def randomStarter(self):
newCard = Card(random.randint(1, 13), random.randint(1, 4))
while newCard in self.hand:
newCard = Card(random.randint(1, 13), random.randint(1, 4))
return newCard
def __init__(self):
self.displayed = {
'red': Card('red', 0),
'green': Card('green', 0),
'blue': Card('blue', 0),
'yellow': Card('yellow', 0),
'white': Card('white', 0)
}
self.important_discards = []
self.no_more = []
def test_tie():
print('Testing two players tieing')
pool = PP('pool')
pool.add_card(Card(10,'S'))
pool.add_card(Card(10,'C'))
pool.add_card(Card(14,'D'))
pool.add_card(Card(4,'H'))
pool.add_card(Card(7,'C'))
alice = Player.Player('Alice')
alice.add_card(Card(9,'H'))
alice.add_card(Card(9,'D'))
poker_alice = PH(alice.hand, pool.hand)
poker_alice.get_score()
bob = Player.Player('Bob')
bob.add_card(Card(9,'C'))
bob.add_card(Card(9,'S'))
poker_bob = PH(bob.hand, pool.hand)
poker_bob.get_score()
print('{}'.format(pool))
print('{}:\n\t\t final hand:{}\n{}:\n\t\t final hand:{}'.format(alice, poker_alice.final_hand, bob, poker_bob.final_hand))
if poker_alice.is_tie(poker_bob.score, poker_bob.rank_cards, poker_bob.kicker_cards):
print('\nHands are equal, there is a tie!')
else:
print('\nHands are not equal, no tie :(')
def selectCardToPlay(self, gameState):
cardToPlay = None
cardScores = np.zeros(len(self.playhand))
# Select A according to w and x
if len(self.playhand) != 0:
for i in range(0, len(self.playhand)):
# Check that the card can be played
if (gameState['count'] + self.playhand[i].value() < 32):
newHand = []
for i in range(0, len(self.playhand)):
newHand.append(
Card(self.playhand[i].rank, self.playhand[i].suit))
newHand.pop(i)
newCount = gameState['count'] + self.playhand[i].value()
cardScores[i] = np.matmul(
self.peggingWeights,
self.getFeaturesPegging(
newHand, newCount,
gameState['numCards'][self.number % 2]))
else:
cardScores[i] = -np.Inf
if not (np.isinf(np.amax(cardScores))):
cardToPlay = self.playhand[max(range(len(cardScores)),
key=cardScores.__getitem__)]
return cardToPlay
def next_card(self):
if len(self) == 0 and self.starting_num is None:
return None
if len(self) == 0 and self.starting_num is not None:
return Card(self.suit, self.starting_num)
if len(self) == 8:
return None
curr = self.curr_card()
return HungarianDeck.next_card(curr)
def throwCribCards(self, numCards, gameState):
cribCards = []
self.cribThrow = []
cardIndices = list(range(0, len(self.hand)))
maxValue = -np.inf
if gameState['dealer'] == self.number - 1:
dealerFlag = 1
else:
dealerFlag = 0
for combination in combinations(cardIndices,
len(self.hand) - numCards):
handCards = []
thrownCards = []
for i in range(0, len(cardIndices)):
if i in combination:
handCards.append(Card(self.hand[i].rank,
self.hand[i].suit))
else:
thrownCards.append(
Card(self.hand[i].rank, self.hand[i].suit))
q = self.throwValue(
self.getThrowingFeatures(handCards, thrownCards, dealerFlag))
if q > maxValue:
maxValue = q
cribCards = [thrownCards.pop(), thrownCards.pop()]
for i in range(len(cribCards)):
for j in range(len(self.hand)):
if cribCards[i].isIdentical(self.hand[j]):
self.cribThrow.append(
Card(self.hand[j].rank, self.hand[j].suit))
self.hand.pop(j)
break
if self.verbose:
print("{} threw {} cards into the crib".format(
self.getName(), numCards))
super().createPlayHand()
return cribCards
def throwCribCards(self, numCards, gameState):
self.cardsThrown = []
cribCards = []
cardIndices = list(range(len(self.hand)))
maxValue = -np.inf
for combination in combinations(cardIndices,
len(self.hand) - numCards):
handCards = []
thrownCards = []
for i in range(0, len(cardIndices)):
if i in combination:
handCards.append(Card(self.hand[i].rank,
self.hand[i].suit))
else:
thrownCards.append(
