Closing out the 2016 writings
Any and all writings submitted around this time of the year should have something to say about the year as a whole, and I have therefore struggled to start writing anything. I felt like I had something poignant to say at the end of last year, and I put it out there. It was about traveling a lot and being really excited to explore new territory, and it was written with a sense of gratitude that I was finally getting to hop around the country and the world like I’d always wanted to.
I mean, I could write something like that now. I played on the beach in Rio, camped in Maryland, visited Disney World, spent a lot of time in San Francisco, and watched a soccer game in England. Those things are awesome, and they make me recall almost a decade ago around this time when I was planning my first ever trip abroad (I’ve come a long way since then). But the traveling in 2015 was about growth; it was about stretching my comfort zone. The travel in 2016 was about vacation, so it doesn’t make for as good of a story. There’s no character arc.
What’s different about 2016 is the writing itself.
I never announced it. I just had this idea in my head that I would write a recap every month of 2016 and capture what I’d done and what I’d learned. I’d “publish” those recaps, meaning I’d put them on my social media channels where my friends would see them and I’d feel ashamed if I didn’t write one. The reward for me was that I’d have some push to not be a slouch for an entire month - I didn’t expect anyone would actually use them. But some people have told me they were able to apply a few snippets to their lives, which I’m happy to hear.
I’m reviewing those old posts now and it’s interesting to look at patterns. Here are a few:
- I appear to be more productive as the weather gets colder. Around this time last year and going into the deeper winter, I was hyper-productive. As the spring and summer picked up, I struggled to work because I just wanted to be out and about finding shenanigans. And shenanigans were found.
- My productivity starts to crack if I don’t establish predictable schedules. I can look at a few months where I know that I let someone else control my schedule on an ad hoc basis, and those months were generally ones that I watched more TV and did less actual work.
- My fitness slacking that led to my injury in November looks like it had some warning signs around not making the time for workouts that I’ll have to keep an eye out for.
- I didn’t have a goal most of the time. These posts aren’t a pursuit of a coherent narrative; they’re jumbled.
I don’t have a plan yet for how to respond to these things. What I’m doing now is rebasing.
I got injured in November. It sucked. My first ever lower back injury knocked me right on my tail and I decided I was never, ever going to let that happen again.
And that got me thinking: how much of this do I really enjoy if I’m not at peak physical performance? If I read a whole lot of books but sacrifice my sleep to do it, did I really enjoy the books, or did I just sweat to churn through books? Was going out night after night worth it if I just ended up with an injury due to lack of mobility?
So this month, here are a few steps I’ve taken to address that:
- Running at least twice a week. I’m striving to slowly ease myself back to be able to comfortably do five miles. I do not take shin splints or lower back pain lightly while I’m doing this.
- Resistance training at least twice a week. This has come in the form of kettlebell swings, mace swings, and push-ups. Lots of push-ups. This is not done the same day as the running.
- Mobility training. Apparently everyone I know can do a third world squat with ease, but I can’t. Yet.
- Yoga, every day, for at least fifteen minutes. I use Gaiam’s Yoga Studio app, which is really quite nice. It has all of these canned classes that you can save and play at all levels of training. I typically do a fifteen minute class before resistance training or running, and a half hour class on my resistance training off days.
- Sleep. I set my alarm for 7:00AM, turn my screens off at 10PM and put my phone across the room, and try to be out cold by 11PM. I am experimenting with the optimal amount of sleep here, as I’ve still been feeling sleepy with eight hours of sleep.
- Nutritional supplementation. Cod liver oil (to replace things I don’t get in the winter), magnesium glycinate (as a cortisol attacker), and BCAAs (for muscle recovery) all get daily use.
- Reduction in caffeine to one cup of black tea in the morning and a green tea in the afternoon. I’m trying to work on my anxiety levels, and caffeine wasn’t helping right now.
- A slow-carb diet. I’m seeing noticeable changes in the fat around my midsection in just a few weeks.
None of these things have felt like a huge shift in habits. I slowly stacked them on over the course of the month.
The closing is the hardest part of these posts, so I’m keeping this one short. Happy 2016, everybody. Go get ‘em next year.
P.S. here are some books I read:
- Tools of Titans by Tim Ferriss. Run, don’t walk, to go get this one. No matter what your place in life, it’s packed with incredible stuff.
- Surely You’re Joking, Mr. Feynman! by Richard Feynman. Had a lot of fun reading through this one.
- Fear and Loathing in Las Vegas by Hunter S. Thompson. I try to re-read this often as a reminder that the crazy country in which we live has been crazy for a long, long time.
- American Gods by Neil Gaiman. I got excited as I was typing up my review of it in an earlier post and decided to go through it once more.
- God’s Debris: A Thought Experiment by Scott Adams.
- Beatlebone by Kevin Barry.
- The Obstacle is the Way by Ryan Holiday.
