAINS 0 0.0000000 1.0000000
HIGH WINDS/ 0 0.0000000 1.0000000
HIGH WINDS/COASTAL FLOOD 0 0.0000000 1.0000000
HIGH WINDS/FLOODING 0 0.0000000 1.0000000
HIGH WINDS/HEAVY RAIN 0 0.0000000 1.0000000
HIGHWAY FLOODING 0 0.0000000 1.0000000
Hot and Dry 0 0.0000000 1.0000000
HOT PATTERN 0 0.0000000 1.0000000
HOT SPELL 0 0.0000000 1.0000000
HOT WEATHER 0 0.0000000 1.0000000
HOT/DRY PATTERN 0 0.0000000 1.0000000
HURRICANE GORDON 0 0.0000000 1.0000000
HVY RAIN 0 0.0000000 1.0000000
ICE AND SNOW 0 0.0000000 1.0000000
ICE FLOES 0 0.0000000 1.0000000
Ice Fog 0 0.0000000 1.0000000
ICE JAM 0 0.0000000 1.0000000
Ice jam flood (minor 0 0.0000000 1.0000000
ICE JAM FLOODING 0 0.0000000 1.0000000
ICE PELLETS 0 0.0000000 1.0000000
ICE STORM AND SNOW 0 0.0000000 1.0000000
Ice/Snow 0 0.0000000 1.0000000
ICE/SNOW 0 0.0000000 1.0000000
ICE/STRONG WINDS 0 0.0000000 1.0000000
Icestorm/Blizzard 0 0.0000000 1.0000000
Icy Roads 0 0.0000000 1.0000000
LACK OF SNOW 0 0.0000000 1.0000000
LAKE-EFFECT SNOW 0 0.0000000 1.0000000
Lake Effect Snow 0 0.0000000 1.0000000
LAKE EFFECT SNOW 0 0.0000000 1.0000000
LAKE FLOOD 0 0.0000000 1.0000000
LAKESHORE FLOOD 0 0.0000000 1.0000000
LANDSLIDE/URBAN FLOOD 0 0.0000000 1.0000000
Landslump 0 0.0000000 1.0000000
LANDSLUMP 0 0.0000000 1.0000000
LANDSPOUT 0 0.0000000 1.0000000
LARGE WALL CLOUD 0 0.0000000 1.0000000
Late-season Snowfall 0 0.0000000 1.0000000
LATE FREEZE 0 0.0000000 1.0000000
LATE SEASON HAIL 0 0.0000000 1.0000000
LATE SEASON SNOW 0 0.0000000 1.0000000
Late Season Snowfall 0 0.0000000 1.0000000
LATE SNOW 0 0.0000000 1.0000000
LIGHT FREEZING RAIN 0 0.0000000 1.0000000
Light snow 0 0.0000000 1.0000000
Light Snow 0 0.0000000 1.0000000
LIGHT SNOW AND SLEET 0 0.0000000 1.0000000
Light Snow/Flurries 0 0.0000000 1.0000000
LIGHT SNOW/FREEZING PRECIP 0 0.0000000 1.0000000
Light Snowfall 0 0.0000000 1.0000000
LIGHTING 0 0.0000000 1.0000000
LIGHTNING WAUSEON 0 0.0000000 1.0000000
LIGHTNING AND HEAVY RAIN 0 0.0000000 1.0000000
LIGHTNING AND WINDS 0 0.0000000 1.0000000
LIGHTNING DAMAGE 0 0.0000000 1.0000000
LIGHTNING FIRE 0 0.0000000 1.0000000
LIGHTNING THUNDERSTORM WINDS 0 0.0000000 1.0000000
LIGHTNING THUNDERSTORM WINDSS 0 0.0000000 1.0000000
LIGHTNING/HEAVY RAIN 0 0.0000000 1.0000000
LIGNTNING 0 0.0000000 1.0000000
LOCAL FLASH FLOOD 0 0.0000000 1.0000000
LOCAL FLOOD 0 0.0000000 1.0000000
LOCALLY HEAVY RAIN 0 0.0000000 1.0000000
LOW TEMPERATURE RECORD 0 0.0000000 1.0000000
LOW WIND CHILL 0 0.0000000 1.0000000
MAJOR FLOOD 0 0.0000000 1.0000000
MARINE HAIL 0 0.0000000 1.0000000
Metro Storm, May 26 0 0.0000000 1.0000000
Microburst 0 0.0000000 1.0000000
MICROBURST 0 0.0000000 1.0000000
MICROBURST WINDS 0 0.0000000 1.0000000