Card(self.hand[i].rank, self.hand[i].suit))
q = np.matmul(
np.transpose(self.throwingWeights),
self.getFeaturesThrowing(handCards, thrownCards,
gameState['dealer']))
if q > maxValue:
maxValue = q
cribCards = []
cribCards.append(thrownCards.pop())
cribCards.append(thrownCards.pop())
for i in range(0, len(cribCards)):
for j in range(0, len(self.hand)):
if cribCards[i].isIdentical(self.hand[j]):
self.cardsThrown.append(
Card(self.hand[j].rank, self.hand[j].suit))
self.hand.pop(j)
break
if (self.verbose):
print("{} threw {} into the crib".format(
self.getName(), cardsString(self.cardsThrown)))
super().createPlayHand()
return cribCards
def __init__(self):
self.cards = []
suits = ['spades', 'clubs', 'hearts', 'diamonds']
values = ['2', '3', '4', '5', '6', '7', '8', '9', '10', 'jack', 'queen', 'king', 'ace']
for rank in values:
for suit in suits:
self.cards.append(Card(suit, rank))
random.shuffle(self.cards)
def learnFromHandScores(self, scores, gameState):
reward = scores[self.number - 1]
if gameState['dealer'] == (self.number - 1):
reward += scores[2]
dealerFlag = 1
else:
reward -= scores[2]
dealerFlag = 0
possibleThrows = list(self.cribCardCombinations.keys())
possibleThrows.remove("00")
throwProbabilities = list(self.cribCardCombinations.values())
throwProbabilities.remove(self.cribCardCombinations["00"])
if not throwProbabilities:
possibleThrows = [
"AA", "22", "33", "44", "55", "66", "77", "88", "99", "TT",
"JJ", "QQ", "KK"
]
throwProbabilities = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]
throwProbabilities = throwProbabilities / np.sum(throwProbabilities)
oppThrow = np.random.choice(possibleThrows, p=throwProbabilities)
oppCards = []
for j in range(2):
cardRank = oppThrow[j:j + 1]
if cardRank == "A":
cardRank = 1
elif cardRank == "T":
cardRank = 10
elif cardRank == "J":
cardRank = 11
elif cardRank == "Q":
cardRank = 12
elif cardRank == "K":
cardRank = 13
oppCards.append(Card(int(cardRank), np.random.randint(1, 5)))
state = self.getThrowingFeatures(self.hand, self.cribThrow, oppCards,
dealerFlag)
qValue = self.throwValue(state)
update = self.alpha * (
reward + np.max(self.SAValues(self.throwingState)) - qValue)
self.throwingBrain.partial_fit([state], np.ravel([qValue + update]))
if self.verbose:
print(self.name + ": Learning from hand scores!")
print('\tState: {}'.format(state))
print('\tQ-value (pre): {}'.format(qValue))
print('\tReward: {}'.format(reward))
print('\tUpdate Value : {}'.format(update))
if self.saveFlag:
self.backup()
def get_starting_card(self):
'''chooses the starting card and returns it'''
best_cards = self.best_starting_cards()
# remove if we only have one card of the suit & it's not a big diff
# for future: get statistics about this and have a better guess
lonely_suits = []
for suit, num_of_cards in self.cards_per_suit().items():
if num_of_cards == 1:
lonely_suits.append(suit)
# ~the amount of less points if we start with lonely card:
# LONELY = 3
# since best_cards is an OrderedDict we can do this:
examined_card = None
while True:
examined_card = best_cards.popitem(last=False)[0]
suit = examined_card.split(' ')[0]
if suit not in lonely_suits:
break
return Card.from_string(examined_card)
def calculate_sum_dist(self, starting_card):
'''calculates the number of holes with given starting card'''
HDeck = HungarianDeck
cards_p_suit = self.cards_per_suit()
num_of_holes = 0
for suit in HungarianDeck.suits:
# Temporary starting card for calculation
tmp_card = Card(suit, starting_card.number)
# Every cards distance from the starting card
# 0 if not same suit, distance if same
dists = [HDeck.distance(tmp_card, card) for card in self.cards]
# number of holes given a suit. max of the list created above
# minus the number of cards in that suit
num_of_holes += max(dists) - cards_p_suit[suit]