- What If? by Randall Munroe
My top books of 2016
I was blessed to grow up in an environment with parents who encouraged me to read. My parents made me save up my money for toys from a young age - I distinctly remember being told to save up my money from the “tooth fairy” so that I could have enough to purchase a $2.50 Lego toy. I never wanted for books, though. We’d go to the library to look for new things to read, and I always got new books for Christmas. Now, at age 28, my parents buy me Legos for Christmas and I buy my own books. Times have changed.
When I first started writing regularly earlier this year, the first comments I received from friends were often about my book lists. Some people picked up a few of the books themselves. Others asked how I picked things to read. I maintain a running list on Goodreads that I sporadically re-populate with recommendations from people I respect. Bill Gates is one of those. Every year he posts his list of favorite books he’s read during the year, and I was inspired to do the same this year.
So, without further ado, the 2016 list, along with some commentary.
American Gods by Neil Gaiman. What if, when immigrants came to America, they brought their gods with them? What if the spirit of Odin still wandered through the colder parts of America - and what if he wasn’t just a spirit, but a walking, breathing man? That’s the premise of American Gods, which follows a recently released prisoner through a road trip to rally the last of the old gods in a battle against the tyranny of the new ones: technology, media, and overspending. It’s an incredibly fun read and it gets you completely lost in a new world. And there’s a bonus: if you read it now, you can be ahead of the TV show coming out.
High Output Management by Andy Grove. I’ve had this book on my list for a while as it comes recommended by most of the tech industry CEOs and venture capitalists who were at the right age to be mentored by Andy Grove. Grove was a engineer at Intel before rising up through the ranks to take the top job, and he had a lot of fantastic lessons about how to manage others. The big eye-opener for me was the thinking that “my work” is no longer what I produce myself, but what I can empower others to do as well - even if they don’t report to me. It’s been a big maturing step for me as I come to the office every day.
Founders at Work by Jessica Livingston. There are two really amazing things about this book. The first is the stories of entrepreneurs who had major roles in products that have now become commonplace: Steve Wozniak with Apple, Paul Buchheit with Gmail, Max Levchin with PayPal. (added feature: you get to learn about how Elon Musk almost accidentally tanked PayPal, which would have made the world a much different place than it is today) You learn that with a few rare exceptions, most of these founders didn’t really know what they were doing at the time, and many of them spent months or years doing the wrong thing. (PayPal was initially going to be a vendor of souped-up VPN tokens) The second wonderful thing about this book is learning about the company founders who aren’t doing something sexy for the news to pick up, just quietly building successful businesses. Stories like Joshua Schachter, who founded Delicious as a pet project while working full-time at Morgan Stanley, or Joel Spolsky, who just wanted to make a software company filled with people he’d like to work with.
Radical Acceptance by Tara Brach. This was the penultimate book in a lot of thinking and practice I’d done in meditation and mindfulness. When I picked up this book, I had been searching for techniques to quiet my mind for some time. My brain ran wild and typically down horrifying paths that were absolutely no good for my well-being. I’d tried the Calm app, the Headspace app, and countless other books and videos to get some control over my mind. Nothing worked. Brach’s book was the turning point for me: it took away the fear and frustration.
Between the World and Me by Ta-Nehisi Coates. All of the praise for this book - it’s all true. This is a book about a world I didn’t have to grow up in, but my friends did. It’s a book for people who couldn’t get their head around Ferguson or Trayvon Martin because it’s a world I never had to experience. It’s a book for people who only really had racism talked about in the abstract, never as someone who’s experienced it directly walking through their thoughts on the concept and how those thoughts evolved over time. I can’t recommend it enough.
Mastery by Robert Greene. Greene opens the book fairly early on by driving a huge wedge between “financial or business success” with “mastery of an art or craft.” He’s not talking about the former. He’s not talking about the celebrity status now bequeathed to Jiro Ono; he’s talking about the years Ono put into perfecting his craft long before Jiro Dreams of Sushi was filmed. Greene doesn’t promise you’ll be successful, well-liked, or emotionally stable: these things do not concern the people he considers masters. Give it a read. For those of us who think we want to “master” something, Greene has some words on what that really takes.
Honorable mention: Seveneves by Neal Stephenson. First sentence of the book: “The moon blew up without warning and for no apparent reason.” This is the story of how modern-day humans would respond to such a catastrophe. What if we knew a catastrophe was coming, we couldn’t stop it, and we only had two years to prepare? What would happen? Could we survive? I had a great time reading this book, and if you want to learn more than you ever thought you wanted to about orbital mechanics, you’ll have a great time with it too.Tweet
On Thursday, November 3, I sat down on my couch with a curious tinge in my lower back. It was the sort of tinge where you think “huh, little stiff there” and try to take it easy. I told myself it would loosen up and woke up the next morning and went about my day.
On Saturday, November 5, I woke up screaming in pain. My back was in knots. I couldn’t even find a comfortable position to sit down without wincing. I tried to bend over to loosen everything up and almost fell over. I canceled everything I wanted to do for the weekend and relegated myself to the couch to binge on Netflix.
“Old!” I cried. “This is the first sign! I’m going to have to be careful from here on out about any strenuous activity from here on out. What does that mean for my love of weightlifting? Will I be able to run or play basketball again?”
