Account Details
SteamID64 76561198034469241
SteamID3 [U:1:74203513]
SteamID32 STEAM_0:1:37101756
Country United States
Signed Up August 26, 2014
Last Posted February 19, 2019 at 5:46 AM
Posts 22 (0 per day)
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#1 Big data mining of TF2 logs in Projects

I’m working on a master’s in data science, and I have a course project on distributed data mining. We have the full history of logs from to use for our analysis. What questions does the TF2 community have that big data mining could solve?

Here are some ideas we have so far:
-Finding cheaters with outlier analysis
-Heatmap of deaths on maps
-Metastatistics (how likely you are to win the round if you win the midfight, how likely you are to hold last with uber disad, etc)
-Tracking player improvement over time
-Future match prediction

These are our quick ideas, but we’re very interested in other ideas. Let us know what else you think of! And of course we wouldn't be doing all of this, we would likely focus on one or two areas. Give us new ideas!

Here’s some more technical stuff about the assignment if you’re interested-
Essentially we’re looking to take big data and gain insights from it using really powerful machines (a TB of RAM, 128 threads, 20 GPUs, etc). We’re not allowed to use neural networks (we’re taking that class at the same time), but all other forms of machine learning and data mining are allowed. If you have any ideas for machine learning or data mining methods that you think would be good for this data, hit us with those too!

And of course, huge shoutout to Zoob from and his incredible work on that site

posted about a year ago
#5 LFT Medic/Scout in Recruitment (looking for team)

Awesome med and even more awesome dude. His attitude is always positive, and he's done a lot of great work for this community. Fantastic pickup.

posted about 3 years ago
#57 b4nny LAN? in TF2 General Discussion

Miggy's post is the tl;dr of his wisdom, so he has a LOT More to say. He has done such an outstanding job with all of his LANs, and now that he has the massive BYOC LAN under his belt he's coming in hot to next year. Ask this guy questions, learn from him, give him suggestions. Make these LANs as amazing as we all want them to be.

posted about 3 years ago
#2 Mid Open Med LFT in Recruitment (looking for team)

John is awesome. He's very smart, decisive, and level-headed. He says mid open here, but I could see him breaching high open in no time. Very strong pickup.

posted about 3 years ago
#2 p0ss3ss3d LFT Low Open Med in Recruitment (looking for team)

I've been working with Possessed, and he's a great upcoming med. He's very driven to succeed, and always comes to me for demo reviews and questions. He has good fundamentals and he's willing to work together with the team. 10/10 pickup for a new open team.

posted about 3 years ago
#2 lft s21 in Recruitment (looking for team)

Gargle is an awesome player. His DM is strong, and his positioning is great as well. He gives clear and concise comms, and he works very well with teammates.

posted about 4 years ago
#3 Marty lft low-mid open roamer/scout in Recruitment (looking for team)

Marty is a monster. His DM is amazing, and his gamesense is like no other. He knows his positioning, focus fire, timing, everything you could ever ask for on both roamer and scout. He's really cool and chill too, making him a great teammate. You couldn't ask for a better late pickup.

posted about 4 years ago
#4 FrankenBerry lf mid Open roamer-medic in Recruitment (looking for team)

Frankenberry has great comms and great gamesense. He's a great team player and adapts well to whatever is thrown at him. Great last-minute pickup!

posted about 4 years ago
#1 ROGUE LFT Open Medic in Recruitment (looking for team)

Hello! Rogue here, and I'm looking to play Med in Open. I have huge amounts of experience as Medic, leader, and maincaller across a ton of formats and divisions. I can work with someone else calling, but I am a very strong maincaller myself.
The entirety of my exp in HL and stuff is on my profile, here's some of it. I've been ringing and subbing for Blue Elephants on and off for the past year almost too, but here's my roster experience:

Gold S18- Medic, sub (Disney Jam Thursday)
ESEA-O S19- Medic, sub (Blue Elephants)
Plus 5 older seasons of messing around in Iron/Steel leading Rogue Runners (still on Med and maincaller)

Here's my UGC profile since that's where all my EXP is:
Hit me up!

posted about 4 years ago
#253 GXL LAN 2015 in News

All paid up, can't wait!

posted about 4 years ago
#29 GXL LAN 2015 in News

Dashner, I go to school in Binghamton NY, would you be able to pick me up on your way? I'm happy to pay for gas and all that. Add me!

posted about 4 years ago
#24 Florida Lan is back for 2015 in TF2 General Discussion

I'll be flying down from New York, can't wait.

LF slumber party hmu

posted about 5 years ago
#20 $ 2,000 Boston LAN interest? in TF2 General Discussion

I'm from New York and 100% interested. Any more on the time of year would be greatly appreciated.

posted about 5 years ago
#2 LFT Low-Mid Open Demo & Scout team in Recruitment (looking for team)

Leader of Rogue Runners here, Betamaster is fantastic. Outrageously good Demo DM and gamesense, and great teammate. Always willing to work and learn with the team, and very dedicated. He's a fantastic pickup, get to it!

posted about 5 years ago
#1112 GXL LAN Fall 2014 in News

Anyone going to Philly by 1 PM? I need a ride, hit me up.

posted about 5 years ago
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