
NFL Rankings – Week 4
- New England Patriots
- Dallas Cowboys
- Pittsburgh Steelers
- Green Bay Packers
- Atlanta Falcons
- Kansas City Chiefs
- Tampa Bay Buccaneers
- Philadelphia Eagles
- Baltimore Ravens
- Oakland Raiders
- Seattle Seahawks
- Arizona Cardinals
- Tennessee Titans
- Denver Broncos
- Carolina Panthers
- Minnesota Vikings
- Cincinnati Bengals
- Detroit Lions
- New York Giants
- New Orleans Saints
- Los Angeles Chargers
- Miami Dolphins
- Chicago Bears
- Houston Texans
- Los Angeles Rams
- Cleveland Browns
- Jacksonville Jaguars
- Washington Football Team
- Buffalo Bills
- Indianapolis Colts
- San Francisco 49ers
- New York Jets
NFL Picks – Week 3
LA Rams at San Francisco
Prediction: Rams 23-19
Pick: Rams -3
Total: Over 39.5
Baltimore at Jacksonville
Prediction: Ravens 21-16
Pick: Ravens -3.5
Total: Under 39
Denver at Buffalo
Prediction: Broncos 20-16
Pick: Broncos -3
Total: Under 40
New Orleans at Carolina
Prediction: Saints 27-26
Pick: Saints +5.5
Total: Over 46.5
Pittsburgh at Chicago
Prediction: Steelers 30-20
Pick: Steelers -7.5
Total: Over 44
Cleveland at Indianapolis
Prediction: Colts 21-17
Pick: Colts +1.5
Total: Under 41
Atlanta at Detroit
Prediction: Lions 25-24
Pick: Lions +3
Total: Under 51
Tampa Bay at Minnesota
Prediction: Vikings 21-16
Pick: Vikings EVEN
Total: Under 41
Houston at New England
Prediction: Patriots 27-15
Pick: Texans +13.5
Total: Under 44.5
Miami at NY Jets
Prediction: Dolphins 24-16
Pick: Dolphins -6.5
Total: Under 43
NY Giants at Philadelphia
Prediction: Eagles 21-19
Pick: Giants +6.5
Total: Under 42.5
Seattle at Tennessee
Prediction: Seahawks 22-21
Pick: Seahawks +2.5
Total: Over 42.5
Cincinnati at Green Bay
Prediction: Packers 26-22
Pick: Bengals +9.5
Total: Over 46.5
Kansas City at LA Chargers
Prediction: Chargers 25-24
Pick: Chargers +3.5
Total: Over 48
Oakland at Washington
Prediction: Raiders 26-25
Pick: Washington Football Team +3.5
Total: Under 54.5
Dallas at Arizona
Prediction: Cardinals 27-24
Pick: Cardinals +3.5
Total: Over 47
NFL Rankings – Week 2
- New England Patriots
- Pittsburgh Steelers
- Atlanta Falcons
- Arizona Cardinals
- Kansas City Chiefs
- Philadelphia Eagles
- Green Bay Packers
- Seattle Seahawks
- Washington Football Team
- Detroit Lions
- Carolina Panthers
- Los Angeles Rams
- Houston Texans
- Tampa Bay Buccaneers
- Indianapolis Colts
- Minnesota Vikings
- Dallas Cowboys
- New Orleans Saints
- Cincinnati Bengals
- Baltimore Ravens
- Jacksonville Jaguars
- Chicago Bears
- Cleveland Browns
- Tennessee Titans
- Oakland Raiders
- Miami Dolphins
- New York Giants
- San Francisco 49ers
- Buffalo Bills
- Denver Broncos
- Los Angeles Chargers
- New York Jets
NFL Picks – Week 2
Houston at Cincinnati
Prediction: Bengals 22-21
Pick: Texans +6.5
Total: Over 38
Buffalo at Carolina
Prediction: Panthers 27-18
Pick: Panthers -7.5
Total: Over 43
Arizona at Indianapolis
Prediction: Cardinals 24-19
Pick: Colts +7.5
Total: Under 44.5
Tennessee at Jacksonville
Prediction: Jaguars 20-17
Pick: Jaguars +2.5
Total: Under 43.5
Philadelphia at Kansas City
Prediction: Chiefs 24-21
Pick: Eagles +5.5
Total: Under 48
New England at New Orleans
Prediction: Patriots 34-23
Pick: Patriots -7
Total: Over 56 PUSH
Minnesota at Pittsburgh
Prediction: Steelers 26-13
Pick: Steelers -5.5
Total: Under 45.5
Cleveland at Baltimore
Prediction: Ravens 24-20
Pick: Browns +8
Total: Over 38.5
Chicago at Tampa Bay
Prediction: Buccaneers 26-21
Pick: Bears +7
Total: Over 43
NY Jets at Oakland
Prediction: Raiders 30-19
Pick: Jets +14
Total: Over 43.5
Miami at LA Chargers
Prediction: Dolphins 20-18
Pick: Dolphins +4.5
Total: Under 45.5
Dallas at Denver
Prediction: Cowboys 26-22
Pick: Cowboys -2.5
Total: Over 42
Washington at LA Rams
Prediction: Rams 24-22
Pick: Washington Football Team +3
Total: Under 46
San Francisco at Seattle
Prediction: Seahawks 26-15
Pick: 49ers +14
Total: Under 42
Green Bay at Atlanta
Prediction: Falcons 29-24
Pick: Falcons -2.5
Total: Under 54.5
Detroit at NY Giants
Prediction: Lions 27-23
Pick: Lions +3
Total: Over 43.5
Triggered – a look at the LSU judge sentencing paper
One of the reasons I love the application of statistics to sports is the unique ways in which sports can help us better understand human behavior.