I am prone to melodrama.
On Monday, May 30, I posted my May blog post. I hated it. You can see me talking about stuff I did, and books I read, and things I lifted, but I hated how I felt at the time of writing it. I was struggling to get through it because I felt like I hadn’t really been doing anything productive for weeks. I’d just been playing video games and watching Netflix and making myself work out at home so I wouldn’t feel awful about myself for not going to the gym.
But it didn’t stop there. I proceeded to watch the entirety of Doctor Who (the new seasons) throughout the rest of the summer and fall. Over 120 hours of butt, glued to couch, watching TV. I didn’t read books, not at the volume I had been, anyway. I wasn’t slinging code. I was doing that which was required of me, day in and day out, and nothing else. Nothing at the next level.
On Monday, October 31, I declared “time to start getting myself hardcore in shape again!” I did two-a-day workouts every day that week. I ran. I lifted things. I played basketball for two hours straight against kids who are out there all the time. I haven’t gone running heavily in at least a year. I haven’t played basketball in months. And yet, I was going to do it! All in two-a-day format!
And on Saturday, November 5, with my back in knots, I cried “woe is me, I have grown old.” Took me about five days to put two and two together and say “bro, you’re not old, you’re just out of shape.”
AS IT TURNED OUT TO MY UNENDING SURPRISE AND CONFUSION, one can not stop doing heavy deadlifts and squats, stop running, and stop doing any flexibility training whatsoever and suddenly expect to start doing hardcore two-a-day workouts without injury. Human beings don’t work like that, and my back muscles are perfectly happy to remind me of that.
As I’m prone to do, I started pondering what this meant for other areas of my life. I was so blinded by my insistence that I was a certain person - a person committed to fitness - that I was really scared to admit that I might have lost it. And I have this mental picture of myself as someone with a ton of grit that it really shook me up to write about certain months this year where I didn’t really do a whole lot of productive stuff and played video games instead. In both cases, I couldn’t give myself an honest assessment of my current status - which was exactly what I needed to do to make things better. I needed to get off the mental high of “self improvement” and just start doing things that made me a better person and made me happy.
So this month is about recovery. I’ve been losing ground.
How am I recovering?
First things first, and the number one priority, is getting my physical fitness back in order. This starts with yoga. I’m choosing yoga because my overall strength has gotten out of whack: certain muscles are still reasonably strong, while certain muscles have weakened. All of them are in flexible. That combination means that I can do serious damage to myself when the strong muscles start to compensate for the weaker ones with unexpected movements, which triggers the inflexibility, which puts me on my rear again. I’m also starting to run again, but short distances: one block at a time until I get back to a distance I’m happy with.
I could go to a yoga studio, but I really hate scheduled workouts. Instead, I’ve been using the Gaiam Yoga Studio App to put myself back in order. It’s got a load of things that make it awesome. It’s cheap ($4), it’s got a one-time cost, it lets me download videos ahead of time instead of throwing my mojo off by bad streaming, and it’s got plenty of different workout times while I’m ramping back up. It even lets me follow the fifteen minutes principle. That has translated into doing yoga in some form or fashion every day since November 14, which is fantastic.
Long term plans for physical fitness are still TBD - I’m rebuilding my flexibility first - but I am envisioning something like the workout plans I used to follow back when I was doing P90X. That means two days a week dedicated to yoga, two days a week dedicated to strength, and two days toward cardio. I’d like to get back to being able to run six miles again, and I’d kinda like to be able to do a handstand, too.
For the productivity, that’s about taking out wasted time. I’m defining “wasted” time not simply as unproductive moments, but as moments that are distinctly spent doing something I don’t really care about. If I’m out with my friends, that’s not a wasted moment, even if I don’t get some productive thing done that I’d planned on. If I’m mindlessly scrolling through Reddit, that’s a wasted moment. Yet I’ve never had the ability to effectively block out time-wasters until this month, when my buddy John told me about an app called Freedom. Freedom blocks you from opening certain web sites, but it also allows you to choose certain apps that you want blocked as well. I have a blocklist that includes Reddit, Hacker News, and Instagram, and I flip it on for 30 minutes whenever I need to get something started. (like this blog post!) I use BlockSite for the same purpose on Chrome.
In addition, and at the encouragement of my girlfriend, I’ve taken some of this time to proactively keep my place clean and organized. I’m making sure that laundry is either in the hamper or folded and put away by the time I leave the house in the morning. I take a few more of those fifteen minute intervals to make sure things are in their right place. On Sundays I do a bit of a deeper clean. Does any of this make me inherently more productive? To be honest, I don’t think so. The benefits are mental. There’s no time spent saying “oh, you know, I really should fold that laundry…” and no time spent rushing around stressed because people are coming over and my place is a wreck. It’s always already taken care of. The worst case scenario is now good enough that I don’t sweat it if it happens.
