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import re |
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from compare_str import fuzzy_string_match |
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unit_map = { |
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'K': 1e3, |
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'k': 1e3, |
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'M': 1e6, |
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'm': 1e6, |
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'million': 1e6, |
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'bn': 1e9, |
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'Bn': 1e9, |
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'b': 1e9, |
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'B': 1e9, |
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'T': 1e12, |
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"%": 1e-2, |
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"Cr": 1e8, |
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"None": 1, |
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"Billion": 1e9 |
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} |
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def extract_numbers_keep_order(text): |
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matches = [] |
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for m in re.finditer(r'-?(?:\d+,)+\d+', text): |
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if '.' not in m.group(): |
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matches.append((m.start(), m.group())) |
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for m in re.finditer(r'-?\d+\.\d+', text): |
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if ',' not in m.group(): |
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matches.append((m.start(), m.group())) |
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for m in re.finditer(r'(?<![\d.,])-?\d+(?![\d.,])', text): |
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val = m.group() |
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start = m.start() |
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if '.' not in val and ',' not in val and all(not (start >= s and start < s + len(v)) for s, v in matches): |
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matches.append((start, val)) |
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matches.sort() |
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return [v for _, v in matches] |
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def get_last_number(value): |
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numbers = extract_numbers_keep_order(value) |
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if len(numbers) == 0: |
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return None |
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value = numbers[-1] |
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if value.count('.') > 0: |
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if value.count('.') == 1: |
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return convert(value) |
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if only_digits_and_commas(value, '.'): |
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return convert(value.replace(".","")) |
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return value |
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elif value.count(',') > 0: |
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if only_digits_and_commas(value, ','): |
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return convert(value.replace(",","")) |
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if value.count(',') == 1: |
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return convert(value.replace(',','.')) |
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return value |
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return value |
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def only_digits_and_commas(s, divide): |
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res1 = False |
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res2 = False |
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if divide == ",": |
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pattern = r'^\d{1,3}(,\d{3})*$' |
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if bool(re.fullmatch(r'[0-9,]+', s)): |
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res1 = True |
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if is_valid_thousand_separator(s, divide): |
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res2 = True |
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elif divide == ".": |
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pattern = r'^\d{1,3}(.\d{3})*$' |
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if bool(re.fullmatch(r'[0-9,]+', s)): |
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res1 = True |
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if is_valid_thousand_separator(s, divide): |
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res2 = True |
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return res1, res2 |
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def is_valid_thousand_separator_old(s, divide): |
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if divide == ",": |
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pattern = r'^[-+]?\d{1,3}(,\d{3})*(\.(\d*))?$' |
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elif divide == ".": |
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pattern = r'^[-+]?\d{1,3}(.\d{3})*(\,(\d*))?$' |
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else: |
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return None |
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return bool(re.match(pattern, s)) |
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def convert(x): |
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x_str = str(x) |
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if x_str.replace('.', '', 1).isdigit() or (x_str.startswith('-') and x_str[1:].replace('.', '', 1).isdigit()): |
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return int(float(x)) if float(x).is_integer() else float(x) |
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return x |
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def contains_number(s): |
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for ch in s: |
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if is_standard_digit(ch): |
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return True |
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return False |
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def clean(x): |
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x = str(x) |
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x = x.replace(" ","") |
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x = x.replace("$","") |
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x = x.replace("\n","") |
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return convert(x) |
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def is_standard_digit(char): |
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return bool(re.match(r'^[0-9]$', char)) |
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def get_unit(value): |
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_v = str(value) |
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n = len(_v) |
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R , L = n , 0 |
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for i in range(n - 1, -1, -1): |
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if value[i].isalpha() or value[i] == '%': |
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R = i |
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break |
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if R == n: |
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return "None" |
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for i in range(R, -1, -1): |
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if not value[i].isalpha() and value[i] != '%': |
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L = i + 1 |
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break |
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if L > R: |
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return "None" |
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return value[L : R + 1] |
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def loose_is_digit(s): |
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for ch in s: |
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if is_standard_digit(ch) or ch == ',' or ch == '.' or ch == '+' or ch == '-': |
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continue |
