def en_parsers_speed(self):
file_path = os.path.join(lexnlp_test_path, 'long_parsed_text.txt')
with codecs.open(file_path, 'r', encoding='utf-8') as fr:
text = fr.read()
ge_path = os.path.join(lexnlp_test_path, 'lexnlp/extract/en/tests/test_geoentities/')
entities_fn = ge_path + 'geoentities.csv'
aliases_fn = ge_path + 'geoaliases.csv'
geo_config = list(DictionaryEntry.load_entities_from_files(entities_fn, aliases_fn))
times = {} # type: Dict[str, float]
self.check_time(text, lambda s: list(get_amounts(s)), 'get_amounts', times)
self.check_time(text, lambda s: list(get_acts(s)), 'get_acts', times)
self.check_time(text, lambda s: list(get_citations(s)), 'get_citations', times)
self.check_time(text, lambda s: list(get_conditions(s)), 'get_conditions', times)
self.check_time(text, lambda s: list(get_constraints(s)), 'get_constraints', times)
self.check_time(text, lambda s: list(get_copyright(s)), 'get_copyright', times)
self.check_time(text, lambda s: list(_get_courts(s)), 'get_courts', times)
self.check_time(text, lambda s: list(get_cusip(s)), 'get_cusip', times)
self.check_time(text, lambda s: list(get_dates(s)), 'get_dates', times)
self.check_time(text, lambda s: list(get_definitions(s)), 'get_definitions', times)
self.check_time(text, lambda s: list(get_distances(s)), 'get_distances', times)
self.check_time(text, lambda s: list(get_durations(s)), 'get_durations', times)
self.check_time(text, lambda s: list(get_geoentities(s, geo_config)), 'get_geoentities', times)
self.check_time(text, lambda s: list(get_money(s)), 'get_money', times)
self.check_time(text, lambda s: list(get_percents(s)), 'get_percents', times)
self.check_time(text, lambda s: list(get_pii(s)), 'get_pii', times)
self.check_time(text, lambda s: list(get_ratios(s)), 'get_ratios', times)
self.check_time(text, lambda s: list(get_regulations(s)), 'get_regulations', times)
self.check_time(text, lambda s: list(get_trademarks(s)), 'get_trademarks', times)
self.check_time(text, lambda s: list(get_urls(s)), 'get_urls', times)
self.assertTrue('get_amounts' in times)
def get_money_annotations(text: str, float_digits=4) \
-> Generator[MoneyAnnotation, None, None]:
for match in CURRENCY_PTN_RE.finditer(text):
capture = match.capturesdict()
if not (capture['prefix']
or capture['postfix']) and not (capture['trigger_word']):
continue
prefix = capture['prefix']
postfix = capture['postfix']
amount = list(
get_amounts(capture['amount'][0], float_digits=float_digits))
if len(amount) != 1:
continue
if prefix:
prefix = prefix[0].lower()
currency_type = CURRENCY_SYMBOL_MAP.get(prefix)\
or CURRENCY_PREFIX_MAP.get(prefix)\
or prefix.upper()
elif postfix:
postfix = postfix[0].lower()
currency_type = CURRENCY_TOKEN_MAP.get(postfix) or (
capture['postfix'][0]).upper()
else:
currency_type = None
if not currency_type:
currency_type = DEFAULT_CURRENCY
text = capture['text'][0].strip(
string.punctuation.replace('$', '') + string.whitespace)
ant = MoneyAnnotation(coords=match.span(),
amount=amount[0],
text=text,
currency=currency_type)
yield ant
def get_money(text, return_sources=False, float_digits=4) -> Generator:
for match in CURRENCY_PTN_RE.finditer(text):
capture = match.capturesdict()
if not (capture['prefix'] or capture['postfix']):
continue
prefix = capture['prefix']
postfix = capture['postfix']
amount = list(
get_amounts(capture['amount'][0], float_digits=float_digits))
if len(amount) != 1:
continue
if prefix:
prefix = prefix[0].lower()
currency_type = CURRENCY_SYMBOL_MAP.get(prefix)\
or CURRENCY_PREFIX_MAP.get(prefix)\
