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featuretools
featuretools-main/featuretools/primitives/utils.py
import importlib.util import os from inspect import getfullargspec, getsource, isclass from typing import Dict, List import pandas as pd from woodwork import list_logical_types, list_semantic_tags, type_system from woodwork.column_schema import ColumnSchema from woodwork.logical_types import NaturalLanguage import fe...
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featuretools
featuretools-main/featuretools/primitives/__init__.py
# flake8: noqa import inspect import logging import traceback import pkg_resources from featuretools.primitives.standard import * from featuretools.primitives.utils import ( get_aggregation_primitives, get_default_aggregation_primitives, get_default_transform_primitives, get_transform_primitives, ...
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featuretools
featuretools-main/featuretools/primitives/standard/__init__.py
# flake8: noqa from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.primitives.base.transform_primitive_base import TransformPrimitive from featuretools.primitives.standard.aggregation import * from featuretools.primitives.standard.transform import *
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/num_true.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, BooleanNullable, IntegerNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library, import_or_none dd = import_or_none(...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/any_primitive.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, BooleanNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library, import_or_none dd = import_or_none("dask.dataframe")...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/is_unique.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import BooleanNullable from featuretools.primitives.base import AggregationPrimitive class IsUnique(AggregationPrimitive): """Determines whether or not a series of discrete is all unique. Description: Given a series of discr...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count.py
import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Count(AggregationPrimitive): """Determines the tot...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/skew.py
import pandas as pd from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Skew(AggregationPrimitive): """Computes the extent to which a distribution differs from a normal dist...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/min_primitive.py
import numpy as np from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Min(AggregationPrimitive): """Calculates the smallest value, ignoring `NaN` values. Examples: ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/median_count.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base import AggregationPrimitive class MedianCount(AggregationPrimitive): """Calculates the number of occurrences of the median value in a list Args: ski...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/average_count_per_unique.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double from featuretools.primitives.base import AggregationPrimitive class AverageCountPerUnique(AggregationPrimitive): """Determines the average count across all unique value. Args: skipna (bool): Determines if to us...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/first_last_time_delta.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Double from featuretools.primitives.base import AggregationPrimitive class FirstLastTimeDelta(AggregationPrimitive): """Determines the time between the first and last time value in seconds. ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/num_false_since_last_true.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, IntegerNullable from featuretools.primitives.base import AggregationPrimitive class NumFalseSinceLastTrue(AggregationPrimitive): """Calculates the number of 'False' values since the last `True` value. ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/time_since_last_min.py
import numpy as np import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Double from featuretools.primitives.base import AggregationPrimitive class TimeSinceLastMin(AggregationPrimitive): """Calculates the time since the minimum value occurred. Desc...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/time_since_last.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Double from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils import convert_time_units from featuretools.utils.gen_utils import Library class TimeSinceLast(Aggregati...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/time_since_last_max.py
import numpy as np import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Double from featuretools.primitives.base import AggregationPrimitive class TimeSinceLastMax(AggregationPrimitive): """Calculates the time since the maximum value occurred. Desc...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/num_unique.py
import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library, import_or_none dd = import_or_none("dask.dataframe") class...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/mean.py
import numpy as np from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Mean(AggregationPrimitive): """Computes the average for a list of values. Args: skipna (b...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count_outside_range.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive class CountOutsideRange(AggregationPrimitive): """Determines the number of values that fall outside a cert...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/max_consecutive_true.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, Integer from featuretools.primitives.base import AggregationPrimitive class MaxConsecutiveTrue(AggregationPrimitive): """Determines the maximum number of consecutive True values in the input Examples: >>> max...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/num_consecutive_greater_mean.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base import AggregationPrimitive class NumConsecutiveGreaterMean(AggregationPrimitive): """Determines the length of the longest subsequence above the mean. Descr...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/n_unique_days.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Integer from featuretools.primitives.base import AggregationPrimitive class NUniqueDays(AggregationPrimitive): """Determines the number of unique days. Description: Given a list of datetimes, return the numb...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/percent_unique.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double from featuretools.primitives.base import AggregationPrimitive class PercentUnique(AggregationPrimitive): """Determines the percent of unique values. Description: Given a list of values, determine what percent o...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count_inside_range.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive class CountInsideRange(AggregationPrimitive): """Determines the number of values that fall within a certai...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/all_primitive.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, BooleanNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library, import_or_none dd = import_or_none("dask.dataframe")...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/n_unique_weeks.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Integer from featuretools.primitives.base import AggregationPrimitive class NUniqueWeeks(AggregationPrimitive): """Determines the number of unique weeks. Description: Given a list of datetimes, return the nu...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/avg_time_between.py
from datetime import datetime import numpy as np import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Double from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils import convert_time_units from featu...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count_inside_nth_std.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Integer from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive class CountInsideNthSTD(AggregationPrimitive): """Determines the count of observations that lie inside the...