Mild and Dry Pattern 0 0.0000000 1.0000000
MILD PATTERN 0 0.0000000 1.0000000
MILD/DRY PATTERN 0 0.0000000 1.0000000
MINOR FLOOD 0 0.0000000 1.0000000
Minor Flooding 0 0.0000000 1.0000000
Mixed Precipitation 0 0.0000000 1.0000000
MIXED PRECIPITATION 0 0.0000000 1.0000000
MODERATE SNOW 0 0.0000000 1.0000000
MODERATE SNOWFALL 0 0.0000000 1.0000000
MONTHLY PRECIPITATION 0 0.0000000 1.0000000
Monthly Rainfall 0 0.0000000 1.0000000
MONTHLY RAINFALL 0 0.0000000 1.0000000
Monthly Snowfall 0 0.0000000 1.0000000
MONTHLY SNOWFALL 0 0.0000000 1.0000000
MONTHLY TEMPERATURE 0 0.0000000 1.0000000
Mountain Snows 0 0.0000000 1.0000000
MUD SLIDE 0 0.0000000 1.0000000
MUD SLIDES 0 0.0000000 1.0000000
MUD SLIDES URBAN FLOODING 0 0.0000000 1.0000000
MUD/ROCK SLIDE 0 0.0000000 1.0000000
MUDSLIDE 0 0.0000000 1.0000000
MUDSLIDE/LANDSLIDE 0 0.0000000 1.0000000
MUDSLIDES 0 0.0000000 1.0000000
NEAR RECORD SNOW 0 0.0000000 1.0000000
No Severe Weather 0 0.0000000 1.0000000
NON-TSTM WIND 0 0.0000000 1.0000000
NON SEVERE HAIL 0 0.0000000 1.0000000
NONE 0 0.0000000 1.0000000
NORMAL PRECIPITATION 0 0.0000000 1.0000000
NORTHERN LIGHTS 0 0.0000000 1.0000000
Other 0 0.0000000 1.0000000
PATCHY DENSE FOG 0 0.0000000 1.0000000
PATCHY ICE 0 0.0000000 1.0000000
Prolong Cold 0 0.0000000 1.0000000
PROLONG COLD 0 0.0000000 1.0000000
PROLONG COLD/SNOW 0 0.0000000 1.0000000
PROLONG WARMTH 0 0.0000000 1.0000000
PROLONGED RAIN 0 0.0000000 1.0000000
RAIN 0 0.0000000 1.0000000
RAIN (HEAVY) 0 0.0000000 1.0000000
RAIN AND WIND 0 0.0000000 1.0000000
Rain Damage 0 0.0000000 1.0000000
RAINSTORM 0 0.0000000 1.0000000
RECORD COLD 0 0.0000000 1.0000000
Record Cold 0 0.0000000 1.0000000
RECORD COLD AND HIGH WIND 0 0.0000000 1.0000000
RECORD COLD/FROST 0 0.0000000 1.0000000
RECORD COOL 0 0.0000000 1.0000000
Record dry month 0 0.0000000 1.0000000
RECORD DRYNESS 0 0.0000000 1.0000000
Record Heat 0 0.0000000 1.0000000
RECORD HEAT WAVE 0 0.0000000 1.0000000
Record High 0 0.0000000 1.0000000
RECORD HIGH 0 0.0000000 1.0000000
RECORD HIGH TEMPERATURE 0 0.0000000 1.0000000
RECORD HIGH TEMPERATURES 0 0.0000000 1.0000000
RECORD LOW 0 0.0000000 1.0000000
RECORD LOW RAINFALL 0 0.0000000 1.0000000
Record May Snow 0 0.0000000 1.0000000
RECORD PRECIPITATION 0 0.0000000 1.0000000
RECORD RAINFALL 0 0.0000000 1.0000000
RECORD SNOW 0 0.0000000 1.0000000
RECORD SNOW/COLD 0 0.0000000 1.0000000
RECORD SNOWFALL 0 0.0000000 1.0000000
Record temperature 0 0.0000000 1.0000000
RECORD TEMPERATURE 0 0.0000000 1.0000000
Record Temperatures 0 0.0000000 1.0000000
RECORD TEMPERATURES 0 0.0000000 1.0000000
RECORD WARM 0 0.0000000 1.0000000
RECORD WARM TEMPS. 0 0.0000000 1.0000000
