Rigged: The AA test

MrGoodFlop

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I found an article on Wikkipedia that gives hand ranking according to expected value.
I think it should provide some interesting statistics to add to the discussion.
It gave me the idea to do the analysis that follows.
This is the link: Texas hold 'em starting hands - Wikipedia, the free encyclopedia

I reproduced one of the tables here:

Tier.. hands......................................... EV
1..... AA, KK, QQ, JJ, AKs........................ 2.32 - 0.78
2..... AQs, TT, AK, AJs, KQs, 99............... 0.59 - 0.38
3..... ATs, AQ, KJs, 88, KTs, QJs.............. 0.32 - 0.20
4..... A9s, AJ, QTs, KQ, 77, JTs............... 0.19 - 0.15
5..... A8s, K9s, AT, A5s, A7s................... 0.10 - 0.08
6..... KJ, 66, T9s, A4s, Q9s..................... 0.08 - 0.05
7..... J9s, QJ, A6s, 55, A3s, K8s, KT......... 0.04 - 0.01
8..... 98s, T8s, K7s, A2s......................... 0.00
9..... 87S, QT, Q8s, 44, A9, J8s, 76s, JT... (-) 0.02 - 0.03

It shows how hands have been grouped according to expected value.
The grouping was determined from statistics taken from actual play of a large number of hands.

What is interesting to note is the number of hands in each tier.
5 in the first, 6 in the second, etc...
The table only shows 52 hands.
Since we know there are 169 possible 2 card hands in Texas Hold'em
then we can add another row to the table, tier 10, showing the remaining 117 hands that have an EV less than -0.03.

If during a game, the hole cards are dealt randomly, we should expect, on average, to be dealt 5 hands from tier 1 for every 169 hands we have been dealt.
Similarly, we should be dealt 6 hands from tier 2, 6 from tier 3, etc...

The following table to shows that.

tier # hands in tier
1..... 5
2..... 6
3..... 6
4..... 6
5..... 5
6..... 5
7..... 7
8..... 4
9..... 8
10....117
total 169

Now, ideally, when we play a game, we would like all our pocket cards to be from lower tier numbers since these are the cards that statistically win most hands.
However we can see from the table that we are going to be getting most of our pocket cards from tier 10 and that they are most likely going to be losing hands.

I have over 10,000 hands recorded in my Poker Tracker database and I wanted to see how the hand distribution compares to the above tables.

I exported the hand data in a spreadsheet and came up with a set of charts.
One chart for the poker stars hands and one for the FullTilt hands.
The charts show that in general, I am being dealt more hands than expected from tier 10 and less hands than expected from tiers 1 to 9.

Here are some of the numbers for the pokerstars hands.
The numbers from the FullTilt hands are similar.

tier times_dealt..... expected # hands..... variance

1.......... 178............... 244......................... -0.80%
2.......... 217............... 293......................... -0.92%
3.......... 247............... 293......................... -0.55%
4.......... 256............... 293......................... -0.45%
5.......... 187............... 244......................... -0.69%
6.......... 179............... 244......................... -0.79%
7.......... 277............... 342......................... -0.78%
8.......... 95................ 195.......................... -1.21%
9.......... 360............... 390......................... -0.37%
10........ 6249............. 5708........................ 6.56%
total..... 8245............. 8245........................ 0.00%


Unfortunatelly I can't figure out how to insert the chart images in the post.
If someone can explain how to do it I will post them.

Does that indicate that these hands were not dealt randomly?
If the hands were dealt randomly, all the variance numbers should be close to zero and about half of them should be positive.
Why is there such a significant skew towards the negative EV hands?

I made the same analysis using only the hands from a tournament were I did well (placed 3rd).
It clearly shows that during that tournament, I was dealt more cards from the positive EV tiers and less from the negative EV tiers.
Of course, as a result, I was playing more hands and winning more hands than usual.

tier....... times_dealt... expected # hands....... variance
1.......... 7................. 9............................. -0.71%
2.......... 15.............. 11............................. 1.27%
3.......... 14.............. 11............................. 0.95%
4.......... 10.............. 11............................. -0.33%
5.......... 9................. 9............................. -0.06%
6.......... 4................. 9............................. -1.67%
7.......... 9................ 13............................. -1.25%
8.......... 3................. 7............................. -1.40%
9.......... 17............... 15............................. 0.73%
10........ 223............ 215............................. 2.47%
total..... 311............ 311............................. 0.00%

Here the variance is not as skewed towards the negative EV tier.
There is some positive variance for tiers 2 and 3.
The number of hands in tier 10 is closer to what is expected.

