code: def validate(
      self, validate_target: bool = True, silent_mode: bool = False
  ):
      # self.logger.info("Validating dataset")
  
      self.__validate_search_keys()
  
      self.__validate_meaning_types(validate_target=validate_target)
  
      self.__drop_ignore_columns()
  
      self.__rename_columns()
  
      self.__remove_dates_from_features(silent_mode)
  
      self.__validate_features_count()
  
      self.__validate_too_long_string_values()
  
      self.__convert_bools()
  
      self.__convert_float16()
  
      self.__correct_decimal_comma()
  
      self.__remove_old_dates(silent_mode)
  
      self.__convert_ip()
  
      self.__convert_phone()
  
      self.__normalize_iso_code()
  
      self.__normalize_postal_code()
  
      self.__normalize_hem()
  
      self.__convert_features_types()
  
      self.__clean_duplicates(silent_mode)
  
      self.__validate_dataset(validate_target, silent_mode)
  
      if validate_target:
          self.__validate_target()
  
          self.__resample()
  
          self.__validate_min_rows_count()
  
      self.__validate_max_row_count()
  
      self.data = self.data.sort_values(
          by=SYSTEM_RECORD_ID
      ).reset_index(drop=True)
  
imports: import csv
  import hashlib
  import logging
  import tempfile
  import time
  from ipaddress import IPv4Address, IPv6Address, _BaseAddress, ip_address
  from pathlib import Path
  from typing import Any, Callable, Dict, List, Optional, Tuple, Union
  import numpy
  import pandas
  from pandas.api.types import is_bool_dtype
  from pandas.api.types import is_datetime64_any_dtype
  from pandas.api.types import is_float_dtype, is_integer_dtype, is_numeric_dtype, is_string_dtype
  from pandas.core.dtypes.common import is_period_dtype
  from upgini.errors import ValidationError
  from upgini.http import ProgressStage, SearchProgress, get_rest_client
  from upgini.metadata import EVAL_SET_INDEX, SYSTEM_COLUMNS, SYSTEM_RECORD_ID, TARGET, DataType, FeaturesFilter, FileColumnMeaningType, FileColumnMetadata, FileMetadata, FileMetrics, ModelTaskType, NumericInterval, RuntimeParameters, SearchCustomization
  from upgini.normalizer.phone_normalizer import PhoneNormalizer
  from upgini.resource_bundle import bundle
  from upgini.sampler.random_under_sampler import RandomUnderSampler
  from upgini.search_task import SearchTask
  from upgini.utils import combine_search_keys
  from upgini.utils.email_utils import EmailSearchKeyConverter
  from upgini.utils.warning_counter import WarningCounter
label_desc: Use image node_id 37 for calling the Dataset obj's underlying member method code with example usage: obj.validate(validate_target, silent_mode) without return types