Record Warmth 0 0.0000000 1.0000000
RECORD WARMTH 0 0.0000000 1.0000000
Record Winter Snow 0 0.0000000 1.0000000
RECORD/EXCESSIVE RAINFALL 0 0.0000000 1.0000000
RED FLAG CRITERIA 0 0.0000000 1.0000000
RED FLAG FIRE WX 0 0.0000000 1.0000000
REMNANTS OF FLOYD 0 0.0000000 1.0000000
RIP CURRENTS HEAVY SURF 0 0.0000000 1.0000000
RIVER AND STREAM FLOOD 0 0.0000000 1.0000000
ROCK SLIDE 0 0.0000000 1.0000000
ROTATING WALL CLOUD 0 0.0000000 1.0000000
RURAL FLOOD 0 0.0000000 1.0000000
Saharan Dust 0 0.0000000 1.0000000
SAHARAN DUST 0 0.0000000 1.0000000
Seasonal Snowfall 0 0.0000000 1.0000000
SEICHE 0 0.0000000 1.0000000
SEVERE COLD 0 0.0000000 1.0000000
SEVERE THUNDERSTORM 0 0.0000000 1.0000000
SEVERE THUNDERSTORM WINDS 0 0.0000000 1.0000000
SEVERE THUNDERSTORMS 0 0.0000000 1.0000000
SEVERE TURBULENCE 0 0.0000000 1.0000000
SLEET & FREEZING RAIN 0 0.0000000 1.0000000
SLEET STORM 0 0.0000000 1.0000000
SLEET/FREEZING RAIN 0 0.0000000 1.0000000
SLEET/ICE STORM 0 0.0000000 1.0000000
SLEET/RAIN/SNOW 0 0.0000000 1.0000000
SLEET/SNOW 0 0.0000000 1.0000000
small hail 0 0.0000000 1.0000000
Small Hail 0 0.0000000 1.0000000
SMALL STREAM 0 0.0000000 1.0000000
SMALL STREAM AND 0 0.0000000 1.0000000
SMALL STREAM AND URBAN FLOOD 0 0.0000000 1.0000000
SMALL STREAM AND URBAN FLOODIN 0 0.0000000 1.0000000
SMALL STREAM FLOOD 0 0.0000000 1.0000000
SMALL STREAM FLOODING 0 0.0000000 1.0000000
SMALL STREAM URBAN FLOOD 0 0.0000000 1.0000000
SMALL STREAM/URBAN FLOOD 0 0.0000000 1.0000000
Sml Stream Fld 0 0.0000000 1.0000000
SMOKE 0 0.0000000 1.0000000
SNOW- HIGH WIND- WIND CHILL 0 0.0000000 1.0000000
Snow Accumulation 0 0.0000000 1.0000000
SNOW ACCUMULATION 0 0.0000000 1.0000000
SNOW ADVISORY 0 0.0000000 1.0000000
SNOW AND COLD 0 0.0000000 1.0000000
SNOW AND HEAVY SNOW 0 0.0000000 1.0000000
Snow and Ice 0 0.0000000 1.0000000
SNOW AND ICE STORM 0 0.0000000 1.0000000
Snow and sleet 0 0.0000000 1.0000000
SNOW AND SLEET 0 0.0000000 1.0000000
SNOW AND WIND 0 0.0000000 1.0000000
SNOW DROUGHT 0 0.0000000 1.0000000
SNOW FREEZING RAIN 0 0.0000000 1.0000000
SNOW SHOWERS 0 0.0000000 1.0000000
SNOW SLEET 0 0.0000000 1.0000000
Snow squalls 0 0.0000000 1.0000000
SNOW SQUALLS 0 0.0000000 1.0000000
SNOW/ ICE 0 0.0000000 1.0000000
SNOW/BLOWING SNOW 0 0.0000000 1.0000000
SNOW/COLD 0 0.0000000 1.0000000
SNOW/FREEZING RAIN 0 0.0000000 1.0000000
SNOW/HEAVY SNOW 0 0.0000000 1.0000000
SNOW/ICE 0 0.0000000 1.0000000
SNOW/ICE STORM 0 0.0000000 1.0000000
SNOW/RAIN 0 0.0000000 1.0000000
SNOW/RAIN/SLEET 0 0.0000000 1.0000000
SNOW/SLEET 0 0.0000000 1.0000000
SNOW/SLEET/FREEZING RAIN 0 0.0000000 1.0000000
SNOW/SLEET/RAIN 0 0.0000000 1.0000000
SNOW 0 0.0000000 1.0000000
SNOWFALL RECORD 0 0.0000000 1.0000000