1,132
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/min_count.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base import AggregationPrimitive class MinCount(AggregationPrimitive): """Calculates the number of occurrences of the min value in a list Args: skipna (b...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/is_monotonically_increasing.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import BooleanNullable from featuretools.primitives.base import AggregationPrimitive class IsMonotonicallyIncreasing(AggregationPrimitive): """Determines if a series is monotonically increasing. Description: Given a list of ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/mode.py
import numpy as np from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Mode(AggregationPrimitive): """Determines the most commonly repeated value. Description: ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/first.py
from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class First(AggregationPrimitive): """Determines the first value in a list. Examples: >>> first = First() ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/kurtosis.py
from scipy.stats import kurtosis from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double, Integer from featuretools.primitives.base import AggregationPrimitive class Kurtosis(AggregationPrimitive): """Calculates the kurtosis for a list of numbers Args: fisher (bool)...
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/max_consecutive_false.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, Integer from featuretools.primitives.base import AggregationPrimitive class MaxConsecutiveFalse(AggregationPrimitive): """Determines the maximum number of consecutive False values in the input Examples: >>> m...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/num_zero_crossings.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Integer from featuretools.primitives.base import AggregationPrimitive class NumZeroCrossings(AggregationPrimitive): """Determines the number of times a list crosses 0. Description: Given a list of nu...
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/date_first_event.py
from pandas import NaT from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime from featuretools.primitives.base import AggregationPrimitive class DateFirstEvent(AggregationPrimitive): """Determines the first datetime from a list of datetimes. Examples: >>> from d...
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count_below_mean.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive class CountBelowMean(AggregationPrimitive): """Determines the number of values that are below the mean. ...
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/time_since_first.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Double from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils import convert_time_units from featuretools.utils.gen_utils import Library class TimeSinceFirst(Aggregat...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/n_most_common_frequency.py
import numpy as np import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Categorical from featuretools.primitives.base import AggregationPrimitive class NMostCommonFrequency(AggregationPrimitive): """Determines the frequency of the n most common items. Args: ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count_outside_nth_std.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Integer from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive class CountOutsideNthSTD(AggregationPrimitive): """Determines the number of observations that lie outside ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/percent_true.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, BooleanNullable, Double from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library, import_or_none dd = import_or_none("dask.dataframe") class Pe...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/max_consecutive_zeros.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double, Integer from featuretools.primitives.base import AggregationPrimitive class MaxConsecutiveZeros(AggregationPrimitive): """Determines the maximum number of consecutive zero values in the input Args: skipna (boo...
2,379
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/max_min_delta.py
from woodwork.column_schema import ColumnSchema from featuretools.primitives.base import AggregationPrimitive class MaxMinDelta(AggregationPrimitive): """Determines the difference between the max and min value. Args: skipna (bool): Determines if to use NA/null values. Defaults to True to...
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/std.py
import numpy as np from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Std(AggregationPrimitive): """Computes the dispersion relative to the mean value, ignoring `NaN`. ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count_greater_than.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Integer from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive class CountGreaterThan(AggregationPrimitive): """Determines the number of values greater than a controllable threshold. Args: ...
1,030
29.323529
88
py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/max_consecutive_positives.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double, Integer from featuretools.primitives.base import AggregationPrimitive class MaxConsecutivePositives(AggregationPrimitive): """Determines the maximum number of consecutive positive values in the input Args: ski...
2,447
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count_above_mean.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive class CountAboveMean(AggregationPrimitive): """Calculates the number of values that are above the mean. ...