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return False |
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return True |
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def get_numeric(value): |
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_v = str(value) |
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n = len(_v) |
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L , R = -1 , n |
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i = 0 |
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while i < n: |
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if not is_standard_digit(value[i]) and value[i] != '+' and value[i] != '-': |
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i = i + 1 |
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continue |
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j = i |
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while j < n and loose_is_digit(value[j]): |
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j = j + 1 |
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L, R = i, j |
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i = j |
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if L == -1: |
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return 0 |
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else: |
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return value[L : R] |
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def convert_to_number(value): |
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unit_part = get_unit(value) |
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value = str(value).replace("$","") |
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if is_number(value): |
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return float(value) |
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if not is_number(value[:-1]): |
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return value |
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number_part = float(value[:-1]) |
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return number_part * unit_part |
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def is_number(s): |
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try: |
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float(s) |
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return True |
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except ValueError: |
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return False |
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def is_valid_thousand_separator(s, divide): |
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if divide == ",": |
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pattern = r'^[-+]?\d{1,3}(,\d{3})*(\.(\d*))?$' |
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elif divide == ".": |
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pattern = r'^[-+]?\d{1,3}(.\d{3})*(\,(\d*))?$' |
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else: |
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return False |
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return bool(re.match(pattern, s)) |
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def Convert2Number(value): |
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if value[-1] == '.': |
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value = value[:-1] |
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f = 1 |
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if (value[0] == '+') or (value[0] == '-'): |
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f = 1 if (value[0] == '+') else 0 |
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value = value[1:] |
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sep, comma = ',', '.' |
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if ((not is_valid_thousand_separator(value , ',')) and is_valid_thousand_separator(value, '.')): |
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sep, comma = '.' , ',' |
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elif (not is_valid_thousand_separator(value , ',')) and (not is_valid_thousand_separator(value, '.')): |
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value = value.split(',')[-1] |
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cmx = value.replace(sep,"") |
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cmx = cmx.replace(comma,".") |
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if is_number(cmx): |
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return float(cmx) if f else -float(cmx) |
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else: |
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return -1145141919810 |
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def get_unit_and_numeric(_s): |
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s = str(_s) |
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lst = s.split(' ') |
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n = len(lst) |
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for i in range(n - 1 , -1 , -1): |
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if contains_number(lst[i]): |
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Answer = lst[i] |
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Answer = Answer.replace(" ","") |
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Answer = Answer.replace("$","") |
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Answer = Answer.replace("\n","") |
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number = get_numeric(Answer) |
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unit = get_unit(Answer) |
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if unit == 'None' and i + 1 < n: |
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unit = get_unit(lst[i + 1]) |
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if unit not in unit_map: |
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unit = "None" |
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return number , unit |
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return "1145141919810" , "None" |
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def compare_numeric_value(_answer, _response, eps = 0.001): |
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response = _response.replace('\n',' ') |
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answer = _answer.replace(' ',' ') |
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ans_number, ans_unit = get_unit_and_numeric(answer) |
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response_number, response_unit = get_unit_and_numeric(response) |
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ans_number = Convert2Number(ans_number) |
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response_number = Convert2Number(response_number) |
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for unit1 in [ans_unit, 'None']: |
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for unit2 in [response_unit, 'None']: |
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_ = ans_number * unit_map[unit1] |
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__ = response_number * unit_map[unit2] |
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if abs((_ - __) / (0.01 + abs(_))) < eps: |
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return True |
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for special_case in [100, 1000, 1000000, 1000000000]: |
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if abs(special_case * ans_number - response_number) / (0.01 + abs(special_case * ans_number)) < eps: |
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return True |
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if abs(special_case * response_number - ans_number) / (0.01 + abs(ans_number)) < eps: |
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return True |
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return False |
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def compare_value(_answer, _response, eps = 0.001): |
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answer = str(_answer) |
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response = str(_response) |
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if contains_number(str(answer)): |
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return compare_numeric_value(str(answer), str(response), eps = eps) |
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else: |
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return fuzzy_string_match(answer , response) |
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if __name__ == '__main__': |
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f = compare_value("14.200000000000001","14.2 µg/m³",0.05) |
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print(f) |