SNOWMELT FLOODING 0 0.0000000 1.0000000
SNOWSTORM 0 0.0000000 1.0000000
SOUTHEAST 0 0.0000000 1.0000000
STORM FORCE WINDS 0 0.0000000 1.0000000
STREAM FLOODING 0 0.0000000 1.0000000
STREET FLOOD 0 0.0000000 1.0000000
STREET FLOODING 0 0.0000000 1.0000000
Strong Wind 0 0.0000000 1.0000000
STRONG WIND GUST 0 0.0000000 1.0000000
Strong winds 0 0.0000000 1.0000000
Summary August 10 0 0.0000000 1.0000000
Summary August 11 0 0.0000000 1.0000000
Summary August 17 0 0.0000000 1.0000000
Summary August 2-3 0 0.0000000 1.0000000
Summary August 21 0 0.0000000 1.0000000
Summary August 28 0 0.0000000 1.0000000
Summary August 4 0 0.0000000 1.0000000
Summary August 7 0 0.0000000 1.0000000
Summary August 9 0 0.0000000 1.0000000
Summary Jan 17 0 0.0000000 1.0000000
Summary July 23-24 0 0.0000000 1.0000000
Summary June 18-19 0 0.0000000 1.0000000
Summary June 5-6 0 0.0000000 1.0000000
Summary June 6 0 0.0000000 1.0000000
Summary of April 12 0 0.0000000 1.0000000
Summary of April 13 0 0.0000000 1.0000000
Summary of April 21 0 0.0000000 1.0000000
Summary of April 27 0 0.0000000 1.0000000
Summary of April 3rd 0 0.0000000 1.0000000
Summary of August 1 0 0.0000000 1.0000000
Summary of July 11 0 0.0000000 1.0000000
Summary of July 2 0 0.0000000 1.0000000
Summary of July 22 0 0.0000000 1.0000000
Summary of July 26 0 0.0000000 1.0000000
Summary of July 29 0 0.0000000 1.0000000
Summary of July 3 0 0.0000000 1.0000000
Summary of June 10 0 0.0000000 1.0000000
Summary of June 11 0 0.0000000 1.0000000
Summary of June 12 0 0.0000000 1.0000000
Summary of June 13 0 0.0000000 1.0000000
Summary of June 15 0 0.0000000 1.0000000
Summary of June 16 0 0.0000000 1.0000000
Summary of June 18 0 0.0000000 1.0000000
Summary of June 23 0 0.0000000 1.0000000
Summary of June 24 0 0.0000000 1.0000000
Summary of June 3 0 0.0000000 1.0000000
Summary of June 30 0 0.0000000 1.0000000
Summary of June 4 0 0.0000000 1.0000000
Summary of June 6 0 0.0000000 1.0000000
Summary of March 14 0 0.0000000 1.0000000
Summary of March 23 0 0.0000000 1.0000000
Summary of March 24 0 0.0000000 1.0000000
SUMMARY OF MARCH 24-25 0 0.0000000 1.0000000
SUMMARY OF MARCH 27 0 0.0000000 1.0000000
SUMMARY OF MARCH 29 0 0.0000000 1.0000000
Summary of May 10 0 0.0000000 1.0000000
Summary of May 13 0 0.0000000 1.0000000
Summary of May 14 0 0.0000000 1.0000000
Summary of May 22 0 0.0000000 1.0000000
Summary of May 22 am 0 0.0000000 1.0000000
Summary of May 22 pm 0 0.0000000 1.0000000
Summary of May 26 am 0 0.0000000 1.0000000
Summary of May 26 pm 0 0.0000000 1.0000000
Summary of May 31 am 0 0.0000000 1.0000000
Summary of May 31 pm 0 0.0000000 1.0000000
Summary of May 9-10 0 0.0000000 1.0000000