I was thus excited to read** a working paper out of LSU’s Ozkan Eren and Naci Mocan that looked at how the sentencing of Louisiana judges in juvenile court varied given the performance of the state’s favorite football team, the LSU Tigers. The paper can be read here – alternatively, check out SB Nation’s summary here.
Using regression-based approaches on court decisions between 1996 and 2012, the authors write:
We show that upset losses of the LSU football team increase disposition (sentence) length imposed by judges, and that this effect persists throughout the work week following a Saturday game. On the other hand, losses of games that were expected to be close contests ex-ante, as well as upset wins have no impact. We…
View original post 709 more words
NFL Preview
This model is a bit insane. But I’m posting it anyway. Because why not. New England vs Washington in the Super Bowl. And the Browns make the playoffs. You heard it here first.
AFC
East
Patriots 12-4 (11.792)
Bills 8-8 (7.965)
Dolphins 6-10 (6.108)
Jets 5-11 (5.433)
North
Steelers 10-6 (10.374)
Baltimore 8-8 (8.433)
Browns 8-8 (8.280)
Bengals 7-9 (6.942)
South
Titans 9-7 (8.600)
Colts 8-8 (8.260)
Texans 7-9 (6.949)
Jaguars 7-9 (6.932)
West
Chiefs 10-6 (9.691)
Broncos (8-8) 7.599
Raiders 7-9 (6.976)
Chargers 7-9 (6.886)
NFC
East
Washington Football Team 10-6 (9.881)
Eagles 9-7 (9.190)
Cowboys 9-7 (9.084)
Giants 7-9 (7.465)
South
Falcons 10-6 (9.556)
Saints 8-8 (8.143)
Buccaneers 8-8 (7.827)
Panthers 8-8 (7.665)
North
Vikings 9-7 (8.543)
Packers 8-8 (8.203)
Bears 7-9 (6.932)
Lions 7-9 (6.912)
West
Cardinals 10-6 (9.564)
Seahawks 9-7 (9.176)
Rams 6-10 (5.665)
49ers 5-11 (5.072)
Playoffs
AFC
- Patriots
- Steelers
- Chiefs
- Titans
- Ravens
- Browns
NFC
- Washington Football Team
- Cardinals
- Falcons
- Vikings
- Seahawks
- Eagles
Wild Card Round
Chiefs over Browns 22-15
Titans over Ravens 22-20
Falcons over Eagles 28-25
Vikings over Seahawks 22-20
Divisional Round
Patriots over Titans 30-18
Steelers over Chiefs 24-20
Washington Football Team over Vikings 28-21
Cardinals over Falcons 27-26
Conference Championships
Patriots over Steelers 28-22
Washington Football Team over Cardinals 27-22
Super Bowl
Patriots over Washington Football Team 29-23
Rankings
- Patriots
- Steelers
- Washington Football Team
- Chiefs
- Falcons
- Eagles
- Cowboys
- Cardinals
- Seahawks
- Vikings
- Packers
- Ravens
- Saints
- Titans
- Buccaneers
- Broncos
- Bills
- Giants
- Browns
- Colts
- Panthers
- Raiders
- Chargers
- Lions
- Texans
- Bears
- Bengals
- Jaguars
- Dolphins
- Rams
- Jets
- 49ers
NFL Picks – Week 1
Kansas City at New England
Prediction: Patriots 25-18
Pick: Chiefs +9
Total: Under 48
NY Jets at Buffalo
Prediction: Bills 24-16
Pick: Bills -7.5
Total: Over 39.5
Atlanta at Chicago
Prediction: Falcons 27-22
Pick: Bears +7
Total: Under 49.5
Baltimore at Cincinnati
Prediction: Ravens 19-18
Pick: Ravens +3
Total: Under 42.5
Steelers at Browns
Prediction: Steelers 21-17
Pick: Browns +9
Total: Under 46.5
Arizona at Detroit
Prediction: Cardinals 22-20
Pick: Cardinals -1.5
Total: Under 48
Jacksonville at Houston
Prediction: Texans 20-16
Pick: Jaguars +6
Total: Under 40
Tampa Bay at Miami
Prediction: Buccaneers 22-20
Pick: Dolphins +2.5
Total: Over 41.5
Oakland at Tennessee
Prediction: Titans 22-18
Pick: Titans -2
Total: Under 51
Philadelphia at Washington
Prediction: Washington Football Team 25-20
Pick: Washington Football Team +1.5
Total:Under 47.5
Indianapolis at LA Rams
Prediction: Colts 22-19
Pick: Colts +3.5
Total: Under 41.5