# if the starting card is not in our hand we add that one to
# the number aswell (because we created a temporary card)
if cards_p_suit[suit] != 0:
num_of_holes += 1
return num_of_holes
def learnFromPegging(self, gameState):
if len(self.state) > 0:
# Choose A' greedily from S' using w
nextCard = self.selectCardToPlay(gameState)
nextCount = gameState['count']
newHand = []
for card in self.playhand:
newHand.append(Card(card.rank, card.suit))
if not (nextCard is None):
for i in range(0, len(newHand)):
if newHand[i].isIdentical(nextCard):
newHand.pop(i)
break
nextCount += nextCard.value()
# Get x and x'
x = self.state
xPrime = self.getFeaturesPegging(
newHand, nextCount, gameState['numCards'][self.number % 2])
# Calculate Q, Q', R and delta
q = np.matmul(self.peggingWeights, x)
qPrime = np.matmul(self.peggingWeights, xPrime)
R = self.getRelativeScore(gameState) - self.score
delta = R + qPrime - q
# Update memory and weights
self.peggingMemory = (self.traceDecay * self.peggingMemory) + (
(1 - (self.stepSize * self.traceDecay *
np.matmul(np.transpose(self.peggingMemory), x))) * x)
update = (self.stepSize * (delta + q - self.qOld) *
self.peggingMemory) - (self.stepSize *
(q - self.qOld) * x)
self.peggingWeights = self.peggingWeights + update
# Bookkeeping to prepare for the next step
self.qOld = qPrime
np.save("./NLBpegWeights.npy", self.peggingWeights)
def createPlayHand(self):
for i in range(0, len(self.hand)):
self.playhand.append(Card(self.hand[i].rank, self.hand[i].suit))
def one_face_down(self):
hidden = Card('Hidden', 'Hidden')
return [hidden] + self.cards[1:]
def explainThrow(self, numCards, gameState):
hand = []
for i in range(len(self.hand)):
hand.append(self.hand[i])
for i in range(numCards):
hand.append(self.cribThrow[i])
cardIndices = list(range(0, len(hand)))
if gameState['dealer'] == self.number - 1:
dealerFlag = 1
else:
dealerFlag = 0
print("DeepPeg ({}) is considering a hand of: {}".format(
self.number, cardsString(hand)),
end="")
if dealerFlag == 1:
print(". Own crib.")
else:
print(". Opponent's crib.")
maxValue = -np.inf
for combination in combinations(cardIndices, len(hand) - numCards):
handCards = []
thrownCards = []
for i in range(0, len(cardIndices)):
if i in combination:
handCards.append(Card(hand[i].rank, hand[i].suit))
else:
thrownCards.append(Card(hand[i].rank, hand[i].suit))
q = 0
possibleThrows = list(self.cribCardCombinations.keys())
possibleThrows.remove("00")
throwProbabilities = list(self.cribCardCombinations.values())
throwProbabilities.remove(self.cribCardCombinations["00"])
if not throwProbabilities:
possibleThrows = [
"AA", "22", "33", "44", "55", "66", "77", "88", "99", "TT",
"JJ", "QQ", "KK"
]
throwProbabilities = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]
throwProbabilities = throwProbabilities / np.sum(
throwProbabilities)
for i in range(self.numSims):
oppThrow = np.random.choice(possibleThrows,
p=throwProbabilities)
oppCards = []
for j in range(2):
cardRank = oppThrow[j:j + 1]
if cardRank == "A":
cardRank = 1
elif cardRank == "T":
cardRank = 10
elif cardRank == "J":
cardRank = 11
elif cardRank == "Q":
cardRank = 12
elif cardRank == "K":
cardRank = 13
oppCards.append(
Card(int(cardRank), np.random.randint(1, 5)))
q = q + self.throwValue(
self.getThrowingFeatures(handCards, thrownCards, oppCards,
dealerFlag))
if q > maxValue:
maxValue = q
cribCards = []
cribCards.append(thrownCards[0])
cribCards.append(thrownCards[1])
print("\t{}: {}".format(cardsString(thrownCards), q))
print("I chose to throw: {}".format(cardsString(cribCards)))
print("")
def throwCribCards(self, numCards, gameState, criticThrow):
cribCards = []
self.cribThrow = []
cardIndices = list(range(0, len(self.hand)))
