Playing with Data

Personal Views Expressed in Data

Attempts at Assessing Chaser Contributions to the Warning Process

I am going to begin this post by saying upfront, in bold font.

This post is not an “anti-chasing” post. I have no problem with people wanting to chase.

I merely have a problem with people justifying their chase activities by saying they do it to “help the NWS” or to “save lives”. I have no problem with people who chase, just be honest with why you do it. In fact, since I know I’m going to take a lot of heat from certain groups within the chaser community, I’m going to repeat it.

This post is not an “anti-chasing” post.

OK, now that the disclaimer is out of the way, what is the purpose of this post?

In the wake of last weekend’s tornado outbreak, several news agencies (LA Times, USA Today, and Detroit Free Press just to name a few) have written stories on the (exponential?) increase in the number of storm chasers on the roadways. It is not my intention to discuss the complaints of emergency managers and other local government officials. (That will have to be left for a future post.) Nor do I intend to discuss whether chasing is morally wrong and/or should it be outlawed. Instead, I want to stick to the all-too-often used storm chaser justification for chasing, “Storm chasers save lives.” I’ve seen this justification used in the numerous stories I’ve read this week. I’ve heard storm chasers complain about the “bad rap” they are getting; that people are focusing on the actions of a few and forgetting that “chasers save lives”.

Storm chasing really began to take off in the mid-1990s with the advent of the first Verification of the Origin of Rotation in Tornadoes Experiment (VORTEX) and the subsequent movie Twister. Since these two events, the number of people who identified themselves as chasers has been on the rise (at least according to my perceptions). In recent years, television shows on storm chasing, software such as GRLevel3, ThreatNet, and Spotter Network, as well as the increased cell-phone bandwidth, among many other things, has resulted in what I perceive as an almost exponential growth in the number of storm chasers. If these storm chasers really were chasing to “save lives” as many or most claim, I would hope to see some sort of reflection of this in the fatality counts from tornadoes. After all, more people out saving lives should result in more lives being saved.

Below is a figure courtesy of Dr. Harold Brooks. It shows the annual number of tornado fatalities in the United States in terms of deaths per million people. Examining tornado fatalities in this context attempts to account for the fact that the population is increasing, and thus there are more people susceptible to losing their life in a tornado.

What should be very obvious is that from about 1950 through about 2000 the trend is decisively downward. However, since around 2000, the trend is approximately flat, meaning that the odds of dying from a tornado is roughly the same now as it was back in 2000. This figure is one of my absolute favorites as it contains a lot of information and leads to a lot of tough questions for the severe weather community. One question that is often asked is, why does the trend seem to flatten out in the 2000s? There could be a lot of reasons why this is, and we’ll leave those to another post. My point here is that with the explosion in the number of chasers, I would expect to see some reflection of this in the number of fatalities resulting from tornadoes. However, the data do not seem to suggest that storm chasers have had that much influence in saving lives.

“But, Patrick, storm chasers provide a valuable service to the National Weather Service by providing real-time information to aid in the warning process. You can’t use a single figure to negate all the contributions of chasers to the warning process!” Fair enough. If chasers do provide a significant impact in the warning process, we should see some reflection of their contributions in the various tornado and tornado warning metrics, so let’s take a look.

Above is a figure that breaks down the number of reported tornadoes by year and by F/EF rating. As with the figure before it, there is a lot of information behind the data going into this figure, but we’ll leave that for another post as well. For the current purpose, you’ll notice that for the most part, most of the data have remained unchanged. The exception being the number of EF-0 tornadoes, and to a lesser extent the number of EF-1 tornadoes, dramatically increases starting around 1990. This increase coincides with the advent and widespread adoption of Doppler radars. With the increased information Doppler radar provided meteorologists, weaker tornadoes were more easily detected, and thus, the number of reported weaker tornadoes has increased. If chasers had a significant impact in the number of tornadoes observed, I would expect to see some sort of change to the trend-lines beginning in the mid-1990s as the increased number of chasers saw more of the tornadoes that meteorologists missed. The truth is, the impact of chasing is circumstantially less than the impact due to adoption of Doppler radar.

