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from numpy.random import choice as random_choice, randint as random_randint, rand | |
MAX_INPUT_LEN = 40 | |
AMOUNT_OF_NOISE = 0.2 / MAX_INPUT_LEN | |
CHARS = list("abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ .") | |
def add_noise_to_string(a_string, amount_of_noise): | |
"""Add some artificial spelling mistakes to the string""" | |
if rand() < amount_of_noise * len(a_string): | |
# Replace a character with a random character | |
random_char_position = random_randint(len(a_string)) | |
a_string = a_string[:random_char_position] + random_choice(CHARS[:-1]) + a_string[random_char_position + 1:] | |
if rand() < amount_of_noise * len(a_string): | |
# Delete a character | |
random_char_position = random_randint(len(a_string)) | |
a_string = a_string[:random_char_position] + a_string[random_char_position + 1:] | |
if len(a_string) < MAX_INPUT_LEN and rand() < amount_of_noise * len(a_string): | |
# Add a random character | |
random_char_position = random_randint(len(a_string)) | |
a_string = a_string[:random_char_position] + random_choice(CHARS[:-1]) + a_string[random_char_position:] | |
if rand() < amount_of_noise * len(a_string): | |
# Transpose 2 characters | |
random_char_position = random_randint(len(a_string) - 1) | |
a_string = (a_string[:random_char_position] + a_string[random_char_position+1] + a_string[random_char_position] + | |
a_string[random_char_position + 2:]) | |
return a_string |
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