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How sure are you?

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It's the 7th inning. Your team is winning 5-3. Your top bullpen arm is on the mound. Their top of the order is up. How confident are you? This is a very weighted question. Your team is up 2 runs with 9 outs to go, so you probably like your chances, but how much do you like your chances? In reality, the answer is...it depends. What if the top of their order is in a combined 5-50 slump? Then you love your chances! What if the guy leading off always kills your team? Then you get incredibly worried if he gets on base! What if your top bullpen arm lost the strike zone 2 weeks ago and can't find it (Carl Edwards Jr....)? I'll let the Cubs fans answer that one. I've spent some time working on quantifying the answer to these questions. Thanks to MLB Advanced Media and Baseball Reference it is incredibly easy to scrape their websites and mine data. To start answering the confidence question I pulled data every at bat of the 2016 and 2017 MLB season into R
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Garmin + Data + R = Combining Hobbies

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  I'm considering trying to go for the Fastest Known Time at a 60 mile route in South Florida near me. Here is a link to the route I've been looking at. The idea is simple: no official race course, no guides, water stations, aid stations, race fees or any structure - just go run as fast as you can! The current FKT is just under 10 hours...so we'll see. From the site:  " A near perfect 100 kilometer loop along an Everglades boundary levee in South Florida...Big challenges due to heat, humidity, sun exposure, and effectively no access to drinkable water. Gator sightings are near guaranteed." I've decided to keep a closer eye on my eye running data to make sure I'm training effectively to run the 60 miles and to identify any potential health concerns before they become serious. Fortunately, by wearing a Garmin watch during all of my training, this data is cleaned and aggregated already - with a significant amount of interesting data points (cadence, distance
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Visualize and Understand Your Golf Game

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Every golfer wants to shoot a better score. Every golfer also thinks they know what they're bad at or need to improve. What if you could challenge those assumptions? Instead of saying "I always slice the ball and miss the fairway right" - you should be saying I miss the fairway right 27% of the time, hit the fairway 40% of the time and miss the fairway left 33% of the time. This data is more actionable. Instead of focusing on "missed fairways", now you are focusing on why you miss left 33% of the time. Instead of saying "I'm not any good at putting" - you should be saying I 3 putt 10% of the time, 2 putt 60% of the time and 1 putt 30% of the time. Now instead of generally being bad at putting, you know that in order to get better at golf, the first focus is on the 10% of holes you 3 putt on. This data can be measured and tracked over time, so you know if you are getting better. Once this is in a comfortable range, you can focus on decreasing
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