I think this shows a lot more than you would see just by looking at the single AA hand.
If anyone else wants to do that exercise, I can provide the Excell spreadsheet if someone explains how to post it.
 
Bigsmak

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Does that indicate that these hands were not dealt randomly?
If the hands were dealt randomly, all the variance numbers should be close to zero and about half of them should be positive.
Why is there such a significant skew towards the negative EV hands?

Because its only 10,000 hands, we need a lot more to make a real attempt. Hence this thread
 
Four Dogs

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Been on vacation for a couple of weeks. It's nice to see some well thought out questions and answers as well as some new data from Richard7787. I'm a little busy getting things back in order but I'll try to update the table ASAP.
 
Richard7787

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Been on vacation for a couple of weeks. It's nice to see some well thought out questions and answers as well as some new data from Richard7787. I'm a little busy getting things back in order but I'll try to update the table ASAP.

Welcome back FD, Im happy to contribute! :D
 
O

On A Pair Draw

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ahahah

ahahahahhaahahahah

WHAT? are you serious?

I'm not sure how to respond to your post. I have to assume you're asking if I'm serious about the entire post and not just about a specific assertion you disagree with.

Let me go take a couple of bong hits so I can respond in an equally intelligent post.....

....

CoughCough

CoughCoughCoughCoughCoughCoughCough

What were we talking about?
 
MrGoodFlop

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Because its only 10,000 hands, we need a lot more to make a real attempt. Hence this thread

You are correct, 10,000 hands is not a very large sample.
On the other hand, it is not an insignificanlty small sample size either.
The larger the sample, the more the variance will tend towards zero.
However, even with a sample this size, one would still expect the variance to be more or less evenly distributed.
My analysis shows that it is definitely not evenly distributed.
I don't believe that the skew can be explained by the sample size.

Any other explanations?
 
Four Dogs

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Thanks to Richard7787 for this contribution

Full Tilt
15,567
Dealt Aces: 71

Results updated
 

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Bigsmak

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Oo sorry never added.

Full tilt - 10945 hands -
AA - 47
KK - 45
QQ - 47
JJ - 54
10 10 - 45
 
KerouacsDog

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shawn, if you go to the home page, and then click on general discussion, then Introductions, you can then click on 'new thread' and create an introduction thread for yourself, to tell us more about you.
Anyway, welcome to CC, and gl!


btw, thanks for the link in your sig, didnt know they had freerolls at Doyles, looks good!
 
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KyleJRM

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You are correct, 10,000 hands is not a very large sample.
On the other hand, it is not an insignificanlty small sample size either.
The larger the sample, the more the variance will tend towards zero.
However, even with a sample this size, one would still expect the variance to be more or less evenly distributed.
My analysis shows that it is definitely not evenly distributed.
I don't believe that the skew can be explained by the sample size.

Any other explanations?

There doesn't need to be an explanation. I see no statistical reason why the variance would have to be evenly distributed.
 
MrGoodFlop

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There doesn't need to be an explanation. I see no statistical reason why the variance would have to be evenly distributed.

There may not be any statistical reason for variance to be evenly distributed.
However if the variance is a measure of high EV vs low EV hands, then it looks suspicious if it definitely favours the low EV side.
I just think it would be reasuring to see it "more or less" evenly distributed.

In any case, I found out why I was seeing this skew towards the low EV hands.
I was assuming that the 169 hands were all equally likely.
I later realized that, of course, they are not.
For instance, AA counts as one of the 169 hands, but in reality there are four different AA hands.
Taking that into account, I ran the spreadseet graphs again and got a much more reasuring picture of the variance.

View attachment 11623
View attachment 11624

Before, (with the flawed assumption) it looked like this
View attachment 11622
Hence the reason for my comments in the previous posts.

Since players are playing against each other rather than against the house, this measure of EV does not necessarilly indicate whether the deal is rigged or not. I just thought it was a convenient way to group the hands in order to get a picture that covers dealing of all the hands instead of just AA.
 
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Four Dogs

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Oo sorry never added.

