Let's do some simulation exercises to check out the impact of increasing deck size on
getting the ideal hand.
As the maths can get quite confusing, i going to put out the maths for everyone to check my steps. If i got the maths wrong, pls correct me (and i will get to learn from my mistakes

)
Assumptions:-
1) The ideal hand is T1 Kris, T2
Puwen
, T3
Jasmine
/ Aldon, T4 JD, T5
Raven
.
2) No additional card draws from bad santa or blood frenzy (since we just want to check for ideal hand).
3) First player
4) The deck has 4 copies of the cards in the deck.
5) 1 card is sac every turn.
6) The ideal hand need not be drawn on starting hand. It may be draw through card draws.
7) Each turn probability is calculated independently, i.e. at each turn, i assume that the remaining cards are re-drawn. This actually is more lenient bec at each turn, you sorta "reshuffle" your hand and get a chance to re-draw.
This assumption is the most controversial, but it remains here purely bec I can't think of a less cumbersome way of calculating the probability. I didn't think it was accurate just to calculate the odds of getting 1x copy of the ideal hand on the starting hand; bec you always have a chance to draw the card you need next turn. So i resorted to doing it in this manner
i'll appreciate it if someone can help me with the last assumption.
Maths for 39 card deck
1) T1 parameters. Hand size = 6, Target card = 4, Total Deck size = 39. Prob of getting at least 0 Kris = 49.7%.
So prob of getting at least 1 kris = 100-49.7% =
50.2%
2) T2 parameters. Hand size = 5, Target card = 4, Total Deck size = 37. Prob of getting at least 0
Puwen
= 54.4%.
So prob of getting at least 1
Puwen
= 100-54.4% =
45.5%
(note hand size is reduced bec every turn you have a net loss of 1 card (you draw 1 card, sac 1 card and play a card. Deck size is reduced bec of assumption 7; i have to reduced the deck size each turn, bec Kris was played and 1 card was sac the previous turn.)
3) T3 parameters. Hand size = 4, Target card = 8, Total Deck size = 35. Prob of getting at least 0
Jasmine
/
Aldon
= 33.5%.
So prob of getting at least 1
Jasmine
/
Aldon
= 100-33.5% =
66.4%
4) T4 parameters. Hand size = 3, Target card = 4, Total Deck size = 33. Prob of getting at least 0 JD = 66.9%.
So prob of getting at least 1 JD = 100-66.9% =
33.0%
5) T5 parameters. Hand size = 2, Target card = 4, Total Deck size = 31. Prob of getting at least 0
Raven
= 75.4%.
So prob of getting at least 1
Raven
= 100-75.4% =
24.5%
So estimated prob of getting the ideal hand (be it from starting hand or from draw) =
1.23%
-------------
now lets repeat the same steps, but with a 41 deck size.
Maths for 41 card deck
1) T1 parameters. Hand size = 6, Target card = 4, Total Deck size = 41. Prob of getting at least 0 Kris = 51.7%.
So prob of getting at least 1 kris = 100-51.7
% = 48.2%
2) T2 parameters. Hand size = 5, Target card = 4, Total Deck size = 39. Prob of getting at least 0
Puwen
= 56.8%.
So prob of getting at least 1
Puwen
= 100-56.8% =
43.6%
(note hand size is reduced bec every turn you have a net loss of 1 card (you draw 1 card, sac 1 card and play a card. Deck size is reduced bec of assumption 7; i have to reduced the deck size each turn, bec Kris was played and 1 card was sac the previous turn.)
3) T3 parameters. Hand size = 4, Target card = 8, Total Deck size = 37. Prob of getting at least 0
Jasmine
/
Aldon
= 35.9%.
So prob of getting at least 1
Jasmine
/
Aldon
= 100-35.9% =
64.1%
4) T4 parameters. Hand size = 3, Target card = 4, Total Deck size = 35. Prob of getting at least 0 JD = 68.8%.
So prob of getting at least 1 JD = 100-68.8% =
31.3%
5) T5 parameters. Hand size = 2, Target card = 4, Total Deck size = 33. Prob of getting at least 0
Raven
= 76.8%.
So prob of getting at least 1
Raven
= 100-76.8% =
23.1%
So estimated prob of getting the ideal hand (be it from starting hand or from draw) = 0
.97%
TL;DR
The ideal hand % for 39-card deck is 1.23%
The ideal hand % for 41-card deck is 0.97%.
You can look at the 2 figures and have 2 possible interpretations
a) "Crap, having 2 more cards reduce my % of getting ideal hand by 0.25%. Which equates to 0.79 times less likely to get more ideal hand (0.97/1.23). I'm not going to add that 2 cards in my deck."
b) "Crap, the ideal hand % is already so low at 1.23%. I'm very unlikely to rely on the ideal hand to win, so i might as well add in that 2 additional enrage that i need, but could never find space to include it in."
The stats are shown clearly. You make the decision of whether to add that 2 cards in.
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