1,264
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/max_consecutive_negatives.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double, Integer from featuretools.primitives.base import AggregationPrimitive class MaxConsecutiveNegatives(AggregationPrimitive): """Determines the maximum number of consecutive negative values in the input Args: ski...
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/is_monotonically_decreasing.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import BooleanNullable from featuretools.primitives.base import AggregationPrimitive class IsMonotonicallyDecreasing(AggregationPrimitive): """Determines if a series is monotonically decreasing. Description: Given a list of ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/time_since_last_true.py
import numpy as np import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, BooleanNullable, Datetime, Double from featuretools.primitives.base import AggregationPrimitive class TimeSinceLastTrue(AggregationPrimitive): """Calculates the time since the last `...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/num_consecutive_less_mean.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable from featuretools.primitives.base import AggregationPrimitive class NumConsecutiveLessMean(AggregationPrimitive): """Determines the length of the longest subsequence below the mean. Descript...
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/num_true_since_last_false.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, IntegerNullable from featuretools.primitives.base import AggregationPrimitive class NumTrueSinceLastFalse(AggregationPrimitive): """Calculates the number of 'True' values since the last `False` value. ...
1,453
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/last.py
from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Last(AggregationPrimitive): """Determines the last value in a list. Examples: >>> last = Last() >>> ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/max_count.py
import numpy as np from woodwork.column_schema import ColumnSchema from featuretools.primitives.base import AggregationPrimitive class MaxCount(AggregationPrimitive): """Calculates the number of occurrences of the max value in a list Args: skipna (bool): Determines if to use NA/null values. Defaults...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/__init__.py
from featuretools.primitives.standard.aggregation.all_primitive import All from featuretools.primitives.standard.aggregation.any_primitive import Any from featuretools.primitives.standard.aggregation.avg_time_between import AvgTimeBetween from featuretools.primitives.standard.aggregation.average_count_per_unique import...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/variance.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double from featuretools.primitives.base import AggregationPrimitive class Variance(AggregationPrimitive): """Calculates the variance of a list of numbers. Description: Given a list of numbers, retu...
1,007
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78
py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/median.py
import pandas as pd from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Median(AggregationPrimitive): """Determines the middlemost number in a list of values. Examples:...
768
25.517241
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/n_unique_months.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Integer from featuretools.primitives.base import AggregationPrimitive class NUniqueMonths(AggregationPrimitive): """Determines the number of unique months. Description: Given a list of datetimes, return the ...
1,262
31.384615
79
py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/max_primitive.py
import numpy as np from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Max(AggregationPrimitive): """Calculates the highest value, ignoring `NaN` values. Examples: ...
830
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/num_peaks.py
import pandas as pd from scipy.signal import find_peaks from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Integer from featuretools.primitives.base import AggregationPrimitive class NumPeaks(AggregationPrimitive): """Determines the number of peaks in a list of numbers. Descr...
1,032
27.694444
79
py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/trend.py
import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils import calculate_trend from featuretools.utils.gen_utils import Library class Trend(Aggregat...
1,445
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/entropy.py
from scipy import stats from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class Entropy(AggregationPrimitive): """Calculates the entropy for a categorical column Descriptio...
1,527
31.510638
88
py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/n_unique_days_of_calendar_year.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Integer from featuretools.primitives.base import AggregationPrimitive class NUniqueDaysOfCalendarYear(AggregationPrimitive): """Determines the number of unique calendar days. Description: Given a list of dat...
1,275
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/n_most_common.py
import numpy as np from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.utils.gen_utils import Library class NMostCommon(AggregationPrimitive): """Determines the `n` most common elements. Description: ...
1,761
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88
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/count_less_than.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Integer from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive class CountLessThan(AggregationPrimitive): """Determines the number of values less than a controllable threshold. Args: ...
1,005
28.588235
88
py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/time_since_last_false.py
import numpy as np import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, BooleanNullable, Datetime, Double from featuretools.primitives.base import AggregationPrimitive class TimeSinceLastFalse(AggregationPrimitive): """Calculates the time since the last ...
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featuretools
featuretools-main/featuretools/primitives/standard/aggregation/n_unique_days_of_month.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Integer from featuretools.primitives.base import AggregationPrimitive class NUniqueDaysOfMonth(AggregationPrimitive): """Determines the number of unique days of month. Description: Given a list of datetimes,...