maxValue = -np.inf
if gameState['dealer'] == self.number - 1:
dealerFlag = 1
else:
dealerFlag = 0
self.opponentEstimate = np.ones(13)
for i in range(len(self.hand)):
idx = self.hand[i].getRank().value - 1
self.opponentEstimate[idx] = self.opponentEstimate[idx] - 0.25
for combination in combinations(cardIndices,
len(self.hand) - numCards):
handCards = []
thrownCards = []
for i in range(0, len(cardIndices)):
if i in combination:
handCards.append(Card(self.hand[i].rank,
self.hand[i].suit))
else:
thrownCards.append(
Card(self.hand[i].rank, self.hand[i].suit))
q = 0
possibleThrows = list(self.cribCardCombinations.keys())
possibleThrows.remove("00")
throwProbabilities = list(self.cribCardCombinations.values())
throwProbabilities.remove(self.cribCardCombinations["00"])
if not throwProbabilities:
possibleThrows = [
"AA", "22", "33", "44", "55", "66", "77", "88", "99", "TT",
"JJ", "QQ", "KK"
]
throwProbabilities = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]
throwProbabilities = throwProbabilities / np.sum(
throwProbabilities)
for i in range(self.numSims):
oppThrow = np.random.choice(possibleThrows,
p=throwProbabilities)
oppCards = []
for j in range(2):
cardRank = oppThrow[j:j + 1]
if cardRank == "A":
cardRank = 1
elif cardRank == "T":
cardRank = 10
elif cardRank == "J":
cardRank = 11
elif cardRank == "Q":
cardRank = 12
elif cardRank == "K":
cardRank = 13
oppCards.append(
Card(int(cardRank), np.random.randint(1, 5)))
q = q + self.throwValue(
self.getThrowingFeatures(handCards, thrownCards, oppCards,
dealerFlag))
if q > maxValue:
maxValue = q
cribCards = []
cribCards.append(thrownCards.pop())
cribCards.append(thrownCards.pop())
for i in range(0, len(cribCards)):
for j in range(0, len(self.hand)):
if cribCards[i].isIdentical(self.hand[j]):
self.cribThrow.append(
Card(self.hand[j].rank, self.hand[j].suit))
self.hand.pop(j)
break
if (self.verbose):
print("{} threw {} cards into the crib".format(
self.getName(), numCards))
super().createPlayHand()
if not (criticThrow is None):
if not (areCardsEqual(self.cribThrow, criticThrow)):
self.explainThrow(numCards, gameState)
else:
print("The critic agreed with {}'s throw.".format(
self.getName()))
# Note which cards have been thrown into the crib
cardKeys = list()
for i in range(2):
cardKeys.append(str(cribCards[i].getRank().value))
if cardKeys[i] == '1':
cardKeys[i] = 'A'
elif cardKeys[i] == '10':
cardKeys[i] = 'T'
elif cardKeys[i] == '11':
cardKeys[i] = 'J'
elif cardKeys[i] == '12':
cardKeys[i] = 'Q'
elif cardKeys[i] == '13':
cardKeys[i] = 'K'
if cribCards[0].getRank().value <= cribCards[1].getRank().value:
cardKey = cardKeys[0] + cardKeys[1]
else:
cardKey = cardKeys[1] + cardKeys[0]
if cardKey in self.cribCardCombinations:
self.cribCardCombinations[
cardKey] = self.cribCardCombinations[cardKey] + 1
else:
self.cribCardCombinations[cardKey] = 1
self.cribCardCombinations["00"] = self.cribCardCombinations["00"] + 1
return cribCards
def runTrials(self, numTrials):
cumulativeScore = 0
for trial in range(0, numTrials):
# Initialize the hand
self.deck = Deck(1)
self.deck.shuffle()
hands = []
scores = []
# Deal two hands of four
for i in range(0, self.numPlayers):
hands.append([])
scores.append(0)
for j in range(0, 4):
hands[i].append(self.deck.cards.pop())
#print("Hand 1 is "+cardsString(hands[0]))
#print("Hand 2 is "+cardsString(hands[1]))
# Assign these hands to the players
for i in range(0, len(hands[0])):
self.cribbageDojo.players[0].playhand.append(
Card(hands[0][i].rank, hands[0][i].suit))
self.cribbageDojo.players[1].playhand.append(
Card(hands[1][i].rank, hands[1][i].suit))
#print(self.cribbageDojo.players[0].getName()+" has the cards "+cardsString(self.cribbageDojo.players[0].playhand))
