





"""simple docstring"""




import random

class 					_UpperCAmelCase    :



      '''simple docstring'''

      def __init__(	self   , snake_case_   , snake_case_   , snake_case_ = 0.01   , snake_case_ = 1_0_0_0   , snake_case_ = -1   , ):

        """simple docstring"""

        A_    :			Optional[Any]									=    sample
        if len(self.sample    ) == 0:
          raise ValueError('Sample data can not be empty'    )
        A_    :			Optional[int]									=    target
        if len(self.target    ) == 0:
          raise ValueError('Target data can not be empty'    )
        if len(self.sample    ) != len(self.target    ):
          raise ValueError('Sample data and Target data do not have matching lengths'    )
        A_    :			Tuple									=    learning_rate
        A_    :			Tuple									=    epoch_number
        A_    :			List[Any]									=    bias
        A_    :			Dict									=    len(snake_case_    )
        A_    :			Tuple									=    len(sample[0]    )  # number of columns in dataset
        A_    :			list									=    []

      def    lowerCamelCase_     (	self    ):

        """simple docstring"""

        for sample in self.sample:
          sample.insert(0   , self.bias    )

        for _ in range(self.col_sample    ):
          self.weight.append(random.random()    )

        self.weight.insert(0   , self.bias    )

        A_    :			Dict									=    0

        while True:
          A_    :			str									=    False
          for i in range(self.number_sample    ):
            A_    :			Any									=    0
            for j in range(self.col_sample + 1    ):
              A_    :			Dict									=    u + self.weight[j] * self.sample[i][j]
            A_    :			Dict									=    self.sign(snake_case_    )
            if y != self.target[i]:
              for j in range(self.col_sample + 1    ):
                A_    :			int									=    (
                    self.weight[j]
                    + self.learning_rate
                    * (self.target[i] - y)
                    * self.sample[i][j]
                )
              A_    :			List[str]									=    True
            # print('Epoch: \n',epoch_count)
          A_    :			str									=    epoch_count + 1
          # if you want control the epoch or just by error
          if not has_misclassified:
            print(('\nEpoch:\n', epoch_count)    )
            print('------------------------\n'    )
            # if epoch_count > self.epoch_number or not error:
            break

      def    lowerCamelCase_     (	self   , snake_case_    ):

        """simple docstring"""

        if len(self.sample    ) == 0:
          raise ValueError('Sample data can not be empty'    )
        sample.insert(0   , self.bias    )
        A_    :			Union[str, Any]									=    0
        for i in range(self.col_sample + 1    ):
          A_    :			Optional[int]									=    u + self.weight[i] * sample[i]

        A_    :			Union[str, Any]									=    self.sign(snake_case_    )

        if y == -1:
          print(('Sample: ', sample)    )
          print('classification: P1'    )
        else:
          print(('Sample: ', sample)    )
          print('classification: P2'    )

      def    lowerCamelCase_     (	self   , snake_case_    ):

        """simple docstring"""

        return 1 if u >= 0 else -1


lowerCamelCase_	:		List[Any]         =   [
    [-0.6508, 0.1097, 4.0009],
    [-1.4492, 0.8896, 4.4005],
    [2.0850, 0.6876, 12.0710],
    [0.2626, 1.1476, 7.7985],
    [0.6418, 1.0234, 7.0427],
    [0.2569, 0.6730, 8.3265],
    [1.1155, 0.6043, 7.4446],
    [0.0914, 0.3399, 7.0677],
    [0.0121, 0.5256, 4.6316],
    [-0.0429, 0.4660, 5.4323],
    [0.4340, 0.6870, 8.2287],
    [0.2735, 1.0287, 7.1934],
    [0.4839, 0.4851, 7.4850],
    [0.4089, -0.1267, 5.5019],
    [1.4391, 0.1614, 8.5843],
    [-0.9115, -0.1973, 2.1962],
    [0.3654, 1.0475, 7.4858],
    [0.2144, 0.7515, 7.1699],
    [0.2013, 1.0014, 6.5489],
    [0.6483, 0.2183, 5.8991],
    [-0.1147, 0.2242, 7.2435],
    [-0.7970, 0.8795, 3.8762],
    [-1.0625, 0.6366, 2.4707],
    [0.5307, 0.1285, 5.6883],
    [-1.2200, 0.7777, 1.7252],
    [0.3957, 0.1076, 5.6623],
    [-0.1013, 0.5989, 7.1812],
    [2.4482, 0.9455, 11.2095],
    [2.0149, 0.6192, 10.9263],
    [0.2012, 0.2611, 5.4631],
]

lowerCamelCase_	:		Optional[Any]         =   [
    -1,
    -1,
    -1,
    1,
    1,
    -1,
    1,
    -1,
    1,
    1,
    -1,
    1,
    -1,
    -1,
    -1,
    -1,
    1,
    1,
    1,
    1,
    -1,
    1,
    1,
    1,
    1,
    -1,
    -1,
    1,
    -1,
    1,
]


if __name__ == "__main__":
   import doctest

   doctest.testmod()

   lowerCamelCase_	:		Any         =   Perceptron(
       sample=samples, target=target, learning_rate=0.01, epoch_number=10_00, bias=-1
   )
   network.training()
   print('Finished training perceptron')
   print('Enter values to predict or q to exit')
   while True:
      lowerCamelCase_	:		list         =   []
      for i in range(len(samples[0])):
         lowerCamelCase_	:		Optional[Any]         =   input('value: ').strip()
         if user_input == "q":
            break
         lowerCamelCase_	:		List[Any]         =   float(user_input)
         sample.insert(i, observation)
      network.sort(sample)






"""simple docstring"""




import requests
from bsa import BeautifulSoup





def 		UpperCAmelCase__						(	_UpperCAmelCase					,   _UpperCAmelCase   ):






  """simple docstring"""





  A_    :			Optional[int]									=    (
      'https://www.horoscope.com/us/horoscopes/general/'
      f"""horoscope-general-daily-{day}.aspx?sign={zodiac_sign}"""
  )
  A_    :			List[Any]									=    BeautifulSoup(requests.get(_UpperCAmelCase   ).content					,   'html.parser'   )
  return soup.find('div'					,   class_='main-horoscope'   ).p.text


if __name__ == "__main__":
   print('Daily Horoscope. \n')
   print(
       'enter your Zodiac sign number:\n',
       '1. Aries\n',
       '2. Taurus\n',
       '3. Gemini\n',
       '4. Cancer\n',
       '5. Leo\n',
       '6. Virgo\n',
       '7. Libra\n',
       '8. Scorpio\n',
       '9. Sagittarius\n',
       '10. Capricorn\n',
       '11. Aquarius\n',
       '12. Pisces\n',
   )
   lowerCamelCase_	:		Any         =   int(input('number> ').strip())
   print('choose some day:\n', 'yesterday\n', 'today\n', 'tomorrow\n')
   lowerCamelCase_	:		int         =   input('enter the day> ')
   lowerCamelCase_	:		List[Any]         =   horoscope(zodiac_sign, day)
   print(horoscope_text)