To illustrate this even further, lets consider the probability that a tornado will occur in a tornado warning probability that a tornado that is occurring has been or will be warned. (In verification parlance, this is known as Probability of Detection, or POD.) As the figure below indicates, the Probability of Detection has increased consistently, albeit slowly, since around 1990, which is roughly when the increase in weaker tornadoes began. Taking these two pieces of information together, it would suggest that the Probability of Detection has increased as a result of detecting the weaker (F/EF-0 and F/EF-1) tornadoes, and not the result of chasers making reports.

Considering the Probability of Detection aspect of the problem lead me to consider, well maybe chasers have an impact on the tornado warning lead time. With chasers calling in those “rotating wall cloud” reports, maybe the lead time has increased. The mean lead time for all tornado warnings is shown below.

Now, this figure requires a bit of explanation. The National Weather Service defines lead time in a quirky way. First, lead time is merely the amount of time elapsed from the issuance of a tornado warning to the first report of a tornado. Sounds simple enough, right? Well, it gets tricky when you consider a tornado that occurs before a tornado warning. In this case, one would expect a negative lead time. This negative lead time would approach negative infinity in the case that a tornado is never warned. However, this is not how the National Weather Service reports lead time. The NWS assigns a lead time of 0 for all tornadoes that occur before or without the issuance of a tornado. Thus, if you have a low Probability of Detection Thus, if a tornado does not have a warning, or warnings are not issued until after the a tornado is reported, you would expect to have a low lead time because of all the zero lead times that would be averaged in.

What we see in the figure above is that the tornado warning lead time has increased fairly consistently since around 1990. It has increased from about roughly 5 minutes to roughly 15 minutes. Once again, however, this increase in lead time does not appear to be related to storm chasers. In fact, it appears to be directly related to the increase in Probability of Detection.

Plotting the Probability of Detection (multiplied by 20) on the same plot as Tornado Warning Lead Time (above), it becomes pretty obvious that the two are highly correlated. In fact, if we were to plot the linear trend lines of the two metrics (below), we would find that the slope is almost the exact same!

For completeness, I’ve plotted both the raw values and the trend lines on the same plot above. Once again, I do not see any significant impact from storm chasers on these metrics. I firmly believe that they are all attributable to better forecaster training and widespread adoption of Doppler Radar.

Maybe chasers have an impact on the False Alarm Ratio, or the number of times a tornado warning is issued and a tornado fails to develop. Certainly chasers have had an impact here, right? After all, with the number of chasers out there reporting what the see in real time back to the NWS, the NWS is issues fewer tornado warnings where no tornado occurs. Unfortunately, as the figure below indicates, the False Alarm Ratio, or FAR, has not changed since 1986. It has remained fairly constant around 75%

Yes, I admit that all of this “evidence” is circumstantial; maybe the improvements since 1990 are the result of chasers and not Doppler Radar. (Maybe we should ask NWS forecasters if they would rather have Doppler Radar or chasers?) I also admit that there could be some chasers who really do chase with intention of “saving lives” or “aiding the warning process”, but I think these chasers are few and far between. Instead, what I really see, and believe, are chasers who are interested in chasing for their own reasons (adrenaline, fame, money, etc) and try to pass it off as a noble cause. If people really did chase for the sole reason of helping others, there would be no need for still and video cameras and no need for chasers to get as close as possible. Please don’t insult my intelligence by claiming to chase to “save lives”. I do not see paramedics and firefighters setting up tripods at the scenes of fires and accidents, so why are chasers unless there is another motivation? At least be honest with yourselves and with those around you, and say you, and most other chasers, chase for personal reasons, and if you remember to help the NWS out while doing it, you try to do so.

To summarize, I believe chasers have a limited impact on the warning process, and don’t appear to directly “save lives”. With that said, I don’t have no problem with people who want to chase. My problem lies with people who chase and then are dishonest about, or at least misrepresenting, their intentions.

Lastly, I want to make a distinction between “spotters” and “chasers”. Spotters have been around for a long time, dating back to the days of World War II (and possibly longer). The role of spotters used to be to warn military bases about approaching thunderstorms so that people could be removed from munition depots on the off-chance that lighting stuck the munitions. Spotters tend to be tied to local communities and have relationships with the local officials involved in decision making process. I suspect that spotters have a much greater role in the warning process than chasers, although, it appears (at least circumstantially) that this contribution is still at the margins.

Again, these are my interpretations of the data; I’m sure others will interpret the data in other ways, and I have no doubt that those of you who disagree with my interpretation will let me know.

Please read my response titled Comments on "Attempts at Assessing Chaser Contributions to the Warning Process" before posting comments. Thanks for understanding.

Tornado Emergency Success or Failure?

Clarification/Reiteration: This post is not meant to criticize the decisions of the NWS Wichita office. Based on the protocol they are expected to follow, they did exactly what they were supposed to do in this circumstance. They did an amazing job. This post is one in a series designed to keep the discussion going regarding the use of enhanced wording. It is designed to focus on the policy, not the forecast.

On Saturday evening a the National Weather Service in Wichita was receiving reports of a large, violent tornado moving toward the city of Conway Springs, KS. Based on the protocol of the Impacts Based Warnings pilot program, the local NWS office issued a Tornado Emergency for Conway Springs. (The text of this warning, including the line

...TORNADO EMERGENCY FOR CONWAY SPRINGS...

can be found below.) Fortunately for the residents of Conway Springs, a devastating tornado failed to occur. The original tornado that prompted the tornado emergency weakened and dissipated to the west-southwest of Conway Springs. A second tornado developed to the southeast of the original tornado and moved to the east-northeast and missed Conway Spring to the east.

Above is the image from the NWS Wichita, KS homepage. (Original image can be found on this page). It clearly shows that Conway Springs was spared from damage from the tornadoes. Based on how I have defined tornado emergencies in my research, this (potentially) would be considered a successful Tornado Emergency, as a tornado occurred within the bounds of the tornado polygon. (It’s “potential” depending on what tornado intensity threshold you want to use for a tornado emergency.)

However, since the Severe Weather Statement that announced the Tornado Emergency specifically stated,

...TORNADO EMERGENCY FOR CONWAY SPRINGS...

should this be considered a successful Tornado Emergency, even though the city was not hit? What if you lived in Conway Springs, heard from the local TV station that this was a Tornado Emergency and a “Catastrophic Warning”, as at least one Wichita television station said, and decided that your best bet is to get into your car and leave town? If you drove west, south, or east, chances are you might have driven into one of the two tornadoes, whereas staying at home would have spared you. Would that person consider this a successful Tornado Emergency? I would speculate that he or she would not, as I know I would not. All of these are scenarios and questions that we do not have answers for. This is why the Impacts Based Warnings pilot program should have engaged social scientists and researched before being tested operationally.

I’ll reiterate my position:

The current warning system has problems, but works remarkably well for a vast majority of the population, despite these problems. At the same time, no one in the severe weather community understands, let alone can articulate, what these problems actually are. Before attempting to implement solutions to address what the problems are perceived to be, the severe weather community needs to seek to understand what the problems are. Only then, once the problems are known and understood, can solutions can be proposed, tested, revised, and tested again before being implemented into a warning system that has undoubtedly saved tens of thousands of lives throughout the course of it’s use.

The text of the Severe Weather Statement issuing a Tornado Emergency for Conway Springs, KS.


815
WWUS53 KICT 150236
SVSICT

SEVERE WEATHER STATEMENT
NATIONAL WEATHER SERVICE WICHITA KS
936 PM CDT SAT APR 14 2012

KSC191-150300-
/O.CON.KICT.TO.W.0029.000000T0000Z-120415T0300Z/
SUMNER KS-
936 PM CDT SAT APR 14 2012

...A TORNADO WARNING REMAINS IN EFFECT FOR NORTHERN SUMNER COUNTY
UNTIL 1000 PM CDT...

