File model_group_evaluator.py has 1025 lines of code (exceeds 400 allowed). Consider refactoring.

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"""
Model Evaluator

This script contain a set of elements to help the postmodeling evaluation
of audited models by triage.Audition. This will be a continuing list of

File model_evaluator.py has 1004 lines of code (exceeds 400 allowed). Consider refactoring.

Open

"""
Model Evaluator

This module will use model_id as a unit of analysis to understand the model
and it's predictions. The ModelEvaluator (and by extension de ModelGroupEvaluator) are

File validate.py has 935 lines of code (exceeds 400 allowed). Consider refactoring.

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import importlib

import verboselogs, logging

logger = verboselogs.VerboseLogger(__name__)

File base.py has 859 lines of code (exceeds 400 allowed). Consider refactoring.

Open

import verboselogs, logging

logger = verboselogs.VerboseLogger(__name__)

from abc import ABC, abstractmethod

File test_feature_generators.py has 777 lines of code (exceeds 400 allowed). Consider refactoring.

Open

import copy
from datetime import date

import pandas as pd
import pytest

File evaluation.py has 775 lines of code (exceeds 400 allowed). Consider refactoring.

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import functools
import itertools
import verboselogs, logging

logger = verboselogs.VerboseLogger(__name__)

File test_evaluation.py has 739 lines of code (exceeds 400 allowed). Consider refactoring.

Open

from triage.component.catwalk.evaluation import (
    SORT_TRIALS,
    ModelEvaluator,
    generate_binary_at_x,
    query_subset_table,

File collate.py has 696 lines of code (exceeds 400 allowed). Consider refactoring.

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import verboselogs, logging
logger = verboselogs.VerboseLogger(__name__)

from numbers import Number
from itertools import product, chain

File test_builders.py has 675 lines of code (exceeds 400 allowed). Consider refactoring.

Open

import datetime
from unittest import TestCase, mock
import pandas as pd
import testing.postgresql

File test_timechop.py has 613 lines of code (exceeds 400 allowed). Consider refactoring.

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import datetime
from unittest import TestCase

from triage.util.conf import convert_str_to_relativedelta

File test_selection_rules.py has 577 lines of code (exceeds 400 allowed). Consider refactoring.

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import pandas as pd

from triage.component.audition.selection_rules import (
    best_current_value,
    best_average_value,

Function _run has a Cognitive Complexity of 40 (exceeds 5 allowed). Consider refactoring.

Open

    def _run(self, scoring_config):
        logger.spam("Validating scoring configuration")
        if "testing_metric_groups" not in scoring_config:
            logger.warning(
                "Section: scoring - No testing_metric_groups configured. "

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File storage.py has 568 lines of code (exceeds 400 allowed). Consider refactoring.

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# coding: utf-8

import itertools

import verboselogs, logging

File feature_generators.py has 567 lines of code (exceeds 400 allowed). Consider refactoring.

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import verboselogs, logging
logger = verboselogs.VerboseLogger(__name__)

from collections import OrderedDict

File cli.py has 561 lines of code (exceeds 400 allowed). Consider refactoring.

Open

import argparse
import importlib.util
import os
import yaml
import pathlib

File test_experiments.py has 553 lines of code (exceeds 400 allowed). Consider refactoring.

Open

import os
import time
from datetime import datetime, timedelta
from functools import partial
from tempfile import TemporaryDirectory

File builders.py has 530 lines of code (exceeds 400 allowed). Consider refactoring.

Open

import io
import subprocess

import verboselogs, logging
logger = verboselogs.VerboseLogger(__name__)

File __init__.py has 509 lines of code (exceeds 400 allowed). Consider refactoring.

Open

from triage.component.results_schema import upgrade_db, Retrain, TriageRun, TriageRunStatus
from triage.component.architect.entity_date_table_generators import EntityDateTableGenerator, DEFAULT_ACTIVE_STATE
from triage.component.architect.features import (
        FeatureGenerator, 
        FeatureDictionaryCreator, 

ModelEvaluator has 35 functions (exceeds 20 allowed). Consider refactoring.

Open

class ModelEvaluator:
    '''
    ModelExtractor class calls the model metadata from the database
    and hold model_id metadata features on each of the class attibutes.
    This class will contain any information about the model, and will be

File utils.py has 488 lines of code (exceeds 400 allowed). Consider refactoring.

Open

import datetime
import functools
import importlib
import os
import random