Full tilt - 10945 hands -
AA - 47
KK - 45
QQ - 47
JJ - 54
10 10 - 45

Sorry 'smak. I just saw this. Been a little busy lately. That and trying to drive my teenage daughter off of myspace has definately limited my 'puter time. Nonetheless, we all thank you for your contribution and without further delay, I present you with the updated table.

Superstition is to religion what astrology is to astronomy: the mad daughter of a wise mother

-Voltaire
 

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KerouacsDog

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Id like to see the variance when we pass the magic million...............because at the moment the figures look pretty spot on.
Thanks, FD, for doing this.
Like the Voltaire quote, btw.
KD
 
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Rake_AND_Bake

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now i'm curious and need to check my PS and FTP stats...
 
widowmaker89

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Dont have too many hands havent used PT for very long but here is where I am at.

Full Tilt: 25100 hands 105 AA
 
Four Dogs

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Dont have too many hands havent used Poker Tracker for very long but here is where I am at.

Full Tilt: 25100 hands 105 AA
Thanks widow. Nice run of Full Tilt donations lately.

Nothing has such power to broaden the mind as the ability to investigate systematically and truly all that comes under thy observation in life.

-Marcus Aurelius
 

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Jurn8

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how do you find this information out fourdogs looks like your doing a good job mate and hopefully will shut the people up who keep moaning about losing with AA and say nothing when they win!
 
Four Dogs

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how do you find this information out fourdogs looks like your doing a good job mate and hopefully will shut the people up who keep moaning about losing with AA and say nothing when they win!
Thank you Jurn.
I'm not really doing anything but compiling the data that you all are supplying. The formula for the expected frequency of AA, or any pair for that matter, is simple. There are 1326 different combinations of starting hands and 6 different ways to make any one pair, so 1326 ÷ 6 = 221. Which is to say 1 out of every 221 hands is AA specifically, or KK, or whatever pair you're looking for. So to find the expected number of times AA would be dealt is simply a matter of dividing the number of hands you've played by the magic number, 221. We then compair that number to the actual times that our contributer was dealt that hand. The difference between the expected value and the reported value is the deviation. The smaller the deviation, the better.

I put the whole thing together on an excel spreadsheet. It has 2 sheets. Sheet 2 is the ugly, raw data, page with all the names, dates and numbers. Sheet 1 is the one you see above with the different site graphics and pretty colors. I just use the snipping tool that comes with Windows Vista to highlight the portion of the table that I want to publish and save it as a JPEG then just attach the image to the post (see manage attachments below). When someone makes a new contribution I can usually update the table in less than 3 or 4 minutes. It takes a little longer when someone adds data from a new site as I have to add a new column on my raw data worksheet, then hunt around for a suitable image which I must then resize to fit on the published table.


 
Richard7787

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Update for you:

Full Tilt:

21229
Aces: 96
% Dealt: 0.452
Win rate: 94.79% (not needed but looks good to me) :p

Kings: 98
% Dealt: 0.452
Win Rate: 92.86%
 
Four Dogs

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Update for you:

Full Tilt:

21229
Aces: 96
% Dealt: 0.452
Win rate: 94.79% (not needed but looks good to me) :p

Kings: 98
% Dealt: 0.452
Win Rate: 92.86%

Richard, is that 21229 new hands, or a running total?
 
KerouacsDog

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Nothing has such power to broaden the mind as the ability to investigate systematically and truly all that comes under thy observation in life.

-Marcus Aurelius



FD, that is such a fantastic quote, thankyou!
As for stats, when I eventually get off my lazy **** and download PT trial I will collate some stats for you, sir.
 
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simpleman31

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Ok, I read this thread the other day and have a thought on it. You are justusing the AA senario in this. Try inputting the KK and other big hands in there. Just a thought!
 
Four Dogs

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Ok, I read this thread the other day and have a thought on it. You are justusing the AA senario in this. Try inputting the KK and other big hands in there. Just a thought!
I tried to keep it simple and elegant in order to get more participation. At any rate, I doubt the results would look any different regardless of which pair I chose. You can't manipulate the frequency of one starting hand, paired or otherwise, without effecting the rest in some ultimately noticable way. For instance, if AA hands were over represented, any Ax hand would have to be underrepresented, but all other holdings would become more common as there would be fewer available combinations.
 
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