or prefix.upper()
else:
postfix = postfix[0].lower()
currency_type = CURRENCY_TOKEN_MAP.get(postfix) or (
capture['postfix'][0]).upper()
item = (amount[0], currency_type)
if return_sources:
item += (capture['text'][0].strip(
string.punctuation.replace('$', '') + string.whitespace), )
yield item
def _extract_variants_from_text(self, field, text: str, **kwargs):
amounts = get_amounts(text, return_sources=False)
if not amounts:
return None
amounts = [int(i) if int(i) == i else i for i in amounts
if isinstance(i, (float, int))]
return amounts or None
def get_all_annotations(cls,
text: str,
float_digits=4) \
-> List[DurationAnnotation]:
all_annotations = []
for match in cls.DURATION_PTN_RE.finditer(text.lower()):
source_text, number_text, duration_type = match.groups()
amount = list(get_amounts(number_text, float_digits=float_digits))
if len(amount) != 1:
continue
amount = amount[0]
if float_digits:
amount = round(amount, float_digits)
duration_days = cls.DURATION_MAP[duration_type] * amount
if duration_type == 'anniversaries':
duration_type = 'anniversary'
ant = DurationAnnotation(coords=match.span(),
amount=amount,
duration_type=duration_type,
duration_days=duration_days,
text=source_text.strip())
all_annotations.append(ant)
return all_annotations
def get_all_annotations(
cls,
text: str,
float_digits: int = 4,
) -> List[DurationAnnotation]:
all_annotations: List[DurationAnnotation] = []
for match in cls.DURATION_PTN_RE.finditer(text.lower()):
source_text, number_text, duration_type = match.groups()
amount = list(get_amounts(number_text, float_digits=float_digits))
if len(amount) != 1:
continue
amount = amount[0]
_duration_fraction: Fraction = cls.DURATION_MAP[duration_type]
duration_days: Decimal = Decimal(
(_duration_fraction.numerator * amount) /
_duration_fraction.denominator)
if float_digits:
duration_days: Decimal = quantize_by_float_digit(
amount=duration_days, float_digits=float_digits)
if duration_type == 'anniversaries':
duration_type = 'anniversary'
ant: DurationAnnotation = DurationAnnotation(
coords=match.span(),
amount=amount,
duration_type=duration_type,
duration_days=duration_days,
text=source_text.strip())
all_annotations.append(ant)
return all_annotations
def get_ratios(text, return_sources=False, float_digits=4) -> Generator:
for source_text, ratio_1_text, ratio_2_text in RATIO_PTN_RE.findall(
text.lower()):
amount_1 = list(get_amounts(ratio_1_text, float_digits=float_digits))
amount_2 = list(get_amounts(ratio_2_text, float_digits=float_digits))
if len(amount_1) != 1 or len(amount_2) != 1:
continue
amount_1 = amount_1[0]
amount_2 = amount_2[0]
if amount_1 == 0 or amount_2 == 0:
continue
if float_digits:
amount_1 = round(amount_1, float_digits)
amount_2 = round(amount_2, float_digits)
total = float(amount_1) / amount_2
item = (amount_1, amount_2, total)
if return_sources:
item += (source_text.strip(), )
yield item
def extraction_function(self, field, possible_value, text):
if possible_value is None and not text:
return None
try:
return float(possible_value)
except:
possible_value = str(possible_value) if possible_value else text
floats = list(get_amounts(possible_value, return_sources=False))
return ValueExtractionHint.get_value(
floats, field.item_number) if floats else None
def get_ratio_annotations(text: str, float_digits=4) \
-> Generator[RatioAnnotation, None, None]:
for match in RATIO_PTN_RE.finditer(text.lower()):
source_text, ratio_1_text, ratio_2_text = match.groups()
amount_1 = list(get_amounts(ratio_1_text, float_digits=float_digits))