1,290
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/sum_primitive.py
import numpy as np from woodwork.column_schema import ColumnSchema from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive from featuretools.primitives.standard.aggregation.count import Count from featuretools.utils.gen_utils import Library class Sum(AggregationPrimitive): """Cal...
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py
featuretools
featuretools-main/featuretools/primitives/standard/aggregation/has_no_duplicates.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import BooleanNullable from featuretools.primitives.base import AggregationPrimitive class HasNoDuplicates(AggregationPrimitive): """Determines if there are duplicates in the input. Args: skipna (bool): Determines if to use ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/absolute_diff.py
from woodwork.column_schema import ColumnSchema from featuretools.primitives.base import TransformPrimitive class AbsoluteDiff(TransformPrimitive): """Calculates the absolute difference from the previous element in a list of numbers. Description: The absolute difference from the previous elem...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/not_primitive.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean, BooleanNullable from featuretools.primitives.base import TransformPrimitive from featuretools.utils.gen_utils import Library class Not(TransformPrimitive): """Negates a boolean value. Examples: ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/savgol_filter.py
from math import floor import numpy as np from scipy.signal import savgol_coeffs, savgol_filter from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double from featuretools.primitives.base import TransformPrimitive class SavgolFilter(TransformPrimitive): """Applies a Savitzky-Gola...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/file_extension.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Filepath from featuretools.primitives.base import TransformPrimitive class FileExtension(TransformPrimitive): """Determines the extension of a filepath. Description: Given a list of filepaths, return the extension ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/full_name_to_first_name.py
import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Categorical, PersonFullName from featuretools.primitives.base import TransformPrimitive class FullNameToFirstName(TransformPrimitive): """Determines the first name from a person's name. Description: ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/is_null.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean from featuretools.primitives.base import TransformPrimitive from featuretools.utils.gen_utils import Library class IsNull(TransformPrimitive): """Determines if a value is null. Examples: >>> is_null = IsNull()...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/percent_change.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double from featuretools.primitives.base import TransformPrimitive class PercentChange(TransformPrimitive): """Determines the percent difference between values in a list. Description: Given a list of numbers, return t...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/full_name_to_title.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Categorical, PersonFullName from featuretools.primitives.base import TransformPrimitive class FullNameToTitle(TransformPrimitive): """Determines the title from a person's name. Description: Given a list of names, dete...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/full_name_to_last_name.py
import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Categorical, PersonFullName from featuretools.primitives.base import TransformPrimitive class FullNameToLastName(TransformPrimitive): """Determines the first name from a person's name. Description: ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/nth_week_of_month.py
import numpy as np import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Datetime, Double from featuretools.primitives.base import TransformPrimitive class NthWeekOfMonth(TransformPrimitive): """Determines the nth week of the month from a given date. Descript...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/__init__.py
# flake8: noqa from featuretools.primitives.standard.transform.absolute_diff import AbsoluteDiff from featuretools.primitives.standard.transform.binary import * from featuretools.primitives.standard.transform.cumulative import * from featuretools.primitives.standard.transform.datetime import * from featuretools.primiti...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/is_in.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Boolean from featuretools.primitives.base import TransformPrimitive from featuretools.utils.gen_utils import Library class IsIn(TransformPrimitive): """Determines whether a value is present in a provided list. Examples: ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/latlong/longitude.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import LatLong from featuretools.primitives.base import TransformPrimitive class Longitude(TransformPrimitive): """Returns the second tuple value in a list of LatLong tuples. For use with the LatLong logical typ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/latlong/is_in_geobox.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import BooleanNullable, LatLong from featuretools.primitives.base import TransformPrimitive class IsInGeoBox(TransformPrimitive): """Determines if coordinates are inside a box defined by two corner coordinate point...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/latlong/utils.py
import numpy as np def _haversine_calculate(lat_1s, lon_1s, lat_2s, lon_2s, unit): # https://stackoverflow.com/a/29546836/2512385 lon1, lat1, lon2, lat2 = map(np.radians, [lon_1s, lat_1s, lon_2s, lat_2s]) dlon = lon2 - lon1 dlat = lat2 - lat1 a = np.sin(dlat / 2.0) ** 2 + np.cos(lat1) * np.cos(lat...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/latlong/haversine.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import LatLong from featuretools.primitives.base import TransformPrimitive from featuretools.primitives.standard.transform.latlong.utils import ( _haversine_calculate, ) class Haversine(TransformPrimitive): """Calc...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/latlong/geomidpoint.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import LatLong from featuretools.primitives.base import TransformPrimitive class GeoMidpoint(TransformPrimitive): """Determines the geographic center of two coordinates. Examples: >>> geomidpoint = GeoMidp...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/latlong/latitude.py
import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import LatLong from featuretools.primitives.base import TransformPrimitive class Latitude(TransformPrimitive): """Returns the first tuple value in a list of LatLong tuples. For use with the LatLong logical type....
