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Collecting SC2 Replays for MachineLearning Project

Blogs > pdc
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pdc
Profile Blog Joined November 2010
23 Posts
April 28 2012 10:26 GMT
#1
I'm looking to do a project related to SC2 in my university/college machine learning course.

Basically I want replays, a ton of them. I'm looking for ideas/suggestions as to how I can gather replay files.

Here are my general thoughts so far.

I'm going to email the skillcraft guys (http://skillcraft.ca) to see if they can release their replays (altho I highly doubt they will due to confidentiality).

I don't want to use replays of bronze - diamond level games uploaded to replay sites since those games were uploaded for a reason (i.e. something rare occurred) so they wont be representative of the typical bronze - diamond level game. I would assume that a cannon-rush or 6-10 pool would be quite common in bronze - diamond but how many of these replays would actually make it to a replay site? Probably very few.

I've searched TL and reddit and as far as i can tell Skillcraft was the only attempt so far to gather replays from the entire community. Perhaps there was some study that I've missed? or some collection of replays that exists already?

There's also day9 who gathers I imagine hundreds/thousands of replays per week for his various dailies. But again I feel as though these would all be skewed in some way or another due to the theme of that particular week. I doubt anyone who suffers a standard (i.e. boring) win/loss in the lower leagues would send in the replay to day9. But if day9 were to put out a call for any replays, good or bad, that would work fine. So if someone who can contact him directly is reading this, ask if he would do a "give me everything" type replay collection for me, that'd be awesome :D

I'll also see if I can get replays from my local starcraft society (sydney, australia). They have a few hundred members so that could be promising. If you think that your local sc2 community is large-ish and would like to help by giving me replays, send me a pm. On a similar note, does anyone know where the largest sc2 communities are based and how I can contact them?

That's what I've got so far. Is there something I've missed?

As for what I will do with the replays, not quite sure as yet as the project hasn't been released so I'm not sure what is required. But in the past the project has been quite open ended, so I'm reasonably confident that I can do something on SC2.

OptimusYale
Profile Blog Joined January 2011
Korea (South)1005 Posts
April 28 2012 12:37 GMT
#2
SC2 gears database may be able to help you.....I could also send about 100 replays from my platinum level games that I got from SC2 Gears
Prillan
Profile Joined August 2011
Sweden350 Posts
April 28 2012 12:43 GMT
#3
Out of curiosity, how do you plan to analyse them?

I have a lot of replays from I started play to now which spans Practice games -> Silver -> Diamond ^^
TheBB's sidekick, aligulac.com | "Reality is frequently inaccurate." - Douglas Adams
pdc
Profile Blog Joined November 2010
23 Posts
April 28 2012 13:10 GMT
#4
On April 28 2012 21:37 OptimusYale wrote:
SC2 gears database may be able to help you.....I could also send about 100 replays from my platinum level games that I got from SC2 Gears


Good idea but the sc2gears database is off limits, which makes sense. If a pro player did use the service, I don't think they would appreciate having their replays so easily accessible.

Privacy Policy

1) Files uploaded to the Sc2gears Database are only available to the account owner and me, and are never given out to anyone else.


On April 28 2012 21:43 Prillan wrote:
Out of curiosity, how do you plan to analyse them?

I have a lot of replays from I started play to now which spans Practice games -> Silver -> Diamond ^^


this new sc2reader looks good. other than that i might use this php replay parser or write an sc2gears plugin to grab the data i want from the replay file.

thanks for offering replays, I'll put out another blog post calling for replays when I get to that point
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