As a closing statement, I know I’m not the only one who feels like they’ve lost ground in something. Maybe it’s your fitness like me, or maybe it’s your work ethic, or maybe it’s something even deeper and more personal. Just remember that point you feel like you’ve lost - you got there somehow, and you backslid somehow, and acting like you’re somewhere that you’re not isn’t going to help you get to where you want to go.
This post is titled “Hypertrophy” because I am choosing to focus on the physiological principle that human beings get stronger when their muscles are forced to hit the limit. There is no growth without somehow getting knocked down.
- Read three books
- Code Complete by Steve McConnell (by the way, this thing is a monster. It’s good knowledge to have and I’m glad I read it as an engineer, but it is the size of the biggest Harry Potter book ever and nowhere near as easy to read)
- Six Easy Pieces by Richard Feynman
- Cracking the Coding Interview by Gayle Laakmann McDowell (not applying for jobs, this is just one of the best refreshers on basic algorithms out there)
- Enjoyed Thanksgiving with 18 of my family members right here in DC
- Went camping in sub-freezing temperatures at the treehouse camp in western Maryland
- Wrote my first full app in Scala and learned a thing or two about functional programming
- Did two-a-day workouts for a week and landed on the couch with a back injury as a result
- Finished Doctor Who
- Watched all of Stranger Things
- Watched all of Luke Cage
- Watched Pacific Rim
- Did at least fifteen minutes of yoga each day for 15+ consecutive days and counting
- Began blocking website and app distractions using Freedom and BlockSite to improve productivity
- Began maintaining a clean house through regular, dedicated small doses of effort
October's Very Own
I had a post for this month that I was really struggling to write. I was pushing through it and pushing through it and thought I almost might have had a good idea… and then my computer restarted for a security update and all of the changes were lost. So this blog post is coming from scratch.
Heck, this whole writing experiment is a reboot from scratch every month. I never know how I’m going to reinvent myself. I had this grand idea at the beginning of the year that I was going to focus on my health in the first part of the year, then focus on my career, then focus on personal education, then focus on saving money. I think that was the order of the goals. I got lost after the first two months and then got a new job and then I forgot about all of those plans and started doing new stuff.
I see tons of people with all of this focus and I wonder how they maintain it. I wonder how much more I could have done if I hadn’t decided to watch every episode of the Doctor Who reboot this year. Do you know how much TV that is? And I binged through all of Jessica Jones back in February, and The Man in the High Castle, and probably some other show that I forgot about. It’s even worse when I think about the amount of hours I logged going for completeness in Skyrim. I could have built an app, or learned to speak a new language, or something.
When I started this year I was at this weird place where I was just accepting what it meant to truly take some responsibility for the outcomes of my life, and that’s where the grand idea with all those different focuses came in. Previously, I’d taken “responsibility” to mean “taking action,” and that’s certainly a component of it. But “taking action” was all I was doing. I was hacking away at stuff as fast as I possibly could, but I wasn’t really taking a step back and thinking about if I was doing the right thing. Checking stuff off of a to-do list made me feel good, and as long as I was feeling good I never stopped to think if the items on the to-do list were the right ones, or even if I cared about doing them at all. And I certainly wasn’t thinking about external consequences. I’d hack on something, and see if it worked, and if it didn’t work, I’d try something new or quit. I quit a lot.
Now I say yes to way less stuff, and I keep my eyes open more. I try to listen more. One of the conditions of my hacking is that I would tend to do it at the expense of my relationships - because if you’re trying to execute on a bunch of random experiments with no clear direction you hardly have time to be paying attention to the people in your life, most of whom are way more complex than the to-dos I was concocting in my head. I’m trying to learn more from the people around me rather than books or guides on the Internet. I’m trying to be a better boyfriend, brother, friend, son, cousin.
I look toward the close of the year with excitement because it’s definitely not where I started the year and definitely not where I expected to be at the end of October. I started the year itching to travel and escape DC. I’m now looking forward to being at home for a bit after spending time in six cities in one month: DC, Houston, New York, London, Liverpool, and Edinburgh. I started the year feeling stuck in my job, and now I’m ending the year feeling like I’ve experienced insane career and knowledge growth in the past six months. I feel like I have better relationships with more people than I did this time last year.
I look back and I know I accomplished all of this because I was really fortunate to have people around me who put up with my insanity and pardoned me when I forgot to answer their text messages or said something really rude unintentionally. Most of you probably don’t even know that you helped, because you were just off being yourselves and I was scrambling trying to figure out how to be more like you. So if you’re stuck in any way - whether you’re feeling like you don’t know where your life’s going or what to do with your job or you’re trying to crack the next level in your career or you’re just looking for a good book to read - I’d love to try to help. I’ve learned a lot from all of you and maybe I have something to share.
This blog post was a bit rambling, and I’m sorry about that. I didn’t have a clear thought, just a whole lot of gratitude.
But I also have lists!
- Traveled to:
- Watched a Liverpool FC game in Anfield
- Read one book
- Did a bootcamp workout in Hyde Park in London
- Hosted my friend Sean in DC
- Dressed as the Doctor from Doctor Who for Halloween
- Began studying Network+ videos from Cybrary
September, or fifteen minutes
I am obsessed with time.