Summary Sept. 25-26 0 0.0000000 1.0000000
Summary September 20 0 0.0000000 1.0000000
Summary September 23 0 0.0000000 1.0000000
Summary September 3 0 0.0000000 1.0000000
Summary September 4 0 0.0000000 1.0000000
Summary: Nov. 16 0 0.0000000 1.0000000
Summary: Nov. 6-7 0 0.0000000 1.0000000
Summary: Oct. 20-21 0 0.0000000 1.0000000
Summary: October 31 0 0.0000000 1.0000000
Summary: Sept. 18 0 0.0000000 1.0000000
Temperature record 0 0.0000000 1.0000000
THUDERSTORM WINDS 0 0.0000000 1.0000000
THUNDEERSTORM WINDS 0 0.0000000 1.0000000
THUNDERESTORM WINDS 0 0.0000000 1.0000000
Thundersnow shower 0 0.0000000 1.0000000
THUNDERSTORM DAMAGE 0 0.0000000 1.0000000
THUNDERSTORM DAMAGE TO 0 0.0000000 1.0000000
THUNDERSTORM HAIL 0 0.0000000 1.0000000
THUNDERSTORM W INDS 0 0.0000000 1.0000000
Thunderstorm Wind 0 0.0000000 1.0000000
THUNDERSTORM WIND 50 0 0.0000000 1.0000000
THUNDERSTORM WIND 52 0 0.0000000 1.0000000
THUNDERSTORM WIND 56 0 0.0000000 1.0000000
THUNDERSTORM WIND 59 0 0.0000000 1.0000000
THUNDERSTORM WIND 59 MPH 0 0.0000000 1.0000000
THUNDERSTORM WIND 59 MPH. 0 0.0000000 1.0000000
THUNDERSTORM WIND 60 MPH 0 0.0000000 1.0000000
THUNDERSTORM WIND 65 MPH 0 0.0000000 1.0000000
THUNDERSTORM WIND 65MPH 0 0.0000000 1.0000000
THUNDERSTORM WIND 69 0 0.0000000 1.0000000
THUNDERSTORM WIND 98 MPH 0 0.0000000 1.0000000
THUNDERSTORM WIND G50 0 0.0000000 1.0000000
THUNDERSTORM WIND G51 0 0.0000000 1.0000000
THUNDERSTORM WIND G55 0 0.0000000 1.0000000
THUNDERSTORM WIND G60 0 0.0000000 1.0000000
THUNDERSTORM WIND G61 0 0.0000000 1.0000000
THUNDERSTORM WIND TREES 0 0.0000000 1.0000000
THUNDERSTORM WIND. 0 0.0000000 1.0000000
THUNDERSTORM WIND/ TREE 0 0.0000000 1.0000000
THUNDERSTORM WIND/ TREES 0 0.0000000 1.0000000
THUNDERSTORM WIND/AWNING 0 0.0000000 1.0000000
THUNDERSTORM WIND/HAIL 0 0.0000000 1.0000000
THUNDERSTORM WIND/LIGHTNING 0 0.0000000 1.0000000
THUNDERSTORM WINDS LE CEN 0 0.0000000 1.0000000
THUNDERSTORM WINDS 2 0 0.0000000 1.0000000
THUNDERSTORM WINDS 50 0 0.0000000 1.0000000
THUNDERSTORM WINDS 52 0 0.0000000 1.0000000
THUNDERSTORM WINDS 53 0 0.0000000 1.0000000
THUNDERSTORM WINDS 60 0 0.0000000 1.0000000
THUNDERSTORM WINDS 61 0 0.0000000 1.0000000
THUNDERSTORM WINDS 62 0 0.0000000 1.0000000
THUNDERSTORM WINDS 63 MPH 0 0.0000000 1.0000000
THUNDERSTORM WINDS AND 0 0.0000000 1.0000000
THUNDERSTORM WINDS FUNNEL CLOU 0 0.0000000 1.0000000
THUNDERSTORM WINDS G 0 0.0000000 1.0000000
THUNDERSTORM WINDS G60 0 0.0000000 1.0000000
THUNDERSTORM WINDS HAIL 0 0.0000000 1.0000000
THUNDERSTORM WINDS HEAVY RAIN 0 0.0000000 1.0000000
THUNDERSTORM WINDS LIGHTNING 0 0.0000000 1.0000000
THUNDERSTORM WINDS SMALL STREA 0 0.0000000 1.0000000