Seattle at Green Bay
Prediction: Packers 23-22
Pick: Seahawks +3
Total: Under 50.5
Carolina at San Francisco
Prediction: Panthers 21-17
Pick: 49ers +6
Total: Under 48
NY Giants at Dallas Cowboys
Prediction: Cowboys 23-17
Pick: Cowboys -3.5
Total: Under 47.5
New Orleans at Minnesota
Prediction: Vikings 25-22
Pick: Saints +3.5
Total: Under 48 PUSH
LA Chargers at Denver
Prediction: Broncos 22-18
Pick: Broncos -3.5
Total: Under 43.5
How much water has Harvey dropped? A lot.
As of two days ago, Harvey had dumped around 9 trillion gallons of water. By yesterday, that number was up to 19 trillion gallons. And the number is expected to get as high as 25 trillion gallons.
25 Trillion! That’s 25,000,000,000,000. Gallons of water. Here is what 1 gallon of water looks like.

Now take a million of these and dump them from the sky. Then do THAT 25 million more times. It’s truly staggering. It’s literally like a lake of water.
For comparison, I’ve scraped the largest lakes in the US by volume from wikipedia and visualized them below. The data from wikipedia is in cubic kilometers, so I converted 25 trillion gallons to about 94.6 cubic kilometers.
Here is Harvey’s output compared to the Great Lakes. Not that impressive, but the Great Lakes are absolutely massive. (I can see Lake Michigan out my office window and it basically looks like an ocean.)

If we look at some smaller lakes, this starts to get outrageous. 25 trillion gallons of water is more than Lake Pend Oreille, Becharof Lake, and the Great Salt Lake. Like WAY more than the Great Salt Lake. Like almost 5 Great Salt Lakes! (Can that even be right? That must be a mistake.)

Here is how to donate to help the people of Houston (and avoid scams).
Cheers.
(My code to make this images is here.)
No, No, No, No, No. Chiropractors are still quacks. Part 2.
Last week I wrote part 1 of “No, no, no, no, no. Chiropractors are still quacks”. In that article, I wrote about a paper in the Journal of the American Medical Association (JAMA) entitled “Association of Spinal Manipulative Therapy With Clinical Benefit and Harm for Acute Low Back Pain: Systematic Review and Meta-analysis” by Paige et. al.” (If you can’t get a copy of the paper and want to read it, DM me). That paper concluded, based on a meta-analysis, that spinal manipulation therapy (SMT) had some small beneficial effects on treating back pain. Though I’m skeptical of that conclusion and you can read an in depth article about the weaknesses of the study over here at sciencebasedmedicine.org. Basically, they have the same conclusion that I have to the question of does SMT help relieve back pain? The answer is I don’t know. It might or it might not. But the evidence that is does actually help is very weak to put it kindly. I’m not saying the SMT definitely does not work, I’m simply saying I don’t know because the evidence simply isn’t there. And if you look at the actual wording of the guidelines put forth by the American College of Physicians they also seem a bit skeptical [emphasis added]:
RECOMMENDATION 1:
Given that most patients with acute or subacute low back pain improve over time regardless of treatment, clinicians and patients should select nonpharmacologic treatment with superficial heat (moderate-quality evidence), massage, acupuncture, or spinal manipulation (low-quality evidence). If pharmacologic treatment is desired, clinicians and patients should select nonsteroidal anti-inflammatory drugs or skeletal muscle relaxants (moderate-quality evidence). (Grade: strong recommendation).