It’s a fascinating notion, time. I used to start stressing out if my web applications took longer than 300 milliseconds to respond to an incoming request, which is about as much time as it takes for you to blink your eye. I know that taking one of the 50-series buses back to my house will take about ten minutes longer than one of the 60’s (but there are less frequent 60’s), so I will recalculate public transportation options based on when each bus is coming at the time I arrive at the bus stop. I am constantly re-evaluating and optimizing how I spend my day, because certain things (commuting) are a waste of time, others are a necessary evil (cooking, laundry), others are valuable and enjoyable (writing), and some are just plain fun (watching Doctor Who, a show about a time traveler that I’ve been binging on this year).
I find large chunks of future daunting to evaluate. I tend to optimize for minutes, not days or weeks, and so I struggle to truly focus on the long term and am constantly going for short-term victories. Yet I want to accomplish so much - I want to build things, I want to create great ideas, I want to develop wonderful relationships. I want to do a lot of things that aren’t accomplished in minutes, they’re accomplished over weeks and months and lifetimes. For years I’ve struggled to reconcile my desire for big things with my tendency toward little thinking.
An idea to resolve this conflict began to take root in my mind when I stumbled upon a Reddit post about 15 push-ups. It’s a simple idea:
“LPT: There is a visible difference between not working out at all and doing 15 pushups every day. Make 15 push ups your new ‘not working out’.” - source
I originally started chewing on this idea from a purely fitness-related perspective, and I liked it. If you’re doing 15 push-ups a day, you’re not going to turn into Arnold Schwarzenegger, but you’re moving the needle forward. You’re doing something positive in a short window of time that will train your body into something stronger than it would have been otherwise. That step forward is important mentally and physically.
Now, fast forward a few weeks, and I’m reading the book Founders at Work while on a trip to Charleston, SC. In Founders at Work, Jessica Livingston conducts a series of interviews with business founders to discuss the early days of their businesses. The results are fascinating. There are some archetypal stories in there (Apple, PayPal) as well as some slightly off the wall ones (Hot or Not). But one of the ones that really stuck with me was the tale of the early days of del.icio.us, the social bookmarking site that eventually sold to Yahoo for an undisclosed amount.
When Joshua Schachter founded del.icio.us, he wasn’t trying to become a startup founder. He was working as a quant for Morgan Stanley full-time: a job notorious for long, stressful hours. But here he is with del.icio.us, a hack project that was realized to the world and was getting some 30,000 users. Here was how he described those early days:
**Livingston:** When you were doing this in your spare time, did you ever say, "Ugh. This is too much work"? **Schacter:** Not really. I was always very careful...to structure the code...such that I could come in and look at it, figure out what I'm doing, do it, and be done for the day in 15 minutes. So if I could get one thing done a day, I was happy. A lot of stuff, if I could spend more time, I did, but as long as I could get one or two things done a week total, if I didn't have time, I didn't have time. So it moved pretty slowly. I worked on it for years.
That passage is fascinating to me. Fifteen minutes a day! While working as a quant for Morgan Stanley!
So this month, I started tinkering around with fifteen minutes. When I’m feeling daunted by the scale of a task, I set my timer for fifteen minutes and crank. I’m moving the needle forward. I’m getting my fifteen push-ups in.
There’s a surprising amount of stuff you can do in fifteen minutes, like:
- Work out
- Fold your laundry
- Straighten your room up
- Write a single code function
- Pay your bills
- Purchase and initialize a server
- Learn how to send a custom HTTP method in Python
- Read a few pages of a book
- etc., etc.
You keep stacking those fifteen minutes up and up and suddenly you’re staring at something you’re proud of. I built an app called “FutureSelf,” which plays on my obsession with time and allows me to send picture messages to myself in the future. I wrote a Python library that lets me analyze log files in Spark. I set up my own personal, hosted version of Dropbox.
These are things I wanted to accomplish, and the principles are the same for anyone out there reading this. Set your time for fifteen minutes. Crank. Move the needle forward just a little bit whenever you can. You’ll be shocked at what you can get done.
- Founders at Work by Jessica Livingston
- The Song Machine: Inside the Hit Factory by John Seabrook
- So Good They Can’t Ignore You by Cal Newport
- FutureSelf [non-public]
TV shows watched!
- Twilio - Security
- Certbot Documentation
- The Road Coder’s Survival Kit
- Ask HN: What’s your favorite HN post?
- Advancing in the Bash shell
- Machine Learning in a Year
- Seven Languages in Seven Weeks
Spearman's rank-order correlation
This is a mini-post: something I learned about today at work that I thought was awesome in and of itself. It’s called “Spearman’s rank-order correlation,” and it tells you if two data sets move in the same direction.
Two sets of data can have what’s called a “monotonic” relationship, which basically means that if one value goes up, the other value goes up; and if one value goes down, the other goes right down with it. Monotonicity doesn’t necessarily care about the direction of that relationship. It just cares that the two go together.