THUNDERSTORM WINDS URBAN FLOOD 0 0.0000000 1.0000000
THUNDERSTORM WINDS. 0 0.0000000 1.0000000
THUNDERSTORM WINDS/ FLOOD 0 0.0000000 1.0000000
THUNDERSTORM WINDS/ HAIL 0 0.0000000 1.0000000
THUNDERSTORM WINDS/FLASH FLOOD 0 0.0000000 1.0000000
THUNDERSTORM WINDS/FLOODING 0 0.0000000 1.0000000
THUNDERSTORM WINDS/FUNNEL CLOU 0 0.0000000 1.0000000
THUNDERSTORM WINDS/HEAVY RAIN 0 0.0000000 1.0000000
THUNDERSTORM WINDS53 0 0.0000000 1.0000000
THUNDERSTORM WINDSHAIL 0 0.0000000 1.0000000
THUNDERSTORM WINS 0 0.0000000 1.0000000
THUNDERSTORMS 0 0.0000000 1.0000000
THUNDERSTORMS WIND 0 0.0000000 1.0000000
THUNDERSTORMW 50 0 0.0000000 1.0000000
THUNDERSTORMW WINDS 0 0.0000000 1.0000000
THUNDERSTORMWINDS 0 0.0000000 1.0000000
THUNDERSTROM WIND 0 0.0000000 1.0000000
THUNDERSTROM WINDS 0 0.0000000 1.0000000
THUNDERTSORM WIND 0 0.0000000 1.0000000
THUNDESTORM WINDS 0 0.0000000 1.0000000
THUNERSTORM WINDS 0 0.0000000 1.0000000
TIDAL FLOOD 0 0.0000000 1.0000000
Tidal Flooding 0 0.0000000 1.0000000
TORNADO DEBRIS 0 0.0000000 1.0000000
TORNADO F0 0 0.0000000 1.0000000
TORNADO F1 0 0.0000000 1.0000000
TORNADO/WATERSPOUT 0 0.0000000 1.0000000
TORNADOES 0 0.0000000 1.0000000
TORNADOS 0 0.0000000 1.0000000
TORNDAO 0 0.0000000 1.0000000
TORRENTIAL RAIN 0 0.0000000 1.0000000
TROPICAL DEPRESSION 0 0.0000000 1.0000000
TROPICAL STORM ALBERTO 0 0.0000000 1.0000000
TROPICAL STORM DEAN 0 0.0000000 1.0000000
TROPICAL STORM JERRY 0 0.0000000 1.0000000
TSTM 0 0.0000000 1.0000000
TSTM HEAVY RAIN 0 0.0000000 1.0000000
Tstm Wind 0 0.0000000 1.0000000
TSTM WIND (G45) 0 0.0000000 1.0000000
TSTM WIND (41) 0 0.0000000 1.0000000
TSTM WIND 40 0 0.0000000 1.0000000
TSTM WIND 45 0 0.0000000 1.0000000
TSTM WIND 50 0 0.0000000 1.0000000
TSTM WIND 51 0 0.0000000 1.0000000
TSTM WIND 52 0 0.0000000 1.0000000
TSTM WIND 55 0 0.0000000 1.0000000
TSTM WIND 65) 0 0.0000000 1.0000000
TSTM WIND AND LIGHTNING 0 0.0000000 1.0000000
TSTM WIND DAMAGE 0 0.0000000 1.0000000
TSTM WIND G45 0 0.0000000 1.0000000
TSTM WIND G58 0 0.0000000 1.0000000
TSTM WINDS 0 0.0000000 1.0000000
TSTM WND 0 0.0000000 1.0000000
TSTMW 0 0.0000000 1.0000000
TUNDERSTORM WIND 0 0.0000000 1.0000000
Unseasonable Cold 0 0.0000000 1.0000000
UNSEASONABLY COOL 0 0.0000000 1.0000000
UNSEASONABLY COOL & WET 0 0.0000000 1.0000000
UNSEASONABLY DRY 0 0.0000000 1.0000000
UNSEASONABLY HOT 0 0.0000000 1.0000000
UNSEASONABLY WARM & WET 0 0.0000000 1.0000000
UNSEASONABLY WARM YEAR 0 0.0000000 1.0000000
UNSEASONABLY WARM/WET 0 0.0000000 1.0000000
UNSEASONABLY WET 0 0.0000000 1.0000000
UNSEASONAL LOW TEMP 0 0.0000000 1.0000000
UNSEASONAL RAIN 0 0.0000000 1.0000000
UNUSUAL WARMTH 0 0.0000000 1.0000000