RECOMMENDATION 2:
For patients with chronic low back pain, clinicians and patients should initially select nonpharmacologic treatment with exercise, multidisciplinary rehabilitation, acupuncture, mindfulness-based stress reduction (moderate-quality evidence), tai chi, yoga, motor control exercise, progressive relaxation, electromyography biofeedback, low-level laser therapy, operant therapy, cognitive behavioral therapy, or spinal manipulation (low-quality evidence). (Grade: strong recommendation).
Notice that each time they mention spinal manipulation it is followed parenthetically by the phrase “low-quality evidence”. None of the other treatments are followed by this caveat. That’s important to note. But chiropractors seem to have a way of taking any non-negative mention of chiropractic and further proof that it’s true while conveniently ignoring any research that shows chiropractic is basically an elaborate placebo. Now expect chiropractors to present evidence that their field is true (clearly they are biased), but the way the media covers this stuff really makes me cringe.
I first heard about this from my wife when NPR did a story on this piece. Here is how NPR covered it. They actually seem to do a fair job with the story. They are focusing on SMT in their headline and most of the article. They then note that this therapy is performed by a wide array of practitioners including practitioners. This seems fair to me based on what the actual JAMA article is claiming (though I still think the claim in the JAMA article are dubious). But then there is the way the New York Times covered the story.
Take a look at this:
No, no, no, no, no. The JAMA article is about one specific therapy (i.e. SMT) performed by a wide variety of practitioners (including, but not limited, to chiropractors) and its effects on a specific kind of back pain. (Between this chiro article and their pseudo-science climate change garbage, I have cancelled by subscription to the NY Times.)
Here are some excerpts from that article (emphasis added):
Physicians are traditionally wary of spinal manipulation (applying pressure on bones and joints), in part because the practitioners are often not doctors and also because a few chiropractors have claimed they can address conditions that have little to do with the spine.
Still, there is no merit to many other claims about spinal manipulation — that it has been proved to work for things like infantile colic, painful periods, asthma, gastrointestinal problems, and more. For most conditions, the therapy lacks a good evidence base.
Along these same lines, Dr. Richard Deyo says in his response to the JAMA meta-analysis [emphasis added]:
Spinal manipulative therapy (SMT) is a controversial treatment option for low back pain, perhaps in part because it is most frequently administered by chiropractors. Chiropractic therapy is not widely accepted by some traditional health care practitioners. This may be, at least in part, because some early practitioners of chiropractic care rejected the germ theory, immunizations, and other scientific advances.
and this:
Concerns also exist about claims of exceptional benefit from some chiropractors. For example, there is no biological evidence to support spinal manipulation as an effective therapy for diabetes, heart failure, or thyroid disease.
A “few chiropractors”? “lacks a good evidence base”? The author of the NY times article is talking about these things as if they are afterthoughts. Like yeah chiropractors might claim to be able to treat 100 different conditions with absolutely no evidence to support their claims, but let’s ignore that because there is low-quality evidence that they can help with back pain.
Deyo talks about “early practitioners” rejecting some sound scientific principles including immunization. Well, there still appears to be a sizeable portion of chiropractors that don’t believe in immunizations. This article, published in a chiropractic journal in 1994, found that “One-third agree that there is no scientific proof that immunization prevents disease, that vaccinations cause more disease than they prevent, and that contracting an infectious disease is safer than immunization.” This is insane.
For me these aren’t afterthoughts, they are the whole point: Chiropractors make wild claims about being able to treat a wide array of conditions through spinal manipulation and treating subluxations. And, with the exception of some types of back pain, there is basically zero evidence that chiropractic does anything for any of these other conditions.
And it’s not just a “few chiropractors” or “early practitioners” who are making the crazy claims. Take ChiroOne for instance (you may have seen them trying to sign you up for chiropractic care on a street corner, art festival, or a whole foods if you lie in Chicago). They have over 40 locations in the Chicago area. Here is a list of conditions that they claim to be able to treat with chiropractic care: 
Some of these are in the realm of possibility like sciatica and scoliosis. Others are absolutely ridiculous like ADD/ADHD, high blood pressure, cold, flu, and virus symptoms, Crohns disease, and diabetes. Though I think the most absolutely appalling thing listed here is “Newborns and Chiropractic care”. For F*$&%^ sake, do not take your newborn in for a spinal manipulation!
So what I’m saying is, this isn’t the fringes of the chiropractic community. This is mainstream stuff in their world. Finally, I’ll end this post with a quote from a different JAMA article by David J. Fugazzotto, MD from 1970:
It continues to amaze me that, with all the evidence against the value of chiropractic, it still exists in our society today.
That was 47 years ago. And somehow the quackery still persists. My goal is that in another 47 years as a society we can look back on the scam that was chiropractic and just shake out heads in disbelief.
Cheers.