Let’s look at something topical. Specifically, let’s see how Kirk Cousins’s and Eli Manning’s passing yards compare over a given sixteen-game season. If Cousins and Manning had a strong Spearman rank-order correlation (shortened as Spearman’s rho, because mathematicians like Greek), we would Manning’s passing yards go up if Cousins has a great game, and if Manning only throws for a hundred yards, Cousins will have a bad game too. I’m going to ignore bye weeks in this example so each will have exactly sixteen games.
from scipy.stats import spearmanr kirk = [196, 203, 316, 290, 219, 196, 317, 217, 324, 207, 302, 219, 300, 319, 365, 176] eli = [189, 292, 279, 212, 441, 189, 170, 350, 213, 361, 321, 297, 337, 245, 234, 302] spearmanr(kirk, eli) # SpearmanrResult(correlation=-0.19602068697550504, pvalue=0.46686779279825008)
Okay, so not really correlated… in fact, they’re actually slightly negatively correlated, which would imply that Cousins has bad games when Manning has good ones and vice versa. But it’s a loose relationship, so we won’t compare that too much.
This isn’t much of a fair comparison, though. If the Giants were playing the Patriots on the same week that Washington was playing Philadelphia, we’d expect Manning to have a bad game while Cousins has a great one. So let’s compare how they fared when facing similar teams and see if the correlation improves.
So now if we run our calculation:
kirk_vs_teams = [290, 219, 196, 317, 217, 324, 207, 219, 319] eli_vs_teams = [302, 292, 297, 213, 361, 350, 245, 170, 212] SpearmanrResult(correlation=-0.10041928905068677, pvalue=0.7971388092372127)
Okay.. almost no correlation at all! Good to know for fantasy purposes, that if you want to hedge your QB bets, put Cousins and Manning on the field together!
That’s all I’ve got, that’s Spearman’s rho. Go have fun with it!Tweet
An August recap on the road again
The first words of this post started where they so often do: on the road. Specifically, they started at Ling and Louie’s Asian Bar and Grill at Terminal A of DFW Airport, where Robbie has just poured me a Deschutes Obsidian Stout to help get my ideas flowing. This beer lives up to its name. It’s black as can be - impenetrably so. If I’m not actively moving the glass, it settles into a solid mass that makes the outside look painted. It doesn’t have the bitter bite of a Guinness, though. It’s creamy, almost buttery. Robbie’s a dutiful airport bartender. Aside from checking in once to see if I wanted something to eat, he’s left me alone. He knows his guests that want to talk. We all travel in our own way, you never know what kind of mood you’ll be in when you’re on the road.
I am only a few gates down from gates A18 through A22, which I have gotten to know quite well. I’ve been there four times this month for a few different work-related trips. I know there’s a stack of gutbomb fast food joints, the ubiquitous Vino Volo, the Pinkberry. I know this without having to go look to double-check. They’ll be there in a pinch if I need something quick, and if I have time to think - there’s Ling and Louie’s.
By accident or by fate, I have spent much of the eight thousand miles I’ve traveled this month meditating on what it means to be a man. Not a man in the sense of gender, but in the sense of maturity. I don’t know what triggered it. Perhaps it was the seed of Robert Pirsig’s ideas on quality that finally bloomed after reading them earlier this year. Perhaps it was Philip Chavanne’s The Early Tales of Snow and Oakham which tells the story of an adventurer handing off his creation and his stories to his sons. Or maybe it was Being Nixon, a phenomenal biography of the psyche of Richard Nixon and a reminder that presidents had to learn to grow up too. Maybe it was watching a healthy amount of Anthony Bourdain shows in Dallas, a man who I unashamedly aspire to emulate. Who knows. Maybe it was just the road. It unlocks my mind in ways a steady home address never can.
I have meditated on the requirement of responsibility for myself and for others. I have previously contemplated the need to take ownership of my own life, but Chavanne’s book has made me dwell on responsibility for the lives of those outside myself. Is there an element of manhood that involves willingly stepping up to shoulder the needs of others? I believe there is.
I have thought about the road and what it means to me to be out here. When I was younger, I thought travel was only about exploring new places and trying new food. Now that I’m older, I realize that the road is an opportunity for reflection that - for whatever reason - I can’t find at home. It was draws me to long flights and solo stints in cars. That’s where I get my chance to think.
I have pondered my future and what I want to do to achieve it. That motivation, that drive, was lost to me for most of the summer. I didn’t lose my way, but I certainly felt like I was sitting at a crossroads and couldn’t find the motivation to pick a direction and get moving. Now I’m back.
I’m back in D.C. now, because I rarely start and finish a post the same day. I’m celebrating the friends I have here. The road is a good place for lonely reflection, and home is a place for baseball games, house parties, and the people you care about. The road is a good place for pondering ideas, but home is where they must be turned into action.