#print(self.cribbageDojo.players[1].getName()+" has the cards "+cardsString(self.cribbageDojo.players[1].playhand))
self.cribbageDojo.dealer = 0
self.cribbageDojo.play()
for i in range(0, self.numPlayers):
scores[i] = scores[i] + self.cribbageDojo.players[i].pips
print("Score for this hand was " + self.cribbageDojo.scoreString())
self.cribbageDojo.resetGame()
# Assign the opposite hands to the players
for i in range(0, len(hands[0])):
self.cribbageDojo.players[1].playhand.append(
Card(hands[0][i].rank, hands[0][i].suit))
self.cribbageDojo.players[0].playhand.append(
Card(hands[1][i].rank, hands[1][i].suit))
#print(self.cribbageDojo.players[0].getName()+" has the cards "+cardsString(self.cribbageDojo.players[0].playhand))
#print(self.cribbageDojo.players[1].getName()+" has the cards "+cardsString(self.cribbageDojo.players[1].playhand))
self.cribbageDojo.dealer = 1
self.cribbageDojo.play()
for i in range(0, self.numPlayers):
scores[i] = scores[i] + self.cribbageDojo.players[i].pips
print("Score for this hand was " + self.cribbageDojo.scoreString())
self.cribbageDojo.resetGame()
print("The point differential for " +
self.cribbageDojo.players[0].getName() +
" was {0}.\n".format(scores[0] - scores[1]))
cumulativeScore = cumulativeScore + scores[0] - scores[1]
print("The overall point differential for " +
self.cribbageDojo.players[0].getName() +
" was {0}, or {1} points-per-hand.\n".format(
cumulativeScore, cumulativeScore / (numTrials * 2)))
def setUp(self):
self.card = Card("Hearts", "A")
# Run 100 games
wonGames = 0
N = 100
qPlayer = QPlayer(None, loadFromFile=False)
for i in range(N):
print("Game: " + str(i))
table = Table(1)
table.piles = []
for stack in table.stacks:
stack.faceDownCards = []
stack.faceUpCards = []
cards = [
Card(1, 0),
Card(2, 0),
Card(3, 0),
Card(4, 0),
Card(5, 0),
Card(6, 0),
Card(7, 0),
Card(8, 0),
Card(9, 0),
Card(10, 0),
Card(11, 0),
Card(12, 0),
Card(13, 0)
]
random.shuffle(cards)
for i in range(13):
import Deck
from Deck import Card as Card
import Player
from Game import PokerPool as PP
from Game import PokerHand as PH
d = Deck.Deck()
a = Player.Player('a')
b = Player.Player('b')
c = Player.Player('c')
d.deal_card(a)
d.deal_card(a)
d.deal_card(b)
d.deal_card(b)
c.add_card(Card(2,'D'))
c.add_card(Card(3,'H'))
print('{0} < {1} ? {2}'.format(a,c,a.hand<c.hand))
print('{0} < {1} ? {2}'.format(a,b,a.hand<b.hand))
print('{0} < {1} ? {2}'.format(c,b,c.hand<b.hand))
print('{0} = {1} ? {2}'.format(a,c,a.hand==c.hand))
print('{0} = {1} ? {2}'.format(a,b,a.hand==b.hand))
print('{0} = {1} ? {2}'.format(c,b,c.hand==b.hand))
def aa():
print('A')
from DeepPeg import DeepPeg
from Deck import Card, Rank, Suit
if __name__ == '__main__':
player = DeepPeg(1, True, False, True)
player.playhand = [
Card(Rank.Ace, Suit.Hearts),
Card(Rank.Two, Suit.Spades)
]
state = dict()
scores = [0, 0]
state['scores'] = scores
numCards = [2, 1]
state['numCards'] = numCards
inplay = [Card(Rank.Ten, Suit.Clubs), Card(Rank.Three, Suit.Hearts)]
state['inplay'] = inplay
state['playorder'] = inplay
state['dealer'] = 0
state['starter'] = Card(Rank.Ace, Suit.Spades)
state['count'] = sum([card.value() for card in inplay])
played = player.playCard(state, Card(Rank.Ace, Suit.Hearts))
print(played)
def one_face_down(self):
'''
prints dealer's hand with first card hidden
'''
hidden = Card('Hidden', 'Hidden')
return [hidden] + self.cards[1:]
def runTrials(self, numTrials):
cumulativeScore = 0
cumulativePegging = 0
cumulativeHands = 0
for trial in range(numTrials):
# Initialize the hand
self.deck = Deck(1)
self.deck.shuffle()
hands = []
scores = []
pegScores = []
handScores = []
# Deal two hands of four
for i in range(0, self.numPlayers):
hands.append([])
scores.append(0)
pegScores.append(0)