...TORNADO EMERGENCY FOR CONWAY SPRINGS...

AT 932 PM CDT...A CONFIRMED LARGE...VIOLENT AND EXTREMELY DANGEROUS
TORNADO WAS LOCATED 5 MILES SOUTHWEST OF CONWAY SPRINGS...AND MOVING
NORTHEAST AT 35 MPH.

THIS IS A PARTICULARLY DANGEROUS SITUATION.

HAZARD...DEADLY TORNADO.

SOURCE...SPOTTER CONFIRMED TORNADO.

IMPACT...THIS IS A LIFE THREATENING SITUATION. YOU COULD BE KILLED IF
         NOT UNDERGROUND OR IN A TORNADO SHELTER. COMPLETE
         DESTRUCTION OF ENTIRE NEIGHBORHOODS IS LIKELY. MANY WELL
         BUILT HOMES AND BUSINESSES WILL BE COMPLETELY SWEPT FROM
         THEIR FOUNDATIONS. DEBRIS WILL BLOCK MOST ROADWAYS. MASS
         DEVASTATION IS HIGHLY LIKELY MAKING THE AREA UNRECOGNIZABLE
         TO SURVIVORS.

LOCATIONS IMPACTED INCLUDE...
WELLINGTON...CONWAY SPRINGS...BELLE PLAINE...WELLINGTON AIRPORT AND
RIVERDALE.

PRECAUTIONARY/PREPAREDNESS ACTIONS...

TO REPEAT...A LARGE...EXTREMELY DANGEROUS AND POTENTIALLY DEADLY
TORNADO IS ON THE GROUND. TO PROTECT YOUR LIFE...TAKE COVER NOW. MOVE
TO AN INTERIOR ROOM ON THE LOWEST FLOOR OF A STURDY BUILDING. AVOID
WINDOWS. IF IN A MOBILE HOME...A VEHICLE OR OUTDOORS...MOVE TO THE
CLOSEST SUBSTANTIAL SHELTER AND PROTECT YOURSELF FROM FLYING DEBRIS.

TORNADOES ARE DIFFICULT TO SEE AND CONFIRM AT NIGHT. TAKE COVER NOW.

&&

LAT...LON 3748 9781 3747 9715 3730 9715 3706 9780
TIME...MOT...LOC 0235Z 213DEG 30KT 3735 9768

TORNADO...OBSERVED
TORNADO DAMAGE THREAT...CATASTROPHIC
HAIL...2.50IN

$$

SPC Day 2 High Risks

Today, the Storm Prediction Center has issued a Day 2 High Risk for only the second time in it’s history. When was the previous one? 06 April 2006 for the vicinity affected by the 27 April 2011 outbreak. For those interested, the SPC DID NOT issue a Day 2 High Risk for the 27 April 2011 outbreak.

Below is a figure that plots the SPC forecast probabilities for the Day 2 High Risk. (The area contained in the 60% area is what was defined to be the High Risk.) In addition to plotting the forecast probabilities, the verifying storm reports from the National Weather Service publication Storm Data are overlaid. You may notice in the report legend (lower right), the total number of reports of that type and the total number of significant reports of the given type as included. In case you do not know, a significant report is:

  • Wind Gust great than or equal to 64 kts
  • Hail greater than or equal to 2 inches in diameter
  • Tornadoes greater than or equal to F/EF2 strength

So, since the SPC did not issue a Day 2 High Risk for 27 April 2011, does this mean that the SPC is expecting an even bigger severe weather event across the central US tomorrow? Not necessarily. On 26 April 2011, most meteorologists knew a significant tornado outbreak was going to occur the following day. In fact, most everyone I know expected the SPC Day 1 outlook to have a High Risk on 27 April 2011. The reason the 26 April 2011 SPC Day 2 outlook did not include a High Risk is because there were lingering uncertainties as to where the greatest concentration of severe weather would occur. So, even though today’s Day 2 outlook contains a High Risk, it does not necessarily mean that SPC is expecting an even bigger outbreak than 27 April 2011 tomorrow. It just means that SPC has a higher confidence on the region to be affected.