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featuretools
featuretools-main/featuretools/primitives/standard/transform/latlong/__init__.py
from featuretools.primitives.standard.transform.latlong.cityblock_distance import ( CityblockDistance, ) from featuretools.primitives.standard.transform.latlong.geomidpoint import GeoMidpoint from featuretools.primitives.standard.transform.latlong.haversine import Haversine from featuretools.primitives.standard.tra...
530
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featuretools
featuretools-main/featuretools/primitives/standard/transform/latlong/cityblock_distance.py
import numpy as np import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double, LatLong from featuretools.primitives.base import TransformPrimitive from featuretools.primitives.standard.transform.latlong.utils import ( _haversine_calculate, ) class CityblockDista...
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py
featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/number_of_hashtags.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable, NaturalLanguage from featuretools.primitives.standard.transform.natural_language.count_string import ( CountString, ) class NumberOfHashtags(CountString): """Determines the number of hashtags in a string. ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/total_word_length.py
from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable, NaturalLanguage from featuretools.primitives.base import TransformPrimitive from featuretools.primitives.standard.transform.natural_language.constants import ( PUNCTUATION_AND_WHITESPACE, ) class TotalWordLength(T...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/number_of_unique_words.py
from string import punctuation from typing import Iterable import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable, NaturalLanguage from featuretools.primitives.base import TransformPrimitive from featuretools.primitives.standard.transform.natural_languag...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/upper_case_count.py
# -*- coding: utf-8 -*- from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable, NaturalLanguage from featuretools.primitives.standard.transform.natural_language.count_string import ( CountString, ) class UpperCaseCount(CountString): """Calculates the number of uppe...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/upper_case_word_count.py
import re from string import punctuation import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable, NaturalLanguage from featuretools.primitives.base import TransformPrimitive from featuretools.primitives.standard.transform.natural_language.constants import...
1,539
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featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/constants.py
from string import punctuation DELIMITERS = "[ \n\t]" PUNCTUATION_AND_WHITESPACE = f"[{punctuation}\n\t ]" common_words_1000 = frozenset( [ "the", "of", "to", "and", "a", "in", "is", "it", "you", "that", "he", "was", ...
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featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/whitespace_count.py
from featuretools.primitives.standard.transform.natural_language.count_string import ( CountString, ) class WhitespaceCount(CountString): """Calculates number of whitespaces in a string. Description: Given a list of strings, determine the whitespaces in each string If a string is missing,...
644
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featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/number_of_common_words.py
from string import punctuation from typing import Iterable import pandas as pd from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable, NaturalLanguage from featuretools.primitives.base import TransformPrimitive from featuretools.primitives.standard.transform.natural_languag...
2,663
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featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/count_string.py
import re import numpy as np from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable, NaturalLanguage from featuretools.primitives.base import TransformPrimitive class CountString(TransformPrimitive): """Determines how many times a given string shows up in a text field...
4,705
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py
featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/title_word_count.py
# -*- coding: utf-8 -*- from woodwork.column_schema import ColumnSchema from woodwork.logical_types import IntegerNullable, NaturalLanguage from featuretools.primitives.standard.transform.natural_language.count_string import ( CountString, ) class TitleWordCount(CountString): """Determines the number of titl...
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py
featuretools
featuretools-main/featuretools/primitives/standard/transform/natural_language/median_word_length.py
from numpy import median from woodwork.column_schema import ColumnSchema from woodwork.logical_types import Double, NaturalLanguage from featuretools.primitives.base import TransformPrimitive from featuretools.primitives.standard.transform.natural_language.constants import ( DELIMITERS, ) class MedianWordLength(...
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py