handScores.append(0)
for j in range(0, 6):
hands[i].append(self.deck.cards.pop())
# print("Hand 1 is "+cardsString(hands[0]))
# print("Hand 2 is "+cardsString(hands[1]))
starterCard = self.deck.cards.pop()
# Assign these hands to the players
for i in range(len(hands[0])):
self.cribbageDojo.players[0].hand.append(
Card(hands[0][i].rank, hands[0][i].suit))
self.cribbageDojo.players[1].hand.append(
Card(hands[1][i].rank, hands[1][i].suit))
# print(self.cribbageDojo.players[0].getName()+" has the cards "+cardsString(self.cribbageDojo.players[0].playhand))
# print(self.cribbageDojo.players[1].getName()+" has the cards "+cardsString(self.cribbageDojo.players[1].playhand))
self.cribbageDojo.dealer = 0
self.cribbageDojo.createCrib()
self.cribbageDojo.cut(starterCard)
#print("The starter card is cut: "+str(self.cribbageDojo.starter))
self.cribbageDojo.play()
for i in range(self.numPlayers):
pegScores[i] = self.cribbageDojo.players[i].pips
print("Pegging for this hand was {0} - {1}".format(
pegScores[0], pegScores[1]))
self.cribbageDojo.scoreHands()
for i in range(self.numPlayers):
handScores[
i] = self.cribbageDojo.players[i].pips - pegScores[i]
scores[i] = scores[i] + self.cribbageDojo.players[i].pips
print("Hand and crib points for this hand were {0} - {1}".format(
handScores[0], handScores[1]))
print("Overall score for this hand was " +
self.cribbageDojo.scoreString())
self.cribbageDojo.resetGame()
cumulativePegging = cumulativePegging + pegScores[0] - pegScores[1]
cumulativeHands = cumulativeHands + handScores[0] - handScores[1]
# Assign the opposite hands to the players
for i in range(len(hands[0])):
self.cribbageDojo.players[1].hand.append(
Card(hands[0][i].rank, hands[0][i].suit))
self.cribbageDojo.players[0].hand.append(
Card(hands[1][i].rank, hands[1][i].suit))
for i in range(self.numPlayers):
pegScores[i] = 0
handScores[i] = 0
# print(self.cribbageDojo.players[0].getName()+" has the cards "+cardsString(self.cribbageDojo.players[0].playhand))
# print(self.cribbageDojo.players[1].getName()+" has the cards "+cardsString(self.cribbageDojo.players[1].playhand))
self.cribbageDojo.dealer = 1
self.cribbageDojo.createCrib()
self.cribbageDojo.cut(starterCard)
#print("The starter card is cut: "+str(self.cribbageDojo.starter))
self.cribbageDojo.play()
for i in range(self.numPlayers):
pegScores[i] = self.cribbageDojo.players[i].pips
print("Pegging for this hand was {0} - {1}".format(
pegScores[0], pegScores[1]))
self.cribbageDojo.scoreHands()
for i in range(self.numPlayers):
handScores[
i] = self.cribbageDojo.players[i].pips - pegScores[i]
scores[i] = scores[i] + self.cribbageDojo.players[i].pips
print("Hand and crib points for this hand were {0} - {1}".format(
handScores[0], handScores[1]))
print("Overall score for this hand was " +
self.cribbageDojo.scoreString())
self.cribbageDojo.resetGame()
cumulativePegging = cumulativePegging + pegScores[0] - pegScores[1]
cumulativeHands = cumulativeHands + handScores[0] - handScores[1]
print("The point differential for " +
self.cribbageDojo.players[0].getName() +
" was {0}.\n".format(scores[0] - scores[1]))
cumulativeScore = cumulativeScore + scores[0] - scores[1]
print("\nThe pegging differential for " +
self.cribbageDojo.players[0].getName() +
" was {0}, or {1} points-per-hand.\n".format(
cumulativePegging, cumulativePegging / (numTrials * 2)))
print("The hand scores differential for " +
self.cribbageDojo.players[0].getName() +
" was {0}, or {1} points-per-hand.\n".format(
cumulativeHands, cumulativeHands / (numTrials * 2)))
print("The overall point differential for " +
self.cribbageDojo.players[0].getName() +
" was {0}, or {1} points-per-hand.\n".format(
cumulativeScore, cumulativeScore / (numTrials * 2)))