amount_2 = list(get_amounts(ratio_2_text, float_digits=float_digits))
if len(amount_1) != 1 or len(amount_2) != 1:
continue
amount_1 = amount_1[0]
amount_2 = amount_2[0]
if amount_1 == 0 or amount_2 == 0:
continue
if float_digits:
amount_1 = round(amount_1, float_digits)
amount_2 = round(amount_2, float_digits)
total = float(amount_1) / amount_2
ant = RatioAnnotation(coords=match.span(),
text=source_text.strip(),
left=amount_1,
right=amount_2,
ratio=total)
yield ant
def get_distances(text, return_sources=False, float_digits=4) -> Generator:
for source_text, number_text, distance_item in DISTANCE_PTN_RE.findall(text.lower()):
amount = list(get_amounts(number_text, float_digits=float_digits))
if len(amount) != 1:
continue
distance_type = DISTANCE_SYMBOL_MAP.get(distance_item) or DISTANCE_TOKEN_MAP.get(distance_item)
amount = amount[0]
if float_digits:
amount = round(amount, float_digits)
item = (amount, distance_type)
if return_sources:
item += (source_text.strip(),)
yield item
def get_distance_annotations(
text: str,
float_digits: int = 4) -> Generator[DistanceAnnotation, None, None]:
for match in DISTANCE_PTN_RE.finditer(text.lower()):
source_text, number_text, distance_item = match.groups()
amount = list(get_amounts(number_text, float_digits=float_digits))
if len(amount) != 1:
continue
distance_type = DISTANCE_SYMBOL_MAP.get(distance_item) \
or DISTANCE_TOKEN_MAP.get(distance_item)
yield DistanceAnnotation(coords=match.span(),
amount=amount[0],
distance_type=distance_type,
text=source_text.strip())
def test_amounts(self):
text = """
2. Amendment to Interest Rate. Beginning on February 1, 1998, and
continuing until July 18, 2002, which is the fifth anniversary of the Loan
conversion date, interest shall be fixed at an annual rate of 7.38%, which rate
is equal to 200 basis points above the Bank's five-year ""Treasury Constant
Rate"" in effect on January 23, 1998. In accordance with the Agreement, the
interest rate shall be adjusted again on July 18, 2002.
"""
amts = list(get_amounts(text))
str_vals = ', '.join([str(f) for f in amts])
self.assertEqual(
'2.0, 1.0, 1998.0, 18.0, 2002.0, 5, 7.38, 200.0, 5, 23.0, 1998.0, 18.0, 2002.0',
str_vals)
def get_durations(text, return_sources=False, float_digits=4) -> Generator:
for source_text, number_text, duration_type in DURATION_PTN_RE.findall(text.lower()):
amount = list(get_amounts(number_text, float_digits=float_digits))
if len(amount) != 1:
continue
amount = amount[0]
if float_digits:
amount = round(amount, float_digits)
duration_days = DURATION_MAP[duration_type] * amount
if duration_type == 'anniversaries':
duration_type = 'anniversary'
item = (duration_type, amount, duration_days)
if return_sources:
item += (source_text.strip(),)
yield item
def parse(self, text, text_unit_id, _text_unit_lang,
**kwargs) -> ParseResults:
found = list(
amounts.get_amounts(text,
return_sources=True,
extended_sources=False))
if found:
unique = set(found)
return ParseResults({
AmountUsage: [
AmountUsage(text_unit_id=text_unit_id,
amount=item[0],
amount_str=item[1][:300] if item[1] else None,
count=found.count(item)) for item in unique
]
})
def _extract_variants_from_text(self, field, text: str, **kwargs):
amounts = get_amounts(text, return_sources=False)
return list(amounts) if amounts else None
def _extract_variants_from_text(self, field, text: str):
amounts = get_amounts(text, return_sources=False)
if not amounts:
return None
amounts = [n for n in amounts if n.is_integer()]
return amounts or None