SPC Day 3 Moderates in Context: What Do They Become?

UPDATES

(28 April 2013): Updated to add 16/17 April 2013 outlooks. Also added verification for all days.
(15 April 2013): Updated to account for today’s Day 3 Moderate Risk

In light of all the discussion surrounding today’s Day 3 Moderate Risk issued by the Storm Prediction Center, one question that is on a lot of people’s mind is, “What do Day 3 Moderate Risks Become?” Well, here’s the answer…

  • Every Day 3 Moderate Risk has remained a Day 2 Moderate Risk or greater.
  • Every Day 3 Moderate Risk remained at Moderate or High Risk level for at least one Day 1 outlook.
  • 4 of 11 Day 3 Moderate Risks were Day 1 High Risk at some point during Day 1.

Note: this post is a follow up to the original SPC Day 3 Moderates in Context from 2011.

Weather Ready Nation: My Conversation

EDIT (28 March 2012 at 8:40PM CDT):
The title of this post is not a knock on the NWS’ Weather Ready Nation Initiative. I believe it’s a well-intentioned first step. "My Conversation" is merely a reflection of my desire to have a free-flowing, honest grassroots discussion. I offer my opinions as a starting point, not as the solutions.

The month of February saw me take the written portion of my general examination and the first half of March saw me prepare for and defend the oral portion of the general examination. A future blog post will describe in more detail what the general exam process was like, as well as provide a copy of my written question, written response, and oral presentation. I write this as a feeble defense as to why things have been quiet here. That’s about to change…

I won’t go into all the details of everything coming up, but I do want to pass along that I will be visiting the University of Alabama at Huntsville on 4-6 April 2012. The purpose of this visit is to give a seminar (12:45PM on 5 April 2012) titled, “Tornado Warnings: Past, Present, and Future“. In addition to the reasoning listed in the abstract (below), a lot of this seminar has grown out of my interest in the tornado warning process and the work previously posted on this blog. If you are in the area and are interested in attending the seminar, please contact me and I’ll put you in contact with the University. I’m hoping that EMs, Media, and NWS people can attend. As is my policy, the presentation will be posted online after giving it. Furthermore, in support of open science and reproducible research, I will be making available all of my code and data. I hope to do this for all of the research presented in this blog. My philosophy, “Don’t take my word for it; do it yourself, and here’s how you can get started.” (More on this in future posts.)

Tornado Warnings: Past, Present, and Future

2011 saw a record number of tornado fatalities for the modern era (1980-present), even though NWS warning performance was considered excellent by most current measures of service. This leads to the question, “If warning performance was ‘good’ by current metrics, what happened last year?” This question was at the heart of the NWS’ Weather Ready Nation initiative, which seeks to understand why so many people perished. In addition to the Weather Ready Nation initiative, NWS Central Region is undertaking a pilot program to study the feasibility of issuing impact based warnings.

This talk stems from my personal observations and discussions held during the first Weather Ready Nation meeting, focusing on the role of the NWS’ Tornado Warning product and it’s place in the warning process. Trends in tornado warnings, and the increasingly popular tornado emergency, will be presented in the context of how to measure service. Discussion will focus on the questions “Is the current tornado warning process the best it can be?” and “How do we measure ‘service’?”.

It is my belief that the meteorological community stands on a precipice regarding the future of tornado warnings, and a community dialog is needed before embarking on initiatives that we won’t be able to undo. The purpose of this talk is to start a community dialog and stimulate discussion on moving forward. Definitive answers to questions raised will not be provided — they may not exist.

As I state in the abstract, I don’t pretend to have all the answers. I’m merely offering my opinions as a means of starting a conversation — a conversation I truly believe needs to take place. I hope you will participate.