And to close, as I always do, I have a bulleted list of accomplishments from the month:
- Read 3 books
- Traveled 8,000+ miles
- Ate the best burrito of my life at El Agave Mexican Grill in San Jose
- Trained consistently for at least four days a week, even while traveling
- Brought on a new college hire at work
- Closed a major client project, despite working far more hours than I wanted to on it
- Learned more about machine learning, Scala, and forecasting
- Enjoyed a proper Sunday on the beach in Chicago
Next month I’ll be on the road (again) visiting Charleston and some client sites. I hope in the latter part of the month to return to more focused learning and cooking more at home. And football returns very, very soon.Tweet
July, or the things I learned without breakfast
What would you do with your week if you knew you wouldn’t feel guilty about what you didn’t do?
There’s an implied answer to this question that’s sort of guilt-inducing in itself. The implied answer of “oh, you didn’t go skydiving off the Amalfi Coast? You didn’t launch a startup? You didn’t see every one of your friends and family members? Suppose you did all that. What would you do the next day? And the next? How would you structure your life?
I have this voice that nags at the back of my head and it tells me weird things on a regular basis. It’s really obsessed with eating breakfast in the morning. I’m pretty sure that this is because I used to force myself to eat these massive breakfasts and second breakfasts back when I was trying to gain weight, and the little voice in my head is convinced that I’ll turn back into a scrawny rat if I don’t eat breakfast. For the same reasons, that voice is really obsessed with working out a lot.
That voice is also convinced that studying business and technology tomes is the hidden key to success, and if I don’t read enough then my career is going to fail. It’s also convinced that if I don’t write blog posts, my career will probably sputter too, even though I don’t really write about my career on my blog. This voice has twisted logic.
When I wrote my last blog post, I was hanging out in San Francisco with a friend who doesn’t include breakfast as part of his daily routine. (quelle horreur!) He is a coffee-only before lunch kind of guy, and while I was there, I decided I would experiment with coffee-only before lunch. And you know what? I actually liked it. It saved so much time in the morning and I could get by on less caffeine since I could afford to sleep more. The world did not come crashing down around me without my standard two eggs and yogurt.
This prompted me to ask myself an interesting question: what would I actually do with myself if I didn’t try to hold to a rigorous routine day after day? What if I didn’t make plans to work out? What if I didn’t try to wake up earlier to squeeze more out of the day? What if I didn’t try to only sleep six hours?
Here’s what happened:
- I went to the gym just twice, both days when I was in Disney World. I decided I was having way more fun swinging heavy steel clubs around, running outside from time to time, and playing basketball. Going to the gym in DC is just a drag for me right now. I don’t like treadmills or ellipticals, I don’t like waiting for benches to open up, and I don’t like taking an extra hour out of my day just to get there and back. After almost ten years of being a regular gym rat, I finally took some time off.
- I started drinking better coffee in the mornings. I upgraded my coffee game with a French press and some Qualia Coffee, the best brew in DC.
- I didn’t really eat breakfast. Sometimes I had toast with peanut butter.
- I slept more. I hit seven hours a night on a regular basis, and sometimes even eight. My alarm can go off at 7:30AM and I can still make it into the office by 9:00 by not working out or worrying about breakfast.
- I learned more at work and got more done in less time, which is a direct result of not being dog tired. I suspect sleep might be one of those things where you either have to get seven-plus hours (like Arianna Huffington) or sub-five hours (like Jocko Willink), but there’s probably not a middle ground here. I like the Huffington approach way more.
- I read four books:
- I traveled to Disney World with my college roommates. This is a super fun trip as an adult. There are certain parts of the park that you will enjoy way more once you’re over 21 (you probably never knew that there’s a bar in Epcot that features over a hundred tequilas and a few dozen mezcals), and there are other parts of the park that will make you feel like a kid again (hello, fireworks show at the Magic Kingdom castle).
The most important thing that changed wasn’t what I actually got accomplished. That stayed mostly constant. What changed was how I felt about it all. I was genuinely happier doing things that I liked when I let them flow into my schedule, and I was way less thrown off when I had to carve out time for an actual chore because I wasn’t treating everything like a chore. It was a remarkably mentally easy way to live.
I’ll be on the road a bit next month with some work-related travel and some beach-related travel. I’ll be reading. I’ll be learning. I’ll be enjoying life a little more while I do all of it.Tweet
This is not a reflection piece, at least not in the sense that I have been reflecting on life and career in the five monthly posts preceding this one. I didn’t start musing on what I would write back toward the middle of June. I don’t have a list of tangible accomplishments that are immediately coming to mind.
This is a piece about doing the work.
It is also a piece about meditation, because meditation helped me understand the work. In meditation, I learned how to become aware of what my mind was doing. In its average state, the mind is not merely aware of what’s going on; the mind is actively judging and evaluating its surroundings. Rather than focusing all cognitive cycles on doing the task at hand, it spends some of its time thinking about doing the task at hand.
This has its benefits and detriments. Our caveman ancestors would never have created the axe if they hadn’t occasionally stopped to evaluate which stones were better for breaking wood apart for the fire. But if they spent all of their time optimizing the stone, they would have perished in the cold when their firewood ran out. We alternate back and forth between execution and evaluation. Too much evaluation and we never move forward, too much execution and we never improve our pace.
