Good morning round 2 is done :)
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Good morning round 2 is done :)

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Buncha Purple Pangenders
This was supposed to be part of a big dump I made with some of the other dump-posts that are coming out, but I Realized it was gonna take too long to make so Iâm just splitting these up.
happy ending? i wish
Who let the 11 foot hog watch some kids
Bigger and more wild hell yeah

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Not sure if I've posted this but to make sure :)
Hockey Analytics Stuff
So thereâs a group of hockey analysts/journalist on twitter who have put together a series of panels/presentations on a weekly basis regarding Hockey Analytics (like, how to get into it, coding, etc), AKA Hockey Analytics Night in Canada (HANIC) since itâs at 7pm on Saturdays which is normally when Hockey Night in Canada airs... After 2 out of 4 weeks I have to say that itâs been fantastic so far. I missed the first week (which actually got interrupted by Zoom hackers), but a fair amount of it is on youtube so I was able to catch up. I think the second week was recorded and should also be posted? But if not the main speaker posted links to his ppt etc on his twitter.
Anyways, if youâre fairly tech inclined and are a fan of numbers, 10/10 recommend- just look on twitter for #HANIC to find the links to register for the Zoom meetings and for the posts with links to stuff from previous weeks.
On the personal side, Iâve been learning data science with python via DataCamp for work the last few weeks (working from home when my part of the plant is shut down=very little regular work to do so lots of âfind a relevant training that the company already subscribes toâ) but itâs a skill that will be hit-or-miss if I actually end up using it regularly in my current role. I also know from experience learning select R and SAS code for graduate school that itâs a skill that will be âuse it or lose itâ for me...
HANIC has motivated me to use the skills in the perfect outlet to keep from getting rusty- hockey analytics. I LOVE hockey and have had an interest in analytics for a while, even more so since I took my first graduate statistics course in 2017. I just didnât know how/where to start... now I do.Â
I downloaded open source programming applications onto my personal computer (Anaconda Navagator, which includes applications for both Python and R, the same program that is on my work computer), and got my first round of basic data from the NHL website, and did my first bit of ânot being walked step-by-step through a training excersizeâ programming and... I was able to import a file containgng 999 playersâ cumulative stats for the 2016-17, 2017-18, and 2018-19, was able to filter the data for just players with more than a certain number of goals, create a histogram of that filtered data, and was able to further filter the data to ID the 2 leading goal scorers (cumulative over those three seasons). I was also able to calculate a new stat, Goals per Game (G/PG) including rounding how many digits it when to).
(ignore the first column, thatâs just what line in the dataframe that player is)
I still have to work on putting labels and a title on the histogram, but... itâs a start!
It feels really good!
COME ON! KISS! I know you two want it.