UNUSUAL/RECORD WARMTH 0 0.0000000 1.0000000
UNUSUALLY COLD 0 0.0000000 1.0000000
UNUSUALLY LATE SNOW 0 0.0000000 1.0000000
UNUSUALLY WARM 0 0.0000000 1.0000000
URBAN AND SMALL 0 0.0000000 1.0000000
URBAN AND SMALL STREAM 0 0.0000000 1.0000000
URBAN AND SMALL STREAM FLOOD 0 0.0000000 1.0000000
Urban flood 0 0.0000000 1.0000000
Urban Flood 0 0.0000000 1.0000000
URBAN FLOOD 0 0.0000000 1.0000000
URBAN FLOOD LANDSLIDE 0 0.0000000 1.0000000
Urban Flooding 0 0.0000000 1.0000000
URBAN FLOODING 0 0.0000000 1.0000000
URBAN FLOODS 0 0.0000000 1.0000000
URBAN SMALL 0 0.0000000 1.0000000
URBAN SMALL STREAM FLOOD 0 0.0000000 1.0000000
URBAN/SMALL 0 0.0000000 1.0000000
URBAN/SMALL FLOODING 0 0.0000000 1.0000000
URBAN/SMALL STREAM 0 0.0000000 1.0000000
URBAN/SMALL STREAM FLOOD 0 0.0000000 1.0000000
URBAN/SMALL STREAM FLOOD 0 0.0000000 1.0000000
URBAN/SMALL STREAM FLOODING 0 0.0000000 1.0000000
URBAN/SMALL STRM FLDG 0 0.0000000 1.0000000
URBAN/SML STREAM FLDG 0 0.0000000 1.0000000
URBAN/STREET FLOODING 0 0.0000000 1.0000000
VERY DRY 0 0.0000000 1.0000000
VERY WARM 0 0.0000000 1.0000000
VOG 0 0.0000000 1.0000000
Volcanic Ash 0 0.0000000 1.0000000
VOLCANIC ASH 0 0.0000000 1.0000000
Volcanic Ash Plume 0 0.0000000 1.0000000
VOLCANIC ASHFALL 0 0.0000000 1.0000000
VOLCANIC ERUPTION 0 0.0000000 1.0000000
WAKE LOW WIND 0 0.0000000 1.0000000
WALL CLOUD 0 0.0000000 1.0000000
WALL CLOUD/FUNNEL CLOUD 0 0.0000000 1.0000000
WARM DRY CONDITIONS 0 0.0000000 1.0000000
WATER SPOUT 0 0.0000000 1.0000000
WATERSPOUT- 0 0.0000000 1.0000000
WATERSPOUT-TORNADO 0 0.0000000 1.0000000
WATERSPOUT FUNNEL CLOUD 0 0.0000000 1.0000000
WATERSPOUT/ 0 0.0000000 1.0000000
WATERSPOUT/ TORNADO 0 0.0000000 1.0000000
WATERSPOUTS 0 0.0000000 1.0000000
WAYTERSPOUT 0 0.0000000 1.0000000
wet micoburst 0 0.0000000 1.0000000
WET MICROBURST 0 0.0000000 1.0000000
Wet Month 0 0.0000000 1.0000000
WET SNOW 0 0.0000000 1.0000000
WET WEATHER 0 0.0000000 1.0000000
Wet Year 0 0.0000000 1.0000000
WHIRLWIND 0 0.0000000 1.0000000
WILD/FOREST FIRES 0 0.0000000 1.0000000
WILDFIRES 0 0.0000000 1.0000000
Wind 0 0.0000000 1.0000000
WIND ADVISORY 0 0.0000000 1.0000000
WIND AND WAVE 0 0.0000000 1.0000000
WIND CHILL 0 0.0000000 1.0000000
WIND CHILL/HIGH WIND 0 0.0000000 1.0000000
Wind Damage 0 0.0000000 1.0000000
WIND DAMAGE 0 0.0000000 1.0000000
WIND GUSTS 0 0.0000000 1.0000000
WIND/HAIL 0 0.0000000 1.0000000
WINTER MIX 0 0.0000000 1.0000000
WINTER STORM/HIGH WIND 0 0.0000000 1.0000000
WINTER STORM/HIGH WINDS 0 0.0000000 1.0000000
Winter Weather 0 0.0000000 1.0000000
WINTERY MIX 0 0.0000000 1.0000000
Wintry mix 0 0.0000000 1.0000000
Wintry Mix 0 0.0000000 1.0000000
WND 0 0.0000000 1.0000000