Toward the beginning of the year, I actively evaluated everything. The evidence is in my writing from that time. I experimented with new workout routines, new diets, new activity trackers, and new technologies. I considered their utility as I was using them, like a product reviewer. It felt good. I was constantly thinking of myself as someone who was “highly productive,” not because I was actually producing anything at the time, but because I was thinking about producing things a lot.
Then the pressure picked up as I went through interviews and moved houses, and I struggled to maintain my pace of evaluation. I didn’t have time or mental energy to read as much as I had been or explore new apps and technologies. I felt bad about this. My perceived productivity was rooted in producing things about productivity. If I was no longer producing those things, what was I producing? My May blog post felt like a slog. I didn’t want to post it, but I felt embarrassed about not doing that. Then I felt embarrassed when it was late.
Through no intention of my own, I didn’t have time for any of that in June. I didn’t have time to continuously evaluate my productivity and intentionally experiment with new ideas and technologies. I just worked. I started building the plane during take-off, learning strategies and technologies as I went. I didn’t just focus on writing code, either: there were organizational differences to adapt to and new domains to learn about.
I admittedly haven’t had time to evaluate if the dead sprint I’m currently in is the right place to be. This blog post is a small reflection point to that effect. Perhaps I’m simply adapting to an increase in velocity. There’s a parallel to that in Newtonian physics: though it requires a lot of force to accelerate up to a higher velocity, the laws of momentum dictate that you can stay at that velocity indefinitely if nothing else is acting on you. If this is the new normal, eventually I’ll get used to it without needing a lot of effort.
So what did have I accomplished in the weeks prior?
- Read two books
- The Box: How the Shipping Container Made the World Smaller and the World Economy Bigger by Marc Levinson
- The Road to Character by David Brooks
- Went on a bold diet that resulted in me shaving a few percentage points of bodyfat in a month while not diminishing my quality of life
- Trained almost exclusively with steel clubs and steel maces
- Completed my first course in Apache Spark
This month has me doing multiple travel runs (I’m currently typing this from Wormhole Coffee in Chicago after trips through the Bay Area and Dallas), learning more Spark, picking up my CPA materials again, and just overall enjoying the summer. I hope you’re all doing the same!Tweet
In the first week of this month, I began closing down all of the things I’d been working on at National Journal. I started documenting the code that I’d written and training my co-workers on the things that only I had locked up in my head before taking my last lunches on that best roof in the District of Columbia. That was before D.C.’s three straight weeks of rain started, of course.
My first task at NJ was to build a Django model interpreter that would recursively dig into foreign key relationships to create nested documents to insert into MongoDB. Then I learned how to build authentication systems. Then I learned what happens when you build those authentication systems expecting that every page will be generated fresh and suddenly a CDN just destroys your entire mental model of the world. NJ was my trial by fire. I finally became a “developer” there. It took four years of me coding and several public-facing projects before I actually felt like I was a professional software developer.
Now I’ve started with a team that’s going to challenge me all over again. I typed four or five sentences trying to articulate my feelings about this new team before finally settling on a simple “This is the coolest thing I’ve ever done.” We’re building a Spark framework that’s going to analyze some truly huge datasets. I get to write Scala and SQL and explore graph databases and play around with computing hardware that I would normally never get to touch. I’m ecstatic.
That’s a big thing that happened this month. What else happened?
I read two books:
Now, this is a marked drop from my normal book volume. I’ve started taking notes on everything I read. Those notes look something like this:
I have pages upon pages of notes for Letters from a Stoic, one of the most thought-provoking books I’ve ever read. I’ll have a more detailed review later when I take the time to read back through my notes.
I started training with this scary-looking gear:
These weights are fierce on the muscles. With both the steel club and the steel mace, the weight is all thrown off on angles that normal barbells don’t cover. They’re only fifteen pounds each, but after one of their recommended workouts, I’m shaking. The weighted vest adds ten pounds of extra umph.
I wrote a post for a company blog that hasn’t gone live yet, but when that’s posted I’ll link it here. This will be my first post written for someone other than myself, if we ignore the post on optimizing music for productivity that got picked up by Lifehacker and Matt Mullenweg’s blog.
Finally, I purchased a TV for $50 and hooked up my PS3 to it.
I bring this up because while I’ve enjoyed kicking back and relaxing with some video games, I’ve also become aware of its addictive nature. I’ve become mindful of the desire to just chill after work and veg out for hours. Now, I’m curbing back my gaming through a Pomodoro technique mix. 25 minutes of something productive, then 25 minutes of games, back, forth, back, forth, etc. It seems to be working out so far.
What’s next in June? I have a stack of Scala and analytics material to read. I have a lot of new coding projects to explore at work. I also have jury duty.
By the way, my friend Josh challenged me to get back into more personal experimentation through a single text message asking what hack I was going to explore next. What suggestions should I try? Hit me up at @josephmosby.Tweet