While I don't usually watch Dark Integral Gaming's content, his recent video Are Coin Flips REALLY 50 / 50 In PTCGO? (Funny) caught my eye for resurfacing a complaint often muttered by the client's disgruntled users. As one might expect, even though the video was meant to lightheartedly bemoan a string of bad flips that the channel owner had experienced, the comment section was largely composed of players trashing the client's random number generator because of gripes that seemed more anecdotal than empirical.
To put the the client's ability to the test, I flipped 1051 virtual coins using specialized decks over the course of just 11 games. Here is the spreedsheet with the tabulated data and screenshots: https://docs.google.com/spreadsheets/d/1Uz17FCRuWsqA4kWPcLoc9KGZDCEBkSRYYL9RWYVWVUY/edit?usp=sharing
The results, 516 heads to 535 tails, demonstrate that the PTCGO coin flip's randomness is indeed 50/50 with more than 95% confidence. Now we all have had those quintuple tails moments where we just cannot believe that the random number generator is truly treating each player fairly. However these situations are far too limited to generate a conclusion about the trustworthiness of the client. There is a 3.1% chance that 5 coins in a row would be tails, and given how much we play PTCGO, that isn't very outlandish to occur once in a blue moon. Beyond this, the change in probability of successive tails only diminishes, as the 1.6% (rounded) difference between 3.1% and 1.6% (6 flips) decreases to a 0.8% difference between 1.6% and .8% (7 flips). Another factor is that people tend to pay more attention to and recall more frequently the events the reinforce preconceived notions, such as that the coin flips are rigged. Despite flipping about evenly over the course of the game, if there was a short string of either heads or tails, one may notice the temporary wonkiness of the coin flips, while ignoring the many other occasions, and by doing so will not get the big picture of whether or not the flips even out over time.
Feel free to curse your luck and bemoan your misfortunes, but keep in mind that PTCGO is not actually "out to get you." If I get around to it, I might test out starting hands on PTCGO to see if they match up to expected frequencies, because I quite enjoyed this little experiment.
DIG video:
To put the the client's ability to the test, I flipped 1051 virtual coins using specialized decks over the course of just 11 games. Here is the spreedsheet with the tabulated data and screenshots: https://docs.google.com/spreadsheets/d/1Uz17FCRuWsqA4kWPcLoc9KGZDCEBkSRYYL9RWYVWVUY/edit?usp=sharing
The results, 516 heads to 535 tails, demonstrate that the PTCGO coin flip's randomness is indeed 50/50 with more than 95% confidence. Now we all have had those quintuple tails moments where we just cannot believe that the random number generator is truly treating each player fairly. However these situations are far too limited to generate a conclusion about the trustworthiness of the client. There is a 3.1% chance that 5 coins in a row would be tails, and given how much we play PTCGO, that isn't very outlandish to occur once in a blue moon. Beyond this, the change in probability of successive tails only diminishes, as the 1.6% (rounded) difference between 3.1% and 1.6% (6 flips) decreases to a 0.8% difference between 1.6% and .8% (7 flips). Another factor is that people tend to pay more attention to and recall more frequently the events the reinforce preconceived notions, such as that the coin flips are rigged. Despite flipping about evenly over the course of the game, if there was a short string of either heads or tails, one may notice the temporary wonkiness of the coin flips, while ignoring the many other occasions, and by doing so will not get the big picture of whether or not the flips even out over time.
Feel free to curse your luck and bemoan your misfortunes, but keep in mind that PTCGO is not actually "out to get you." If I get around to it, I might test out starting hands on PTCGO to see if they match up to expected frequencies, because I quite enjoyed this little experiment.
DIG video: