



"""simple docstring"""
import os
from itertools import chain
from random import randrange, shuffle

import pytest

from .sola import PokerHand

UpperCAmelCase						:		Union[str, Any]			= (
    "4S 3H 2C 7S 5H",
    "9D 8H 2C 6S 7H",
    "2D 6D 9D TH 7D",
    "TC 8C 2S JH 6C",
    "JH 8S TH AH QH",
    "TS KS 5S 9S AC",
    "KD 6S 9D TH AD",
    "KS 8D 4D 9S 4S",  # pair
    "8C 4S KH JS 4D",  # pair
    "QH 8H KD JH 8S",  # pair
    "KC 4H KS 2H 8D",  # pair
    "KD 4S KC 3H 8S",  # pair
    "AH 8S AS KC JH",  # pair
    "3H 4C 4H 3S 2H",  # 2 pairs
    "5S 5D 2C KH KH",  # 2 pairs
    "3C KH 5D 5S KH",  # 2 pairs
    "AS 3C KH AD KH",  # 2 pairs
    "7C 7S 3S 7H 5S",  # 3 of a kind
    "7C 7S KH 2H 7H",  # 3 of a kind
    "AC KH QH AH AS",  # 3 of a kind
    "2H 4D 3C AS 5S",  # straight (low ace)
    "3C 5C 4C 2C 6H",  # straight
    "6S 8S 7S 5H 9H",  # straight
    "JS QS 9H TS KH",  # straight
    "QC KH TS JS AH",  # straight (high ace)
    "8C 9C 5C 3C TC",  # flush
    "3S 8S 9S 5S KS",  # flush
    "4C 5C 9C 8C KC",  # flush
    "JH 8H AH KH QH",  # flush
    "3D 2H 3H 2C 2D",  # full house
    "2H 2C 3S 3H 3D",  # full house
    "KH KC 3S 3H 3D",  # full house
    "JC 6H JS JD JH",  # 4 of a kind
    "JC 7H JS JD JH",  # 4 of a kind
    "JC KH JS JD JH",  # 4 of a kind
    "2S AS 4S 5S 3S",  # straight flush (low ace)
    "2D 6D 3D 4D 5D",  # straight flush
    "5C 6C 3C 7C 4C",  # straight flush
    "JH 9H TH KH QH",  # straight flush
    "JH AH TH KH QH",  # royal flush (high ace straight flush)
)

UpperCAmelCase						:		Union[str, Any]			= (
    ("2H 3H 4H 5H 6H", "KS AS TS QS JS", "Loss"),
    ("2H 3H 4H 5H 6H", "AS AD AC AH JD", "Win"),
    ("AS AH 2H AD AC", "JS JD JC JH 3D", "Win"),
    ("2S AH 2H AS AC", "JS JD JC JH AD", "Loss"),
    ("2S AH 2H AS AC", "2H 3H 5H 6H 7H", "Win"),
    ("AS 3S 4S 8S 2S", "2H 3H 5H 6H 7H", "Win"),
    ("2H 3H 5H 6H 7H", "2S 3H 4H 5S 6C", "Win"),
    ("2S 3H 4H 5S 6C", "3D 4C 5H 6H 2S", "Tie"),
    ("2S 3H 4H 5S 6C", "AH AC 5H 6H AS", "Win"),
    ("2S 2H 4H 5S 4C", "AH AC 5H 6H AS", "Loss"),
    ("2S 2H 4H 5S 4C", "AH AC 5H 6H 7S", "Win"),
    ("6S AD 7H 4S AS", "AH AC 5H 6H 7S", "Loss"),
    ("2S AH 4H 5S KC", "AH AC 5H 6H 7S", "Loss"),
    ("2S 3H 6H 7S 9C", "7H 3C TH 6H 9S", "Loss"),
    ("4S 5H 6H TS AC", "3S 5H 6H TS AC", "Win"),
    ("2S AH 4H 5S 6C", "AD 4C 5H 6H 2C", "Tie"),
    ("AS AH 3H AD AC", "AS AH 2H AD AC", "Win"),
    ("AH AC 5H 5C QS", "AH AC 5H 5C KS", "Loss"),
    ("AH AC 5H 5C QS", "KH KC 5H 5C QS", "Win"),
    ("7C 7S KH 2H 7H", "3C 3S AH 2H 3H", "Win"),
    ("3C 3S AH 2H 3H", "7C 7S KH 2H 7H", "Loss"),
    ("6H 5H 4H 3H 2H", "5H 4H 3H 2H AH", "Win"),
    ("5H 4H 3H 2H AH", "5H 4H 3H 2H AH", "Tie"),
    ("5H 4H 3H 2H AH", "6H 5H 4H 3H 2H", "Loss"),
    ("AH AD KS KC AC", "AH KD KH AC KC", "Win"),
    ("2H 4D 3C AS 5S", "2H 4D 3C 6S 5S", "Loss"),
    ("2H 3S 3C 3H 2S", "3S 3C 2S 2H 2D", "Win"),
    ("4D 6D 5D 2D JH", "3S 8S 3H TC KH", "Loss"),
    ("4S 6C 8S 3S 7S", "AD KS 2D 7D 7C", "Loss"),
    ("6S 4C 7H 8C 3H", "5H JC AH 9D 9C", "Loss"),
    ("9D 9H JH TC QH", "3C 2S JS 5C 7H", "Win"),
    ("2H TC 8S AD 9S", "4H TS 7H 2C 5C", "Win"),
    ("9D 3S 2C 7S 7C", "JC TD 3C TC 9H", "Loss"),
)

UpperCAmelCase						:		Optional[int]			= (
    ("2H 3H 4H 5H 6H", True),
    ("AS AH 2H AD AC", False),
    ("2H 3H 5H 6H 7H", True),
    ("KS AS TS QS JS", True),
    ("8H 9H QS JS TH", False),
    ("AS 3S 4S 8S 2S", True),
)

UpperCAmelCase						:		Union[str, Any]			= (
    ("2H 3H 4H 5H 6H", True),
    ("AS AH 2H AD AC", False),
    ("2H 3H 5H 6H 7H", False),
    ("KS AS TS QS JS", True),
    ("8H 9H QS JS TH", True),
)

UpperCAmelCase						:		Any			= (
    ("2H 4D 3C AS 5S", True, [5, 4, 3, 2, 14]),
    ("2H 5D 3C AS 5S", False, [14, 5, 5, 3, 2]),
    ("JH QD KC AS TS", False, [14, 13, 12, 11, 10]),
    ("9D 3S 2C 7S 7C", False, [9, 7, 7, 3, 2]),
)

UpperCAmelCase						:		List[str]			= (
    ("JH AH TH KH QH", 0),
    ("JH 9H TH KH QH", 0),
    ("JC KH JS JD JH", 7),
    ("KH KC 3S 3H 3D", 6),
    ("8C 9C 5C 3C TC", 0),
    ("JS QS 9H TS KH", 0),
    ("7C 7S KH 2H 7H", 3),
    ("3C KH 5D 5S KH", 2),
    ("QH 8H KD JH 8S", 1),
    ("2D 6D 9D TH 7D", 0),
)

UpperCAmelCase						:		int			= (
    ("JH AH TH KH QH", 23),
    ("JH 9H TH KH QH", 22),
    ("JC KH JS JD JH", 21),
    ("KH KC 3S 3H 3D", 20),
    ("8C 9C 5C 3C TC", 19),
    ("JS QS 9H TS KH", 18),
    ("7C 7S KH 2H 7H", 17),
    ("3C KH 5D 5S KH", 16),
    ("QH 8H KD JH 8S", 15),
    ("2D 6D 9D TH 7D", 14),
)


def 			_SCREAMING_SNAKE_CASE						() ->						Dict:







  '''simple docstring'''


  lowercase_					,    lowercase_								= randrange(len(__lowerCAmelCase							)							), randrange(len(__lowerCAmelCase							)							)
  lowercase_								= ["""Loss""", """Tie""", """Win"""][(play >= oppo) + (play > oppo)]
  lowercase_					,    lowercase_								= SORTED_HANDS[play], SORTED_HANDS[oppo]
  return hand, other, expected


def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase = 1_00							) ->						Optional[Any]:







  '''simple docstring'''


  return (generate_random_hand() for _ in range(__lowerCAmelCase							))


@pytest.mark.parametrize("""hand, expected""" ,  __lowerCAmelCase							)
def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase ,  __lowerCAmelCase							) ->						Optional[Any]:







  '''simple docstring'''


  assert PokerHand(__lowerCAmelCase							)._is_flush() == expected


@pytest.mark.parametrize("""hand, expected""" ,  __lowerCAmelCase							)
def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase ,  __lowerCAmelCase							) ->						Optional[int]:







  '''simple docstring'''


  assert PokerHand(__lowerCAmelCase							)._is_straight() == expected


@pytest.mark.parametrize("""hand, expected, card_values""" ,  __lowerCAmelCase							)
def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase ,  __lowerCAmelCase ,  __lowerCAmelCase							) ->						int:







  '''simple docstring'''


  lowercase_								= PokerHand(__lowerCAmelCase							)
  assert player._is_five_high_straight() == expected
  assert player._card_values == card_values


@pytest.mark.parametrize("""hand, expected""" ,  __lowerCAmelCase							)
def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase ,  __lowerCAmelCase							) ->						int:







  '''simple docstring'''


  assert PokerHand(__lowerCAmelCase							)._is_same_kind() == expected


@pytest.mark.parametrize("""hand, expected""" ,  __lowerCAmelCase							)
def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase ,  __lowerCAmelCase							) ->						Optional[int]:







  '''simple docstring'''


  assert PokerHand(__lowerCAmelCase							)._hand_type == expected


@pytest.mark.parametrize("""hand, other, expected""" ,  __lowerCAmelCase							)
def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase ,  __lowerCAmelCase ,  __lowerCAmelCase							) ->						Dict:







  '''simple docstring'''


  assert PokerHand(__lowerCAmelCase							).compare_with(PokerHand(__lowerCAmelCase							)							) == expected


@pytest.mark.parametrize("""hand, other, expected""" ,  generate_random_hands()							)
def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase ,  __lowerCAmelCase ,  __lowerCAmelCase							) ->						List[str]:







  '''simple docstring'''


  assert PokerHand(__lowerCAmelCase							).compare_with(PokerHand(__lowerCAmelCase							)							) == expected


def 			_SCREAMING_SNAKE_CASE						() ->						Dict:







  '''simple docstring'''


  lowercase_								= [PokerHand(__lowerCAmelCase							) for hand in SORTED_HANDS]
  lowercase_								= poker_hands.copy()
  shuffle(__lowerCAmelCase							)
  lowercase_								= chain(sorted(__lowerCAmelCase							)							)
  for index, hand in enumerate(__lowerCAmelCase							):
    assert hand == poker_hands[index]


def 			_SCREAMING_SNAKE_CASE						() ->						Optional[Any]:







  '''simple docstring'''


  lowercase_								= [PokerHand("""2D AC 3H 4H 5S"""							), PokerHand("""2S 3H 4H 5S 6C"""							)]
  pokerhands.sort(reverse=__lowerCAmelCase							)
  assert pokerhands[0].__str__() == "2S 3H 4H 5S 6C"


def 			_SCREAMING_SNAKE_CASE						() ->						List[Any]:







  '''simple docstring'''


  lowercase_								= PokerHand("""2C 4S AS 3D 5C"""							)
  lowercase_								= True
  lowercase_								= [5, 4, 3, 2, 14]
  for _ in range(10							):
    assert pokerhand._is_five_high_straight() == expected
    assert pokerhand._card_values == expected_card_values


def 			_SCREAMING_SNAKE_CASE						() ->						Tuple:







  '''simple docstring'''


  lowercase_								= 0
  lowercase_								= os.path.abspath(os.path.dirname(__lowerCAmelCase							)							)
  lowercase_								= os.path.join(__lowerCAmelCase ,  """poker_hands.txt"""							)
  with open(__lowerCAmelCase							) as file_hand:
    for line in file_hand:
      lowercase_								= line[:14].strip()
      lowercase_								= line[15:].strip()
      lowercase_					,    lowercase_								= PokerHand(__lowerCAmelCase							), PokerHand(__lowerCAmelCase							)
      lowercase_								= player.compare_with(__lowerCAmelCase							)
      if output == "Win":
        answer += 1
  assert answer == 3_76






"""simple docstring"""
import numpy as np
from sklearn.datasets import fetch_california_housing
from sklearn.metrics import mean_absolute_error, mean_squared_error
from sklearn.model_selection import train_test_split
from xgboost import XGBRegressor


def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase							) ->						tuple:







  '''simple docstring'''


  return (data["data"], data["target"])


def 			_SCREAMING_SNAKE_CASE						(__lowerCAmelCase ,  __lowerCAmelCase ,  __lowerCAmelCase							) ->						np.ndarray:







  '''simple docstring'''


  lowercase_								= XGBRegressor(verbosity=0 ,  random_state=42							)
  xgb.fit(__lowerCAmelCase ,  __lowerCAmelCase							)
  # Predict target for test data
  lowercase_								= xgb.predict(__lowerCAmelCase							)
  lowercase_								= predictions.reshape(len(__lowerCAmelCase							) ,  1							)
  return predictions


def 			_SCREAMING_SNAKE_CASE						() ->						None:







  '''simple docstring'''


  lowercase_								= fetch_california_housing()
  lowercase_					,    lowercase_								= data_handling(__lowerCAmelCase							)
  lowercase_					,    lowercase_					,    lowercase_					,    lowercase_								= train_test_split(
      __lowerCAmelCase ,  __lowerCAmelCase ,  test_size=0.25 ,  random_state=1							)
  lowercase_								= xgboost(__lowerCAmelCase ,  __lowerCAmelCase ,  __lowerCAmelCase							)
  # Error printing
  print(F'''Mean Absolute Error : {mean_absolute_error(__lowerCAmelCase ,  __lowerCAmelCase							)}'''							)
  print(F'''Mean Square Error  : {mean_squared_error(__lowerCAmelCase ,  __lowerCAmelCase							)}'''							)


if __name__ == "__main__":
       import doctest

       doctest.testmod(verbose=True)
       main()

